From e66f0659c7d58df2f6aed6afc96e21863638a984 Mon Sep 17 00:00:00 2001 From: Lynn Liu Date: Tue, 29 Nov 2022 13:36:23 -0800 Subject: [PATCH 001/186] Add Broadcast client API interface (#675) This change introduces an API for Skyplane Broadcast Todos: - [x] Fix provisioning in BroadcastDataplane - Reuse provision loop via inheritance - Move `_start_gateway` to a class method and override it - Adapt broadcast to use `bound_nodes` - [x] Add BroadcastCopyJob (ideally extend CopyJob) - [x] Update tracker to monitor broadcast jobs - [x] Add multipart support - [x] Fix dependency issue via adding dockerfile and bc_requirements - [x] Integrate with gateway and test the monitoring side Co-authored-by: Paras Jain Co-authored-by: Sarah Wooders --- Dockerfile.broadcast | 40 + poetry.lock | 36 +- pyproject.toml | 4 + scripts/pack_docker_broadcast.sh | 27 + scripts/requirements-broadcast-gateway.txt | 24 + scripts/requirements-gateway.txt | 2 +- skyplane/api/config.py | 3 + skyplane/api/provision/dataplane.py | 73 +- skyplane/broadcast/__init__.py | 4 + skyplane/broadcast/bc_client.py | 120 + skyplane/broadcast/bc_dataplane.py | 320 + skyplane/broadcast/bc_plan.py | 122 + skyplane/broadcast/bc_planner.py | 541 ++ skyplane/broadcast/bc_solver.py | 85 + skyplane/broadcast/gateway/chunk_store.py | 66 +- skyplane/broadcast/gateway/gateway_daemon.py | 92 +- .../broadcast/gateway/gateway_daemon_api.py | 136 +- skyplane/broadcast/gateway/gateway_program.py | 2 +- skyplane/broadcast/gateway/gateway_queue.py | 72 +- .../gateway/operators/gateway_operator.py | 127 +- .../gateway/operators/gateway_receiver.py | 15 +- skyplane/broadcast/impl/bc_chunker.py | 139 + skyplane/broadcast/impl/bc_tracker.py | 264 + skyplane/broadcast/impl/bc_transfer_job.py | 191 + skyplane/broadcast/profiles/cost.csv | 3970 ++++++++++ skyplane/broadcast/profiles/throughput.csv | 7054 +++++++++++++++++ skyplane/broadcast/test/bc_demo.py | 59 + skyplane/chunk.py | 7 +- skyplane/compute/server.py | 38 +- 29 files changed, 13283 insertions(+), 350 deletions(-) create mode 100644 Dockerfile.broadcast create mode 100755 scripts/pack_docker_broadcast.sh create mode 100644 scripts/requirements-broadcast-gateway.txt create mode 100644 skyplane/broadcast/__init__.py create mode 100644 skyplane/broadcast/bc_client.py create mode 100644 skyplane/broadcast/bc_dataplane.py create mode 100644 skyplane/broadcast/bc_plan.py create mode 100644 skyplane/broadcast/bc_planner.py create mode 100644 skyplane/broadcast/bc_solver.py create mode 100644 skyplane/broadcast/impl/bc_chunker.py create mode 100644 skyplane/broadcast/impl/bc_tracker.py create mode 100644 skyplane/broadcast/impl/bc_transfer_job.py create mode 100644 skyplane/broadcast/profiles/cost.csv create mode 100755 skyplane/broadcast/profiles/throughput.csv create mode 100644 skyplane/broadcast/test/bc_demo.py diff --git a/Dockerfile.broadcast b/Dockerfile.broadcast new file mode 100644 index 000000000..e480c6ad4 --- /dev/null +++ b/Dockerfile.broadcast @@ -0,0 +1,40 @@ +# syntax=docker/dockerfile:1 +FROM python:3.11-slim + +# install apt packages +RUN --mount=type=cache,target=/var/cache/apt apt update \ + && apt-get install --no-install-recommends -y curl ca-certificates stunnel4 gcc libc-dev \ + && apt-get clean \ + && rm -rf /var/lib/apt/lists/* + +# configure stunnel +RUN mkdir -p /etc/stunnel \ + && openssl genrsa -out key.pem 2048 \ + && openssl req -new -x509 -key key.pem -out cert.pem -days 1095 -subj "/C=US/ST=California/L=San Francisco" \ + && cat key.pem cert.pem >> /etc/stunnel/stunnel.pem \ + && rm key.pem cert.pem \ + && mkdir -p /usr/local/var/run/ \ + && echo "client = no" >> /etc/stunnel/stunnel.conf \ + && echo "[gateway]" >> /etc/stunnel/stunnel.conf \ + && echo "accept = 8080" >> /etc/stunnel/stunnel.conf \ + && echo "connect = 8081" >> /etc/stunnel/stunnel.conf \ + && echo "cert = /etc/stunnel/stunnel.pem" >> /etc/stunnel/stunnel.conf + +# increase number of open files and concurrent TCP connections +RUN (echo 'net.ipv4.ip_local_port_range = 12000 65535' >> /etc/sysctl.conf) \ + && (echo 'fs.file-max = 1048576' >> /etc/sysctl.conf) \ + && mkdir -p /etc/security/ \ + && (echo '* soft nofile 1048576' >> /etc/security/limits.conf) \ + && (echo '* hard nofile 1048576' >> /etc/security/limits.conf) \ + && (echo 'root soft nofile 1048576' >> /etc/security/limits.conf) \ + && (echo 'root hard nofile 1048576' >> /etc/security/limits.conf) + +# install gateway +COPY scripts/requirements-broadcast-gateway.txt /tmp/requirements-gateway.txt +RUN --mount=type=cache,target=/root/.cache/pip pip3 install --no-cache-dir -r /tmp/requirements-gateway.txt && rm -r /tmp/requirements-gateway.txt + +WORKDIR /pkg +COPY . . +RUN pip3 install --no-dependencies -e ".[aws,azure,gcp,gateway]" + +CMD /etc/init.d/stunnel4 start; python3 /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks --outgoing-ports '{}' --region local diff --git a/poetry.lock b/poetry.lock index 42935a4dc..ad09e656b 100644 --- a/poetry.lock +++ b/poetry.lock @@ -10,7 +10,7 @@ python-versions = ">=3.5" dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"] docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"] tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"] -tests-no-zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"] +tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"] [[package]] name = "azure-common" @@ -233,7 +233,7 @@ optional = false python-versions = ">=3.6.0" [package.extras] -unicode-backport = ["unicodedata2"] +unicode_backport = ["unicodedata2"] [[package]] name = "click" @@ -449,7 +449,7 @@ six = ">=1.9.0" [package.extras] aiohttp = ["aiohttp (>=3.6.2,<4.0.0dev)", "requests (>=2.20.0,<3.0.0dev)"] -enterprise-cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"] +enterprise_cert = ["cryptography (==36.0.2)", "pyopenssl (==22.0.0)"] pyopenssl = ["pyopenssl (>=20.0.0)"] reauth = ["pyu2f (>=0.1.5)"] @@ -777,6 +777,21 @@ requests-oauthlib = ">=0.5.0" [package.extras] async = ["aiodns", "aiohttp (>=3.0)"] +[[package]] +name = "networkx" +version = "2.6.3" +description = "Python package for creating and manipulating graphs and networks" +category = "main" +optional = true +python-versions = ">=3.7" + +[package.extras] +default = ["matplotlib (>=3.3)", "numpy (>=1.19)", "pandas (>=1.1)", "scipy (>=1.5,!=1.6.1)"] +developer = ["black (==21.5b1)", "pre-commit (>=2.12)"] +doc = ["nb2plots (>=0.6)", "numpydoc (>=1.1)", "pillow (>=8.2)", "pydata-sphinx-theme (>=0.6,<1.0)", "sphinx (>=4.0,<5.0)", "sphinx-gallery (>=0.9,<1.0)", "texext (>=0.6.6)"] +extra = ["lxml (>=4.5)", "pydot (>=1.4.1)", "pygraphviz (>=1.7)"] +test = ["codecov (>=2.1)", "pytest (>=6.2)", "pytest-cov (>=2.12)"] + [[package]] name = "numpy" version = "1.21.1" @@ -832,10 +847,10 @@ python-versions = ">=3.7.1" [package.dependencies] numpy = [ - {version = ">=1.21.0", markers = "python_version >= \"3.10\""}, {version = ">=1.17.3", markers = "platform_machine != \"aarch64\" and platform_machine != \"arm64\" and python_version < \"3.10\""}, {version = ">=1.19.2", markers = "platform_machine == \"aarch64\" and python_version < \"3.10\""}, {version = ">=1.20.0", markers = "platform_machine == \"arm64\" and python_version < \"3.10\""}, + {version = ">=1.21.0", markers = "python_version >= \"3.10\""}, ] python-dateutil = ">=2.7.3" pytz = ">=2017.3" @@ -1157,7 +1172,7 @@ urllib3 = ">=1.21.1,<1.27" [package.extras] socks = ["PySocks (>=1.5.6,!=1.5.7)"] -use-chardet-on-py3 = ["chardet (>=3.0.2,<6)"] +use_chardet_on_py3 = ["chardet (>=3.0.2,<6)"] [[package]] name = "requests-oauthlib" @@ -1288,7 +1303,7 @@ python-versions = "*" paramiko = ">=2.7.2" [package.extras] -build-sphinx = ["sphinx", "sphinxcontrib-napoleon"] +build_sphinx = ["sphinx", "sphinxcontrib-napoleon"] dev = ["check-manifest"] test = ["tox (>=1.8.1)"] @@ -1384,6 +1399,7 @@ testing = ["flake8 (<5)", "func-timeout", "jaraco.functools", "jaraco.itertools" all = ["boto3", "azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob", "google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] aws = ["boto3"] azure = ["azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob"] +broadcast = ["networkx", "numpy", "pandas", "cvxpy", "graphviz", "matplotlib"] gateway = ["flask", "lz4", "pynacl", "pyopenssl", "werkzeug"] gcp = ["google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] @@ -1391,7 +1407,7 @@ solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] [metadata] lock-version = "1.1" python-versions = ">=3.7.1,<3.12" -content-hash = "ccd8ea81e6b22d464e9610b841eda9c53be256f75076cb6c2de995f5b5ccf994" +content-hash = "3f7d7935f1b869691ffc76f4dde8025701b1d7e583f0c7de22168c16e5c05f19" [metadata.files] attrs = [ @@ -2076,6 +2092,10 @@ msrest = [ {file = "msrest-0.7.1-py3-none-any.whl", hash = "sha256:21120a810e1233e5e6cc7fe40b474eeb4ec6f757a15d7cf86702c369f9567c32"}, {file = "msrest-0.7.1.zip", hash = "sha256:6e7661f46f3afd88b75667b7187a92829924446c7ea1d169be8c4bb7eeb788b9"}, ] +networkx = [ + {file = "networkx-2.6.3-py3-none-any.whl", hash = "sha256:80b6b89c77d1dfb64a4c7854981b60aeea6360ac02c6d4e4913319e0a313abef"}, + {file = "networkx-2.6.3.tar.gz", hash = "sha256:c0946ed31d71f1b732b5aaa6da5a0388a345019af232ce2f49c766e2d6795c51"}, +] numpy = [ {file = "numpy-1.21.1-cp37-cp37m-macosx_10_9_x86_64.whl", hash = "sha256:38e8648f9449a549a7dfe8d8755a5979b45b3538520d1e735637ef28e8c2dc50"}, {file = "numpy-1.21.1-cp37-cp37m-manylinux_2_12_i686.manylinux2010_i686.whl", hash = "sha256:fd7d7409fa643a91d0a05c7554dd68aa9c9bb16e186f6ccfe40d6e003156e33a"}, @@ -2164,6 +2184,8 @@ paramiko = [ {file = "paramiko-2.12.0.tar.gz", hash = "sha256:376885c05c5d6aa6e1f4608aac2a6b5b0548b1add40274477324605903d9cd49"}, ] pillow = [ + {file = "Pillow-9.3.0-1-cp37-cp37m-win32.whl", hash = "sha256:e6ea6b856a74d560d9326c0f5895ef8050126acfdc7ca08ad703eb0081e82b74"}, + {file = "Pillow-9.3.0-1-cp37-cp37m-win_amd64.whl", hash = "sha256:32a44128c4bdca7f31de5be641187367fe2a450ad83b833ef78910397db491aa"}, {file = "Pillow-9.3.0-cp310-cp310-macosx_10_10_x86_64.whl", hash = "sha256:0b7257127d646ff8676ec8a15520013a698d1fdc48bc2a79ba4e53df792526f2"}, {file = "Pillow-9.3.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:b90f7616ea170e92820775ed47e136208e04c967271c9ef615b6fbd08d9af0e3"}, {file = "Pillow-9.3.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:68943d632f1f9e3dce98908e873b3a090f6cba1cbb1b892a9e8d97c938871fbe"}, diff --git a/pyproject.toml b/pyproject.toml index f959afc9d..b26e8ee21 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -46,6 +46,9 @@ graphviz = { version = ">=0.15", optional = true } matplotlib = { version = ">=3.0.0", optional = true } numpy = { version = ">=1.19.0", optional = true } +# broadcast dependencies +networkx = { version = ">=2.5", optional = true } + # gateway dependencies flask = { version = "^2.1.2", optional = true } lz4 = { version = "^4.0.0", optional = true } @@ -60,6 +63,7 @@ gcp = ["google-api-python-client", "google-auth", "google-cloud-compute", "googl all = ["boto3", "azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob", "google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] gateway = ["flask", "lz4", "pynacl", "pyopenssl", "werkzeug"] solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] +broadcast = ["networkx", "numpy", "pandas", "cvxpy", "graphviz", "matplotlib"] [tool.poetry.dev-dependencies] pytest = ">=6.0.0" diff --git a/scripts/pack_docker_broadcast.sh b/scripts/pack_docker_broadcast.sh new file mode 100755 index 000000000..583ee51ea --- /dev/null +++ b/scripts/pack_docker_broadcast.sh @@ -0,0 +1,27 @@ +#!/bin/bash + + +# color output +BGreen='\033[1;32m' +BRed='\033[1;31m' +NC='\033[0m' # No Color + +set -e +[ "$#" -eq 1 ] || (>&2 echo -e "${BRed}1 argument required (your Github username), $# provided${NC}"; exit 1) +set +e + +>&2 echo -e "${BGreen}Building docker image${NC}" +set -e +>&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile.broadcast -t skyplane --platform linux/x86_64 . +set +e + +DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" +>&2 echo -e "${BGreen}Uploading docker image to $DOCKER_URL${NC}" +set -e +>&2 sudo docker tag skyplane $DOCKER_URL +>&2 sudo docker push $DOCKER_URL +>&2 sudo docker system prune -f +set +e + +>&2 echo -e "${BGreen}SKYPLANE_DOCKER_IMAGE=$DOCKER_URL${NC}" +echo $DOCKER_URL diff --git a/scripts/requirements-broadcast-gateway.txt b/scripts/requirements-broadcast-gateway.txt new file mode 100644 index 000000000..b5a7d6102 --- /dev/null +++ b/scripts/requirements-broadcast-gateway.txt @@ -0,0 +1,24 @@ +# cloud dependencies +# awscrt +azure-identity +# removed from gateway due to large size +# azure-mgmt-compute +# azure-mgmt-network +# azure-mgmt-resource +azure-mgmt-storage +azure-mgmt-authorization +azure-storage-blob>=12.0.0 +boto3 +google-api-python-client +google-auth +google-cloud-compute +google-cloud-storage +# shared dependencies +cachetools +paramiko +rich +# gateway dependencies +flask +lz4 +pyopenssl +werkzeug diff --git a/scripts/requirements-gateway.txt b/scripts/requirements-gateway.txt index f5e955ba2..b5a7d6102 100644 --- a/scripts/requirements-gateway.txt +++ b/scripts/requirements-gateway.txt @@ -21,4 +21,4 @@ rich flask lz4 pyopenssl -werkzeug \ No newline at end of file +werkzeug diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 8bf8701a0..5cbf7f72a 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -47,6 +47,9 @@ class TransferConfig: autoterminate_minutes: int = 15 requester_pays: bool = False + # randomly generate data or not + random_chunk_size_mb: Optional[float] = None + # gateway settings use_bbr: bool = True use_compression: bool = True diff --git a/skyplane/api/provision/dataplane.py b/skyplane/api/provision/dataplane.py index a02b59be4..cb75eb455 100644 --- a/skyplane/api/provision/dataplane.py +++ b/skyplane/api/provision/dataplane.py @@ -61,6 +61,43 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + def _start_gateway( + self, + gateway_docker_image: str, + gateway_node: ReplicationTopologyGateway, + gateway_server: compute.Server, + gateway_log_dir: Optional[PathLike] = None, + authorize_ssh_pub_key: Optional[str] = None, + e2ee_key_bytes: Optional[str] = None, + ): + # map outgoing ports + setup_args = {} + for n, v in self.topology.get_outgoing_paths(gateway_node).items(): + if isinstance(n, ReplicationTopologyGateway): + # use private ips for gcp to gcp connection + src_provider, dst_provider = gateway_node.region.split(":")[0], n.region.split(":")[0] + if src_provider == dst_provider and src_provider == "gcp": + setup_args[self.bound_nodes[n].private_ip()] = v + else: + setup_args[self.bound_nodes[n].public_ip()] = v + am_source = gateway_node in self.topology.source_instances() + am_sink = gateway_node in self.topology.sink_instances() + logger.fs.debug(f"[Dataplane._start_gateway] Setup args for {gateway_node}: {setup_args}") + + # start gateway + if gateway_log_dir: + gateway_server.init_log_files(gateway_log_dir) + if authorize_ssh_pub_key: + gateway_server.copy_public_key(authorize_ssh_pub_key) + gateway_server.start_gateway( + setup_args, + gateway_docker_image=gateway_docker_image, + e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, + use_bbr=self.transfer_config.use_bbr, + use_compression=self.transfer_config.use_compression, + use_socket_tls=self.transfer_config.use_socket_tls, + ) + def provision( self, allow_firewall: bool = True, @@ -117,45 +154,15 @@ def provision( # start gateways self.provisioned = True - def _start_gateway( - gateway_node: ReplicationTopologyGateway, - gateway_server: compute.Server, - ): - # map outgoing ports - setup_args = {} - for n, v in self.topology.get_outgoing_paths(gateway_node).items(): - if isinstance(n, ReplicationTopologyGateway): - # use private ips for gcp to gcp connection - src_provider, dst_provider = gateway_node.region.split(":")[0], n.region.split(":")[0] - if src_provider == dst_provider and src_provider == "gcp": - setup_args[self.bound_nodes[n].private_ip()] = v - else: - setup_args[self.bound_nodes[n].public_ip()] = v - am_source = gateway_node in self.topology.source_instances() - am_sink = gateway_node in self.topology.sink_instances() - logger.fs.debug(f"[Dataplane._start_gateway] Setup args for {gateway_node}: {setup_args}") - - # start gateway - if gateway_log_dir: - gateway_server.init_log_files(gateway_log_dir) - if authorize_ssh_pub_key: - gateway_server.copy_public_key(authorize_ssh_pub_key) - gateway_server.start_gateway( - setup_args, - gateway_docker_image=gateway_docker_image, - e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=self.transfer_config.use_bbr, - use_compression=self.transfer_config.use_compression, - use_socket_tls=self.transfer_config.use_socket_tls, - ) - # todo: move server.py:start_gateway here logger.fs.info(f"Using docker image {gateway_docker_image}") e2ee_key_bytes = nacl.utils.random(nacl.secret.SecretBox.KEY_SIZE) jobs = [] for node, server in gateway_bound_nodes.items(): - jobs.append(partial(_start_gateway, node, server)) + jobs.append( + partial(self._start_gateway, gateway_docker_image, node, server, gateway_log_dir, authorize_ssh_pub_key, e2ee_key_bytes) + ) logger.fs.debug(f"[Dataplane.provision] Starting gateways on {len(jobs)} servers") do_parallel(lambda fn: fn(), jobs, n=-1, spinner=spinner, spinner_persist=spinner, desc="Starting gateway container on VMs") diff --git a/skyplane/broadcast/__init__.py b/skyplane/broadcast/__init__.py new file mode 100644 index 000000000..84bcf6da4 --- /dev/null +++ b/skyplane/broadcast/__init__.py @@ -0,0 +1,4 @@ +from pathlib import Path + +__root__ = Path(__file__).parent.parent +__all__ = ["__root__"] diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py new file mode 100644 index 000000000..6fb6b26e5 --- /dev/null +++ b/skyplane/broadcast/bc_client.py @@ -0,0 +1,120 @@ +import uuid +from datetime import datetime +from pathlib import Path + +from typing import TYPE_CHECKING, Optional, List + +from skyplane.api.client import tmp_log_dir +from skyplane.api.client import get_clientid +from skyplane.broadcast.bc_dataplane import BroadcastDataplane +from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner +from skyplane.api.provision.provisioner import Provisioner +from skyplane.api.config import TransferConfig +from skyplane.utils import logger + +if TYPE_CHECKING: + from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig + + +class SkyplaneBroadcastClient: + def __init__( + self, + aws_config: Optional["AWSConfig"] = None, + azure_config: Optional["AzureConfig"] = None, + gcp_config: Optional["GCPConfig"] = None, + transfer_config: Optional[TransferConfig] = None, + log_dir: Optional[str] = None, + multipart_enabled: Optional[bool] = False, + ): + self.clientid = get_clientid() + self.aws_auth = aws_config.make_auth_provider() if aws_config else None + self.azure_auth = azure_config.make_auth_provider() if azure_config else None + self.gcp_auth = gcp_config.make_auth_provider() if gcp_config else None + self.transfer_config = transfer_config if transfer_config else TransferConfig(multipart_enabled=multipart_enabled) + self.log_dir = ( + tmp_log_dir / "transfer_logs" / f"{datetime.now().strftime('%Y%m%d_%H%M%S')}-{uuid.uuid4().hex[:8]}" + if log_dir is None + else Path(log_dir) + ) + + # set up logging + self.log_dir.mkdir(parents=True, exist_ok=True) + logger.open_log_file(self.log_dir / "client.log") + + self.provisioner = Provisioner( + host_uuid=self.clientid, + aws_auth=self.aws_auth, + azure_auth=self.azure_auth, + gcp_auth=self.gcp_auth, + ) + + # methods to create dataplane + def broadcast_dataplane( + self, + src_cloud_provider: str, + src_region: str, + dst_cloud_providers: List[str], + dst_regions: List[str], + type: str = "direct", + n_vms: int = 1, + num_connections: int = 32, + num_partitions: int = 2, + gbyte_to_transfer: float = 1, + target_time: float = 100, + ) -> BroadcastDataplane: + # TODO: did not change the data plan yet + if type == "direct": + planner = BroadcastDirectPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + ) + elif type == "MDST": + planner = BroadcastMDSTPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + ) + elif type == "HST": + # TODO: not usable now + planner = BroadcastHSTPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + ) + elif type == "ILP": + planner = BroadcastILPSolverPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + target_time, # target time budget + ) + else: + raise NotImplementedError(f"Dataplane type {type} not implemented") + + topo = planner.plan() + logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") + print(f"\nAlgorithm: {type}") + print(f"Solution: {topo.nx_graph.edges.data()}") + + return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py new file mode 100644 index 000000000..2c2c41695 --- /dev/null +++ b/skyplane/broadcast/bc_dataplane.py @@ -0,0 +1,320 @@ +import threading +import functools +from collections import Counter + +import urllib3 +from typing import TYPE_CHECKING, Dict, List, Optional, Tuple + +from skyplane import compute +from skyplane.api.provision.dataplane import Dataplane +from skyplane.api.config import TransferConfig +from skyplane.replicate.replication_plan import ReplicationTopologyGateway + +from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker +from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob + +from skyplane.broadcast.bc_plan import BroadcastReplicationTopology +from skyplane.broadcast.gateway.gateway_program import ( + GatewayProgram, + GatewaySend, + GatewayReceive, + GatewayReadObjectStore, + GatewayWriteObjectStore, + GatewayWriteLocal, + GatewayGenData, + GatewayMuxAnd, + GatewayMuxOr, + GatewayOperator, +) + +from skyplane.utils import logger +from skyplane.utils.fn import PathLike + + +if TYPE_CHECKING: + from skyplane.api.provision.provisioner import Provisioner + + +class BroadcastDataplane(Dataplane): + # TODO: need to change this + """A Dataplane represents a concrete Skyplane broadcast network, including topology and VMs.""" + + def __init__( + self, + clientid: str, + topology: BroadcastReplicationTopology, + provisioner: "Provisioner", + transfer_config: TransferConfig, + ): + self.clientid = clientid + self.topology = topology + self.src_region_tag = self.topology.source_region() + self.dst_region_tags = self.topology.sink_regions() + regions = Counter([node.region for node in self.topology.gateway_nodes]) + self.max_instances = int(regions[max(regions, key=regions.get)]) + self.provisioner = provisioner + self.transfer_config = transfer_config + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + self.provisioning_lock = threading.Lock() + self.provisioned = False + + # pending tracker tasks + self.jobs_to_dispatch: List[BCTransferJob] = [] + self.pending_transfers: List[BCTransferProgressTracker] = [] + self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + + def get_ips_in_region(self, region: str): + public_ips = [self.bound_nodes[n].public_ip() for n in self.topology.gateway_nodes if n.region == region] + private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] + return public_ips, public_ips + + def get_object_store_connection(self, region: str): + provider = region.split(":")[0] + if provider == "aws" or provider == "gcp": + n_conn = 32 + elif provider == "azure": + n_conn = 24 # due to throttling limits from authentication + return n_conn + + def add_operator_receive_send( + self, + bc_pg: GatewayProgram, + region: str, + partition_id: str, + obj_store: Optional[Tuple[str, str]] = None, + dst_op: Optional[GatewayOperator] = None, + gen_random_data: bool = False, + max_conn_per_vm: int = 128, + ) -> bool: + if dst_op is not None: + receive_op = dst_op + else: + if obj_store is None: + if gen_random_data: + receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) + else: + receive_op = GatewayReceive() + else: + receive_op = GatewayReadObjectStore( + bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) + ) + + if self.topology.default_max_conn_per_vm is not None: + max_conn_per_vm = self.topology.default_max_conn_per_vm + + # find set of regions & ips in each region to send to for this partition + g = self.topology.nx_graph + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if partition_id in edge[-1]["partitions"]]) + + # if no regions to forward data to + if len(next_regions) == 0: + return False + + # region name --> ips in this region + region_to_ips_map = {} + region_to_private_ips_map = {} + for region in next_regions: + region_to_ips_map[region], region_to_private_ips_map[region] = self.get_ips_in_region(region) + + # use muxand or muxor for partition_id + operation = "MUX_AND" if len(next_regions) > 1 else "MUX_OR" + mux_op = GatewayMuxAnd() if len(next_regions) > 1 else GatewayMuxOr() + + # non-dst node: add receive_op into gateway program + if dst_op is None: + bc_pg.add_operator(receive_op, partition_id=partition_id) + + # MUX_AND: send this partition to multiple regions + if operation == "MUX_AND": + if dst_op is not None and dst_op.op_type == "mux_and": + mux_op = receive_op + else: # do not add any nested mux_and if dst_op parent is mux_and + bc_pg.add_operator(mux_op, receive_op, partition_id=partition_id) + + tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) + + for next_region, next_region_ips in region_to_ips_map.items(): + num_connections = int(max_conn_per_vm / tot_senders) + + if ( + next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" + ): # gcp to gcp connection, use private ips + send_ops = [ + GatewaySend(ip, num_connections=num_connections, region=next_region) + for ip in region_to_private_ips_map[next_region] + ] + else: + send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in next_region_ips] + + # if next region has >1 gateways, add MUX_OR + if len(next_region_ips) > 1: + mux_or_op = GatewayMuxOr() + bc_pg.add_operator(mux_or_op, mux_op, partition_id=partition_id) + bc_pg.add_operators(send_ops, mux_or_op, partition_id=partition_id) + else: # otherwise, the parent of send_op is mux_op ("MUX_AND") + assert len(send_ops) == 1 + bc_pg.add_operator(send_ops[0], mux_op) + else: + # only send this partition to a single region + assert len(region_to_ips_map) == 1 + + next_region = list(region_to_ips_map.keys())[0] + + if next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp": + ips = [ip for next_region_ips in region_to_private_ips_map.values() for ip in next_region_ips] + else: + ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] + + num_connections = int(max_conn_per_vm / len(ips)) + send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] + + # if num of gateways > 1, then connect to MUX_OR + if len(ips) > 1: + bc_pg.add_operator(mux_op, receive_op, partition_id=partition_id) + bc_pg.add_operators(send_ops, mux_op) + else: + bc_pg.add_operators(send_ops, receive_op, partition_id=partition_id) + + return True + + def add_dst_operator(self, bc_pg: GatewayProgram, region: str, partition_id: str, obj_store: Optional[Tuple[str, str]] = None): + receive_op = GatewayReceive() + bc_pg.add_operator(receive_op, partition_id=partition_id) + + if obj_store is None: + write_op = GatewayWriteLocal() + else: + write_op = GatewayWriteObjectStore( + bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) + ) + + g = self.topology.nx_graph + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if partition_id in edge[-1]["partitions"]]) + + # if no regions to forward data to, just write + if len(next_regions) == 0: + bc_pg.add_operator(write_op, receive_op, partition_id=partition_id) + else: # otherwise, "and" --> write and forward + mux_and_op = GatewayMuxAnd() + bc_pg.add_operator(mux_and_op, receive_op, partition_id=partition_id) + bc_pg.add_operator(write_op, mux_and_op, partition_id=partition_id) + self.add_operator_receive_send(bc_pg, region, partition_id, dst_op=mux_and_op) + + @property + @functools.lru_cache(maxsize=None) + def current_gw_programs(self): + solution_graph = self.topology.nx_graph + + num_partitions = self.topology.num_partitions + src = self.src_region_tag + dsts = self.dst_region_tags + + # region name --> gateway program shared by all gateways in this region + gateway_programs = {} + + # NOTE: assume all transfer object share the same (src, dsts)? might not be correct + one_transfer_job = self.jobs_to_dispatch[0] + if not self.transfer_config.random_chunk_size_mb: + src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) + + dsts_obj_store_map = {} + # dst bucket, dst region + for b, r in one_transfer_job.dst_regions.items(): + dsts_obj_store_map[r] = (b, r) + + gen_random_data = False + else: + src_obj_store = None + dsts_obj_store_map = None + gen_random_data = True + + for node in solution_graph.nodes: + node_gateway_program = GatewayProgram() + for i in range(num_partitions): + # source node: read from object store or generate random data, then forward data + if node == src: + self.add_operator_receive_send( + node_gateway_program, node, str(i), obj_store=src_obj_store, gen_random_data=gen_random_data + ) + + # dst receive data, write to object store / write local (if obj_store=None), forward data if needed + elif node in dsts: + dst_obj_store = None if dsts_obj_store_map is None else dsts_obj_store_map[node] + self.add_dst_operator(node_gateway_program, node, str(i), obj_store=dst_obj_store) + + # overlay node only forward data + else: + self.add_operator_receive_send(node_gateway_program, node, str(i), obj_store=None) + + gateway_programs[node] = node_gateway_program + + # for node, region in gateway_programs.items(): + # print("region: ", node) + # print(region.to_json()) + return gateway_programs + + def _start_gateway( + self, + gateway_docker_image: str, + gateway_node: ReplicationTopologyGateway, + gateway_server: compute.Server, + gateway_log_dir: Optional[PathLike] = None, + authorize_ssh_pub_key: Optional[str] = None, + e2ee_key_bytes: Optional[str] = None, + ): + am_source = gateway_node in self.topology.source_instances() + am_sink = gateway_node in self.topology.sink_instances() + + # start gateway + if gateway_log_dir: + gateway_server.init_log_files(gateway_log_dir) + if authorize_ssh_pub_key: + gateway_server.copy_public_key(authorize_ssh_pub_key) + + gateway_server.start_gateway( + {}, # don't need setup arguments here to pass as outgoing_ports + gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs + gateway_docker_image=gateway_docker_image, + e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, + use_bbr=self.transfer_config.use_bbr, + use_compression=self.transfer_config.use_compression, + use_socket_tls=self.transfer_config.use_socket_tls, + ) + + def source_gateways(self) -> List[compute.Server]: + return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] + + def sink_gateways(self) -> List[compute.Server]: + return [self.bound_nodes[n] for n in self.topology.sink_instances()] if self.provisioned else [] + + def queue_copy( + self, + src: str, + dsts: List[str], + recursive: bool = False, + ) -> str: + job = BCCopyJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + + def queue_sync( + self, + src: str, + dsts: List[str], + recursive: bool = False, + ) -> str: + job = BCSyncJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + + def run_async(self) -> BCTransferProgressTracker: + if not self.provisioned: + logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") + tracker = BCTransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config) + self.pending_transfers.append(tracker) + tracker.start() + logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") + self.jobs_to_dispatch = [] + return tracker diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py new file mode 100644 index 000000000..df6ad011b --- /dev/null +++ b/skyplane/broadcast/bc_plan.py @@ -0,0 +1,122 @@ +from dataclasses import dataclass +from typing import List, Optional, Tuple, Set + +import networkx as nx + +from skyplane.chunk import ChunkRequest +from skyplane.obj_store.object_store_interface import ObjectStoreObject +from skyplane.replicate.replication_plan import ( + ReplicationTopology, + ReplicationTopologyNode, + ReplicationTopologyGateway, + ReplicationTopologyObjectStore, +) +from skyplane.utils.definitions import MB + + +@dataclass +class BroadcastReplicationJob: + ource_region: str + dest_regions: List[str] + source_bucket: Optional[str] + dest_buckets: Optional[List[str]] + + # object transfer pairs (src, dest) + transfer_pairs: List[Tuple[ObjectStoreObject, ObjectStoreObject]] + + # progress tracking via a list of chunk_requests + chunk_requests: Optional[List[ChunkRequest]] = None + + # Generates random chunks for testing on the gateways + random_chunk_size_mb: Optional[int] = None + + @property + def transfer_size(self): + if not self.random_chunk_size_mb: + return sum(source_object.size for source_object, _ in self.transfer_pairs) + else: + return self.random_chunk_size_mb * len(self.transfer_pairs) * MB + + +class BroadcastReplicationTopology(ReplicationTopology): + """ + Multiple destinations - edges specify a which partition of data they are responsible for carrying + """ + + def __init__( + self, + nx_graph: nx.DiGraph, + num_partitions: int, + edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, + cost_per_gb: Optional[float] = None, + default_max_conn_per_vm: Optional[int] = None, + ): + + """ + Edge is represented by: + Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, int] -> [src_node, dst_node, num_conn, partition_index] + + """ + self.nx_graph = nx_graph + self.num_partitions = num_partitions + + self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]] = edges or [] + self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) + self.cost_per_gb: Optional[float] = cost_per_gb + self.default_max_conn_per_vm: Optional[int] = default_max_conn_per_vm + + def get_outgoing_paths(self, src: ReplicationTopologyNode): + """Return nodes that follow src in the topology.""" + return {dest_gateway: num_connections for src_gateway, dest_gateway, num_connections, _ in self.edges if src_gateway == src} + + def get_incoming_paths(self, dest: ReplicationTopologyNode): + """Return nodes that precede dest in the topology.""" + return {src_gateway: num_connections for dest_gateway, src_gateway, num_connections, _ in self.edges if dest_gateway == dest} + + def sink_regions(self) -> List[str]: + instances = list(self.sink_instances()) + # assert all(i.region == instances[0].region for i in instances), "All sink instances must be in the same region" + return [instance.region for instance in instances] + + def source_instances(self) -> Set[ReplicationTopologyGateway]: + nodes = self.nodes - {v for u, v, _, _ in self.edges if not isinstance(u, ReplicationTopologyObjectStore)} + return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} + + def sink_instances(self) -> Set[ReplicationTopologyGateway]: + nodes = {u for u, v, _, _ in self.edges if isinstance(v, ReplicationTopologyObjectStore)} + return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} + + def add_instance_instance_edge( + self, + src_region: str, + src_instance: int, + dest_region: str, + dest_instance: int, + num_connections: int, + partition_ids: List[str], + ): + """Add relay edge between two instances.""" + src_gateway = ReplicationTopologyGateway(src_region, src_instance) + dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) + for partition_id in partition_ids: + self.edges.append((src_gateway, dest_gateway, int(num_connections), partition_id)) + self.nodes.add(src_gateway) + self.nodes.add(dest_gateway) + + def add_objstore_instance_edge(self, src_region: str, dest_region: str, dest_instance: int, partition_ids: List[str]): + """Add object store to instance node (i.e. source bucket to source gateway).""" + src_objstore = ReplicationTopologyObjectStore(src_region) + dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) + for partition_id in partition_ids: + self.edges.append((src_objstore, dest_gateway, 0, partition_id)) + self.nodes.add(src_objstore) + self.nodes.add(dest_gateway) + + def add_instance_objstore_edge(self, src_region: str, src_instance: int, dest_region: str, partition_ids: List[str]): + """Add instance to object store edge (i.e. destination gateway to destination bucket).""" + src_gateway = ReplicationTopologyGateway(src_region, src_instance) + dest_objstore = ReplicationTopologyObjectStore(dest_region) + for partition_id in partition_ids: + self.edges.append((src_gateway, dest_objstore, 0, partition_id)) + self.nodes.add(src_gateway) + self.nodes.add(dest_objstore) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py new file mode 100644 index 000000000..c48fef85d --- /dev/null +++ b/skyplane/broadcast/bc_planner.py @@ -0,0 +1,541 @@ +import os +import subprocess +from pathlib import Path + +from skyplane.api.client import tmp_log_dir +from skyplane.broadcast.bc_plan import BroadcastReplicationTopology +from skyplane.broadcast.bc_solver import BroadcastProblem, BroadcastSolution, GBIT_PER_GBYTE + +from typing import List, Optional +from pprint import pprint +import networkx as nx +import pandas as pd +import numpy as np + +from skyplane.utils import logger +from skyplane.broadcast import __root__ + + +class BroadcastPlanner: + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", + tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", + ): + + self.src_provider = src_provider + self.src_region = src_region + self.dst_providers = dst_providers + self.dst_regions = dst_regions + self.num_instances = num_instances + self.num_connections = num_connections + self.num_partitions = num_partitions + self.gbyte_to_transfer = gbyte_to_transfer + + # need to input cost_grid and tp_grid + self.costs = pd.read_csv(cost_grid_path) + self.throughput = pd.read_csv(tp_grid_path) + self.G = self.make_nx_graph(self.costs, self.throughput) + + def make_nx_graph(self, cost, throughput): + """ + Create nx graph with cost and throughput information on the edge + """ + G = nx.DiGraph() + for _, row in throughput.iterrows(): + if row["src_region"] == row["dst_region"]: + continue + G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=row["throughput_sent"] / 1e9) + + for _, row in cost.iterrows(): + if row["src"] in G and row["dest"] in G[row["src"]]: + G[row["src"]][row["dest"]]["cost"] = row["cost"] + else: + continue + return G + + def get_throughput_grid(self): + return np.array([e[2] for e in self.G.edges(data="throughput")]) + + def get_cost_grid(self): + return np.array([e[2] for e in self.G.edges(data="cost")]) + + def get_topo_from_nxgraph( + self, num_partitions: int, gbyte_to_transfer: float, solution_graph: nx.DiGraph + ) -> BroadcastReplicationTopology: + """ + Convert solutions (i.e. networkx graph) to BroadcastReplicationTopology + """ + partition_ids = list(range(num_partitions)) + partition_ids = [str(id) for id in partition_ids] + partition_size_in_GB = gbyte_to_transfer / num_partitions + + source_region = self.src_provider + ":" + self.src_region + dst_regions = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + topo = BroadcastReplicationTopology(solution_graph, num_partitions) + cost_egress = 0.0 + + # adding edges from object store + for i in range(solution_graph.nodes[source_region]["num_vms"]): + topo.add_objstore_instance_edge(source_region, source_region, i, partition_ids) + + # adding edges between instances from networkx DiGraph solutions + for edge in solution_graph.edges.data(): + s, d = edge[0], edge[1] + partitions_on_edge = edge[-1]["partitions"] + cost_egress += len(partitions_on_edge) * partition_size_in_GB * edge[-1]["cost"] + + print(solution_graph.nodes.data()) + s_num_instances = solution_graph.nodes[s]["num_vms"] + d_num_instances = solution_graph.nodes[d]["num_vms"] + + # TODO: fix it, might be wrong; if # of src region gateways != # of dst region gateways, how add the edge? + for i in range(s_num_instances): + for j in range(d_num_instances): + topo.add_instance_instance_edge(s, i, d, j, 0, partitions_on_edge) # set num_connections = 0 for now + + # adding edges to object store + for dst_region in dst_regions: + for i in range(solution_graph.nodes[dst_region]["num_vms"]): + topo.add_instance_objstore_edge(dst_region, i, dst_region, partition_ids) + + # set networkx solution graph in topo + topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes + topo.default_max_conn_per_vm = self.num_connections + return topo + + def plan(self) -> BroadcastReplicationTopology: + raise NotImplementedError + + +class BroadcastDirectPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + ): + super().__init__( + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + ) + + def plan(self) -> BroadcastReplicationTopology: + direct_graph = nx.DiGraph() + + src = self.src_provider + ":" + self.src_region + dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + for dst in dsts: + if src == dst: + cost_of_edge = 0 + else: + try: + cost_of_edge = self.G[src][dst]["cost"] + except Exception: + raise ValueError(f"Missing cost edge {src}->{dst}") + direct_graph.add_edge(src, dst, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge) + + for node in direct_graph.nodes: + direct_graph.nodes[node]["num_vms"] = self.num_instances + return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, direct_graph) + + +class BroadcastMDSTPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + ): + super().__init__( + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + ) + + def plan(self) -> BroadcastReplicationTopology: + src = self.src_provider + ":" + self.src_region + dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + h = self.G.copy() + h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) + + DST_graph = nx.algorithms.tree.Edmonds(h.subgraph([src] + dsts)) + opt_DST = DST_graph.find_optimum(attr="cost", kind="min", preserve_attrs=True, style="arborescence") + + # Construct MDST graph + MDST_graph = nx.DiGraph() + for edge in list(opt_DST.edges()): + s, d = edge[0], edge[1] + cost_of_edge = self.G[s][d]["cost"] + MDST_graph.add_edge(s, d, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge) + + for node in MDST_graph.nodes: + MDST_graph.nodes[node]["num_vms"] = self.num_instances + + return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, MDST_graph) + + +class BroadcastHSTPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + ): + super().__init__( + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + ) + + def plan(self, hop_limit=3000) -> BroadcastReplicationTopology: + # TODO: not usable now + source_v, dest_v = self.src_provider + ":" + self.src_region, [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + h = self.G.copy() + h.remove_edges_from(list(h.in_edges(source_v)) + list(nx.selfloop_edges(h))) + + nodes, edges = list(h.nodes), list(h.edges) + num_nodes, num_edges = len(nodes), len(edges) + id_to_name = {nodes.index(n) + 1: n for n in nodes} + + config_loc = tmp_log_dir / "write.set" + write_loc = tmp_log_dir / "test.stplog" + param_loc = tmp_log_dir / "test.stp" + + with open(config_loc, "w") as f: + f.write('stp/logfile = "use_probname"') + f.close() + + command = " ~/Documents/Packages/scipoptsuite-8.0.2/build/bin/applications/scipstp " + command += f"-f {param_loc} -s {config_loc} -l {write_loc}" + + def construct_stp(): + section_begin = '33D32945 STP File, STP Format Version 1.0\n\nSECTION Comment\nName "Relay: cloud regions"\nCreator "S. Liu"\n' + section_begin += f'Remark "Cloud region problem adapted from relay"\nEND\n\nSECTION Graph\n' + section_begin += f"Nodes {num_nodes}\nEdges {num_edges}\nHopLimit {hop_limit}\n" + + Edge_info = [] + cnt = 0 + for edge in edges: + s, d = nodes.index(edge[0]) + 1, nodes.index(edge[1]) + 1 + cost = h[edge[0]][edge[1]]["cost"] + cnt += 1 + Edge_info.append(f"A {s} {d} {cost}\n") + if cnt == num_edges: + Edge_info.append("END\n") + + s = nodes.index(source_v) + 1 + v = [nodes.index(i) + 1 for i in dest_v] + terminal_info = [f"T {i}\n" for i in v] + terminal_info.append("END\n\nEOF") + section_terminal = f"""\nSECTION Terminals\nRoot {s}\nTerminals {len(dest_v)}\n""" + + with open(param_loc, "w") as f: + f.write(section_begin) + for edge in Edge_info: + f.write(edge.lstrip()) + f.write(section_terminal) + for t in terminal_info: + f.write(t) + f.close() + return + + def read_result(loc): + di_stree_graph = nx.DiGraph() + with open(loc, "r") as f: + lines = f.readlines() + for line in lines: + if line.startswith("E") and len(line.split()) == 3: + l = line.split() + src_r, dst_r = id_to_name[int(l[1])], id_to_name[int(l[2])] + cost_of_edge = self.G[src_r][dst_r]["cost"] + di_stree_graph.add_edge( + src_r, dst_r, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge + ) + + for node in di_stree_graph.nodes: + di_stree_graph.nodes[node]["num_vms"] = self.num_instances + + return di_stree_graph + + construct_stp() # construct problem to a file + process = subprocess.Popen(command, shell=True) # run the steiner tree solver + process.wait() + solution_graph = read_result(loc=write_loc) + + os.remove(config_loc) + os.remove(write_loc) + os.remove(param_loc) + return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) + + +class BroadcastILPSolverPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + max_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + target_time: float, + ): + super().__init__( + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances=max_instances, + num_connections=num_connections, + num_partitions=num_partitions, + gbyte_to_transfer=gbyte_to_transfer, + ) + + src = self.src_provider + ":" + self.src_region + dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + self.problem = BroadcastProblem( + src=src, + dsts=dsts, + gbyte_to_transfer=gbyte_to_transfer, + instance_limit=max_instances, + num_partitions=num_partitions, + required_time_budget=target_time, + ) + + @staticmethod + def choose_solver(): + import cvxpy as cp + + try: + import gurobipy as _grb # pytype: disable=import-error + + return cp.GUROBI + except ImportError: + try: + import cylp as _cylp # pytype: disable=import-error + + logger.fs.warning("Gurobi not installed, using CoinOR instead.") + return cp.CBC + except ImportError: + logger.fs.warning("Gurobi and CoinOR not installed, using GLPK instead.") + return cp.GLPK + + def to_broadcast_replication_topology(self, solution: BroadcastSolution) -> BroadcastReplicationTopology: + """ + Convert ILP solution to BroadcastReplicationTopology + """ + v_result = solution.var_instances_per_region + result = np.array(solution.var_edge_partitions) + result_g = nx.DiGraph() # solution nx graph + for i in range(result.shape[0]): + edge = solution.var_edges[i] + partitions = [str(partition_i) for partition_i in range(result.shape[1]) if result[i][partition_i] > 0.5] + + if len(partitions) == 0: + continue + + src_node, dst_node = edge[0], edge[1] + result_g.add_edge( + src_node, + dst_node, + partitions=partitions, + throughput=self.G[src_node][dst_node]["throughput"], + cost=self.G[src_node][dst_node]["cost"], + ) + + for i in range(len(v_result)): + num_vms = int(v_result[i]) + node = solution.var_nodes[i] + if node in result_g.nodes: + result_g.nodes[node]["num_vms"] = num_vms + + # TODO: the generated topo itself is not used, but the networkx graph contains all information needed to generate gateway programs + return self.get_topo_from_nxgraph(solution.problem.num_partitions, solution.problem.gbyte_to_transfer, result_g) + + def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> BroadcastReplicationTopology: + + import cvxpy as cp + + if solver is None: + solver = cp.GUROBI + + problem = self.problem + + # OPTION1: use the graph with only source and destination nodes + # g = self.G.subgraph([problem.src] + problem.dsts).copy() + # cost = np.array([e[2] for e in g.edges(data="cost")]) + # tp = np.array([e[2] for e in g.edges(data="throughput")]) + + # OPTION2: use the entire graph + g = self.G + cost = self.get_cost_grid() + tp = self.get_throughput_grid() + + edges = list(g.edges) + nodes = list(g.nodes) + num_edges, num_nodes = len(edges), len(nodes) + num_dest = len(problem.dsts) + partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions + partition_size_gbit = partition_size_gb * GBIT_PER_GBYTE + + # define variables + p = cp.Variable((num_edges, problem.num_partitions), boolean=True) # whether edge is carrying partition + n = cp.Variable((num_nodes), boolean=True) # whether node transfers partition + f = cp.Variable((num_nodes * problem.num_partitions, num_nodes + 1), integer=True) # enforce flow conservation + v = cp.Variable((num_nodes), integer=True) # number of VMs per region + + # define objective + egress_cost = cp.sum(cost @ p) * partition_size_gb + instance_cost = cp.sum(v) * (problem.cost_per_instance_hr / 3600) * problem.required_time_budget + tot_cost = egress_cost + instance_cost + obj = cp.Minimize(tot_cost) + + # define constants + constraints = [] + + # constraints on VM per region + for i in range(num_nodes): + constraints.append(v[i] <= problem.instance_limit) + constraints.append(v[i] >= 0) + + # constraints to enforce flow between source/dest nodes + for c in range(problem.num_partitions): + + for i in range(num_nodes): + for j in range(num_nodes + 1): + + if i != j: + + if j != num_nodes: + edge = (nodes[i], nodes[j]) + + constraints.append(f[c * num_nodes + i][j] <= p[edges.index(edge)][c] * num_dest) + # p = 0 -> f <= 0 + # p = 1 -> f <= num_dest + constraints.append(f[c * num_nodes + i][j] >= (p[edges.index(edge)][c] - 1) * (num_dest + 1) + 1) + # p = 0 -> f >= -(num_dest) + # p = 1 -> f >= 1 + + constraints.append(f[c * num_nodes + i][j] == -f[c * num_nodes + j][i]) + + # capacity constraint for special node + else: + if nodes[i] in problem.dsts: # only connected to destination nodes + constraints.append(f[c * num_nodes + i][j] <= 1) + else: + constraints.append(f[c * num_nodes + i][j] <= 0) + else: + constraints.append(f[c * num_nodes + i][i] == 0) + + # flow conservation + if nodes[i] != problem.src and i != num_nodes + 1: + constraints.append(cp.sum(f[c * num_nodes + i]) == 0) + + # source must have outgoing flow + constraints.append(cp.sum(f[c * num_nodes + nodes.index(problem.src), :]) == num_dest) + + # special node (connected to all destinations) must recieve all flow + constraints.append(cp.sum(f[c * num_nodes : (c + 1) * num_nodes, -1]) == num_dest) + + # node contained if edge is contained + for edge in edges: + constraints.append(n[nodes.index(edge[0])] >= cp.max(p[edges.index(edge)])) + constraints.append(n[nodes.index(edge[1])] >= cp.max(p[edges.index(edge)])) + + # throughput constraint + for edge_i in range(num_edges): + node_i = nodes.index(edge[0]) + constraints.append(cp.sum(p[edge_i] * partition_size_gbit) <= problem.required_time_budget * tp[edge_i] * v[node_i]) + + # instance limits + for node in nodes: + region = node.split(":")[0] + if region == "aws": + ingress_limit_gbps, egress_limit_gbps = problem.aws_instance_throughput_limit + elif region == "gcp": + ingress_limit_gbps, egress_limit_gbps = problem.gcp_instance_throughput_limit + elif region == "azure": + ingress_limit_gbps, egress_limit_gbps = problem.azure_instance_throughput_limit + + node_i = nodes.index(node) + # egress + i = np.zeros(num_edges) + for e in g.edges: + if e[0] == node: # edge goes to dest + i[edges.index(e)] = 1 + + constraints.append(cp.sum(i @ p) * partition_size_gbit <= problem.required_time_budget * egress_limit_gbps * v[node_i]) + + # ingress + i = np.zeros(num_edges) + for e in g.edges: + # edge goes to dest + if e[1] == node: + i[edges.index(e)] = 1 + constraints.append(cp.sum(i @ p) * partition_size_gbit <= problem.required_time_budget * ingress_limit_gbps * v[node_i]) + + print("Define problem done.") + + # solve + prob = cp.Problem(obj, constraints) + if solver == cp.GUROBI or solver == "gurobi": + solver_options = {} + solver_options["Threads"] = 1 + if save_lp_path: + solver_options["ResultFile"] = str(save_lp_path) + if not solver_verbose: + solver_options["OutputFlag"] = 0 + cost = prob.solve(verbose=solver_verbose, qcp=True, solver=cp.GUROBI, reoptimize=True, **solver_options) + elif solver == cp.CBC or solver == "cbc": + solver_options = {} + solver_options["maximumSeconds"] = 60 + solver_options["numberThreads"] = 1 + cost = prob.solve(verbose=solver_verbose, solver=cp.CBC, **solver_options) + else: + cost = prob.solve(solver=solver, verbose=solver_verbose) + + if prob.status == "optimal": + solution = BroadcastSolution( + problem=problem, + is_feasible=True, + var_edges=edges, + var_nodes=nodes, + var_edge_partitions=p.value, + var_node_transfer_partitions=n.value, + var_instances_per_region=v.value, + var_flow=f.value, + cost_egress=egress_cost.value, + cost_instance=instance_cost.value, + cost_total=tot_cost.value, + ) + else: + solution = BroadcastSolution(problem=problem, is_feasible=False, extra_data=dict(status=prob.status)) + + print("ILP solution: ") + pprint(solution.to_summary_dict()) + return self.to_broadcast_replication_topology(solution) diff --git a/skyplane/broadcast/bc_solver.py b/skyplane/broadcast/bc_solver.py new file mode 100644 index 000000000..01117ad16 --- /dev/null +++ b/skyplane/broadcast/bc_solver.py @@ -0,0 +1,85 @@ +import numpy as np +from dataclasses import dataclass +from typing import Dict, List, Optional, Tuple + +GBIT_PER_GBYTE = 8 + + +@dataclass +class BroadcastProblem: + src: str + dsts: List[str] + + gbyte_to_transfer: float + instance_limit: int # max # of vms per region + num_partitions: int + + required_time_budget: float = 10 # ILP specific, default to 10s + + const_throughput_grid_gbits: Optional[np.ndarray] = None # if not set, load from profiles + const_cost_per_gb_grid: Optional[np.ndarray] = None # if not set, load from profiles + + # provider bandwidth limits (ingress, egress) + aws_instance_throughput_limit: Tuple[float, float] = (10, 5) + gcp_instance_throughput_limit: Tuple[float, float] = (16, 7) # limited to 12.5 gbps due to CPU limit + azure_instance_throughput_limit: Tuple[float, float] = (16, 16) # limited to 12.5 gbps due to CPU limit + + # benchmarked_throughput_connections is the number of connections that the iperf3 throughput grid was run at, + # we assume throughput is linear up to this connection limit + benchmarked_throughput_connections = 64 + cost_per_instance_hr = 0.54 # based on m5.8xlarge spot + instance_cost_multiplier = 1.0 + # instance_provision_time_s = 0.0 + + def to_summary_dict(self): + """Simple summary of the problem""" + return { + "src": self.src, + "dsts": self.dsts, + "gbyte_to_transfer": self.gbyte_to_transfer, + "instance_limit": self.instance_limit, + "num_partitions": self.num_partitions, + "required_time_budget": self.required_time_budget, + "aws_instance_throughput_limit": self.aws_instance_throughput_limit, + "gcp_instance_throughput_limit": self.gcp_instance_throughput_limit, + "azure_instance_throughput_limit": self.azure_instance_throughput_limit, + "benchmarked_throughput_connections": self.benchmarked_throughput_connections, + "cost_per_instance_hr": self.cost_per_instance_hr, + "instance_cost_multiplier": self.instance_cost_multiplier + # "instance_provision_time_s": self.instance_provision_time_s, + } + + +@dataclass +class BroadcastSolution: + problem: BroadcastProblem + is_feasible: bool + extra_data: Optional[Dict] = None + + var_edges: Optional[List] = None # need to fix this, just for testing + var_nodes: Optional[List] = None # need to fix this, just for testing + + # solution variables + var_edge_partitions: Optional[np.ndarray] = None # each edge carries each partition or not + var_node_transfer_partitions: Optional[np.ndarray] = None # whether node transfers partition + var_instances_per_region: Optional[np.ndarray] = None # number of VMs per region + var_flow: Optional[np.ndarray] = None # enforce flow conservation, just used for checking + + # solution values + cost_egress: Optional[float] = None + cost_instance: Optional[float] = None + cost_total: Optional[float] = None + transfer_runtime_s: Optional[float] = None # NOTE: might not be able to calculate here + throughput_achieved_gbits: Optional[List[float]] = None # NOTE: might not be able to calculate here + + def to_summary_dict(self): + """Print simple summary of solution.""" + return { + "is_feasible": self.is_feasible, + "solution": { + "cost_egress": self.cost_egress, + "cost_instance": self.cost_instance, + "cost_total": self.cost_total, + "time_budget": self.problem.required_time_budget, + }, + } diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index db52920b4..0ebc3e999 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -1,15 +1,15 @@ import subprocess -from collections import defaultdict from datetime import datetime from multiprocessing import Queue from os import PathLike from pathlib import Path from typing import Dict, Optional -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue -from skyplane.chunk import ChunkRequest, ChunkState from skyplane.utils import logger +from skyplane.chunk import ChunkRequest, ChunkState +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue + class ChunkStore: def __init__(self, chunk_dir: PathLike): @@ -21,57 +21,49 @@ def __init__(self, chunk_dir: PathLike): logger.warning(f"Deleting existing chunk file {chunk_file}") chunk_file.unlink() - # multiprocess-safe concurrent structures - # TODO: Remove this and use queues instead - # self.manager = Manager() - # self.chunk_requests: Dict[int, ChunkRequest] = self.manager.dict() # type: ignore - # self.chunk_status: Dict[int, ChunkState] = self.manager.dict() # type: ignore - # self.chunk_requests: Dict[int, ChunkRequest] = {} # type: ignore - # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) self.chunk_requests: Dict[str, GatewayQueue] = {} # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() - self.chunk_completions = defaultdict(list) - - def add_partition(self, partition: str): - if partition in self.chunk_requests: - raise ValueError(f"Partition {partition} already exists") - self.chunk_requests[partition] = GatewayQueue() + def add_partition(self, partition_id: str): + """Create a queue for this partition.""" + if partition_id in self.chunk_requests: + raise ValueError(f"Partition {partition_id} already exists") + self.chunk_requests[partition_id] = GatewayQueue() - def get_chunk_file_path(self, chunk_id: str) -> Path: - return self.chunk_dir / f"{chunk_id:05d}.chunk" + def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): + """Enqueue new chunk request from Gateway API""" + if chunk_request.chunk.partition_id not in self.chunk_requests: + raise ValueError(f"Partition {chunk_request.chunk.partition_id} does not exist - was the gateway program loaded?") + self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) + self.log_chunk_state(chunk_request, state) - ### - # ChunkState management - ### - def log_chunk_state(self, chunk_req: ChunkRequest, new_status: ChunkState, metadata: Optional[Dict] = None): + def log_chunk_state( + self, + chunk_req: ChunkRequest, + new_status: ChunkState, + worker_id: Optional[int] = None, + operator_handle: Optional[str] = None, + metadata: Optional[Dict] = None, + ): + """Add dict containing chunk status change (coming from operators) to queue""" rec = { "chunk_id": chunk_req.chunk.chunk_id, - "partition": chunk_req.chunk.partition, + "partition": chunk_req.chunk.partition_id, "state": new_status.name, "time": str(datetime.utcnow().isoformat()), + "handle": operator_handle, + "worker_id": worker_id, } - if metadata is not None: rec.update(metadata) - - # add to status queue self.chunk_status_queue.put(rec) - ### - # Chunk management - ### - def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): - - self.chunk_requests[chunk_request.chunk.partition].put(chunk_request) - # TODO: consider adding to partition queues here? - - # update state - self.log_chunk_state(chunk_request, state) - # Memory space calculation def remaining_bytes(self): return int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + + def get_chunk_file_path(self, chunk_id: str) -> Path: + return self.chunk_dir / f"{chunk_id}.chunk" diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 697815bed..25b9ab2c1 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -1,31 +1,31 @@ import argparse +from pprint import pprint import atexit import json import os import signal import sys -import time -from collections import defaultdict from multiprocessing import Event, Queue from os import PathLike from pathlib import Path -from pprint import pprint -from typing import Dict +from typing import Dict, List +from skyplane.utils import logger + +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue, GatewayANDQueue from skyplane.broadcast.gateway.chunk_store import ChunkStore from skyplane.broadcast.gateway.gateway_daemon_api import GatewayDaemonAPI -from skyplane.broadcast.gateway.gateway_queue import GatewayANDQueue, GatewayORQueue from skyplane.broadcast.gateway.operators.gateway_operator import ( - GatewayWaitReciever, - GatewayObjStoreReadOperator, - GatewayRandomDataGen, GatewaySender, - GatewayObjStoreWriteOperator, + GatewayRandomDataGen, GatewayWriteLocal, + GatewayObjStoreReadOperator, + GatewayObjStoreWriteOperator, + GatewayWaitReciever, ) from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver -from skyplane.utils import logger +from collections import defaultdict # TODO: add default partition ID to main # create gateway broadcast @@ -44,7 +44,8 @@ def __init__( gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() gateway_program = json.load(open(gateway_program_path, "r")) - print(gateway_program) + print("starting gateway daemon", gateway_program_path) + pprint(gateway_program) self.use_tls = use_tls @@ -69,7 +70,6 @@ def __init__( self.operators = self.create_gateway_operators(gateway_program["_plan"]) # single gateway reciever - print("create gateway reciever") self.gateway_receiver = GatewayReceiver( "reciever", region=region, @@ -97,12 +97,11 @@ def create_gateway_operators(self, gateway_program: Dict): def create_output_queue(operator: Dict): # create output data queue - print("DETERMINING OUTPUT QUEUE", operator["children"]) if len(operator["children"]) == 0: return None if operator["children"][0]["op_type"] == "mux_and": return GatewayANDQueue() - return GatewayORQueue() + return GatewayQueue() def get_child_operators(operator): if len(operator["children"]) == 0: @@ -111,21 +110,29 @@ def get_child_operators(operator): return operator["children"][0]["children"] return operator["children"] - def create_gateway_operators_helper(input_queue, program: Dict, partition_id: str): - print("OPERATORS", operators) + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_id: str): for op in program: - handle = op["handle"] + handle = op["op_type"] + "_" + op["handle"] input_queue.register_handle(handle) - print("INPUT QUEUE", input_queue, input_queue.get_handles()) + + # get child operators + child_operators = get_child_operators(op) + + if op["op_type"] == "mux_or": + # parent must have been mux_and + assert isinstance(input_queue, GatewayANDQueue), f"Parent must have been mux_and {handle}, instead was {input_queue}" + + input_queue = input_queue.get_handle_queue(handle) + # recurse to children with single queue + create_gateway_operators_helper(input_queue, child_operators, partition_id) + continue + # create output data queue output_queue = create_output_queue(op) if output_queue is None: # track what opeartors need to complete processing the chunk - self.terminal_operators[partition_id].append(op["handle"]) - - # get child operators - child_operators = get_child_operators(op) + self.terminal_operators[partition_id].append(handle) # create operators if op["op_type"] == "receive": @@ -177,7 +184,7 @@ def create_gateway_operators_helper(input_queue, program: Dict, partition_id: st use_tls=self.use_tls, use_compression=False, # operator["compress"], e2ee_key_bytes=self.e2ee_key_bytes, - n_processes=op["num_connections"], + n_processes=32, # op["num_connections"], ) elif op["op_type"] == "write_object_store": operators[handle] = GatewayObjStoreWriteOperator( @@ -207,7 +214,6 @@ def create_gateway_operators_helper(input_queue, program: Dict, partition_id: st # recursively create for child operators create_gateway_operators_helper(output_queue, child_operators, partition_id) - print("GATEWAY PROGRAM") pprint(gateway_program) # create operator tree for each partition @@ -215,6 +221,7 @@ def create_gateway_operators_helper(input_queue, program: Dict, partition_id: st partition = str(partition) # create initial queue for partition + print(f"Addining partition {partition}") self.chunk_store.add_partition(partition) create_gateway_operators_helper( @@ -243,45 +250,8 @@ def exit_handler(signum, frame): logger.info("[gateway_daemon] Starting daemon loop") try: - print(self.operators) while not exit_flag.is_set() and not self.error_event.is_set(): - - print("pull queue...") self.api_server.pull_chunk_status_queue() - # pull from chunk requests queue - # print("running gateway daemon... nothing to do") - # while True: - # try: - # chunk_req = self.chunk_store.chunk_requests.get_nowait() - # except Empty: - # break - - # print("registered chunk", chunk_req.chunk.chunk_id, "partition", chunk_req.chunk.partition_id) - # partition_id = str(chunk_req.chunk.partition_id) - # if partition_id not in self.partition_queues: - # print(partition_id) - # print(list(self.partition_queues.keys())) - # raise ValueError(f"Partition {partition_id} does not exist in {list(self.partition_queues.keys())}") - - # # queue the chunk if it needs to be - # if self.push_chunks[partition_id]: - # self.partition_queues[partition_id].put(chunk_req) - - # print("listeners", self.partition_queues[partition_id].get_handles()) - # for handle in self.partition_queues[partition_id].get_handles(): - # print(self.operators[handle]) - - # Check self.completed queue for chunks which have been processed by all operators - # for partition, queue in self.completed.items(): - # for chunk_req in queue.get_all(): - # # unlink chunk that has finished processing - # chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) - # chunk_file_path.unlink() - # self.chunk_store.state_finish_upload(chunk_req.chunk.chunk_id) - # logger.info(f"Finished processing chunk: {chunk_req.chunk.chunk_id}, partition: {chunk_req.chunk.partition_id}") - - time.sleep(0.1) # yield - except Exception as e: self.error_queue.put(e) self.error_event.set() diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 8a456056c..f9bd004b5 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -1,19 +1,19 @@ import logging +from collections import defaultdict import logging.handlers import os import threading -from collections import defaultdict from multiprocessing import Queue from queue import Empty from traceback import TracebackException -from typing import Dict, List, Optional +from typing import Dict, List, Tuple, Optional from flask import Flask, jsonify, request from werkzeug.serving import make_server +from skyplane.chunk import ChunkRequest, ChunkState from skyplane.broadcast.gateway.chunk_store import ChunkStore from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver -from skyplane.chunk import ChunkRequest, ChunkState from skyplane.utils import logger @@ -25,9 +25,9 @@ class GatewayDaemonAPI(threading.Thread): * POST /api/v1/servers - starts a new server * DELETE /api/v1/servers/ - stops a server * GET /api/v1/chunk_requests - returns list of chunk requests (use {'state': ''} to filter) - * GET /api/v1/chunk_requests/ - returns chunk request + * GET /api/v1/chunk_requests/ - returns chunk request * POST /api/v1/chunk_requests - adds a new chunk request - * PUT /api/v1/chunk_requests/ - updates chunk request + * PUT /api/v1/chunk_requests/ - updates chunk request * GET /api/v1/chunk_status_log - returns list of chunk status log entries """ @@ -64,71 +64,70 @@ def __init__( self.url = "http://{}:{}".format(host, port) # chunk status log + self.state_update_lock = threading.Lock() self.chunk_status: Dict[int, str] = {} # TODO: maintain as chunk_status_log is dumped - self.chunk_requests: Dict[int, ChunkRequest] = {} - self.sender_compressed_sizes: Dict = {} # TODO: maintain as chunks are completed + self.chunk_requests: Dict[str, ChunkRequest] = {} + self.sender_compressed_sizes: Dict[str, Tuple[int, int]] = {} # TODO: maintain as chunks are completed self.chunk_status_log: List[Dict] = [] - self.chunk_status_log_lock = threading.Lock() - self.chunk_completions = defaultdict(list) # socket profiles + # TODO: actually fill these out self.sender_socket_profiles: List[Dict] = [] self.sender_socket_profiles_lock = threading.Lock() self.receiver_socket_profiles: List[Dict] = [] self.receiver_socket_profiles_lock = threading.Lock() - logging.getLogger("werkzeug").setLevel(logging.WARNING) + logging.getLogger("werkzeug").setLevel(logging.DEBUG) self.server = make_server(host, port, self.app, threaded=True) - def pull_chunk_status_queue(self): - print("pulling queue") - out_events = [] - while True: - try: - elem = self.chunk_store.chunk_status_queue.get_nowait() - print("status queue:", elem) - if elem["state"] == ChunkState.upload_complete.name: - self.chunk_completions[elem["chunk_id"]].append(elem["state"]) + def pull_chunk_status_queue(self, timeout=0.5): + with self.state_update_lock: + while True: + try: + elem = self.chunk_store.chunk_status_queue.get(timeout=timeout) + except Empty: + # print("[gateway_api] Chunk status queue empty, no more updates") + break + handle = elem["handle"] + state = elem["state"] chunk_id = elem["chunk_id"] - if self.chunk_status.get(elem["chunk_id"], None) != ChunkState.upload_complete.name and len( - self.chunk_completions[elem["chunk_id"]] - ) == len(self.terminal_operators[elem["partition"]]): - self.chunk_status[elem["chunk_id"]] = ChunkState.upload_complete.name - print( - f"chunk {chunk_id}: complete", - elem["chunk_id"], - "all operators have uploaded", - len(self.terminal_operators[elem["partition"]]), - self.terminal_operators, - ) + # if terminal operator, then mark a chunk completion + if handle in self.terminal_operators[elem["partition"]] and state == ChunkState.complete.name: + self.chunk_completions[chunk_id].append(handle) + + # if all terminal operators complete, then mark chunk complete + if self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == len( + self.terminal_operators[elem["partition"]] + ): + # TODO: set this somewhere else + self.chunk_status[chunk_id] = ChunkState.complete.name + + print(f"[gateway_api] chunk {chunk_id}: complete, all operators have uploaded {self.terminal_operators}") # remove chunk file chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) if os.path.exists(chunk_file_path): - print(f"chunk {chunk_id}: REMOVING FILE") + logging.info(f"[gateway_api] Removing chunk file {chunk_file_path}") chunk_file_path.unlink() # record compressed size - if "metadata" in elem and "compressed_size_bytes" in elem["metadata"]: - self.sender_compressed_sizes[elem["chunk_id"]] = elem["metadata"]["compressed_size_bytes"] + if "metadata" in elem and "compressed_size_bytes" in elem["metadata"] and "uncompressed_size_bytes" in elem["metadata"]: + self.sender_compressed_sizes[chunk_id] = ( + elem["metadata"]["compressed_size_bytes"], + elem["metadata"]["uncompressed_size_bytes"], + ) else: - if elem["state"] == ChunkState.upload_complete.name: + if elem["state"] == ChunkState.complete.name: print( - f"chunk {chunk_id}: not complete", - self.chunk_completions[elem["chunk_id"]], - self.terminal_operators[elem["partition"]], - elem["partition"], + f"[gateway_api] After {handle}, chunk {chunk_id}: not complete " + + f"operators {self.chunk_completions[chunk_id]} have uploaded " + + f"out of {self.terminal_operators[elem['partition']]}" ) else: - print(f"chunk {chunk_id}: {elem['state']}") - - out_events.append(elem) - except Empty: - break - - self.chunk_status_log.extend(out_events) + print(f"[gateway_api] chunk {chunk_id}: state = {elem['state']}") + self.chunk_status_log.append(elem) def run(self): self.server.serve_forever() @@ -137,12 +136,10 @@ def shutdown(self): self.server.shutdown() def register_global_routes(self, app): - # index route returns API version @app.route("/", methods=["GET"]) def get_index(): return jsonify({"version": "v1"}) - # index for v1 api routes, return all available routes as HTML page with links @app.route("/api/v1", methods=["GET"]) def get_v1_index(): output = "" @@ -152,12 +149,10 @@ def get_v1_index(): output += f"{rule.rule}: {methods}
" return output - # status route returns if API is up @app.route("/api/v1/status", methods=["GET"]) def get_status(): return jsonify({"status": "ok"}) - # shutdown route @app.route("/api/v1/shutdown", methods=["POST"]) def shutdown(): self.shutdown() @@ -165,18 +160,15 @@ def shutdown(): os._exit(1) def register_server_routes(self, app): - # list running gateway servers w/ ports @app.route("/api/v1/servers", methods=["GET"]) def get_server_ports(): return jsonify({"server_ports": self.gateway_receiver.server_ports}) - # add a new server @app.route("/api/v1/servers", methods=["POST"]) def add_server(): new_port = self.gateway_receiver.start_server() return jsonify({"server_port": new_port}) - # remove a server @app.route("/api/v1/servers/", methods=["DELETE"]) def remove_server(port: int): try: @@ -193,28 +185,29 @@ def make_chunk_req_payload(chunk_req: ChunkRequest): def get_chunk_reqs(state=None) -> Dict[int, Dict]: out = {} - for chunk_id, chunk_state in self.chunk_status.items(): + for chunk_id in list(self.chunk_status.keys()): + chunk_state = self.chunk_status[chunk_id] if state is None or chunk_state == state: chunk_req = self.chunk_requests[chunk_id] - out[chunk_id] = make_chunk_req_payload(chunk_id) + out[chunk_id] = make_chunk_req_payload(chunk_req) return out def add_chunk_req(body, state): if isinstance(body, dict): - self.chunk_store.add_chunk_request(ChunkRequest.from_dict(body), state) + chunk_req = ChunkRequest.from_dict(body) + self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req + self.chunk_store.add_chunk_request(chunk_req, state) return 1 elif isinstance(body, list): - for chunk_req in body: - self.chunk_store.add_chunk_request(ChunkRequest.from_dict(chunk_req), state) + for row in body: + chunk_req = ChunkRequest.from_dict(row) + self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req + self.chunk_store.add_chunk_request(chunk_req, state) return len(body) - # list all chunk requests - # body json options: - # if state is set in body, then filter by state @app.route("/api/v1/chunk_requests", methods=["GET"]) def get_chunk_requests(): state_param = request.args.get("state") - print("GOT REQUEST") if state_param is not None: try: state = ChunkState.from_str(state_param) @@ -240,15 +233,15 @@ def get_chunk_request(chunk_id: int): # add a new chunk request with default state registered @app.route("/api/v1/chunk_requests", methods=["POST"]) def add_chunk_request(): - print("GOT CHUNK REQUEST", request.json) + logging.debug(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue return jsonify({"status": "ok", "n_added": n_added}) # update chunk request - @app.route("/api/v1/chunk_requests/", methods=["PUT"]) - def update_chunk_request(chunk_id: int): + @app.route("/api/v1/chunk_requests/", methods=["PUT"]) + def update_chunk_request(chunk_id: str): chunk_req = self.chunk_requests.get(chunk_id) if chunk_req is None: return jsonify({"error": f"Chunk {chunk_id} not found"}), 404 @@ -266,9 +259,11 @@ def update_chunk_request(chunk_id: int): # list chunk status log @app.route("/api/v1/chunk_status_log", methods=["GET"]) def get_chunk_status_log(): - with self.chunk_status_log_lock: # TODO: why is this needed? - # self.chunk_status_log.extend(self.chunk_store.drain_chunk_status_queue()) - return jsonify({"chunk_status_log": self.chunk_status_log}) + n_entries = len(self.chunk_status_log) + status_log_copy = [] # copy to support concurrent access + for i in range(n_entries): + status_log_copy.append(self.chunk_status_log[i]) + return jsonify({"chunk_status_log": status_log_copy}) def register_error_routes(self, app): @app.route("/api/v1/errors", methods=["GET"]) @@ -299,10 +294,9 @@ def get_receiver_socket_profiles(): @app.route("/api/v1/profile/compression", methods=["GET"]) def get_receiver_compression_profile(): total_size_compressed_bytes, total_size_uncompressed_bytes = 0, 0 - for k, v in self.sender_compressed_sizes.items(): - total_size_compressed_bytes += v - # TODO: figure out how to get final size of chunks - total_size_uncompressed_bytes += self.chunk_requests[k].chunk.chunk_length_bytes + for _, (compressed_size, uncompressed_size) in self.sender_compressed_sizes.items(): + total_size_compressed_bytes += compressed_size + total_size_uncompressed_bytes += uncompressed_size return jsonify( { "compressed_bytes_sent": total_size_compressed_bytes, diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index 3969eb03d..817911ad8 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -1,6 +1,6 @@ +from typing import Optional, List import json from collections import defaultdict -from typing import Optional, List class GatewayOperator: diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 92262d697..230e09736 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -15,31 +15,28 @@ def put(self, chunk_req): def pop(self, requester_handle=None): self.q.pop() - def get_nowait(self, requester_handle): + def get_nowait(self, requester_handle=None): return self.q.get_nowait() def get_handles(self): return self.handles -class GatewayORQueue(GatewayQueue): - def __init__(self, maxsize=0): - super().__init__(maxsize) - - class GatewayANDQueue(GatewayQueue): def __init__(self, maxsize=0): - super().__init__(maxsize) self.q = {} self.maxsize = maxsize def register_handle(self, requester_handle): # create a queue per handle (operator) - self.q[requester_handle] = Queue(self.maxsize) + self.q[requester_handle] = GatewayQueue(self.maxsize) def get_handles(self): return list(self.q.keys()) + def get_handle_queue(self, requester_handle): + return self.q[requester_handle] + def put(self, chunk_req): # place chunk in all downstream operators queues for handle in self.q.keys(): @@ -51,62 +48,3 @@ def pop(self, requester_handle): def get_nowait(self, requester_handle): return self.q[requester_handle].get_nowait() - - -# class GatewayChunkStoreCompleteQueue: -# -# """ Special queue that sends put events to the chunk store. -# Cannot pop items from this queue -# """ -# -# def __init__(self, chunk_store: ChunkStore, maxsize=0): -# self.q = Queue(maxsize) -# self.chunk_store = chunk_store -# -# def put(self, chunk_req, requester_handle: str, metadata: dict = None): -# # send message to chunk store -# if metadata: -# metadata["operator_handle"] = requester_handle -# else: -# metadata = {"operator_handle": requester_handle} -# -# self.chunk_store.set_chunk_state(chunk_req, "upload_complete", metadata) -# -# def pop(self, requester_handle): -# raise ValueError("Cannot pop from a output queue for a terminal operator") -# -# class GatewayDoneQueue: -# def __init__(self, chunk_store: ChunkStore, maxsize=0): -# #self.q = Queue(maxsize) -# self.manager = Manager() -# self.chunk_counts = self.manager.dict() -# self.handles = [] -# self.chunk_store = chunk_store -# -# def register_handle(self, handle): -# self.handles.append(handle) -# -# def get_handles(self): -# return self.handles -# -# def put(self, chunk_req): -# """ -# Track number of times chunk is completed. -# If all handles have completed the chunk, then place is -# in the done queue. -# """ -# if chunk_req.chunk.chunk_id in self.chunk_counts: -# self.chunk_counts[chunk_req.chunk.chunk_id] += 1 -# else: -# self.chunk_counts[chunk_req.chunk.chunk_id] = 1 -# -# # place is completed queue -# if self.chunk_counts[chunk_req.chunk.chunk_id] == len(self.handles): -# print("Placing chunk in done queue and removing", chunk_req.chunk.chunk_id) -# self.q.put(chunk_req) -# self.chunk_store.set_chunk_status("completed") -# del self.chunk_counts[chunk_req.chunk.chunk_id] -# else: -# print( -# "not enough chunk completitions", chunk_req.chunk.chunk_id, self.chunk_counts[chunk_req.chunk.chunk_id], len(self.handles) -# ) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 6e0772894..f14643c20 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -1,28 +1,29 @@ import json import os +from typing import List import queue import socket import ssl import time import traceback -from abc import ABC, abstractmethod from functools import partial from multiprocessing import Event, Process from typing import Dict, List, Optional -import nacl.secret import urllib3 +import nacl.secret +from abc import ABC, abstractmethod -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue -from skyplane.chunk import ChunkRequest -from skyplane.chunk import ChunkState from skyplane.config_paths import cloud_config -from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.utils import logger from skyplane.utils.definitions import MB +from skyplane.utils import logger from skyplane.utils.retry import retry_backoff from skyplane.utils.timer import Timer +from skyplane.obj_store.object_store_interface import ObjectStoreInterface + +from skyplane.chunk import ChunkRequest, ChunkState +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue +from skyplane.broadcast.gateway.chunk_store import ChunkStore class GatewayOperator(ABC): @@ -35,7 +36,7 @@ def __init__( error_event, error_queue: GatewayQueue, chunk_store: ChunkStore, - n_processes: int = 1, + n_processes: Optional[int] = 1, ): self.handle = handle self.region = region @@ -72,7 +73,7 @@ def stop_workers(self): p.join() self.processes = [] - def worker_loop(self, worker_id: int, **kwargs): + def worker_loop(self, worker_id: int, *args): self.worker_id = worker_id while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): try: @@ -83,25 +84,26 @@ def worker_loop(self, worker_id: int, **kwargs): except queue.Empty: continue + # TODO: status logging + self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) + # process chunk - succ = self.process(chunk_req, **kwargs) + succ = self.process(chunk_req, *args) # place in output queue if succ: - print(f"{self.handle}: Placing chunk {chunk_req.chunk.chunk_id} in downstream queue", self.output_queue) + print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + print(self.handle) + self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: self.output_queue.put(chunk_req) - else: - # mark completed - print(f"{self.handle}: Marking chunk {chunk_req.chunk.chunk_id} as completed") - self.chunk_store.log_chunk_state(chunk_req, ChunkState.upload_complete, metadata={"handle": self.handle}) else: # failed to process - re-queue - self.input_queue.put(chunk_req) time.sleep(0.1) + self.input_queue.put(chunk_req) except Exception as e: - logger.error(f"[sender:{self.worker_id}] Exception: {e}") + logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") self.error_queue.put(traceback.format_exc()) self.error_event.set() self.exit_flags[worker_id].set() @@ -113,7 +115,7 @@ def worker_exit(self, worker_id: int): pass @abstractmethod - def process(self, chunk_req: ChunkRequest, **kwargs): + def process(self, chunk_req: ChunkRequest, **args): pass @@ -121,11 +123,21 @@ class GatewayWaitReciever(GatewayOperator): def __init__(self, *args, **kwargs): super().__init__(*args, **kwargs) - def process(self, chunk_req: ChunkRequest, **kwargs): + # TODO: alternative (potentially better performnace) implementation: connect via queue with GatewayReciever to listen + # for download completition events - join with chunk request queue from ChunkStore + def process(self, chunk_req: ChunkRequest): chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - print("Chunk not downloaded yet, re-queueing", chunk_req.chunk.chunk_id, chunk_file_path) + logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") return False + + # check to see if file is completed downloading + with open(chunk_file_path, "rb") as f: + data = f.read() + if len(data) < chunk_req.chunk.chunk_length_bytes: + # download not complete + return False + return True @@ -140,10 +152,10 @@ def __init__( error_queue: GatewayQueue, chunk_store: ChunkStore, ip_addr: str, - use_tls: bool = True, - use_compression: bool = True, + use_tls: Optional[bool] = True, + use_compression: Optional[bool] = True, e2ee_key_bytes: Optional[bytes] = None, - n_processes: int = 32, + n_processes: Optional[int] = 32, ): super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) self.ip_addr = ip_addr @@ -166,7 +178,7 @@ def __init__( # SSL context if use_tls: - self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) # type: ignore + self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) self.ssl_context.check_hostname = False self.ssl_context.verify_mode = ssl.CERT_NONE logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") @@ -192,7 +204,7 @@ def wait_for_chunks(): cr_status = {} for ip, ip_chunk_ids in self.sent_chunk_ids.items(): response = self.http_pool.request("GET", f"https://{ip}:8080/api/v1/incomplete_chunk_requests") - assert response.status == 200, f"{response.status_code} {response.data}" + assert response.status == 200, f"{response.status} {response.data}" host_state = json.loads(response.data.decode("utf-8"))["chunk_requests"] for chunk_id in ip_chunk_ids: if chunk_id in host_state: @@ -234,35 +246,32 @@ def make_socket(self, dst_host): return sock # send chunks to other instances - def process(self, chunk_req: ChunkRequest, dst_host: str, **kwargs): + def process(self, chunk_req: ChunkRequest, dst_host: str): """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" # notify server of upcoming ChunkRequests + logger.debug(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + # TODO: does this function need to be implemented to work for a list of chunks? + chunk_ids = [chunk_req.chunk.chunk_id] chunk_reqs = [chunk_req] - print("sending!", chunk_ids) - # with Timer(f"prepare to pre-register chunks {chunk_ids} to {dst_host}"): - # logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} pre-registering chunks") - # chunk_reqs = [self.chunk_store.get_chunk_request(chunk_id) for chunk_id in chunk_ids] - # print("chunk reqs", chunk_reqs) with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") - print(register_body) - print("destination", f"https://{dst_host}:8080/api/v1/chunk_requests") + logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") response = self.http_pool.request( "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} ) assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} registered chunks") + logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") # contact server to set up socket connection if self.destination_ports.get(dst_host) is None: - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} creating new socket") + logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") self.destination_sockets[dst_host] = retry_backoff( partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout ) - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} created new socket") + logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") sock = self.destination_sockets[dst_host] # TODO: cleanup so this isn't a loop @@ -289,9 +298,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str, **kwargs): # send chunk header header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sending chunk header {header}") + logger.debug(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") header.to_socket(sock) - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent chunk header") + logger.debug(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") # send chunk data assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" @@ -308,7 +317,6 @@ def process(self, chunk_req: ChunkRequest, dst_host: str, **kwargs): self.sent_chunk_ids[dst_host].append(chunk_req.chunk.chunk_id) # success, so return true - print("Sending success!", chunk_req, dst_host) return True @@ -323,12 +331,13 @@ def __init__( error_queue: GatewayQueue, chunk_store: ChunkStore, size_mb: int, - n_processes: int = 1, + n_processes: Optional[int] = 1, ): super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) self.size_mb = size_mb - def process(self, chunk_req: ChunkRequest, **kwargs): + def process(self, chunk_req: ChunkRequest): + # wait until enough space available fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) size_bytes = int(self.size_mb * MB) @@ -346,16 +355,9 @@ def process(self, chunk_req: ChunkRequest, **kwargs): time.sleep(0.1) continue - # while self.chunk_store.remaining_bytes() < size_bytes * self.n_processes: - # logger.debug(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") - # time.sleep(0.1) - - # create file with random data - # os.system(f"fallocate -l {size_bytes} {fpath}") - # file_size = os.path.getsize(fpath) - # assert file_size == size_bytes, f"File {fpath} has size {file_size} but should be {size_bytes} - chunk store remaining size: {self.chunk_store.remaining_bytes()}" - print(f"Wrote chunk {chunk_req.chunk.chunk_id} to {fpath}") + logger.info(f"[{self.handle}:{self.worker_id}] Wrote chunk {chunk_req.chunk.chunk_id} with size {file_size} to {fpath}") chunk_req.chunk.chunk_length_bytes = os.path.getsize(fpath) + return True @@ -373,7 +375,7 @@ def __init__( ): super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - def process(self, chunk_req: ChunkRequest, **kwargs): + def process(self, chunk_req: ChunkRequest): # do nothing (already written locally) return True @@ -387,7 +389,7 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, - n_processes: int = 1, + n_processes: Optional[int] = 1, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, bucket_region: Optional[str] = None, @@ -432,13 +434,12 @@ def __init__( ) def process(self, chunk_req: ChunkRequest, **args): - print("reading", chunk_req.chunk.chunk_id, "key", chunk_req.chunk.src_key) fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) # wait for free space while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: time.sleep(0.1) - logger.debug(f"[obj_store:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") + logger.debug(f"[{self.handle}:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) @@ -480,7 +481,7 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, - n_processes: int = 32, + n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, bucket_region: Optional[str] = None, @@ -489,21 +490,27 @@ def __init__( handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region ) - def process(self, chunk_req: ChunkRequest, **kwargs): + def process(self, chunk_req: ChunkRequest): fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - print("writing", chunk_req.chunk.dest_key, self.bucket_name, self.bucket_region, chunk_req.chunk.chunk_length_bytes) logger.debug( - f"[obj_store:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" + f"[{self.handle}:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" ) obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) + + if chunk_req.chunk.region_to_upload_id is not None and self.bucket_region in chunk_req.chunk.region_to_upload_id: + # extract multi-part upload-id + upload_id = chunk_req.chunk.region_to_upload_id[self.bucket_region] + else: + upload_id = chunk_req.chunk.upload_id + retry_backoff( partial( obj_store_interface.upload_object, fpath, chunk_req.chunk.dest_key, chunk_req.chunk.part_number, - chunk_req.chunk.upload_id, + upload_id, check_md5=chunk_req.chunk.md5_hash, ), max_retries=4, diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 7dde575cf..425d51cb1 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -10,13 +10,14 @@ import nacl.secret -from skyplane.broadcast.gateway.cert import generate_self_signed_certificate -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.chunk import WireProtocolHeader -from skyplane.utils import logger from skyplane.utils.definitions import MB +from skyplane.utils import logger from skyplane.utils.timer import Timer +from skyplane.chunk import WireProtocolHeader +from skyplane.broadcast.gateway.cert import generate_self_signed_certificate +from skyplane.broadcast.gateway.chunk_store import ChunkStore + class GatewayReceiver: def __init__( @@ -28,8 +29,8 @@ def __init__( error_queue: Queue, recv_block_size=4 * MB, max_pending_chunks=1, - use_tls: bool = True, - use_compression: bool = True, + use_tls: Optional[bool] = True, + use_compression: Optional[bool] = True, e2ee_key_bytes: Optional[bytes] = None, ): @@ -153,9 +154,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region # wait for space - # TODO: implement same fix as for gen_data while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - logger.debug(f"[reciever] Chunk store full, waiting before recieving more chunks") time.sleep(0.1) # get data diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py new file mode 100644 index 000000000..bfe084e65 --- /dev/null +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -0,0 +1,139 @@ +import threading +from queue import Queue +import queue +from typing import Generator, List, Tuple, TypeVar +import uuid +import math + +from skyplane.api.config import TransferConfig +from skyplane.chunk import Chunk +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject +from skyplane.utils.definitions import MB +from skyplane.api.transfer_job import Chunker + +T = TypeVar("T") + + +class BCChunker(Chunker): + def __init__( + self, + src_iface: ObjectStoreInterface, + dest_ifaces: List[ObjectStoreInterface], + transfer_config: TransferConfig, + num_partitions: int = 2, + concurrent_multipart_chunk_threads: int = 64, + ): + self.dest_iface = dest_ifaces[0] + super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) + self.num_partitions = num_partitions + self.dest_ifaces = dest_ifaces + self.multipart_upload_requests = [] + + def _run_multipart_chunk_thread( + self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]" + ): + """Chunks large files into many small chunks.""" + while not exit_event.is_set(): + try: + input_data = in_queue.get(block=False, timeout=0.1) # get data (one piece across destinations) + except queue.Empty: + continue + + # get source and destination object (dummy) and then compute number of chunks + src_object, dest_object = input_data + mime_type = self.src_iface.get_obj_mime_type(src_object.key) + + region_to_upload_id = {} + for dest_iface in self.dest_ifaces: + region_to_upload_id[dest_iface.region_tag()] = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + + chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) + num_chunks = math.ceil(src_object.size / chunk_size_bytes) + if num_chunks > self.transfer_config.multipart_max_chunks: + chunk_size_bytes = int(src_object.size / self.transfer_config.multipart_max_chunks) + chunk_size_bytes = math.ceil(chunk_size_bytes / MB) * MB # round to next largest mb + num_chunks = math.ceil(src_object.size / chunk_size_bytes) + + # create chunks + offset = 0 + part_num = 1 + parts = [] + for _ in range(num_chunks): + file_size_bytes = min(chunk_size_bytes, src_object.size - offset) + assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" + chunk = Chunk( + src_key=src_object.key, + dest_key=dest_object.key, + chunk_id=uuid.uuid4().hex, + file_offset_bytes=offset, + partition_id=str(part_num % self.num_partitions), + chunk_length_bytes=file_size_bytes, + part_number=part_num, + region_to_upload_id=region_to_upload_id, + ) + offset += file_size_bytes + parts.append(part_num) + part_num += 1 + out_queue.put(chunk) + + # maintain multipart upload requests for multiple regions + # Dict[region] = upload id for this region + self.multipart_upload_requests.append( + dict(key=dest_object.key, parts=parts, region_to_upload_id=region_to_upload_id, dest_ifaces=self.dest_ifaces) + ) + # print("Multipart_uplaod_request:", self.multipart_upload_requests) + + def chunk( + self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] + ) -> Generator[Chunk, None, None]: + """Break transfer list into chunks.""" + # maintain a send queue across destinations, dest obj is only a dummy var in broadcast setting (assume dst_obj.key is the same across dsts) + multipart_send_queue: Queue[Tuple[ObjectStoreObject, ObjectStoreObject]] = Queue() + + # maintain a queue of chunks across destinations + multipart_chunk_queue: Queue[Chunk] = Queue() + multipart_exit_event = threading.Event() + multipart_chunk_threads = [] + + # start chunking threads + if self.transfer_config.multipart_enabled: + print("Enable multi-part transfer") + for _ in range(self.concurrent_multipart_chunk_threads): + t = threading.Thread( + target=self._run_multipart_chunk_thread, + args=(multipart_exit_event, multipart_send_queue, multipart_chunk_queue), + daemon=False, + ) + t.start() + multipart_chunk_threads.append(t) + + # begin chunking loop + idx = 0 + for src_obj, dst_obj in transfer_pair_generator: + if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: + # dummy dst_obj + multipart_send_queue.put((src_obj, dst_obj)) + else: + yield Chunk( + src_key=src_obj.key, + dest_key=dst_obj.key, + partition_id=str(idx % self.num_partitions), + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, + ) + + if self.transfer_config.multipart_enabled: + # drain multipart chunk queue and yield with updated chunk IDs + while not multipart_chunk_queue.empty(): + yield multipart_chunk_queue.get() + idx += 1 + + if self.transfer_config.multipart_enabled: + # send sentinel to all threads + multipart_exit_event.set() + for thread in multipart_chunk_threads: + thread.join() + + # drain multipart chunk queue and yield with updated chunk IDs + while not multipart_chunk_queue.empty(): + yield multipart_chunk_queue.get() diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py new file mode 100644 index 000000000..b1ad68228 --- /dev/null +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -0,0 +1,264 @@ +import time + +import urllib3 +import pandas as pd +from typing import TYPE_CHECKING, Dict, List, Optional, Set + +from skyplane import exceptions +from skyplane.api.config import TransferConfig +from skyplane.chunk import ChunkRequest, ChunkState +from skyplane.utils import logger, imports +from skyplane.utils.fn import do_parallel +from skyplane.api.usage import UsageClient +from skyplane.api.tracker import TransferProgressTracker +from concurrent.futures import ThreadPoolExecutor, as_completed +from skyplane.utils.definitions import GB, tmp_log_dir +from datetime import datetime + +if TYPE_CHECKING: + from skyplane.broadcast.impl.bc_transfer_job import BCTransferJob + + +class BCTransferProgressTracker(TransferProgressTracker): + def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: TransferConfig): + super().__init__(dataplane, jobs, transfer_config) + + self.dataplane = dataplane + self.type_list = set([job.type for job in jobs]) + self.recursive_list = set([str(job.recursive) for job in jobs]) + + self.jobs = {job.uuid: job for job in jobs} + self.transfer_config = transfer_config + + # log job details + logger.fs.debug(f"[TransferProgressTracker] Using dataplane {dataplane}") + logger.fs.debug(f"[TransferProgressTracker] Initialized with {len(jobs)} jobs:") + for job_uuid, job in self.jobs.items(): + logger.fs.debug(f"[TransferProgressTracker] * {job_uuid}: {job}") + logger.fs.debug(f"[TransferProgressTracker] Transfer config: {transfer_config}") + + # transfer state + self.job_chunk_requests: Dict[str, List[ChunkRequest]] = {} + + # each job can have multiple destination + self.dst_regions = set([sink.region for sink in self.dataplane.topology.sink_instances()]) + self.dst_job_pending_chunk_ids: Dict[str, Dict[str, Set[str]]] = {k: {} for k in self.dst_regions} + self.dst_job_complete_chunk_ids: Dict[str, Dict[str, Set[str]]] = {k: {} for k in self.dst_regions} + + self.errors: Optional[Dict[str, List[str]]] = None + + # http_pool + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + + # store the chunk status log + self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") + self.transfer_dir.mkdir(exist_ok=True, parents=True) + + def __str__(self): + return f"TransferProgressTracker({self.dataplane}, {self.jobs})" + + def calculate_size(self, dst_region): + if len(self.job_chunk_requests) == 0: + return 0 + bytes_total_per_job = {} + for job_uuid in self.dst_job_complete_chunk_ids[dst_region].keys(): + bytes_total_per_job[job_uuid] = sum( + [ + cr.chunk.chunk_length_bytes + for cr in self.job_chunk_requests[job_uuid] + if cr.chunk.chunk_id in self.dst_job_complete_chunk_ids[dst_region][job_uuid] + ] + ) + return sum(bytes_total_per_job.values()) / GB + + def run(self): + src_cloud_provider = self.dataplane.src_region_tag.split(":")[0] + dst_cloud_providers = [dst_region_tag.split(":")[0] for dst_region_tag in self.dataplane.dst_region_tags] + + args = { + "cmd": ",".join(self.type_list), + "recursive": ",".join(self.recursive_list), + "multipart": self.transfer_config.multipart_enabled, + "instances_per_region": self.dataplane.max_instances, + "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), + "dst_instance_type": [ + getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class") for dst_cloud_provider in dst_cloud_providers + ], + "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), + "dst_spot_instance": [ + getattr(self.transfer_config, f"{dst_cloud_provider}_use_spot_instances") for dst_cloud_provider in dst_cloud_providers + ], + } + session_start_timestamp_ms = int(time.time() * 1000) + try: + for job_uuid, job in self.jobs.items(): + logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") + self.job_chunk_requests[job_uuid] = list(job.broadcast_dispatch(self.dataplane, transfer_config=self.transfer_config)) + + for dst_region in self.dst_regions: + self.dst_job_pending_chunk_ids[dst_region][job_uuid] = set( + [cr.chunk.chunk_id for cr in self.job_chunk_requests[job_uuid]] + ) + self.dst_job_complete_chunk_ids[dst_region][job_uuid] = set() + logger.fs.debug( + f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" + ) + except Exception as e: + UsageClient.log_exception("dispatch job", e, args, self.dataplane.src_region_tag, ":", session_start_timestamp_ms) + raise e + + def monitor_single_dst_helper(dst_region): + start_time = time.time() + try: + self.monitor_transfer(dst_region) + except exceptions.SkyplaneGatewayException as err: + reformat_err = Exception(err.pretty_print_str()[37:]) + UsageClient.log_exception( + "monitor transfer", + reformat_err, + args, + self.dataplane.src_region_tag, + dst_region, + session_start_timestamp_ms, + ) + raise err + except Exception as e: + UsageClient.log_exception( + "monitor transfer", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms + ) + raise e + end_time = time.time() + + try: + for job in self.jobs.values(): + logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") + job.bc_finalize(dst_region) + except Exception as e: + UsageClient.log_exception("finalize job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) + raise e + + try: + for job in self.jobs.values(): + logger.fs.debug(f"[TransferProgressTracker] Verifying job {job.uuid}") + job.bc_verify(dst_region) + except Exception as e: + UsageClient.log_exception("verify job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) + raise e + + runtime_s = end_time - start_time + # transfer successfully completed + transfer_stats = { + "dst_region": dst_region, + "total_runtime_s": round(runtime_s, 4), + "throughput_gbits": round(self.calculate_size(dst_region) * 8 / runtime_s, 4), + } + UsageClient.log_transfer(transfer_stats, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) + return transfer_stats + + # Record only the transfer time per destination + + results = [] + with ThreadPoolExecutor(max_workers=100) as executor: + e2e_start_time = time.time() + future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] + for future in as_completed(future_list): + results.append(future.result()) + e2e_end_time = time.time() + print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") + print(f"Transfer result:") + from pprint import pprint + + for i in results: + pprint(i) + print() + + size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) + cost_per_gb = self.dataplane.topology.cost_per_gb + print(f"Cost per gb: ${round(cost_per_gb, 4)}") + print(f"GB transferred: ${round(size_of_transfer, 8)}GB") + print(f"Total cost: ${round(cost_per_gb * size_of_transfer, 8)}\n") + + # write chunk status + print(f"Writing chunk profiles to {self.transfer_dir}/chunk_status_df.csv") + chunk_status_df = pd.DataFrame(self._query_chunk_status()) + (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) + + @imports.inject("pandas") + def monitor_transfer(pd, self, dst_region): + # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress + sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} + sink_regions = {dst_region} + + assert len(sink_regions) == 1 # BC: only monitor one sink region in this call + + # any of the jobs of this region is not complete + while any( + [len(self.dst_job_pending_chunk_ids[dst_region][job_uuid]) > 0 for job_uuid in self.dst_job_pending_chunk_ids[dst_region]] + ): + # refresh shutdown status by running noop + do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=-1) + + # check for errors and exit if there are any (while setting debug flags) + errors = self.dataplane.check_error_logs() + if any(errors.values()): + self.errors = errors + raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) + + log_df = pd.DataFrame(self._query_chunk_status()) + if log_df.empty: + logger.warning("No chunk status log entries yet") + time.sleep(0.05) + continue + + is_complete_rec = ( + lambda row: row["state"] == ChunkState.complete + and row["instance"] in [s.instance for s in sinks] + and row["region"] in [s.region for s in sinks] + ) + sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] + completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region"].unique()) == set(sink_regions)) + completed_chunk_ids = completed_status[completed_status].index + + # update job_complete_chunk_ids and job_pending_chunk_ids + for job_uuid, job in self.jobs.items(): + job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) + self.dst_job_complete_chunk_ids[dst_region][job_uuid] = self.dst_job_complete_chunk_ids[dst_region][job_uuid].union( + job_complete_chunk_ids + ) + self.dst_job_pending_chunk_ids[dst_region][job_uuid] = self.dst_job_pending_chunk_ids[dst_region][job_uuid].difference( + job_complete_chunk_ids + ) + + # sleep + time.sleep(0.05) + + @property + def is_complete(self): + return all( + [ + len(self.dst_job_pending_chunk_ids[dst_region][job_uuid]) == 0 + for dst_region in self.dst_regions + for job_uuid in self.jobs.keys() + ] + ) + + def query_bytes_remaining(self): + if len(self.job_chunk_requests) == 0: + return None + bytes_remaining_per_job = {} + for dst_region in self.dst_regions: + for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): + bytes_remaining_per_job[job_uuid] = [] + # job_uuid --> [dst1_remaining_bytes, dst2_remaining_bytes, ...] + bytes_remaining_per_job[job_uuid].append( + sum( + [ + cr.chunk.chunk_length_bytes + for cr in self.job_chunk_requests[job_uuid] + if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] + ] + ) + ) + logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") + # return the max remaining byte among dsts for each job + return sum([max(li) for li in bytes_remaining_per_job.values()]) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py new file mode 100644 index 000000000..2b5728dd1 --- /dev/null +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -0,0 +1,191 @@ +from dataclasses import dataclass, field + +import urllib3 +from typing import Generator, Optional, TYPE_CHECKING, Tuple + +from skyplane import exceptions +from skyplane.utils.path import parse_path +from skyplane.api.transfer_job import TransferJob +from skyplane.api.config import TransferConfig +from skyplane.chunk import ChunkRequest +import uuid + +import json +import time +from collections import defaultdict +from dataclasses import dataclass, field + +import urllib3 +from typing import Generator, Tuple, TYPE_CHECKING + +from skyplane.broadcast.impl.bc_chunker import BCChunker +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject +from skyplane.utils import logger +from skyplane.utils.fn import do_parallel +from skyplane.utils.timer import Timer + +if TYPE_CHECKING: + from skyplane.broadcast.bc_dataplane import BroadcastDataplane + + +@dataclass +class BCTransferJob(TransferJob): + # TODO: might just use multiple TransferJob + src_path: str + dst_path: str # NOTE: should be None, not used + recursive: bool = False + dst_paths: list = field(default_factory=list) + requester_pays: bool = False + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + type: str = "" + + def __post_init__(self): + provider_src, bucket_src, self.src_prefix = parse_path(self.src_path) + self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) + self.src_bucket = bucket_src + self.src_region = self.src_iface.region_tag() + + self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region + for dst_path in self.dst_paths: + provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) + self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + self.dst_prefixes[bucket_dst] = dst_prefix + self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() + + # initialize bucket_dst, dst_region, dst_prefix, dst_iface to the first destination (BCTransferJob only needs one TransferJob) + self.dst_region, self.bucket_dst, self.dst_prefix = parse_path(self.dst_path) + self.dst_iface = self.dst_ifaces[self.bucket_dst] + + if self.requester_pays: + self.src_iface.set_requester_bool(True) + for dst_iface in self.dst_ifaces.values(): + dst_iface.set_requester_bool(True) + + def broadcast_dispatch(self, dataplane: "BroadcastDataplane", **kwargs) -> Generator[ChunkRequest, None, None]: + raise NotImplementedError("Broadcast Dispatch not implemented") + + def bc_finalize(self, dst_region: str): + raise NotImplementedError("Broadcast finalize not implemented") + + def bc_verify(self, dst_region: str): + """Verifies the transfer completed, otherwise raises TransferFailedException.""" + raise NotImplementedError("Broadcast verify not implemented") + + +@dataclass +class BCCopyJob(BCTransferJob): + transfer_list: list = field(default_factory=list) # transfer list for later verification + multipart_transfer_list: list = field(default_factory=list) + type: str = "copy" + + def __post_init__(self): + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + return super().__post_init__() + + def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + """Generate transfer pairs for the transfer job.""" + if chunker is None: # used for external access to transfer pair list + chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), TransferConfig()) + yield from chunker.transfer_pair_generator( + self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn, self._post_filter_fn + ) + + def broadcast_dispatch( + self, + dataplane: "BroadcastDataplane", + transfer_config: TransferConfig, + dispatch_batch_size: int = 64, + ) -> Generator[ChunkRequest, None, None]: + """Dispatch transfer job to specified gateways.""" + chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) + transfer_pair_generator = self.gen_transfer_pairs(chunker) + gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) + chunks = chunker.chunk(gen_transfer_list) + chunk_requests = chunker.to_chunk_requests(chunks) + + # dispatch chunk requests + with Timer() as t: + src_gateways = dataplane.source_gateways() + bytes_dispatched = [0] * len(src_gateways) + n_multiparts = 0 + for batch in chunker.batch_generator(chunk_requests, dispatch_batch_size): + logger.fs.debug(f"Queried {len(batch)} chunks in {t.elapsed:.2f} seconds") + min_idx = bytes_dispatched.index(min(bytes_dispatched)) + server = src_gateways[min_idx] + n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) + bytes_dispatched[min_idx] += n_bytes + start = time.time() + reply = self.http_pool.request( + "POST", + f"{server.gateway_api_url}/api/v1/chunk_requests", + body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + end = time.time() + if reply.status != 200: + raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( + f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" + ) + yield from batch + + # copy new multipart transfers to the multipart transfer list + updated_len = len(chunker.multipart_upload_requests) + self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) + n_multiparts = updated_len + + def bc_finalize(self, dst_region: str): + groups = defaultdict(list) + + for req in self.multipart_transfer_list: + if "dest_ifaces" not in req or "region_to_upload_id" not in req: + raise Exception(f"Invalid broadcast multipart upload request: {req}") + + dest_iface_list = [d for d in req["dest_ifaces"] if d.region_tag() == dst_region] + for dest_iface in dest_iface_list: + region = dest_iface.region_tag() + bucket = dest_iface.bucket() + upload_id = req["region_to_upload_id"][region] + one_req = dict(upload_id=upload_id, key=req["key"], parts=req["parts"], region=region, bucket=bucket) + groups[(region, bucket)].append(one_req) + + for key, group in groups.items(): + region, bucket = key + batch_len = max(1, len(group) // 128) + batches = [group[i : i + batch_len] for i in range(0, len(group), batch_len)] + obj_store_interface = ObjectStoreInterface.create(region, bucket) + + def complete_fn(batch): + for req in batch: + obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + + do_parallel(complete_fn, batches, n=-1) + + def bc_verify(self, dst_region: str): + # NOTE: assume dst keys are the same across destinations? + dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list} + dest_iface_list = [d for d in self.dst_ifaces.values() if d.region_tag() == dst_region] + + for dest_iface in dest_iface_list: + dest_iface.region_tag() + for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): + # check metadata (src.size == dst.size) && (src.modified <= dst.modified) + src_obj = dst_keys.get(obj.key) + if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: + del dst_keys[obj.key] + if dst_keys: + raise exceptions.TransferFailedException( + f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] + ) + + +@dataclass +class BCSyncJob(BCCopyJob): + type: str = "sync" + + def __post_init__(self): + return super().__post_init__() + + @classmethod + def _post_filter_fn(cls, src_obj: ObjectStoreObject, dest_obj: ObjectStoreObject) -> bool: + return not dest_obj.exists or (src_obj.last_modified > dest_obj.last_modified or src_obj.size != dest_obj.size) diff --git a/skyplane/broadcast/profiles/cost.csv b/skyplane/broadcast/profiles/cost.csv new file mode 100644 index 000000000..3a8ed3bff --- /dev/null +++ b/skyplane/broadcast/profiles/cost.csv @@ -0,0 +1,3970 @@ +src,dest,src_tier,dest_tier,cost +aws:af-south-1,aws:af-south-1,PREMIUM,PREMIUM,0.0 +aws:af-south-1,aws:ap-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-3,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-southeast-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-southeast-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ca-central-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-central-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-north-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-3,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:me-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:sa-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-east-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-west-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-west-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,azure:australiaeast,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:canadacentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:eastus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:eastus2,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:francecentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:germanywestcentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:japaneast,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:koreacentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:northcentralus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:northeurope,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:uksouth,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westeurope,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus2,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus3,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-east1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-east2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast3-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-south1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-south2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-southeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-southeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:australia-southeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:australia-southeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-central2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-north1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west1-b,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west3-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west4-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:europe-west6-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:northamerica-northeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:northamerica-northeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:southamerica-east1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:southamerica-west1-a,PREMIUM,PREMIUM,0.154 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client.broadcast_dataplane( + src_cloud_provider="aws", + src_region="us-east-1", + dst_cloud_providers=["aws", "aws"], + dst_regions=["us-west-2", "us-west-1"], + # dst_regions=["ap-south-1", "us-east-2"], + n_vms=1 + # gbyte_to_transfer=32 NOTE: can probably remove this argument + ) + + with dp.auto_deprovision(): + # NOTE: need to queue copy first, then provision + # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name + + # source_file = "s3://sarah-skylark-us-east-1/test/direct_replication/" + # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" + # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" + + source_file = "s3://awsbucketsky/bigann_learn.bvecs.gz" + dest1_file = "s3://awsbucketsky2/bigann_learn.bvecs.gz" + dest2_file = "s3://awsbucketsky3/bigann_learn.bvecs.gz" + + dp.queue_copy( + source_file, + [dest1_file, dest2_file], + recursive=False, + ) + dp.provision(allow_firewall=False, spinner=True) + tracker = dp.run_async() + + # monitor the transfer + print("Waiting for transfer to complete...") + while True: + # handle errors + if tracker.errors: + for ip, error_list in tracker.errors.items(): + for error in error_list: + print(f"Error on {ip}: {error}") + break + + bytes_remaining = tracker.query_bytes_remaining() + timestamp = time.strftime("%H:%M:%S", time.localtime()) + if bytes_remaining is None: + print(f"{timestamp} Transfer not yet started") + elif bytes_remaining > 0: + print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + else: + break + time.sleep(1) + tracker.join() + print("Transfer complete!") diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 4697acbf1..1e40f85ff 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -14,8 +14,8 @@ class Chunk: dest_key: str # human readable path where object is stored chunk_id: str chunk_length_bytes: int + partition_id: Optional[str] = None # for broadcast mime_type: Optional[str] = None - partition: Optional[str] = None # checksum md5_hash: Optional[bytes] = None # 128 bits @@ -24,6 +24,7 @@ class Chunk: file_offset_bytes: Optional[int] = None part_number: Optional[int] = None upload_id: Optional[str] = None + region_to_upload_id: Optional[Dict[str, str]] = None # for broadcast multipart upload def to_wire_header(self, n_chunks_left_on_socket: int, wire_length: int, is_compressed: bool = False): return WireProtocolHeader( @@ -82,6 +83,10 @@ class ChunkState(Enum): upload_complete = auto() failed = auto() + queued = auto() + in_progress = auto() + complete = auto() + @staticmethod def from_str(s: str): return ChunkState[s.lower()] diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 8f6ef123b..101729357 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -9,14 +9,16 @@ import urllib3 from typing import Dict, Optional, Tuple - from skyplane.compute.const_cmds import make_autoshutdown_script, make_dozzle_command, make_sysctl_tcp_tuning_command from skyplane.config_paths import config_path, cloud_config, __config_root__ +from skyplane.broadcast.gateway.gateway_program import GatewayProgram from skyplane.utils import logger from skyplane.utils.fn import PathLike, wait_for from skyplane.utils.retry import retry_backoff from skyplane.utils.timer import Timer +tmp_log_dir = Path("/tmp/skyplane") + class ServerState(Enum): PENDING = auto() @@ -271,6 +273,7 @@ def start_gateway( self, outgoing_ports: Dict[str, int], # maps ip to number of connections along route gateway_docker_image: str, + gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region log_viewer_port=8888, use_bbr=False, use_compression=False, @@ -327,9 +330,38 @@ def check_stderr(tup): docker_envs["E2EE_KEY_FILE"] = f"/pkg/data/{e2ee_key_file}" docker_run_flags += f" -v /tmp/{e2ee_key_file}:/pkg/data/{e2ee_key_file}" + # NOTE: (BC) upload gateway specification for this gateway + if gateway_programs: + region_tag = self.region_tag.replace(":", "_") + filename = f"gateway_programs_{region_tag}.json" + write_json_dir = tmp_log_dir / "gw_programs" + write_json_dir.mkdir(exist_ok=True, parents=True) + write_json_path = write_json_dir / filename + with open(write_json_path, "w") as f: + f.write(json.dumps(gateway_programs[self.region_tag], default=lambda obj: obj.__dict__)) + + # write gateway programs at all regions into a single file (for visualization) + write_json_complete_path = write_json_dir / "gateway_programs_complete.json" + with open(write_json_complete_path, "w") as f: + f.write(json.dumps(gateway_programs, default=lambda obj: obj.__dict__)) + + self.upload_file(write_json_path, f"/tmp/{filename}") + docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{filename}" + docker_run_flags += f" -v /tmp/{filename}:/pkg/data/{filename}" + gateway_daemon_cmd = ( + f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + ) + print("has gateway program", gateway_daemon_cmd) + else: + # not use broadcast gateway programs, pass in outgoing ports + gateway_daemon_cmd = ( + f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + ) + gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" + print("no gateway program", gateway_daemon_cmd) + docker_run_flags += " " + " ".join(f"--env {k}={v}" for k, v in docker_envs.items()) - gateway_daemon_cmd = f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" + gateway_daemon_cmd += f" --region {self.region_tag} {'--use-compression' if use_compression else ''}" gateway_daemon_cmd += f" {'--disable-e2ee' if e2ee_key_bytes is None else ''}" gateway_daemon_cmd += f" {'--disable-tls' if not use_socket_tls else ''}" From 8b842c1c5ec8ba535cb889f124b1e059e25ee52d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 29 Nov 2022 13:45:23 -0800 Subject: [PATCH 002/186] add bucket replication script for experiments --- examples/aws_bucket_replication.py | 377 +++++++++++++++++++++++++++++ 1 file changed, 377 insertions(+) create mode 100644 examples/aws_bucket_replication.py diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py new file mode 100644 index 000000000..aba4e579a --- /dev/null +++ b/examples/aws_bucket_replication.py @@ -0,0 +1,377 @@ +import boto3 +from tqdm import tqdm +import pandas as pd +import skyplane +import os +import time +import json + +from skyplane.obj_store.s3_interface import S3Interface + +import logging # Logging Configuration +fmt = '%(asctime)s [%(levelname)s] [%(module)s] - %(message)s' +logging.basicConfig(format=fmt, datefmt='%m/%d/%Y %I:%M:%S') +logging.getLogger("werkzeug").setLevel(logging.ERROR) + +from absl import app +from absl import flags + +FLAGS = flags.FLAGS +flags.DEFINE_string("src_region", None, "Source region") +flags.DEFINE_spaceseplist("dst_regions", None, "Destination regions") +flags.DEFINE_string("target_data", None, "Target data directory specified by S3 URI") + +def bucket_handle(region): + return f"broadcast-experiment-{region}" + +def delete_policy(policy_arn): + client = boto3.client("iam") + response = client.delete_policy(PolicyArn=policy_arn) + +def delete_role(role_name, policy_arn, batch_policy_arn): + client = boto3.client("iam") + response = client.detach_role_policy(RoleName=role_name, PolicyArn=policy_arn) + print("Successfully detached policy", policy_arn) + response = client.detach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) + print("Successfully detached policy", batch_policy_arn) + response = client.delete_role(RoleName=role_name) + print("Deleted role", role_name) + +def create_iam_role(src_region, dst_regions): + """ + Create IAM policies for continual replication and batch replication, and attach to a single policy. + The policies are applied to all the destination region buckets and source region bucket. + """ + + client = boto3.client("iam") + bucket_names = [bucket_handle(region.split(":")[1]) for region in [src_region] + dst_regions] + + # S3 batch job policy + batch_policy = { + "Version": "2012-10-17", + "Statement": [ + { + "Effect": "Allow", + "Action": [ + "s3:InitiateReplication" + ], + "Resource": f"arn:aws:s3:::{bucket_names[0]}/*" + }, + { + "Effect": "Allow", + "Action": [ + "s3:GetObject", + "s3:GetObjectVersion" + ], + "Resource": [ + "arn:aws:s3:::{{ManifestDestination}}/*" + ] + }, + { + "Effect": "Allow", + "Action": [ + "s3:PutObject" + ], + "Resource": [ + "arn:aws:s3:::laion-400m-dataset/*" + ] + }, + { + "Effect": "Allow", + "Action": [ + "s3:GetReplicationConfiguration", + "s3:PutInventoryConfiguration" + ], + "Resource": "arn:aws:s3:::broadcast-experiment-us-east-1" + }, + { + "Effect": "Allow", + "Action": [ + "s3:PutObject" + ], + "Resource": "arn:aws:s3:::{{ManifestDestination}}/*" + } + ] + } + + # S3 replication rule policy + policy = { + "Version": "2012-10-17", + "Statement": [ + { + "Action": [ + "s3:ListBucket", + "s3:GetReplicationConfiguration", + "s3:GetObjectVersionForReplication", + "s3:GetObjectVersionAcl", + "s3:GetObjectVersionTagging", + "s3:GetObjectRetention", + "s3:GetObjectLegalHold" + ], + "Effect": "Allow", + "Resource": [f"arn:aws:s3:::{bucket_name}" for bucket_name in bucket_names] + [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names] + }, + { + "Action": [ + "s3:ReplicateObject", + "s3:ReplicateDelete", + "s3:ReplicateTags", + "s3:ObjectOwnerOverrideToBucketOwner" + ], + "Effect": "Allow", + "Resource": [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names] + } + ] + } + + # create policies + role_name = f"skyplane-bucket-replication-role-{int(time.time())}" + policy_name = f"skyplane-bucket-replication-policy-{int(time.time())}" + + response = client.create_policy( + PolicyName=policy_name, + PolicyDocument=json.dumps(policy) + ) + policy_arn = response["Policy"]["Arn"] + print("Created policy ARN", policy_arn) + + response = client.create_policy( + PolicyName="batch"+policy_name, + PolicyDocument=json.dumps(batch_policy) + ) + batch_policy_arn = response["Policy"]["Arn"] + print("Created batch policy ARN", batch_policy_arn) + + # allow assume role for s3 and batch + assume_role_policy_document = { + "Version": "2012-10-17", + "Statement": [ + { + "Effect": "Allow", + "Principal": { + "Service": "s3.amazonaws.com" + }, + "Action": "sts:AssumeRole" + }, + { + "Effect": "Allow", + "Principal": { + "Service": "batchoperations.s3.amazonaws.com" + }, + "Action": "sts:AssumeRole" + } + ] + } + # create role + resp = client.create_role( + RoleName=role_name, + AssumeRolePolicyDocument=json.dumps(assume_role_policy_document) + ) + role_arn = resp["Role"]["Arn"] + print("Created role", role_name, role_arn) + + time.sleep(5) # wait for role to finish creating + + # attach policies to role + response = client.attach_role_policy(RoleName=role_name, PolicyArn=policy_arn) + response = client.attach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) + + return role_name, role_arn, policy_arn, batch_policy_arn + +def write_source_data(src_region, target_data, directory): + """ + Use AWS CLI to copy data from target data directory into bucket + """ + bucket_name = bucket_handle(src_region.split(":")[1]) + sync_command = f"aws s3 sync {target_data} s3://{bucket_name}/{directory}/" + print("Syncing data to source bucket", sync_command) + os.system(sync_command) + + + + +def main(argv): + + src_region = FLAGS.src_region + dst_regions = list(FLAGS.dst_regions) + directory = "test_replication" + experiment_name = f"aws_replication_{int(time.time())}" + print("Destinations:", dst_regions) + + + buckets = {} + + # create temporary bucket for each region + for region in [src_region] + dst_regions: + region = region.split(":")[1] + bucket_name = bucket_handle(region) + bucket = S3Interface(bucket_name) + + bucket.create_bucket(region) + print(f"Created bucket {bucket_name} in {region}") + buckets[region] = bucket + + # clear bucket + print("Deleting bucket versions...") + s3 = boto3.resource('s3', region_name=region) + response = s3.Bucket(bucket_name).object_versions.delete() + + # set object versioning + print("Setting object versioning...") + response = bucket._s3_client(region).put_bucket_versioning( + Bucket=bucket_name, + VersioningConfiguration={ + 'Status': 'Enabled' + } + ) + + print(f"Enabled bucket versioning for {bucket_name}") + + + # put replication policy + src_name = bucket_handle(src_region.split(":")[1]) + # creat iam roles + role_name, role_arn, policy_arn, batch_policy_arn = create_iam_role(src_region, dst_regions) + time.sleep(5) + + client = buckets[src_region.split(":")[1]]._s3_client(src_region.split(":")[1]) + rules = [] + for dst_region in dst_regions: + dest_name = bucket_handle(dst_region.split(":")[1]) + print("destination:", f"arn:aws:s3:::{dest_name}", "priority:", dst_regions.index(dst_region)) + rules.append( + { + 'ID': dst_region, + 'Priority': dst_regions.index(dst_region), + 'Filter': {'Prefix': f'{directory}/'}, + 'Status': 'Enabled', + #'ExistingObjectReplication': { + # 'Status': 'Enabled' + #}, + 'Destination': { + 'Bucket': f"arn:aws:s3:::{dest_name}", + 'StorageClass': 'STANDARD', + 'ReplicationTime': { + 'Status': 'Enabled', + 'Time': { + 'Minutes': 15 + } + }, + 'Metrics': { + 'Status': 'Enabled', + 'EventThreshold': { + 'Minutes': 15 + } + } + }, + 'DeleteMarkerReplication': { + 'Status': 'Disabled' + } + } + ) + # create replication config + try: + resp = client.put_bucket_replication( + Bucket=src_name, + ReplicationConfiguration={ + 'Role': role_arn, + 'Rules': rules + } + ) + except Exception as e: + delete_role(role_name, policy_arn, batch_policy_arn) + delete_policy(policy_arn) + delete_policy(batch_policy_arn) + print("Error creating replication rule", e) + return + + # write data to source - use skyplane to quickly copy some target data into the source bucket + # NOTE: only data copied after the replication rules are created will get copied + src_region = src_region.split(":")[1] + target_data_bucket = FLAGS.target_data.split("/")[2] + target_data_region = S3Interface(target_data_bucket).aws_region + src_bucket = bucket_handle(src_region) + client = skyplane.SkyplaneClient(aws_config=skyplane.AWSConfig()) + print(f"Log dir: {client.log_dir}/client.log") + + dp = client.dataplane("aws", target_data_region, "aws", src_region, n_vms=6) # TODO: pass in target_throughput that we also pass to broadcast? + with dp.auto_deprovision(): + + # copy data with skyplane to source bucket + dp.provision(spinner=True) + dp.queue_copy( + FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True + ) + print("Waiting for data to copy to source bucket...") + + # TODO: make this async, and as chunk complete, send them to the broadcast dataplane + dp.run() + + # wait for copy at destinations + target_objects = list(buckets[src_region].list_objects(prefix=directory)) + print(f"Waiting for len(target_objects) to replicate", experiment_name) + num_src = len(target_objects) + # TODO: replace with better monitoring + while True: + completed = 0 + for region, bucket in buckets.items(): + if region == src_region: continue + objs = list(bucket.list_objects(prefix=directory)) + num_dest = len(objs) + print(f"{region}: Object replicated = {len(objs)} / {len(target_objects)}") + if num_dest == num_src: + completed += 1 + + if completed == len(list(buckets.keys())) - 1: + print("All replication completed!") + break + + + time.sleep(1) + + # write results + results = [] + src_objs = list(buckets[src_region].list_objects(prefix=directory)) + for region, bucket in buckets.items(): + print(region) + if region == src_region: continue + dest_objs = list(bucket.list_objects(prefix=directory)) + + for src_obj, dest_obj in zip(src_objs, dest_objs): + assert src_obj.size == dest_obj.size + results.append({ + "name": src_obj.key, + "src_last_modified": src_obj.last_modified, + "dest_last_modified": dest_obj.last_modified, + "size": src_obj.size, + "src_region": src_region, + "dest_region": region + }) + df = pd.DataFrame(results) + df.to_csv(f"{experiment_name}.csv") + print(f"{experiment_name}.csv") + + + #for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): + # for region, bucket in buckets.items(): + # if region == src_region: + # continue + + # metadata = bucket.get_obj_metadata(src_obj.key) + # results.append({ + # "name": src_obj.key, + # "src_last_modified": src_obj.last_modified, + # "dest_last_modified": metadata["LastModified"], + # "size": metadata["ContentLength"], + # "src_region": src_region, + # "dest_region": region + # }) + # print(metadata) + # cleanup IAM roles and policies + delete_role(role_name, policy_arn, batch_policy_arn) + delete_policy(policy_arn) + delete_policy(batch_policy_arn) + + +if __name__ == '__main__': + app.run(main) \ No newline at end of file From d6a5a9a8a6db0428a2b525958b1e43dbae0a486d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 1 Dec 2022 12:03:21 -0800 Subject: [PATCH 003/186] fix region logic --- examples/aws_bucket_replication.py | 176 +++++++++++++----- .../gateway/operators/gateway_operator.py | 9 +- skyplane/broadcast/test/bc_demo.py | 27 ++- skyplane/obj_store/s3_interface.py | 12 +- 4 files changed, 160 insertions(+), 64 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index aba4e579a..ca14c422b 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -1,4 +1,5 @@ import boto3 +import concurrent.futures from tqdm import tqdm import pandas as pd import skyplane @@ -16,13 +17,16 @@ from absl import app from absl import flags +from skyplane.utils.fn import do_parallel + FLAGS = flags.FLAGS flags.DEFINE_string("src_region", None, "Source region") flags.DEFINE_spaceseplist("dst_regions", None, "Destination regions") flags.DEFINE_string("target_data", None, "Target data directory specified by S3 URI") def bucket_handle(region): - return f"broadcast-experiment-{region}" + #return f"broadcast-experiment-{region}" + return f"broadcast-{region}" def delete_policy(policy_arn): client = boto3.client("iam") @@ -201,32 +205,50 @@ def main(argv): buckets = {} + + #with concurrent.futures.ProcessPoolExecutor() as executor: # create temporary bucket for each region - for region in [src_region] + dst_regions: - region = region.split(":")[1] - bucket_name = bucket_handle(region) - bucket = S3Interface(bucket_name) + def setup_bucket(region): + try: + region = region.split(":")[1] + bucket_name = bucket_handle(region) + bucket = S3Interface(bucket_name) + + bucket.create_bucket(region) + print(f"Created bucket {bucket_name} in {region}") + #buckets[region] = bucket + + # clear bucket + print("Deleting bucket versions...") + s3 = boto3.resource('s3', region_name=region) + response = s3.Bucket(bucket_name).object_versions.delete() + + # set object versioning + print("Setting object versioning...") + response = bucket._s3_client(region).put_bucket_versioning( + Bucket=bucket_name, + VersioningConfiguration={ + 'Status': 'Enabled' + } + ) + print(f"Enabled bucket versioning for {bucket_name}") + return bucket + except Exception as e: + print(e) - bucket.create_bucket(region) - print(f"Created bucket {bucket_name} in {region}") + for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): + region = region.split(":")[1] buckets[region] = bucket - # clear bucket - print("Deleting bucket versions...") - s3 = boto3.resource('s3', region_name=region) - response = s3.Bucket(bucket_name).object_versions.delete() - - # set object versioning - print("Setting object versioning...") - response = bucket._s3_client(region).put_bucket_versioning( - Bucket=bucket_name, - VersioningConfiguration={ - 'Status': 'Enabled' - } - ) - - print(f"Enabled bucket versioning for {bucket_name}") + #futures = [] + #for region in [src_region] + dst_regions: + # #futures.append(executor.submit(setup_bucket, region)) + # print("future", region) + #print("waiting", futures) + #concurrent.futures.wait(futures) + #results = [f.result() for f in futures] + #print(results) # put replication policy src_name = bucket_handle(src_region.split(":")[1]) @@ -294,62 +316,114 @@ def main(argv): client = skyplane.SkyplaneClient(aws_config=skyplane.AWSConfig()) print(f"Log dir: {client.log_dir}/client.log") - dp = client.dataplane("aws", target_data_region, "aws", src_region, n_vms=6) # TODO: pass in target_throughput that we also pass to broadcast? + dp = client.dataplane("aws", target_data_region, "aws", src_region, n_vms=8) # TODO: pass in target_throughput that we also pass to broadcast? with dp.auto_deprovision(): # copy data with skyplane to source bucket dp.provision(spinner=True) dp.queue_copy( - FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True + FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=False ) print("Waiting for data to copy to source bucket...") # TODO: make this async, and as chunk complete, send them to the broadcast dataplane + start_transfer = time.time() dp.run() + end_transfer = time.time() + + # TODO: write custom broadcast dataplane that has replicate-random -> bucket (i.e. data generation) # wait for copy at destinations target_objects = list(buckets[src_region].list_objects(prefix=directory)) print(f"Waiting for len(target_objects) to replicate", experiment_name) num_src = len(target_objects) # TODO: replace with better monitoring + completed = {} while True: - completed = 0 - for region, bucket in buckets.items(): - if region == src_region: continue + # TODO: create seperate thread to approximate the replication time + #completed = 0 + #for region, bucket in buckets.items(): + # if region == src_region: continue + + def is_completed(region_bucket): + region, bucket = region_bucket + bucket = buckets[region] objs = list(bucket.list_objects(prefix=directory)) num_dest = len(objs) print(f"{region}: Object replicated = {len(objs)} / {len(target_objects)}") if num_dest == num_src: - completed += 1 + return True + return False - if completed == len(list(buckets.keys())) - 1: - print("All replication completed!") - break + just_completed = do_parallel(is_completed, [(region, bucket) for region, bucket in buckets.items() if region != src_region]) + for (region, bucket), done in just_completed: + if done and region not in completed: + completed[region] = time.time() + print(just_completed) + print(completed) - time.sleep(1) + if len(list(completed.keys())) == len(dst_regions): + break - # write results - results = [] - src_objs = list(buckets[src_region].list_objects(prefix=directory)) - for region, bucket in buckets.items(): - print(region) - if region == src_region: continue - dest_objs = list(bucket.list_objects(prefix=directory)) - - for src_obj, dest_obj in zip(src_objs, dest_objs): - assert src_obj.size == dest_obj.size + results = [] + for region, complete_time in completed.items(): results.append({ - "name": src_obj.key, - "src_last_modified": src_obj.last_modified, - "dest_last_modified": dest_obj.last_modified, - "size": src_obj.size, - "src_region": src_region, - "dest_region": region + "src_region": src_region, + "dst_region": region, + "complete_time": complete_time, + "start_time": start_transfer, + "end_time": end_transfer, }) - df = pd.DataFrame(results) - df.to_csv(f"{experiment_name}.csv") - print(f"{experiment_name}.csv") + pd.DataFrame(results).to_csv(f"{experiment_name}.csv") + print(f"{experiment_name}.csv") + + + + #futures = [] + #for region, bucket in buckets.items(): + # if region == src_region: + # continue + # futures.append(executor.submit(setup_bucket, region)) + #completed = concurrent.futures.wait(futures) + #if all(completed): + # print("all completed") + # break + + + #with concurrent.futures.ProcessPoolExecutor() as executor: + # completed = executor.map(is_completed, [r for r in buckets.keys() if r != src_region]) + # print(completed, buckets.keys()) + # if all(completed): + # print("all completed") + # break + + #if completed == len(list(buckets.keys())) - 1: + # print("All replication completed!") + # break + + + # write results + #results = [] + #src_objs = list(buckets[src_region].list_objects(prefix=directory)) + #for region, bucket in buckets.items(): + # print(region) + # if region == src_region: continue + # dest_objs = list(bucket.list_objects(prefix=directory)) + + # for src_obj, dest_obj in zip(src_objs, dest_objs): + # assert src_obj.size == dest_obj.size + # results.append({ + # "name": src_obj.key, + # "src_last_modified": src_obj.last_modified, + # "dest_last_modified": dest_obj.last_modified, + # "size": src_obj.size, + # "src_region": src_region, + # "dest_region": region + # }) + #df = pd.DataFrame(results) + #df.to_csv(f"{experiment_name}.csv") + #print(f"{experiment_name}.csv") #for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index f14643c20..1538f285d 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -84,6 +84,8 @@ def worker_loop(self, worker_id: int, *args): except queue.Empty: continue + print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) @@ -96,7 +98,10 @@ def worker_loop(self, worker_id: int, *args): print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: + print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) + else: + print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") else: # failed to process - re-queue time.sleep(0.1) @@ -454,7 +459,7 @@ def process(self, chunk_req: ChunkRequest, **args): chunk_req.chunk.chunk_length_bytes, generate_md5=True, ), - max_retries=4, + max_retries=32, # TODO: fix this - not a good solution ) # update md5sum for chunk requests @@ -513,7 +518,7 @@ def process(self, chunk_req: ChunkRequest): upload_id, check_md5=chunk_req.chunk.md5_hash, ), - max_retries=4, + max_retries=32, ) logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") return True diff --git a/skyplane/broadcast/test/bc_demo.py b/skyplane/broadcast/test/bc_demo.py index 1ea8fbb7d..44d0867ba 100644 --- a/skyplane/broadcast/test/bc_demo.py +++ b/skyplane/broadcast/test/bc_demo.py @@ -4,13 +4,23 @@ from skyplane.broadcast.bc_client import SkyplaneBroadcastClient if __name__ == "__main__": + src_region="ap-east-1" + dst_regions=[ + "ap-southeast-2", + "ap-south-1", + "ap-northeast-3", + "ap-northeast-2", + "ap-northeast-1" + ] + client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") dp = client.broadcast_dataplane( src_cloud_provider="aws", - src_region="us-east-1", + src_region=src_region, + #type="ILP", dst_cloud_providers=["aws", "aws"], - dst_regions=["us-west-2", "us-west-1"], + dst_regions=dst_regions, # dst_regions=["ap-south-1", "us-east-2"], n_vms=1 # gbyte_to_transfer=32 NOTE: can probably remove this argument @@ -24,14 +34,15 @@ # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - source_file = "s3://awsbucketsky/bigann_learn.bvecs.gz" - dest1_file = "s3://awsbucketsky2/bigann_learn.bvecs.gz" - dest2_file = "s3://awsbucketsky3/bigann_learn.bvecs.gz" + source_file = f"s3://broadcast-experiment-{src_region}/test_replication/" + dest_files = [f"s3://broadcast-experiment-{d}/test_replication/" for d in dst_regions] + print(source_file) + print(dest_files) dp.queue_copy( - source_file, - [dest1_file, dest2_file], - recursive=False, + source_file, + dest_files, + recursive=True, ) dp.provision(allow_firewall=False, spinner=True) tracker = dp.run_async() diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index c7de5eea1..1c6beedbc 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -56,8 +56,14 @@ def _s3_client(self, region=None): return self._cached_s3_clients[region] @imports.inject("botocore.exceptions", pip_extra="aws") - def bucket_exists(botocore_exceptions, self): - s3_client = self._s3_client("us-east-1") + def bucket_exists(botocore_exceptions, self, region=None): + if region is None: # use current bucket region is available + try: + region = self.aws_region + except exceptions.MissingBucketException: + region = "us-east-1" + + s3_client = self._s3_client(region) try: requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} s3_client.list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) @@ -69,7 +75,7 @@ def bucket_exists(botocore_exceptions, self): def create_bucket(self, aws_region): s3_client = self._s3_client(aws_region) - if not self.bucket_exists(): + if not self.bucket_exists(aws_region): if aws_region == "us-east-1": s3_client.create_bucket(Bucket=self.bucket_name) else: From dfecc9c159db0fac63c1e650aad83872c054929a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 2 Dec 2022 14:50:54 -0800 Subject: [PATCH 004/186] add log copying --- skyplane/broadcast/impl/bc_tracker.py | 12 ++++++++++++ 1 file changed, 12 insertions(+) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index b1ad68228..a13df4aea 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -1,4 +1,5 @@ import time +from pprint import pprint import urllib3 import pandas as pd @@ -183,6 +184,13 @@ def monitor_single_dst_helper(dst_region): chunk_status_df = pd.DataFrame(self._query_chunk_status()) (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) + def copy_log(self, instance): + instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") + pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") + instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") + pprint(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") + instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") + @imports.inject("pandas") def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress @@ -202,6 +210,10 @@ def monitor_transfer(pd, self, dst_region): errors = self.dataplane.check_error_logs() if any(errors.values()): self.errors = errors + logger.warning("Copying gateway logs...") + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + self.errors = errors + pprint(errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) log_df = pd.DataFrame(self._query_chunk_status()) From 5881d459105cd1c2d663f4d5fbf119dd700f50e2 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sun, 4 Dec 2022 13:11:24 -0800 Subject: [PATCH 005/186] update transfer cost grid --- .../compute/azure/azure_cloud_provider.py | 1 + skyplane/data/aws_transfer_costs.csv | 1204 +++++++++-------- 2 files changed, 676 insertions(+), 529 deletions(-) diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index d2f233ebb..c477c4e20 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -47,6 +47,7 @@ def lookup_continent(region: str) -> str: lookup_dict = { "oceania": {"australiaeast", "australiacentral", "australiasoutheast", "australiacentral2"}, "asia": { + "qatarcentral", "eastasia", "japaneast", "japanwest", diff --git a/skyplane/data/aws_transfer_costs.csv b/skyplane/data/aws_transfer_costs.csv index cbb9a18ca..11b26c48e 100644 --- a/skyplane/data/aws_transfer_costs.csv +++ b/skyplane/data/aws_transfer_costs.csv @@ -1,529 +1,675 @@ -src,dst,cost -us-gov-east-1,internet,0.155 -us-gov-east-1,af-south-1,0.03 -us-gov-east-1,ap-east-1,0.03 -us-gov-east-1,ap-southeast-3,0.03 -us-gov-east-1,ap-south-1,0.03 -us-gov-east-1,ap-northeast-3,0.03 -us-gov-east-1,ap-northeast-2,0.03 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+us-west-2,ca-central-1,0.02 +us-west-2,eu-central-1,0.02 +us-west-2,eu-west-1,0.02 +us-west-2,eu-west-2,0.02 +us-west-2,eu-south-1,0.02 +us-west-2,eu-west-3,0.02 +us-west-2,eu-south-2,0.02 +us-west-2,eu-north-1,0.02 +us-west-2,eu-central-2,0.02 +us-west-2,me-south-1,0.02 +us-west-2,me-central-1,0.02 +us-west-2,sa-east-1,0.02 +us-west-2,us-east-1,0.02 +us-west-2,us-east-2,0.02 +us-west-2,us-west-1,0.02 From 9f9c4dd665a70765a78549940bdabed2a88dada5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 5 Dec 2022 14:33:14 -0800 Subject: [PATCH 006/186] switch batch to recursive --- examples/aws_bucket_replication.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index ca14c422b..61ce5f0ca 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -322,7 +322,7 @@ def setup_bucket(region): # copy data with skyplane to source bucket dp.provision(spinner=True) dp.queue_copy( - FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=False + FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True ) print("Waiting for data to copy to source bucket...") @@ -448,4 +448,4 @@ def is_completed(region_bucket): if __name__ == '__main__': - app.run(main) \ No newline at end of file + app.run(main) From 43a951482f93dea83716e2b678559a3368166563 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Tue, 6 Dec 2022 12:29:01 -0800 Subject: [PATCH 007/186] change the upload ids --- examples/aws_bucket_replication.py | 359 +++++++----------- skyplane/api/provisioner.py | 2 +- .../gateway/operators/gateway_operator.py | 10 +- skyplane/broadcast/impl/bc_chunker.py | 14 +- skyplane/broadcast/impl/bc_transfer_job.py | 4 +- skyplane/broadcast/test/bc_demo.py | 16 +- skyplane/chunk.py | 3 +- skyplane/obj_store/s3_interface.py | 2 +- 8 files changed, 160 insertions(+), 250 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 61ce5f0ca..ccf166f2a 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -1,6 +1,6 @@ import boto3 import concurrent.futures -from tqdm import tqdm +from tqdm import tqdm import pandas as pd import skyplane import os @@ -9,9 +9,10 @@ from skyplane.obj_store.s3_interface import S3Interface -import logging # Logging Configuration -fmt = '%(asctime)s [%(levelname)s] [%(module)s] - %(message)s' -logging.basicConfig(format=fmt, datefmt='%m/%d/%Y %I:%M:%S') +import logging # Logging Configuration + +fmt = "%(asctime)s [%(levelname)s] [%(module)s] - %(message)s" +logging.basicConfig(format=fmt, datefmt="%m/%d/%Y %I:%M:%S") logging.getLogger("werkzeug").setLevel(logging.ERROR) from absl import app @@ -24,14 +25,17 @@ flags.DEFINE_spaceseplist("dst_regions", None, "Destination regions") flags.DEFINE_string("target_data", None, "Target data directory specified by S3 URI") -def bucket_handle(region): - #return f"broadcast-experiment-{region}" + +def bucket_handle(region): + # return f"broadcast-experiment-{region}" return f"broadcast-{region}" + def delete_policy(policy_arn): client = boto3.client("iam") response = client.delete_policy(PolicyArn=policy_arn) + def delete_role(role_name, policy_arn, batch_policy_arn): client = boto3.client("iam") response = client.detach_role_policy(RoleName=role_name, PolicyArn=policy_arn) @@ -41,64 +45,33 @@ def delete_role(role_name, policy_arn, batch_policy_arn): response = client.delete_role(RoleName=role_name) print("Deleted role", role_name) + def create_iam_role(src_region, dst_regions): - """ - Create IAM policies for continual replication and batch replication, and attach to a single policy. - The policies are applied to all the destination region buckets and source region bucket. + """ + Create IAM policies for continual replication and batch replication, and attach to a single policy. + The policies are applied to all the destination region buckets and source region bucket. """ client = boto3.client("iam") bucket_names = [bucket_handle(region.split(":")[1]) for region in [src_region] + dst_regions] - - # S3 batch job policy + + # S3 batch job policy batch_policy = { "Version": "2012-10-17", "Statement": [ + {"Effect": "Allow", "Action": ["s3:InitiateReplication"], "Resource": f"arn:aws:s3:::{bucket_names[0]}/*"}, + {"Effect": "Allow", "Action": ["s3:GetObject", "s3:GetObjectVersion"], "Resource": ["arn:aws:s3:::{{ManifestDestination}}/*"]}, + {"Effect": "Allow", "Action": ["s3:PutObject"], "Resource": ["arn:aws:s3:::laion-400m-dataset/*"]}, { "Effect": "Allow", - "Action": [ - "s3:InitiateReplication" - ], - "Resource": f"arn:aws:s3:::{bucket_names[0]}/*" + "Action": ["s3:GetReplicationConfiguration", "s3:PutInventoryConfiguration"], + "Resource": "arn:aws:s3:::broadcast-experiment-us-east-1", }, - { - "Effect": "Allow", - "Action": [ - "s3:GetObject", - "s3:GetObjectVersion" - ], - "Resource": [ - "arn:aws:s3:::{{ManifestDestination}}/*" - ] - }, - { - "Effect": "Allow", - "Action": [ - "s3:PutObject" - ], - "Resource": [ - "arn:aws:s3:::laion-400m-dataset/*" - ] - }, - { - "Effect": "Allow", - "Action": [ - "s3:GetReplicationConfiguration", - "s3:PutInventoryConfiguration" - ], - "Resource": "arn:aws:s3:::broadcast-experiment-us-east-1" - }, - { - "Effect": "Allow", - "Action": [ - "s3:PutObject" - ], - "Resource": "arn:aws:s3:::{{ManifestDestination}}/*" - } - ] + {"Effect": "Allow", "Action": ["s3:PutObject"], "Resource": "arn:aws:s3:::{{ManifestDestination}}/*"}, + ], } - # S3 replication rule policy + # S3 replication rule policy policy = { "Version": "2012-10-17", "Statement": [ @@ -110,81 +83,57 @@ def create_iam_role(src_region, dst_regions): "s3:GetObjectVersionAcl", "s3:GetObjectVersionTagging", "s3:GetObjectRetention", - "s3:GetObjectLegalHold" + "s3:GetObjectLegalHold", ], "Effect": "Allow", - "Resource": [f"arn:aws:s3:::{bucket_name}" for bucket_name in bucket_names] + [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names] + "Resource": [f"arn:aws:s3:::{bucket_name}" for bucket_name in bucket_names] + + [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names], }, { - "Action": [ - "s3:ReplicateObject", - "s3:ReplicateDelete", - "s3:ReplicateTags", - "s3:ObjectOwnerOverrideToBucketOwner" - ], + "Action": ["s3:ReplicateObject", "s3:ReplicateDelete", "s3:ReplicateTags", "s3:ObjectOwnerOverrideToBucketOwner"], "Effect": "Allow", - "Resource": [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names] - } - ] + "Resource": [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names], + }, + ], } - # create policies + # create policies role_name = f"skyplane-bucket-replication-role-{int(time.time())}" policy_name = f"skyplane-bucket-replication-policy-{int(time.time())}" - response = client.create_policy( - PolicyName=policy_name, - PolicyDocument=json.dumps(policy) - ) + response = client.create_policy(PolicyName=policy_name, PolicyDocument=json.dumps(policy)) policy_arn = response["Policy"]["Arn"] print("Created policy ARN", policy_arn) - response = client.create_policy( - PolicyName="batch"+policy_name, - PolicyDocument=json.dumps(batch_policy) - ) + response = client.create_policy(PolicyName="batch" + policy_name, PolicyDocument=json.dumps(batch_policy)) batch_policy_arn = response["Policy"]["Arn"] print("Created batch policy ARN", batch_policy_arn) - + # allow assume role for s3 and batch assume_role_policy_document = { "Version": "2012-10-17", "Statement": [ - { - "Effect": "Allow", - "Principal": { - "Service": "s3.amazonaws.com" - }, - "Action": "sts:AssumeRole" - }, - { - "Effect": "Allow", - "Principal": { - "Service": "batchoperations.s3.amazonaws.com" - }, - "Action": "sts:AssumeRole" - } - ] + {"Effect": "Allow", "Principal": {"Service": "s3.amazonaws.com"}, "Action": "sts:AssumeRole"}, + {"Effect": "Allow", "Principal": {"Service": "batchoperations.s3.amazonaws.com"}, "Action": "sts:AssumeRole"}, + ], } - # create role - resp = client.create_role( - RoleName=role_name, - AssumeRolePolicyDocument=json.dumps(assume_role_policy_document) - ) + # create role + resp = client.create_role(RoleName=role_name, AssumeRolePolicyDocument=json.dumps(assume_role_policy_document)) role_arn = resp["Role"]["Arn"] print("Created role", role_name, role_arn) - time.sleep(5) # wait for role to finish creating + time.sleep(5) # wait for role to finish creating - # attach policies to role + # attach policies to role response = client.attach_role_policy(RoleName=role_name, PolicyArn=policy_arn) response = client.attach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) return role_name, role_arn, policy_arn, batch_policy_arn -def write_source_data(src_region, target_data, directory): + +def write_source_data(src_region, target_data, directory): """ - Use AWS CLI to copy data from target data directory into bucket + Use AWS CLI to copy data from target data directory into bucket """ bucket_name = bucket_handle(src_region.split(":")[1]) sync_command = f"aws s3 sync {target_data} s3://{bucket_name}/{directory}/" @@ -192,8 +141,6 @@ def write_source_data(src_region, target_data, directory): os.system(sync_command) - - def main(argv): src_region = FLAGS.src_region @@ -202,12 +149,10 @@ def main(argv): experiment_name = f"aws_replication_{int(time.time())}" print("Destinations:", dst_regions) - buckets = {} - - #with concurrent.futures.ProcessPoolExecutor() as executor: - # create temporary bucket for each region + # with concurrent.futures.ProcessPoolExecutor() as executor: + # create temporary bucket for each region def setup_bucket(region): try: region = region.split(":")[1] @@ -216,41 +161,35 @@ def setup_bucket(region): bucket.create_bucket(region) print(f"Created bucket {bucket_name} in {region}") - #buckets[region] = bucket + # buckets[region] = bucket - # clear bucket + # clear bucket print("Deleting bucket versions...") - s3 = boto3.resource('s3', region_name=region) + s3 = boto3.resource("s3", region_name=region) response = s3.Bucket(bucket_name).object_versions.delete() # set object versioning print("Setting object versioning...") - response = bucket._s3_client(region).put_bucket_versioning( - Bucket=bucket_name, - VersioningConfiguration={ - 'Status': 'Enabled' - } - ) + response = bucket._s3_client(region).put_bucket_versioning(Bucket=bucket_name, VersioningConfiguration={"Status": "Enabled"}) print(f"Enabled bucket versioning for {bucket_name}") return bucket except Exception as e: print(e) - for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): + for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): region = region.split(":")[1] buckets[region] = bucket - - #futures = [] - #for region in [src_region] + dst_regions: + # futures = [] + # for region in [src_region] + dst_regions: # #futures.append(executor.submit(setup_bucket, region)) # print("future", region) - #print("waiting", futures) - #concurrent.futures.wait(futures) - #results = [f.result() for f in futures] - #print(results) + # print("waiting", futures) + # concurrent.futures.wait(futures) + # results = [f.result() for f in futures] + # print(results) - # put replication policy + # put replication policy src_name = bucket_handle(src_region.split(":")[1]) # creat iam roles role_name, role_arn, policy_arn, batch_policy_arn = create_iam_role(src_region, dst_regions) @@ -263,51 +202,33 @@ def setup_bucket(region): print("destination:", f"arn:aws:s3:::{dest_name}", "priority:", dst_regions.index(dst_region)) rules.append( { - 'ID': dst_region, - 'Priority': dst_regions.index(dst_region), - 'Filter': {'Prefix': f'{directory}/'}, - 'Status': 'Enabled', + "ID": dst_region, + "Priority": dst_regions.index(dst_region), + "Filter": {"Prefix": f"{directory}/"}, + "Status": "Enabled", #'ExistingObjectReplication': { # 'Status': 'Enabled' - #}, - 'Destination': { - 'Bucket': f"arn:aws:s3:::{dest_name}", - 'StorageClass': 'STANDARD', - 'ReplicationTime': { - 'Status': 'Enabled', - 'Time': { - 'Minutes': 15 - } - }, - 'Metrics': { - 'Status': 'Enabled', - 'EventThreshold': { - 'Minutes': 15 - } - } + # }, + "Destination": { + "Bucket": f"arn:aws:s3:::{dest_name}", + "StorageClass": "STANDARD", + "ReplicationTime": {"Status": "Enabled", "Time": {"Minutes": 15}}, + "Metrics": {"Status": "Enabled", "EventThreshold": {"Minutes": 15}}, }, - 'DeleteMarkerReplication': { - 'Status': 'Disabled' - } + "DeleteMarkerReplication": {"Status": "Disabled"}, } ) - # create replication config + # create replication config try: - resp = client.put_bucket_replication( - Bucket=src_name, - ReplicationConfiguration={ - 'Role': role_arn, - 'Rules': rules - } - ) + resp = client.put_bucket_replication(Bucket=src_name, ReplicationConfiguration={"Role": role_arn, "Rules": rules}) except Exception as e: delete_role(role_name, policy_arn, batch_policy_arn) delete_policy(policy_arn) delete_policy(batch_policy_arn) - print("Error creating replication rule", e) - return + print("Error creating replication rule", e) + return - # write data to source - use skyplane to quickly copy some target data into the source bucket + # write data to source - use skyplane to quickly copy some target data into the source bucket # NOTE: only data copied after the replication rules are created will get copied src_region = src_region.split(":")[1] target_data_bucket = FLAGS.target_data.split("/")[2] @@ -316,17 +237,17 @@ def setup_bucket(region): client = skyplane.SkyplaneClient(aws_config=skyplane.AWSConfig()) print(f"Log dir: {client.log_dir}/client.log") - dp = client.dataplane("aws", target_data_region, "aws", src_region, n_vms=8) # TODO: pass in target_throughput that we also pass to broadcast? + dp = client.dataplane( + "aws", target_data_region, "aws", src_region, n_vms=8 + ) # TODO: pass in target_throughput that we also pass to broadcast? with dp.auto_deprovision(): # copy data with skyplane to source bucket dp.provision(spinner=True) - dp.queue_copy( - FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True - ) + dp.queue_copy(FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True) print("Waiting for data to copy to source bucket...") - # TODO: make this async, and as chunk complete, send them to the broadcast dataplane + # TODO: make this async, and as chunk complete, send them to the broadcast dataplane start_transfer = time.time() dp.run() end_transfer = time.time() @@ -339,74 +260,71 @@ def setup_bucket(region): num_src = len(target_objects) # TODO: replace with better monitoring completed = {} - while True: - # TODO: create seperate thread to approximate the replication time - #completed = 0 - #for region, bucket in buckets.items(): - # if region == src_region: continue + while True: + # TODO: create seperate thread to approximate the replication time + # completed = 0 + # for region, bucket in buckets.items(): + # if region == src_region: continue - def is_completed(region_bucket): + def is_completed(region_bucket): region, bucket = region_bucket bucket = buckets[region] objs = list(bucket.list_objects(prefix=directory)) num_dest = len(objs) print(f"{region}: Object replicated = {len(objs)} / {len(target_objects)}") - if num_dest == num_src: - return True + if num_dest == num_src: + return True return False - just_completed = do_parallel(is_completed, [(region, bucket) for region, bucket in buckets.items() if region != src_region]) for (region, bucket), done in just_completed: - if done and region not in completed: + if done and region not in completed: completed[region] = time.time() print(just_completed) print(completed) - if len(list(completed.keys())) == len(dst_regions): + if len(list(completed.keys())) == len(dst_regions): break - results = [] + results = [] for region, complete_time in completed.items(): - results.append({ - "src_region": src_region, - "dst_region": region, - "complete_time": complete_time, - "start_time": start_transfer, - "end_time": end_transfer, - }) + results.append( + { + "src_region": src_region, + "dst_region": region, + "complete_time": complete_time, + "start_time": start_transfer, + "end_time": end_transfer, + } + ) pd.DataFrame(results).to_csv(f"{experiment_name}.csv") print(f"{experiment_name}.csv") - - - #futures = [] - #for region, bucket in buckets.items(): - # if region == src_region: - # continue - # futures.append(executor.submit(setup_bucket, region)) - #completed = concurrent.futures.wait(futures) - #if all(completed): - # print("all completed") - # break - - - #with concurrent.futures.ProcessPoolExecutor() as executor: - # completed = executor.map(is_completed, [r for r in buckets.keys() if r != src_region]) - # print(completed, buckets.keys()) - # if all(completed): - # print("all completed") - # break - - #if completed == len(list(buckets.keys())) - 1: - # print("All replication completed!") - # break - - - # write results - #results = [] - #src_objs = list(buckets[src_region].list_objects(prefix=directory)) - #for region, bucket in buckets.items(): + # futures = [] + # for region, bucket in buckets.items(): + # if region == src_region: + # continue + # futures.append(executor.submit(setup_bucket, region)) + # completed = concurrent.futures.wait(futures) + # if all(completed): + # print("all completed") + # break + + # with concurrent.futures.ProcessPoolExecutor() as executor: + # completed = executor.map(is_completed, [r for r in buckets.keys() if r != src_region]) + # print(completed, buckets.keys()) + # if all(completed): + # print("all completed") + # break + + # if completed == len(list(buckets.keys())) - 1: + # print("All replication completed!") + # break + + # write results + # results = [] + # src_objs = list(buckets[src_region].list_objects(prefix=directory)) + # for region, bucket in buckets.items(): # print(region) # if region == src_region: continue # dest_objs = list(bucket.list_objects(prefix=directory)) @@ -418,18 +336,17 @@ def is_completed(region_bucket): # "src_last_modified": src_obj.last_modified, # "dest_last_modified": dest_obj.last_modified, # "size": src_obj.size, - # "src_region": src_region, + # "src_region": src_region, # "dest_region": region # }) - #df = pd.DataFrame(results) - #df.to_csv(f"{experiment_name}.csv") - #print(f"{experiment_name}.csv") - + # df = pd.DataFrame(results) + # df.to_csv(f"{experiment_name}.csv") + # print(f"{experiment_name}.csv") - #for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): - # for region, bucket in buckets.items(): - # if region == src_region: - # continue + # for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): + # for region, bucket in buckets.items(): + # if region == src_region: + # continue # metadata = bucket.get_obj_metadata(src_obj.key) # results.append({ @@ -437,15 +354,15 @@ def is_completed(region_bucket): # "src_last_modified": src_obj.last_modified, # "dest_last_modified": metadata["LastModified"], # "size": metadata["ContentLength"], - # "src_region": src_region, + # "src_region": src_region, # "dest_region": region - # }) + # }) # print(metadata) - # cleanup IAM roles and policies + # cleanup IAM roles and policies delete_role(role_name, policy_arn, batch_policy_arn) delete_policy(policy_arn) delete_policy(batch_policy_arn) -if __name__ == '__main__': - app.run(main) +if __name__ == "__main__": + app.run(main) diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 58fbc69b3..520a3a872 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -150,7 +150,7 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner private_ips = [s.private_ip() for t, s in results if t.cloud_provider == "gcp"] authorize_ip_jobs = [] if aws_provisioned: - authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, public_ips) for r in set(aws_regions)]) + authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) if gcp_provisioned: def authorize_gcp_gateways(): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 1538f285d..0dd3ab822 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -459,7 +459,7 @@ def process(self, chunk_req: ChunkRequest, **args): chunk_req.chunk.chunk_length_bytes, generate_md5=True, ), - max_retries=32, # TODO: fix this - not a good solution + max_retries=32, # TODO: fix this - not a good solution ) # update md5sum for chunk requests @@ -503,19 +503,13 @@ def process(self, chunk_req: ChunkRequest): obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) - if chunk_req.chunk.region_to_upload_id is not None and self.bucket_region in chunk_req.chunk.region_to_upload_id: - # extract multi-part upload-id - upload_id = chunk_req.chunk.region_to_upload_id[self.bucket_region] - else: - upload_id = chunk_req.chunk.upload_id - retry_backoff( partial( obj_store_interface.upload_object, fpath, chunk_req.chunk.dest_key, chunk_req.chunk.part_number, - upload_id, + chunk_req.chunk.upload_id, # TODO: need to have a region+":"+bucket+":"+key mapping to upload ids check_md5=chunk_req.chunk.md5_hash, ), max_retries=32, diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index bfe084e65..8e96de31f 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -43,9 +43,11 @@ def _run_multipart_chunk_thread( src_object, dest_object = input_data mime_type = self.src_iface.get_obj_mime_type(src_object.key) - region_to_upload_id = {} + region_bucketkey_to_upload_id = {} for dest_iface in self.dest_ifaces: - region_to_upload_id[dest_iface.region_tag()] = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + region_bucketkey_to_upload_id[ + dest_iface.region_tag() + ":" + dest_iface.bucket() + ":" + dest_object.key + ] = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) num_chunks = math.ceil(src_object.size / chunk_size_bytes) @@ -69,7 +71,6 @@ def _run_multipart_chunk_thread( partition_id=str(part_num % self.num_partitions), chunk_length_bytes=file_size_bytes, part_number=part_num, - region_to_upload_id=region_to_upload_id, ) offset += file_size_bytes parts.append(part_num) @@ -79,7 +80,12 @@ def _run_multipart_chunk_thread( # maintain multipart upload requests for multiple regions # Dict[region] = upload id for this region self.multipart_upload_requests.append( - dict(key=dest_object.key, parts=parts, region_to_upload_id=region_to_upload_id, dest_ifaces=self.dest_ifaces) + dict( + key=dest_object.key, + parts=parts, + region_bucketkey_to_upload_id=region_bucketkey_to_upload_id, + dest_ifaces=self.dest_ifaces, + ) ) # print("Multipart_uplaod_request:", self.multipart_upload_requests) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 2b5728dd1..2737a20ab 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -138,14 +138,14 @@ def bc_finalize(self, dst_region: str): groups = defaultdict(list) for req in self.multipart_transfer_list: - if "dest_ifaces" not in req or "region_to_upload_id" not in req: + if "dest_ifaces" not in req or "region_bucketkey_to_upload_id" not in req: raise Exception(f"Invalid broadcast multipart upload request: {req}") dest_iface_list = [d for d in req["dest_ifaces"] if d.region_tag() == dst_region] for dest_iface in dest_iface_list: region = dest_iface.region_tag() bucket = dest_iface.bucket() - upload_id = req["region_to_upload_id"][region] + upload_id = req["region_bucketkey_to_upload_id"][region + ":" + bucket + ":" + req["key"]] one_req = dict(upload_id=upload_id, key=req["key"], parts=req["parts"], region=region, bucket=bucket) groups[(region, bucket)].append(one_req) diff --git a/skyplane/broadcast/test/bc_demo.py b/skyplane/broadcast/test/bc_demo.py index 44d0867ba..987803c4e 100644 --- a/skyplane/broadcast/test/bc_demo.py +++ b/skyplane/broadcast/test/bc_demo.py @@ -4,21 +4,15 @@ from skyplane.broadcast.bc_client import SkyplaneBroadcastClient if __name__ == "__main__": - src_region="ap-east-1" - dst_regions=[ - "ap-southeast-2", - "ap-south-1", - "ap-northeast-3", - "ap-northeast-2", - "ap-northeast-1" - ] - + src_region = "ap-east-1" + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") dp = client.broadcast_dataplane( src_cloud_provider="aws", src_region=src_region, - #type="ILP", + # type="ILP", dst_cloud_providers=["aws", "aws"], dst_regions=dst_regions, # dst_regions=["ap-south-1", "us-east-2"], @@ -40,7 +34,7 @@ print(dest_files) dp.queue_copy( - source_file, + source_file, dest_files, recursive=True, ) diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 1e40f85ff..b4185380f 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -23,8 +23,7 @@ class Chunk: # multi-part upload/download info file_offset_bytes: Optional[int] = None part_number: Optional[int] = None - upload_id: Optional[str] = None - region_to_upload_id: Optional[Dict[str, str]] = None # for broadcast multipart upload + upload_id: Optional[str] = None # TODO: can remove this if the upload id is assigned at the gateway def to_wire_header(self, n_chunks_left_on_socket: int, wire_length: int, is_compressed: bool = False): return WireProtocolHeader( diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index e44a1cbe9..5f68196b5 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -60,7 +60,7 @@ def _s3_client(self, region=None): @imports.inject("botocore.exceptions", pip_extra="aws") def bucket_exists(botocore_exceptions, self, region=None): - if region is None: # use current bucket region is available + if region is None: # use current bucket region is available try: region = self.aws_region except exceptions.MissingBucketException: From 0133f320d29fa2ff997653265c2c2cbb12d6b284 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Wed, 7 Dec 2022 15:21:16 -0800 Subject: [PATCH 008/186] put --- skyplane/api/provisioner.py | 11 +- skyplane/api/transfer_job.py | 1 + skyplane/broadcast/bc_client.py | 3 +- skyplane/broadcast/bc_dataplane.py | 27 ++-- skyplane/broadcast/bc_plan.py | 2 +- skyplane/broadcast/gateway/chunk_store.py | 8 ++ skyplane/broadcast/gateway/gateway_daemon.py | 5 +- .../broadcast/gateway/gateway_daemon_api.py | 13 ++ .../gateway/operators/gateway_operator.py | 9 +- skyplane/broadcast/impl/bc_chunker.py | 22 ++-- skyplane/broadcast/impl/bc_tracker.py | 8 +- skyplane/broadcast/impl/bc_transfer_job.py | 115 ++++++++++++++---- skyplane/broadcast/test/bc_objstore.py | 63 ++++++++++ skyplane/chunk.py | 2 +- 14 files changed, 226 insertions(+), 63 deletions(-) create mode 100644 skyplane/broadcast/test/bc_objstore.py diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 520a3a872..e7847ff7b 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -149,14 +149,13 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # authorize access to private IPs for GCP VMs due to global VPC private_ips = [s.private_ip() for t, s in results if t.cloud_provider == "gcp"] authorize_ip_jobs = [] + # NOTE: the following setup is for broadcast only if aws_provisioned: authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) - if gcp_provisioned: - - def authorize_gcp_gateways(): - self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) - - authorize_ip_jobs.append(authorize_gcp_gateways) + # if gcp_provisioned: + # def authorize_gcp_gateways(): + # self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) + # authorize_ip_jobs.append(authorize_gcp_gateways) do_parallel( lambda fn: fn(), diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 800fe34a9..f230f4945 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -188,6 +188,7 @@ def transfer_pair_generator( else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") n_objs += 1 + logger.fs.debug(f"Yield: {obj}, {dest_obj}") yield obj, dest_obj if n_objs == 0: diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 6fb6b26e5..33d15fcc5 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -8,7 +8,7 @@ from skyplane.api.client import get_clientid from skyplane.broadcast.bc_dataplane import BroadcastDataplane from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner -from skyplane.api.provision.provisioner import Provisioner +from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger @@ -31,6 +31,7 @@ def __init__( self.azure_auth = azure_config.make_auth_provider() if azure_config else None self.gcp_auth = gcp_config.make_auth_provider() if gcp_config else None self.transfer_config = transfer_config if transfer_config else TransferConfig(multipart_enabled=multipart_enabled) + print("transfer config: ", transfer_config) self.log_dir = ( tmp_log_dir / "transfer_logs" / f"{datetime.now().strftime('%Y%m%d_%H%M%S')}-{uuid.uuid4().hex[:8]}" if log_dir is None diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 2c2c41695..0b00e6f22 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -6,10 +6,10 @@ from typing import TYPE_CHECKING, Dict, List, Optional, Tuple from skyplane import compute -from skyplane.api.provision.dataplane import Dataplane +from skyplane.api.dataplane import Dataplane from skyplane.api.config import TransferConfig -from skyplane.replicate.replication_plan import ReplicationTopologyGateway - +from skyplane.planner.topology import ReplicationTopology, ReplicationTopologyGateway +from skyplane.api.tracker import TransferHook from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob @@ -32,7 +32,7 @@ if TYPE_CHECKING: - from skyplane.api.provision.provisioner import Provisioner + from skyplane.api.provisioner import Provisioner class BroadcastDataplane(Dataplane): @@ -214,6 +214,7 @@ def current_gw_programs(self): # NOTE: assume all transfer object share the same (src, dsts)? might not be correct one_transfer_job = self.jobs_to_dispatch[0] + print("one transfer job: ", one_transfer_job) if not self.transfer_config.random_chunk_size_mb: src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) @@ -227,7 +228,8 @@ def current_gw_programs(self): src_obj_store = None dsts_obj_store_map = None gen_random_data = True - + + print("dst obj store map: ", dsts_obj_store_map) for node in solution_graph.nodes: node_gateway_program = GatewayProgram() for i in range(num_partitions): @@ -294,7 +296,7 @@ def queue_copy( recursive: bool = False, ) -> str: job = BCCopyJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") + logger.fs.debug(f"[SkyplaneBroadcastClient] Queued copy job {job}") self.jobs_to_dispatch.append(job) return job.uuid @@ -305,16 +307,21 @@ def queue_sync( recursive: bool = False, ) -> str: job = BCSyncJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") + logger.fs.debug(f"[SkyplaneBroadcastClient] Queued sync job {job}") self.jobs_to_dispatch.append(job) return job.uuid - def run_async(self) -> BCTransferProgressTracker: + def run_async(self, hooks: Optional[TransferHook] = None) -> BCTransferProgressTracker: if not self.provisioned: logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") - tracker = BCTransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config) + tracker = BCTransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) self.pending_transfers.append(tracker) tracker.start() - logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") + logger.fs.info(f"[SkyplaneBroadcastClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") self.jobs_to_dispatch = [] return tracker + + def run(self, hooks: Optional[TransferHook] = None): + tracker = self.run_async(hooks) + logger.fs.debug(f"[SkyplaneBroadcastClient] Waiting for transfer to complete") + tracker.join() \ No newline at end of file diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index df6ad011b..57315a247 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -5,7 +5,7 @@ from skyplane.chunk import ChunkRequest from skyplane.obj_store.object_store_interface import ObjectStoreObject -from skyplane.replicate.replication_plan import ( +from skyplane.planner.topology import ( ReplicationTopology, ReplicationTopologyNode, ReplicationTopologyGateway, diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 0ebc3e999..6605a9b4e 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -16,6 +16,8 @@ def __init__(self, chunk_dir: PathLike): self.chunk_dir = Path(chunk_dir) self.chunk_dir.mkdir(parents=True, exist_ok=True) + self.region_key_upload_id_mappings: Dict[str, str] = {} + # delete existing chunks for chunk_file in self.chunk_dir.glob("*.chunk"): logger.warning(f"Deleting existing chunk file {chunk_file}") @@ -27,6 +29,12 @@ def __init__(self, chunk_dir: PathLike): # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() + def set_upload_ids_map(self, maps: Dict[str, str]): + self.region_key_upload_id_mappings.update(maps) + + def get_upload_ids_map(self): + return self.region_key_upload_id_mappings + def add_partition(self, partition_id: str): """Create a queue for this partition.""" if partition_id in self.chunk_requests: diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 25b9ab2c1..5d8d3c8d0 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -8,7 +8,7 @@ from multiprocessing import Event, Queue from os import PathLike from pathlib import Path -from typing import Dict, List +from typing import Dict, List, Optional from skyplane.utils import logger @@ -24,7 +24,6 @@ GatewayWaitReciever, ) from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver - from collections import defaultdict # TODO: add default partition ID to main @@ -84,7 +83,7 @@ def __init__( # API server self.api_server = GatewayDaemonAPI( - self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, self.terminal_operators + self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, terminal_operators=self.terminal_operators ) self.api_server.start() atexit.register(self.api_server.shutdown) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index f9bd004b5..1d9f36e5d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -29,6 +29,7 @@ class GatewayDaemonAPI(threading.Thread): * POST /api/v1/chunk_requests - adds a new chunk request * PUT /api/v1/chunk_requests/ - updates chunk request * GET /api/v1/chunk_status_log - returns list of chunk status log entries + * POST /api/v1/upload_id_maps - post a json which contains mapping of region:bucket:key to upload id to each server """ def __init__( @@ -37,6 +38,7 @@ def __init__( gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, + upload_ids_map: Optional[Dict[str, str]] = None, terminal_operators: Optional[Dict[str, List[str]]] = None, host="0.0.0.0", port=8081, @@ -71,6 +73,9 @@ def __init__( self.chunk_status_log: List[Dict] = [] self.chunk_completions = defaultdict(list) + # upload id mappings + self.upload_ids_map = upload_ids_map + # socket profiles # TODO: actually fill these out self.sender_socket_profiles: List[Dict] = [] @@ -265,6 +270,14 @@ def get_chunk_status_log(): status_log_copy.append(self.chunk_status_log[i]) return jsonify({"chunk_status_log": status_log_copy}) + # post the upload ids mapping + @app.route("/api/v1/upload_id_maps", methods=["POST"]) + def update_upload_ids_mapping(): + self.upload_ids_map = (request.json) + print(f"[gateway_api] Gateway add upload IDs mapping {self.upload_ids_map}") + print(f"[gateway_api] id of chunk store: {id(self.chunk_store)}") + return jsonify({"status": "ok"}) + def register_error_routes(self, app): @app.route("/api/v1/errors", methods=["GET"]) def get_errors(): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 0dd3ab822..0b445cf45 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -494,6 +494,7 @@ def __init__( super().__init__( handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region ) + self.chunk_store = chunk_store def process(self, chunk_req: ChunkRequest): fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) @@ -502,6 +503,12 @@ def process(self, chunk_req: ChunkRequest): ) obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) + key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key + print(f"TYPE: {type(self.chunk_store.get_upload_ids_map())}") + print(f"id of operator chunk store: {id(self.chunk_store)}") + logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map: {self.chunk_store.get_upload_ids_map()}") + + upload_id = self.chunk_store.get_upload_ids_map()[key_to_upload_id] retry_backoff( partial( @@ -509,7 +516,7 @@ def process(self, chunk_req: ChunkRequest): fpath, chunk_req.chunk.dest_key, chunk_req.chunk.part_number, - chunk_req.chunk.upload_id, # TODO: need to have a region+":"+bucket+":"+key mapping to upload ids + upload_id, check_md5=chunk_req.chunk.md5_hash, ), max_retries=32, diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index 8e96de31f..6602ba73f 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -28,6 +28,7 @@ def __init__( self.num_partitions = num_partitions self.dest_ifaces = dest_ifaces self.multipart_upload_requests = [] + self.all_mappings_for_upload_ids = [] def _run_multipart_chunk_thread( self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]" @@ -87,7 +88,7 @@ def _run_multipart_chunk_thread( dest_ifaces=self.dest_ifaces, ) ) - # print("Multipart_uplaod_request:", self.multipart_upload_requests) + self.all_mappings_for_upload_ids.append(region_bucketkey_to_upload_id) def chunk( self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] @@ -103,7 +104,6 @@ def chunk( # start chunking threads if self.transfer_config.multipart_enabled: - print("Enable multi-part transfer") for _ in range(self.concurrent_multipart_chunk_threads): t = threading.Thread( target=self._run_multipart_chunk_thread, @@ -120,13 +120,17 @@ def chunk( # dummy dst_obj multipart_send_queue.put((src_obj, dst_obj)) else: - yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - partition_id=str(idx % self.num_partitions), - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, - ) + # Ignore the pair of folders + if src_obj.size == 0: + assert dst_obj.size is None + else: + yield Chunk( + src_key=src_obj.key, + dest_key=dst_obj.key, + partition_id=str(idx % self.num_partitions), + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, + ) if self.transfer_config.multipart_enabled: # drain multipart chunk queue and yield with updated chunk IDs diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index a13df4aea..d9e75fd1b 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -11,7 +11,7 @@ from skyplane.utils import logger, imports from skyplane.utils.fn import do_parallel from skyplane.api.usage import UsageClient -from skyplane.api.tracker import TransferProgressTracker +from skyplane.api.tracker import TransferProgressTracker, TransferHook from concurrent.futures import ThreadPoolExecutor, as_completed from skyplane.utils.definitions import GB, tmp_log_dir from datetime import datetime @@ -21,8 +21,8 @@ class BCTransferProgressTracker(TransferProgressTracker): - def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: TransferConfig): - super().__init__(dataplane, jobs, transfer_config) + def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: TransferConfig, hooks: TransferHook): + super().__init__(dataplane, jobs, transfer_config, hooks) self.dataplane = dataplane self.type_list = set([job.type for job in jobs]) @@ -210,7 +210,7 @@ def monitor_transfer(pd, self, dst_region): errors = self.dataplane.check_error_logs() if any(errors.values()): self.errors = errors - logger.warning("Copying gateway logs...") + logger.warning("Copying gateway logs") do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.errors = errors pprint(errors) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 2737a20ab..78108e94a 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -29,7 +29,7 @@ @dataclass -class BCTransferJob(TransferJob): +class BCTransferJob(): # TODO: might just use multiple TransferJob src_path: str dst_path: str # NOTE: should be None, not used @@ -40,7 +40,9 @@ class BCTransferJob(TransferJob): type: str = "" def __post_init__(self): - provider_src, bucket_src, self.src_prefix = parse_path(self.src_path) + print("Parse src: ", parse_path(self.src_path)) + provider_src, bucket_src, src_prefix = parse_path(self.src_path) + self.src_prefix = src_prefix self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) self.src_bucket = bucket_src self.src_region = self.src_iface.region_tag() @@ -71,6 +73,10 @@ def bc_verify(self, dst_region: str): """Verifies the transfer completed, otherwise raises TransferFailedException.""" raise NotImplementedError("Broadcast verify not implemented") + @classmethod + def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: + """Optionally filter source objects before they are transferred.""" + return True @dataclass class BCCopyJob(BCTransferJob): @@ -87,14 +93,14 @@ def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[T if chunker is None: # used for external access to transfer pair list chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), TransferConfig()) yield from chunker.transfer_pair_generator( - self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn, self._post_filter_fn + self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn ) def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 64, + dispatch_batch_size: int = 1000, ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) @@ -104,35 +110,78 @@ def broadcast_dispatch( chunk_requests = chunker.to_chunk_requests(chunks) # dispatch chunk requests - with Timer() as t: - src_gateways = dataplane.source_gateways() - bytes_dispatched = [0] * len(src_gateways) - n_multiparts = 0 - for batch in chunker.batch_generator(chunk_requests, dispatch_batch_size): - logger.fs.debug(f"Queried {len(batch)} chunks in {t.elapsed:.2f} seconds") - min_idx = bytes_dispatched.index(min(bytes_dispatched)) - server = src_gateways[min_idx] - n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) - bytes_dispatched[min_idx] += n_bytes + batches = chunker.batch_generator( + chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + ) + + src_gateways = dataplane.source_gateways() + bytes_dispatched = [0] * len(src_gateways) + n_multiparts = 0 + start = time.time() + for batch in batches: + end = time.time() + logger.fs.debug(f"Queried {len(batch)} chunks in {end - start:.2f} seconds") + start = time.time() + min_idx = bytes_dispatched.index(min(bytes_dispatched)) + server = src_gateways[min_idx] + n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) + bytes_dispatched[min_idx] += n_bytes + start = time.time() + reply = self.http_pool.request( + "POST", + f"{server.gateway_api_url}/api/v1/chunk_requests", + body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + end = time.time() + if reply.status != 200: + raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( + f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" + ) + yield from batch + + # copy new multipart transfers to the multipart transfer list + print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) + + updated_len = len(chunker.multipart_upload_requests) + self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) + n_multiparts = updated_len + + def dispatch_id_maps_to_dst(): + # NOTE: update the upload ids in each dest gateways --> chunker.all_mappings_for_upload_ids + dst_servers = dataplane.sink_gateways() + for dst_server in dst_servers: + construct_mappings = {} + dst_region_tag = dst_server.region_tag + print(f"Dst region tag: ", dst_region_tag) + + for mapping in chunker.all_mappings_for_upload_ids: + for key, value in mapping.items(): + # print(f"mapping: {key}, {value}") + if key.startswith(dst_region_tag): + construct_mappings[key] = value + + print("Construct mappings: ") + from pprint import pprint + pprint(construct_mappings) + + print("Json encode: ", json.dumps(construct_mappings).encode("utf-8")) + start = time.time() reply = self.http_pool.request( "POST", - f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), + f"{dst_server.gateway_api_url}/api/v1/upload_id_maps", + body=json.dumps(construct_mappings).encode("utf-8"), headers={"Content-Type": "application/json"}, ) end = time.time() + # TODO: assume that only destination nodes would write to the obj store if reply.status != 200: - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - logger.fs.debug( - f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - ) - yield from batch + raise Exception(f"Failed to update upload ids to the dst gateway {dst_server.instance_name()}, constructed mappings for {dst_region_tag}: {construct_mappings}") + logger.fs.debug(f"Upload ids to dst gateway {dst_server.instance_name()} in {end - start:.2f} seconds") - # copy new multipart transfers to the multipart transfer list - updated_len = len(chunker.multipart_upload_requests) - self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) - n_multiparts = updated_len + dispatch_id_maps_to_dst() def bc_finalize(self, dst_region: str): groups = defaultdict(list) @@ -183,8 +232,20 @@ def bc_verify(self, dst_region: str): class BCSyncJob(BCCopyJob): type: str = "sync" - def __post_init__(self): - return super().__post_init__() + def estimate_cost(self): + raise NotImplementedError() + + def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + """Generate transfer pairs for the transfer job.""" + raise NotImplementedError("Broadcast Sync Job get_transfer_pairs not implemented") + + def _enrich_dest_objs( + self, transfer_pairs: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None], dest_prefix: str + ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + """ + For skyplane sync, we enrich dest obj metadata with our existing dest obj metadata from the dest bucket following a query. + """ + raise NotImplementedError("Broadcast Sync Job_enrich_dest_objs not implemented") @classmethod def _post_filter_fn(cls, src_obj: ObjectStoreObject, dest_obj: ObjectStoreObject) -> bool: diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py new file mode 100644 index 000000000..a346e3c78 --- /dev/null +++ b/skyplane/broadcast/test/bc_objstore.py @@ -0,0 +1,63 @@ +import time + +import skyplane +from skyplane.broadcast.bc_client import SkyplaneBroadcastClient + +if __name__ == "__main__": + src_region = "us-east-1" + dst_regions = ["us-west-1", "us-west-2"] + + client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) + print(f"Log dir: {client.log_dir}/client.log") + dp = client.broadcast_dataplane( + src_cloud_provider="aws", + src_region=src_region, + # type="ILP", + dst_cloud_providers=["aws", "aws"], + dst_regions=dst_regions, + n_vms=1 + ) + + with dp.auto_deprovision(): + # NOTE: need to queue copy first, then provision + # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name + + # source_file = "s3://sarah-skylark-us-east-1/test/direct_replication/" + # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" + # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" + + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + + print(source_file) + print(dest_files) + + dp.queue_copy( + source_file, + dest_files, + recursive=True, + ) + dp.provision(allow_firewall=False, spinner=True) + tracker = dp.run_async() + + # monitor the transfer + print("Waiting for transfer to complete...") + while True: + # handle errors + if tracker.errors: + for ip, error_list in tracker.errors.items(): + for error in error_list: + print(f"Error on {ip}: {error}") + break + + bytes_remaining = tracker.query_bytes_remaining() + timestamp = time.strftime("%H:%M:%S", time.localtime()) + if bytes_remaining is None: + print(f"{timestamp} Transfer not yet started") + elif bytes_remaining > 0: + print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + else: + break + time.sleep(1) + tracker.join() + print("Transfer complete!") \ No newline at end of file diff --git a/skyplane/chunk.py b/skyplane/chunk.py index b4185380f..47d518969 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -23,7 +23,7 @@ class Chunk: # multi-part upload/download info file_offset_bytes: Optional[int] = None part_number: Optional[int] = None - upload_id: Optional[str] = None # TODO: can remove this if the upload id is assigned at the gateway + upload_id: Optional[str] = None # TODO: for broadcast, this is not used def to_wire_header(self, n_chunks_left_on_socket: int, wire_length: int, is_compressed: bool = False): return WireProtocolHeader( From 0da6d43713b8e0a8ddc0ff9a8bc77d8dd891b534 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Wed, 7 Dec 2022 21:08:13 -0800 Subject: [PATCH 009/186] changes for broadcast multipart --- skyplane/api/provisioner.py | 2 +- skyplane/broadcast/bc_dataplane.py | 6 +- skyplane/broadcast/gateway/chunk_store.py | 3 + .../broadcast/gateway/gateway_daemon_api.py | 17 ++-- .../gateway/operators/gateway_operator.py | 23 ++++- skyplane/broadcast/impl/bc_chunker.py | 6 +- skyplane/broadcast/impl/bc_tracker.py | 66 ++++++++++--- skyplane/broadcast/impl/bc_transfer_job.py | 92 ++++++++++--------- skyplane/broadcast/test/bc_objstore.py | 12 ++- skyplane/chunk.py | 3 +- skyplane/obj_store/s3_interface.py | 1 + test_log | 29 ++++++ 12 files changed, 177 insertions(+), 83 deletions(-) create mode 100644 test_log diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index e7847ff7b..29c7f0304 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -149,7 +149,7 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # authorize access to private IPs for GCP VMs due to global VPC private_ips = [s.private_ip() for t, s in results if t.cloud_provider == "gcp"] authorize_ip_jobs = [] - # NOTE: the following setup is for broadcast only + # NOTE: the following setup is for broadcast only if aws_provisioned: authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) # if gcp_provisioned: diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 0b00e6f22..928ba66a8 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -228,8 +228,8 @@ def current_gw_programs(self): src_obj_store = None dsts_obj_store_map = None gen_random_data = True - - print("dst obj store map: ", dsts_obj_store_map) + + # print("dst obj store map: ", dsts_obj_store_map) for node in solution_graph.nodes: node_gateway_program = GatewayProgram() for i in range(num_partitions): @@ -324,4 +324,4 @@ def run_async(self, hooks: Optional[TransferHook] = None) -> BCTransferProgressT def run(self, hooks: Optional[TransferHook] = None): tracker = self.run_async(hooks) logger.fs.debug(f"[SkyplaneBroadcastClient] Waiting for transfer to complete") - tracker.join() \ No newline at end of file + tracker.join() diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 6605a9b4e..26a742a6b 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -73,5 +73,8 @@ def log_chunk_state( def remaining_bytes(self): return int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + def get_upload_id_map_path(self) -> Path: + return self.chunk_dir / f"upload_id_map.json" + def get_chunk_file_path(self, chunk_id: str) -> Path: return self.chunk_dir / f"{chunk_id}.chunk" diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 1d9f36e5d..56951df12 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -7,7 +7,7 @@ from queue import Empty from traceback import TracebackException from typing import Dict, List, Tuple, Optional - +import json from flask import Flask, jsonify, request from werkzeug.serving import make_server @@ -38,7 +38,7 @@ def __init__( gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, - upload_ids_map: Optional[Dict[str, str]] = None, + upload_ids_map: Optional[Dict[str, str]] = None, terminal_operators: Optional[Dict[str, List[str]]] = None, host="0.0.0.0", port=8081, @@ -73,9 +73,6 @@ def __init__( self.chunk_status_log: List[Dict] = [] self.chunk_completions = defaultdict(list) - # upload id mappings - self.upload_ids_map = upload_ids_map - # socket profiles # TODO: actually fill these out self.sender_socket_profiles: List[Dict] = [] @@ -273,9 +270,13 @@ def get_chunk_status_log(): # post the upload ids mapping @app.route("/api/v1/upload_id_maps", methods=["POST"]) def update_upload_ids_mapping(): - self.upload_ids_map = (request.json) - print(f"[gateway_api] Gateway add upload IDs mapping {self.upload_ids_map}") - print(f"[gateway_api] id of chunk store: {id(self.chunk_store)}") + logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") + upload_id_file_path = self.chunk_store.get_upload_id_map_path() + + with upload_id_file_path.open("w") as f: + f.write(json.dumps(request.json)) + + print(f"[gateway_api] Gateway add upload IDs to {upload_id_file_path}") return jsonify({"status": "ok"}) def register_error_routes(self, app): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 0b445cf45..fed9ab4a8 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -503,12 +503,25 @@ def process(self, chunk_req: ChunkRequest): ) obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) - key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key - print(f"TYPE: {type(self.chunk_store.get_upload_ids_map())}") - print(f"id of operator chunk store: {id(self.chunk_store)}") - logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map: {self.chunk_store.get_upload_ids_map()}") - upload_id = self.chunk_store.get_upload_ids_map()[key_to_upload_id] + if chunk_req.chunk.multi_part: + key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key + logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") + + map_file_path = self.chunk_store.get_upload_id_map_path() + if not os.path.exists(map_file_path): + logger.debug(f"[obj_store:{self.worker_id}]: map path {map_file_path} does not exists") + return False + + with open(map_file_path, "rb") as f: + upload_ids_map = json.load(f) + + # logger.debug(f"[obj_store:{self.worker_id}] all upload id map: {upload_ids_map}") + upload_id = str(upload_ids_map[key_to_upload_id]) + logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map to upload id: {upload_id}, type: {type(upload_id)}") + + else: + upload_id = None retry_backoff( partial( diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index 6602ba73f..c195cca39 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -72,6 +72,7 @@ def _run_multipart_chunk_thread( partition_id=str(part_num % self.num_partitions), chunk_length_bytes=file_size_bytes, part_number=part_num, + multi_part=True, ) offset += file_size_bytes parts.append(part_num) @@ -89,6 +90,7 @@ def _run_multipart_chunk_thread( ) ) self.all_mappings_for_upload_ids.append(region_bucketkey_to_upload_id) + # print("Multipart upload request: ", self.multipart_upload_requests) def chunk( self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] @@ -120,9 +122,9 @@ def chunk( # dummy dst_obj multipart_send_queue.put((src_obj, dst_obj)) else: - # Ignore the pair of folders + # Ignore the pair of folders if src_obj.size == 0: - assert dst_obj.size is None + assert dst_obj.size is None else: yield Chunk( src_key=src_obj.key, diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index d9e75fd1b..7e5899e16 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -4,14 +4,14 @@ import urllib3 import pandas as pd from typing import TYPE_CHECKING, Dict, List, Optional, Set - +import functools from skyplane import exceptions from skyplane.api.config import TransferConfig from skyplane.chunk import ChunkRequest, ChunkState from skyplane.utils import logger, imports from skyplane.utils.fn import do_parallel from skyplane.api.usage import UsageClient -from skyplane.api.tracker import TransferProgressTracker, TransferHook +from skyplane.api.tracker import TransferProgressTracker, TransferHook, EmptyTransferHook from concurrent.futures import ThreadPoolExecutor, as_completed from skyplane.utils.definitions import GB, tmp_log_dir from datetime import datetime @@ -39,7 +39,7 @@ def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: Tran logger.fs.debug(f"[TransferProgressTracker] Transfer config: {transfer_config}") # transfer state - self.job_chunk_requests: Dict[str, List[ChunkRequest]] = {} + self.job_chunk_requests: Dict[str, Dict[str, ChunkRequest]] = {} # each job can have multiple destination self.dst_regions = set([sink.region for sink in self.dataplane.topology.sink_instances()]) @@ -66,7 +66,7 @@ def calculate_size(self, dst_region): bytes_total_per_job[job_uuid] = sum( [ cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid] + for cr in self.job_chunk_requests[job_uuid].values() if cr.chunk.chunk_id in self.dst_job_complete_chunk_ids[dst_region][job_uuid] ] ) @@ -92,22 +92,37 @@ def run(self): } session_start_timestamp_ms = int(time.time() * 1000) try: + # pre-dispatch chunks to begin pre-buffering chunks + cr_streams = { + job_uuid: job.broadcast_dispatch(self.dataplane, transfer_config=self.transfer_config) + for job_uuid, job in self.jobs.items() + } for job_uuid, job in self.jobs.items(): logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") - self.job_chunk_requests[job_uuid] = list(job.broadcast_dispatch(self.dataplane, transfer_config=self.transfer_config)) + + self.job_chunk_requests[job_uuid] = {} + + job_pending_chunk_ids = set() + for cr in cr_streams[job_uuid]: + chunks_dispatched = [cr.chunk] + self.job_chunk_requests[job_uuid][cr.chunk.chunk_id] = cr + job_pending_chunk_ids.add(cr.chunk.chunk_id) + self.hooks.on_chunk_dispatched(chunks_dispatched) for dst_region in self.dst_regions: - self.dst_job_pending_chunk_ids[dst_region][job_uuid] = set( - [cr.chunk.chunk_id for cr in self.job_chunk_requests[job_uuid]] - ) self.dst_job_complete_chunk_ids[dst_region][job_uuid] = set() - logger.fs.debug( - f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" - ) + self.dst_job_pending_chunk_ids[dst_region][job_uuid] = set() + + self.dst_job_pending_chunk_ids[dst_region][job_uuid].update([i for i in job_pending_chunk_ids]) + + logger.fs.debug(f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])}") + except Exception as e: UsageClient.log_exception("dispatch job", e, args, self.dataplane.src_region_tag, ":", session_start_timestamp_ms) raise e + self.hooks.on_dispatch_end() + def monitor_single_dst_helper(dst_region): start_time = time.time() try: @@ -191,6 +206,11 @@ def copy_log(self, instance): pprint(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") + @property + @functools.lru_cache(maxsize=None) + def _chunk_to_job_map(self): + return {chunk_id: job_uuid for job_uuid, cr_dict in self.job_chunk_requests.items() for chunk_id in cr_dict.keys()} + @imports.inject("pandas") def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress @@ -209,7 +229,6 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() if any(errors.values()): - self.errors = errors logger.warning("Copying gateway logs") do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.errors = errors @@ -234,12 +253,31 @@ def monitor_transfer(pd, self, dst_region): # update job_complete_chunk_ids and job_pending_chunk_ids for job_uuid, job in self.jobs.items(): job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) + + # print("Completed chunk ids: ", job_complete_chunk_ids) + + # TODO: this is wrong, should wait until these chunks finish + new_chunk_ids = ( + self.dst_job_complete_chunk_ids[dst_region][job_uuid] + .union(job_complete_chunk_ids) + .difference(self.dst_job_complete_chunk_ids[dst_region][job_uuid]) + ) + completed_chunks = [] + for id in new_chunk_ids: + completed_chunks.append(self.job_chunk_requests[job_uuid][id].chunk) + self.hooks.on_chunk_completed(completed_chunks) + self.dst_job_complete_chunk_ids[dst_region][job_uuid] = self.dst_job_complete_chunk_ids[dst_region][job_uuid].union( job_complete_chunk_ids ) self.dst_job_pending_chunk_ids[dst_region][job_uuid] = self.dst_job_pending_chunk_ids[dst_region][job_uuid].difference( job_complete_chunk_ids ) + # print(f"Complete chunk id for {dst_region} and {job_uuid}: ", self.dst_job_complete_chunk_ids[dst_region][job_uuid]) + # print(f"Pending chunk id for {dst_region} and {job_uuid}: ", self.dst_job_pending_chunk_ids[dst_region][job_uuid]) + + # TODO: FIX THIS, can't call it from the outside script as it gets stuck + print(f"{(self.query_bytes_remaining() / (2 ** 30)):.5f}GB left") # sleep time.sleep(0.05) @@ -261,12 +299,12 @@ def query_bytes_remaining(self): for dst_region in self.dst_regions: for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): bytes_remaining_per_job[job_uuid] = [] - # job_uuid --> [dst1_remaining_bytes, dst2_remaining_bytes, ...] + # job_uuid --> List[dst1_remaining_bytes, dst2_remaining_bytes, ...] bytes_remaining_per_job[job_uuid].append( sum( [ cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid] + for cr in self.job_chunk_requests[job_uuid].values() if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] ] ) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 78108e94a..a6ae4115e 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -29,7 +29,7 @@ @dataclass -class BCTransferJob(): +class BCTransferJob: # TODO: might just use multiple TransferJob src_path: str dst_path: str # NOTE: should be None, not used @@ -78,6 +78,7 @@ def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: """Optionally filter source objects before they are transferred.""" return True + @dataclass class BCCopyJob(BCTransferJob): transfer_list: list = field(default_factory=list) # transfer list for later verification @@ -92,9 +93,7 @@ def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[T """Generate transfer pairs for the transfer job.""" if chunker is None: # used for external access to transfer pair list chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), TransferConfig()) - yield from chunker.transfer_pair_generator( - self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn - ) + yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def broadcast_dispatch( self, @@ -108,8 +107,6 @@ def broadcast_dispatch( gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - - # dispatch chunk requests batches = chunker.batch_generator( chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) @@ -117,11 +114,53 @@ def broadcast_dispatch( src_gateways = dataplane.source_gateways() bytes_dispatched = [0] * len(src_gateways) n_multiparts = 0 + done_dispatch_map_to_dst = False + + # print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) start = time.time() for batch in batches: end = time.time() logger.fs.debug(f"Queried {len(batch)} chunks in {end - start:.2f} seconds") start = time.time() + + # copy new multipart transfers to the multipart transfer list + # print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) + def dispatch_id_maps_to_dst(): + # NOTE: update the upload ids in each dest gateways --> chunker.all_mappings_for_upload_ids + dst_servers = dataplane.sink_gateways() + for dst_server in dst_servers: + construct_mappings = {} + dst_region_tag = dst_server.region_tag + for mapping in chunker.all_mappings_for_upload_ids: + for key, value in mapping.items(): + # print(f"mapping: {key}, {value}") + if key.startswith(dst_region_tag): + construct_mappings[key] = value + + # print("Construct mappings: ") + # from pprint import pprint + # pprint(construct_mappings) + + # print("Json encode: ", json.dumps(construct_mappings).encode("utf-8")) + start = time.time() + reply = self.http_pool.request( + "POST", + f"{dst_server.gateway_api_url}/api/v1/upload_id_maps", + body=json.dumps(construct_mappings).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + end = time.time() + # TODO: assume that only destination nodes would write to the obj store + if reply.status != 200: + raise Exception( + f"Failed to update upload ids to the dst gateway {dst_server.instance_name()}, constructed mappings for {dst_region_tag}: {construct_mappings}" + ) + logger.fs.debug(f"Upload ids to dst gateway {dst_server.instance_name()} in {end - start:.2f} seconds") + + if not done_dispatch_map_to_dst: + dispatch_id_maps_to_dst() + done_dispatch_map_to_dst = True + min_idx = bytes_dispatched.index(min(bytes_dispatched)) server = src_gateways[min_idx] n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) @@ -141,47 +180,9 @@ def broadcast_dispatch( ) yield from batch - # copy new multipart transfers to the multipart transfer list - print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) - updated_len = len(chunker.multipart_upload_requests) self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len - - def dispatch_id_maps_to_dst(): - # NOTE: update the upload ids in each dest gateways --> chunker.all_mappings_for_upload_ids - dst_servers = dataplane.sink_gateways() - for dst_server in dst_servers: - construct_mappings = {} - dst_region_tag = dst_server.region_tag - print(f"Dst region tag: ", dst_region_tag) - - for mapping in chunker.all_mappings_for_upload_ids: - for key, value in mapping.items(): - # print(f"mapping: {key}, {value}") - if key.startswith(dst_region_tag): - construct_mappings[key] = value - - print("Construct mappings: ") - from pprint import pprint - pprint(construct_mappings) - - print("Json encode: ", json.dumps(construct_mappings).encode("utf-8")) - - start = time.time() - reply = self.http_pool.request( - "POST", - f"{dst_server.gateway_api_url}/api/v1/upload_id_maps", - body=json.dumps(construct_mappings).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - end = time.time() - # TODO: assume that only destination nodes would write to the obj store - if reply.status != 200: - raise Exception(f"Failed to update upload ids to the dst gateway {dst_server.instance_name()}, constructed mappings for {dst_region_tag}: {construct_mappings}") - logger.fs.debug(f"Upload ids to dst gateway {dst_server.instance_name()} in {end - start:.2f} seconds") - - dispatch_id_maps_to_dst() def bc_finalize(self, dst_region: str): groups = defaultdict(list) @@ -206,6 +207,7 @@ def bc_finalize(self, dst_region: str): def complete_fn(batch): for req in batch: + print("Complete multipart key:", req["key"], " and multipart ids: ", req["upload_id"]) obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) do_parallel(complete_fn, batches, n=-1) @@ -232,7 +234,7 @@ def bc_verify(self, dst_region: str): class BCSyncJob(BCCopyJob): type: str = "sync" - def estimate_cost(self): + def estimate_cost(self): raise NotImplementedError() def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index a346e3c78..fd4f4d6a0 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -15,7 +15,7 @@ # type="ILP", dst_cloud_providers=["aws", "aws"], dst_regions=dst_regions, - n_vms=1 + n_vms=1, ) with dp.auto_deprovision(): @@ -26,8 +26,12 @@ # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + # source_file = "s3://skyplane-broadcast/OPT-66B/" + # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + + # Able to transfer 2 9.1GB data now + source_file = "s3://awsbucketsky/test_multipart/" + dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] print(source_file) print(dest_files) @@ -60,4 +64,4 @@ break time.sleep(1) tracker.join() - print("Transfer complete!") \ No newline at end of file + print("Transfer complete!") diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 47d518969..643b9a7f7 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -21,9 +21,10 @@ class Chunk: md5_hash: Optional[bytes] = None # 128 bits # multi-part upload/download info + multi_part: Optional[bool] = False file_offset_bytes: Optional[int] = None part_number: Optional[int] = None - upload_id: Optional[str] = None # TODO: for broadcast, this is not used + upload_id: Optional[str] = None # TODO: for broadcast, this is not used def to_wire_header(self, n_chunks_left_on_socket: int, wire_length: int, is_compressed: bool = False): return WireProtocolHeader( diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 5f68196b5..cc9f6181e 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -225,6 +225,7 @@ def complete_multipart_upload(self, dst_object_name, upload_id): break all_parts += response["Parts"] all_parts = sorted(all_parts, key=lambda d: d["PartNumber"]) + print("Multipart upload: ", {"Parts": [{"PartNumber": p["PartNumber"], "ETag": p["ETag"]} for p in all_parts]}) response = s3_client.complete_multipart_upload( UploadId=upload_id, Bucket=self.bucket_name, diff --git a/test_log b/test_log new file mode 100644 index 000000000..4933ec95f --- /dev/null +++ b/test_log @@ -0,0 +1,29 @@ +transfer config: None +Log dir: /tmp/skyplane/transfer_logs/20221207_210330-27cd04ad/client.log +[('aws:us-east-1', {'num_vms': 2}), ('aws:us-west-1', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] +[('aws:us-east-1', {'num_vms': 2}), ('aws:us-west-1', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] + +Algorithm: direct +Solution: [('aws:us-east-1', 'aws:us-west-1', {'partitions': ['0', '1'], 'cost': 0.02}), ('aws:us-east-1', 'aws:us-west-2', {'partitions': ['0', '1'], 'cost': 0.02})] +s3://skyplane-broadcast/OPT-66B/ +['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'] +Parse src: ('aws', 'skyplane-broadcast', 'OPT-66B/') + + + +✓ Provisioning VMs (6/6) in 41.93s +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks + + + From 59b41769bc990979af650c60616655e02cc779c1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 7 Dec 2022 21:24:45 -0800 Subject: [PATCH 010/186] Mux_and fix (#718) --- examples/aws_bucket_replication.py | 14 ++++--- skyplane/broadcast/gateway/gateway_daemon.py | 40 +++++++++++++++++--- 2 files changed, 42 insertions(+), 12 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index ccf166f2a..6653b5945 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -154,11 +154,11 @@ def main(argv): # with concurrent.futures.ProcessPoolExecutor() as executor: # create temporary bucket for each region def setup_bucket(region): - try: - region = region.split(":")[1] - bucket_name = bucket_handle(region) - bucket = S3Interface(bucket_name) + region = region.split(":")[1] + bucket_name = bucket_handle(region) + bucket = S3Interface(bucket_name) + try: bucket.create_bucket(region) print(f"Created bucket {bucket_name} in {region}") # buckets[region] = bucket @@ -172,12 +172,14 @@ def setup_bucket(region): print("Setting object versioning...") response = bucket._s3_client(region).put_bucket_versioning(Bucket=bucket_name, VersioningConfiguration={"Status": "Enabled"}) print(f"Enabled bucket versioning for {bucket_name}") - return bucket except Exception as e: - print(e) + print("ERROR", e) + + return bucket for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): region = region.split(":")[1] + assert bucket is not None, f"Bucket is none {region}" buckets[region] = bucket # futures = [] diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 5d8d3c8d0..c47ad380c 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -89,7 +89,22 @@ def __init__( atexit.register(self.api_server.shutdown) logger.info(f"[gateway_daemon] API started at {self.api_server.url}") - def create_gateway_operators(self, gateway_program: Dict): + def print_operator_graph(self): + def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): + if queue is None: + return + print(f"{prefix} {partition}: Input queue:", queue, "handles:", queue.get_handles()) + for handle in queue.get_handles(): + print(f"{prefix} {partition}: Operator {handle}") + # TODO: causes error sometimes for mux_or + next_queue = self.operators[handle].output_queue + print_operator_graph_helper(partition, next_queue, prefix + "--") + + for partition, queue in self.chunk_store.chunk_requests.items(): + print(f"Partition {partition}, {queue}") + print_operator_graph_helper(partition, queue, "") + + def create_gateway_operators(self, gateway_program: Dict): """Create a gateway plan from a gateway program""" operators = {} @@ -98,6 +113,7 @@ def create_output_queue(operator: Dict): # create output data queue if len(operator["children"]) == 0: return None + print("get output queue", operator["op_type"], operator["children"][0]["op_type"]) if operator["children"][0]["op_type"] == "mux_and": return GatewayANDQueue() return GatewayQueue() @@ -113,6 +129,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ for op in program: handle = op["op_type"] + "_" + op["handle"] + print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") input_queue.register_handle(handle) # get child operators @@ -120,15 +137,18 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ if op["op_type"] == "mux_or": # parent must have been mux_and - assert isinstance(input_queue, GatewayANDQueue), f"Parent must have been mux_and {handle}, instead was {input_queue}" + assert isinstance( + input_queue, GatewayANDQueue + ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" - input_queue = input_queue.get_handle_queue(handle) # recurse to children with single queue - create_gateway_operators_helper(input_queue, child_operators, partition_id) + create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_id) continue # create output data queue output_queue = create_output_queue(op) + print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") + print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") if output_queue is None: # track what opeartors need to complete processing the chunk self.terminal_operators[partition_id].append(handle) @@ -220,8 +240,16 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ partition = str(partition) # create initial queue for partition - print(f"Addining partition {partition}") - self.chunk_store.add_partition(partition) + if program[0]["op_type"] == "mux_and": + queue = GatewayANDQueue() + print(f"First operator is mux_and: queue {queue}") + assert len(program) == 1, f"mux_and cannot have siblings" + self.chunk_store.add_partition(partition, queue) + program = program[0]["children"] + else: + queue = GatewayQueue() + print(f"First operator is ", program[0], "queue", queue) + self.chunk_store.add_partition(partition, queue) create_gateway_operators_helper( self.chunk_store.chunk_requests[partition], # incoming chunk requests for partition From 99f584d65ba83cb5986ee9fddd76cbe3d8c6dc48 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 7 Dec 2022 22:31:27 -0800 Subject: [PATCH 011/186] couple gateawy fixes --- skyplane/broadcast/gateway/chunk_store.py | 13 ++++++++++++- skyplane/broadcast/gateway/gateway_daemon.py | 3 ++- skyplane/broadcast/impl/bc_tracker.py | 2 ++ skyplane/broadcast/test/bc_objstore.py | 10 +++++++--- 4 files changed, 23 insertions(+), 5 deletions(-) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 26a742a6b..a481ad49d 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -41,6 +41,12 @@ def add_partition(self, partition_id: str): raise ValueError(f"Partition {partition_id} already exists") self.chunk_requests[partition_id] = GatewayQueue() + def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): + """Create a queue for this partition.""" + if partition_id in self.chunk_requests: + raise ValueError(f"Partition {partition_id} already exists") + self.chunk_requests[partition_id] = queue + def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): """Enqueue new chunk request from Gateway API""" if chunk_request.chunk.partition_id not in self.chunk_requests: @@ -71,7 +77,12 @@ def log_chunk_state( # Memory space calculation def remaining_bytes(self): - return int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + try: + remaining_bytes = int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + return remaining_bytes + except Exception as e: + raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() + assert False, f"{str(e)}: failed to parse {raw_output}" def get_upload_id_map_path(self) -> Path: return self.chunk_dir / f"upload_id_map.json" diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index c47ad380c..2bff9a1da 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -104,7 +104,8 @@ def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): print(f"Partition {partition}, {queue}") print_operator_graph_helper(partition, queue, "") - def create_gateway_operators(self, gateway_program: Dict): + + def create_gateway_operators(self, gateway_program: Dict): """Create a gateway plan from a gateway program""" operators = {} diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 7e5899e16..a31f44288 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -228,7 +228,9 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() + print("ERRORS", errors) if any(errors.values()): + print("copying gateway logs") logger.warning("Copying gateway logs") do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.errors = errors diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index fd4f4d6a0..8dbefdbef 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -5,7 +5,8 @@ if __name__ == "__main__": src_region = "us-east-1" - dst_regions = ["us-west-1", "us-west-2"] + #dst_regions = ["us-west-1", "us-west-2"] + dst_regions = ["ap-east-1", "ap-northeast-1"] client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") @@ -30,8 +31,11 @@ # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] # Able to transfer 2 9.1GB data now - source_file = "s3://awsbucketsky/test_multipart/" - dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] + #source_file = "s3://awsbucketsky/test_multipart/" + #dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] + + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] print(source_file) print(dest_files) From d78508442e46a5b71591b1ba021349fd44175c7a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 7 Dec 2022 22:53:20 -0800 Subject: [PATCH 012/186] just return 0 --- skyplane/broadcast/gateway/chunk_store.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index a481ad49d..4e58404c3 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -82,7 +82,8 @@ def remaining_bytes(self): return remaining_bytes except Exception as e: raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() - assert False, f"{str(e)}: failed to parse {raw_output}" + print(f"{str(e)}: failed to parse {raw_output}") + return 0 def get_upload_id_map_path(self) -> Path: return self.chunk_dir / f"upload_id_map.json" From d6f70657bbd2da8685567cfc8da345e07eb31d8b Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Thu, 8 Dec 2022 01:14:56 -0800 Subject: [PATCH 013/186] fix bc verification --- .../broadcast/gateway/gateway_daemon_api.py | 1 - skyplane/broadcast/impl/bc_tracker.py | 22 +++++++------- skyplane/broadcast/impl/bc_transfer_job.py | 11 ++++--- skyplane/broadcast/test/bc_objstore.py | 12 ++++---- skyplane/obj_store/s3_interface.py | 1 - test_log | 29 ------------------- 6 files changed, 25 insertions(+), 51 deletions(-) delete mode 100644 test_log diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 56951df12..8f83c255d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -38,7 +38,6 @@ def __init__( gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, - upload_ids_map: Optional[Dict[str, str]] = None, terminal_operators: Optional[Dict[str, List[str]]] = None, host="0.0.0.0", port=8081, diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index a31f44288..cf42809f0 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -145,6 +145,16 @@ def monitor_single_dst_helper(dst_region): raise e end_time = time.time() + runtime_s = end_time - start_time + # transfer successfully completed + transfer_stats = { + "dst_region": dst_region, + "total_runtime_s": round(runtime_s, 4), + "throughput_gbits": round(self.calculate_size(dst_region) * 8 / runtime_s, 4), + } + print("Individual transfer statistics") + pprint(transfer_stats) + try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") @@ -161,13 +171,6 @@ def monitor_single_dst_helper(dst_region): UsageClient.log_exception("verify job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) raise e - runtime_s = end_time - start_time - # transfer successfully completed - transfer_stats = { - "dst_region": dst_region, - "total_runtime_s": round(runtime_s, 4), - "throughput_gbits": round(self.calculate_size(dst_region) * 8 / runtime_s, 4), - } UsageClient.log_transfer(transfer_stats, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) return transfer_stats @@ -182,8 +185,6 @@ def monitor_single_dst_helper(dst_region): e2e_end_time = time.time() print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") - from pprint import pprint - for i in results: pprint(i) print() @@ -228,7 +229,8 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() - print("ERRORS", errors) + # print("ERRORS", errors) + if any(errors.values()): print("copying gateway logs") logger.warning("Copying gateway logs") diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index a6ae4115e..5d9c18681 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -50,6 +50,7 @@ def __post_init__(self): self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region for dst_path in self.dst_paths: provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) + print(f"Provider dst: {provider_dst}, bucket dst: {bucket_dst}, dst_prefix: {dst_prefix}") self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) self.dst_prefixes[bucket_dst] = dst_prefix self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() @@ -212,19 +213,21 @@ def complete_fn(batch): do_parallel(complete_fn, batches, n=-1) - def bc_verify(self, dst_region: str): + def bc_verify(self, dst_region: str): # NOTE: assume dst keys are the same across destinations? - dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list} - dest_iface_list = [d for d in self.dst_ifaces.values() if d.region_tag() == dst_region] + dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} + print("[verify] Dst keys: ", dst_keys) + + dest_iface_list = set(d for d in self.dst_ifaces.values() if d.region_tag() == dst_region) for dest_iface in dest_iface_list: - dest_iface.region_tag() for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): # check metadata (src.size == dst.size) && (src.modified <= dst.modified) src_obj = dst_keys.get(obj.key) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] if dst_keys: + print("[verify] object verification failed: ", [obj.key for obj in dst_keys.values()]) raise exceptions.TransferFailedException( f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] ) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 8dbefdbef..07f2ea8f6 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -5,8 +5,8 @@ if __name__ == "__main__": src_region = "us-east-1" - #dst_regions = ["us-west-1", "us-west-2"] - dst_regions = ["ap-east-1", "ap-northeast-1"] + dst_regions = ["us-west-1", "us-west-2"] + # dst_regions = ["ap-east-1", "ap-northeast-1"] client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") @@ -27,15 +27,15 @@ # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - # source_file = "s3://skyplane-broadcast/OPT-66B/" - # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] # Able to transfer 2 9.1GB data now #source_file = "s3://awsbucketsky/test_multipart/" #dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] + # source_file = "s3://skyplane-broadcast/OPT-66B/" + # dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] print(source_file) print(dest_files) diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index cc9f6181e..5f68196b5 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -225,7 +225,6 @@ def complete_multipart_upload(self, dst_object_name, upload_id): break all_parts += response["Parts"] all_parts = sorted(all_parts, key=lambda d: d["PartNumber"]) - print("Multipart upload: ", {"Parts": [{"PartNumber": p["PartNumber"], "ETag": p["ETag"]} for p in all_parts]}) response = s3_client.complete_multipart_upload( UploadId=upload_id, Bucket=self.bucket_name, diff --git a/test_log b/test_log deleted file mode 100644 index 4933ec95f..000000000 --- a/test_log +++ /dev/null @@ -1,29 +0,0 @@ -transfer config: None -Log dir: /tmp/skyplane/transfer_logs/20221207_210330-27cd04ad/client.log -[('aws:us-east-1', {'num_vms': 2}), ('aws:us-west-1', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] -[('aws:us-east-1', {'num_vms': 2}), ('aws:us-west-1', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] - -Algorithm: direct -Solution: [('aws:us-east-1', 'aws:us-west-1', {'partitions': ['0', '1'], 'cost': 0.02}), ('aws:us-east-1', 'aws:us-west-2', {'partitions': ['0', '1'], 'cost': 0.02})] -s3://skyplane-broadcast/OPT-66B/ -['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'] -Parse src: ('aws', 'skyplane-broadcast', 'OPT-66B/') - - - -✓ Provisioning VMs (6/6) in 41.93s -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -one transfer job: BCCopyJob(src_path='s3://skyplane-broadcast/OPT-66B/', dst_path='s3://awsbucketsky2/OPT-66B/', recursive=True, dst_paths=['s3://awsbucketsky2/OPT-66B/', 's3://awsbucketsky3/OPT-66B/'], requester_pays=False, uuid='0484d0ad-57b8-4224-944e-4c17c6086d7c', type='copy', transfer_list=[], multipart_transfer_list=[]) -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks - - - From 1093d5f07140fd162923c064b73796616226d6fa Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Thu, 8 Dec 2022 03:53:05 -0800 Subject: [PATCH 014/186] print per-dst remaining bytes --- skyplane/broadcast/impl/bc_tracker.py | 33 +++++++++++++++++++------- skyplane/broadcast/test/bc_objstore.py | 18 +++++++++----- 2 files changed, 37 insertions(+), 14 deletions(-) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index cf42809f0..4a3516d6c 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -281,7 +281,13 @@ def monitor_transfer(pd, self, dst_region): # print(f"Pending chunk id for {dst_region} and {job_uuid}: ", self.dst_job_pending_chunk_ids[dst_region][job_uuid]) # TODO: FIX THIS, can't call it from the outside script as it gets stuck - print(f"{(self.query_bytes_remaining() / (2 ** 30)):.5f}GB left") + bytes_remaining, bytes_remaining_dict = self.query_bytes_remaining() + print(f"MAX: {( bytes_remaining / (2 ** 30)):.5f}GB left") + print(f"Remaining bytes per destination (GB): ") + + for key, value in bytes_remaining_dict.items(): + bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] + pprint(bytes_remaining_dict) # sleep time.sleep(0.05) @@ -299,20 +305,31 @@ def is_complete(self): def query_bytes_remaining(self): if len(self.job_chunk_requests) == 0: return None + bytes_remaining_per_job = {} + for job_uuid in self.jobs.keys(): + bytes_remaining_per_job[job_uuid] = [] + + dst_order = [] for dst_region in self.dst_regions: + dst_order.append(dst_region) for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): - bytes_remaining_per_job[job_uuid] = [] # job_uuid --> List[dst1_remaining_bytes, dst2_remaining_bytes, ...] - bytes_remaining_per_job[job_uuid].append( - sum( - [ + li_of_bytes = [ cr.chunk.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] ] - ) - ) + bytes_remaining_per_job[job_uuid].append(sum(li_of_bytes)) logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") # return the max remaining byte among dsts for each job - return sum([max(li) for li in bytes_remaining_per_job.values()]) + + # for each dst, there can be a list of bytes remaining + bytes_remaining_per_dst = {} + for i in range(len(dst_order)): + dst = dst_order[i] + bytes_remaining_per_dst[dst] = [] + for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): + bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) + + return sum([max(li) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 07f2ea8f6..7afc7370f 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -5,7 +5,9 @@ if __name__ == "__main__": src_region = "us-east-1" - dst_regions = ["us-west-1", "us-west-2"] + # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + dst_regions = ["ap-northeast-3", "ap-northeast-2"] + # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) @@ -14,9 +16,10 @@ src_cloud_provider="aws", src_region=src_region, # type="ILP", + # dst_cloud_providers=["aws", "aws", "aws", "aws", "aws", "aws"], dst_cloud_providers=["aws", "aws"], dst_regions=dst_regions, - n_vms=1, + n_vms=2, ) with dp.auto_deprovision(): @@ -27,8 +30,11 @@ # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + # source_file = "s3://skyplane-broadcast/OPT-66B/" + # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] + + source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] # Able to transfer 2 9.1GB data now #source_file = "s3://awsbucketsky/test_multipart/" @@ -58,14 +64,14 @@ print(f"Error on {ip}: {error}") break - bytes_remaining = tracker.query_bytes_remaining() + bytes_remaining, _ = tracker.query_bytes_remaining() timestamp = time.strftime("%H:%M:%S", time.localtime()) if bytes_remaining is None: print(f"{timestamp} Transfer not yet started") elif bytes_remaining > 0: print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") else: - break + break time.sleep(1) tracker.join() print("Transfer complete!") From 8fb9a728e648832f7014d5388afbb6ab0c8796e2 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 14:55:00 -0800 Subject: [PATCH 015/186] fix obj store wait time --- .../gateway/operators/gateway_operator.py | 41 ++++++++++++------- skyplane/broadcast/test/bc_objstore.py | 2 +- 2 files changed, 27 insertions(+), 16 deletions(-) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index fed9ab4a8..5719a58bb 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -441,26 +441,37 @@ def __init__( def process(self, chunk_req: ChunkRequest, **args): fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) # wait for free space - while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - time.sleep(0.1) - logger.debug(f"[{self.handle}:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) if self.src_requester_pays: obj_store_interface.set_requester_bool(True) - md5sum = retry_backoff( - partial( - obj_store_interface.download_object, - chunk_req.chunk.src_key, - fpath, - chunk_req.chunk.file_offset_bytes, - chunk_req.chunk.chunk_length_bytes, - generate_md5=True, - ), - max_retries=32, # TODO: fix this - not a good solution - ) + + #while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) + + + while True: + #if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) + # continue + try: + md5sum = retry_backoff( + partial( + obj_store_interface.download_object, + chunk_req.chunk.src_key, + fpath, + chunk_req.chunk.file_offset_bytes, + chunk_req.chunk.chunk_length_bytes, + generate_md5=True, + ), + max_retries=1, # TODO: fix this - not a good solution + ) + break + except Exception as e: + print("Failed", e) + time.sleep(0.1) # update md5sum for chunk requests # TODO: create checksum operator @@ -532,7 +543,7 @@ def process(self, chunk_req: ChunkRequest): upload_id, check_md5=chunk_req.chunk.md5_hash, ), - max_retries=32, + max_retries=1, ) logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") return True diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 8dbefdbef..0e1a4fcc7 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -16,7 +16,7 @@ # type="ILP", dst_cloud_providers=["aws", "aws"], dst_regions=dst_regions, - n_vms=1, + n_vms=2, ) with dp.auto_deprovision(): From 9c56692e6672a6d767a945c65e1cd3bf54bbfbfd Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 15:38:55 -0800 Subject: [PATCH 016/186] assert completed = file deleted --- skyplane/broadcast/gateway/gateway_daemon.py | 4 +--- .../broadcast/gateway/gateway_daemon_api.py | 4 ++++ .../gateway/operators/gateway_operator.py | 12 ++++++++-- skyplane/broadcast/impl/bc_tracker.py | 23 +++++++++++++------ skyplane/broadcast/test/bc_objstore.py | 12 +++++----- 5 files changed, 37 insertions(+), 18 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 2bff9a1da..cf4b3a4fe 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -27,9 +27,7 @@ from collections import defaultdict # TODO: add default partition ID to main -# create gateway broadcast - - +# create gateway br class GatewayDaemon: def __init__( self, diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 8f83c255d..74aadde34 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -95,6 +95,10 @@ def pull_chunk_status_queue(self, timeout=0.5): state = elem["state"] chunk_id = elem["chunk_id"] + if self.chunk_status[chunk_id] == ChunkState.complete.name: + assert not os.path.exists(chunk_file_path), f"Chunk path still exists even though completed {chunk_file_path}" + continue + # if terminal operator, then mark a chunk completion if handle in self.terminal_operators[elem["partition"]] and state == ChunkState.complete.name: self.chunk_completions[chunk_id].append(handle) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 5719a58bb..204e3cdc1 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -451,7 +451,8 @@ def process(self, chunk_req: ChunkRequest, **args): #while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) - + + assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" while True: #if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) @@ -468,7 +469,14 @@ def process(self, chunk_req: ChunkRequest, **args): ), max_retries=1, # TODO: fix this - not a good solution ) - break + + # ensure properly downloaded + file_size = os.path.getsize(fpath) + if file_size == chunk_req.chunk.chunk_length_bytes: + break + else: + print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) + except Exception as e: print("Failed", e) time.sleep(0.1) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 4a3516d6c..105b107f6 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -201,6 +201,7 @@ def monitor_single_dst_helper(dst_region): (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) def copy_log(self, instance): + print("COPY DATA TO", self.transfer_dir + f"gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") @@ -281,13 +282,22 @@ def monitor_transfer(pd, self, dst_region): # print(f"Pending chunk id for {dst_region} and {job_uuid}: ", self.dst_job_pending_chunk_ids[dst_region][job_uuid]) # TODO: FIX THIS, can't call it from the outside script as it gets stuck - bytes_remaining, bytes_remaining_dict = self.query_bytes_remaining() - print(f"MAX: {( bytes_remaining / (2 ** 30)):.5f}GB left") - print(f"Remaining bytes per destination (GB): ") + try: + bytes_remaining, bytes_remaining_dict = self.query_bytes_remaining() + print(f"MAX: {( bytes_remaining / (2 ** 30)):.5f}GB left") + print(f"Remaining bytes per destination (GB): ") - for key, value in bytes_remaining_dict.items(): - bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] - pprint(bytes_remaining_dict) + for key, value in bytes_remaining_dict.items(): + bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] + pprint(bytes_remaining_dict) + except Exception as e: + print(e) + print("copying gateway logs") + logger.warning("Copying gateway logs") + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + self.errors = errors + pprint(errors) + raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) # sleep time.sleep(0.05) @@ -332,4 +342,3 @@ def query_bytes_remaining(self): for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) - return sum([max(li) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 7afc7370f..c753b2180 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -6,9 +6,9 @@ if __name__ == "__main__": src_region = "us-east-1" # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] - dst_regions = ["ap-northeast-3", "ap-northeast-2"] + #dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] - # dst_regions = ["ap-east-1", "ap-northeast-1"] + dst_regions = ["ap-east-1", "ap-northeast-1"] client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") @@ -33,15 +33,15 @@ # source_file = "s3://skyplane-broadcast/OPT-66B/" # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] - source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + #source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + #dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] # Able to transfer 2 9.1GB data now #source_file = "s3://awsbucketsky/test_multipart/" #dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] - # source_file = "s3://skyplane-broadcast/OPT-66B/" - # dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] print(source_file) print(dest_files) From b5350d0bc561a98bc7b97ab65282131531441954 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 15:44:23 -0800 Subject: [PATCH 017/186] minor fix --- skyplane/broadcast/impl/bc_tracker.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 105b107f6..b4f2a81bd 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -201,7 +201,7 @@ def monitor_single_dst_helper(dst_region): (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) def copy_log(self, instance): - print("COPY DATA TO", self.transfer_dir + f"gateway_{instance.uuid()}.stdout") + print("COPY DATA TO", str(self.transfer_dir) + f"gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") From b4eb68d79bc084cc0bcd4f031019aadf43c959c5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 16:02:32 -0800 Subject: [PATCH 018/186] accidentally deleted line --- skyplane/broadcast/gateway/gateway_daemon_api.py | 3 +++ skyplane/broadcast/impl/bc_tracker.py | 8 +++++--- 2 files changed, 8 insertions(+), 3 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 74aadde34..a862f339b 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -95,6 +95,9 @@ def pull_chunk_status_queue(self, timeout=0.5): state = elem["state"] chunk_id = elem["chunk_id"] + if chunk_id not in self.chunk_status: + self.chunk_status[chunk_id] = ChunkState.registered.name + if self.chunk_status[chunk_id] == ChunkState.complete.name: assert not os.path.exists(chunk_file_path), f"Chunk path still exists even though completed {chunk_file_path}" continue diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index b4f2a81bd..83087a9ae 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -201,7 +201,7 @@ def monitor_single_dst_helper(dst_region): (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) def copy_log(self, instance): - print("COPY DATA TO", str(self.transfer_dir) + f"gateway_{instance.uuid()}.stdout") + print("COPY DATA TO", str(self.transfer_dir) + f"/gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") @@ -291,7 +291,7 @@ def monitor_transfer(pd, self, dst_region): bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] pprint(bytes_remaining_dict) except Exception as e: - print(e) + print("ERROR", e) print("copying gateway logs") logger.warning("Copying gateway logs") do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) @@ -314,7 +314,7 @@ def is_complete(self): def query_bytes_remaining(self): if len(self.job_chunk_requests) == 0: - return None + return None, None bytes_remaining_per_job = {} for job_uuid in self.jobs.keys(): @@ -342,3 +342,5 @@ def query_bytes_remaining(self): for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) + return sum([max(li) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst + From 28ca5075c8ff4357a92f26f5ce3d6d22ce45e138 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 8 Dec 2022 17:11:28 -0800 Subject: [PATCH 019/186] fix issue with terminal operators --- skyplane/broadcast/gateway/gateway_daemon.py | 9 ++++++++- skyplane/broadcast/gateway/gateway_daemon_api.py | 16 ++++++++++------ skyplane/compute/server.py | 4 ++++ 3 files changed, 22 insertions(+), 7 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index cf4b3a4fe..e692ab1ad 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -64,6 +64,7 @@ def __init__( # create gateway operators self.terminal_operators = defaultdict(list) # track terminal operators per partition + self.num_required_terminal = {} self.operators = self.create_gateway_operators(gateway_program["_plan"]) # single gateway reciever @@ -81,7 +82,7 @@ def __init__( # API server self.api_server = GatewayDaemonAPI( - self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, terminal_operators=self.terminal_operators + self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, terminal_operators=self.terminal_operators, num_required_terminal=self.num_required_terminal ) self.api_server.start() atexit.register(self.api_server.shutdown) @@ -146,6 +147,10 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ # create output data queue output_queue = create_output_queue(op) + if isinstance(output_queue, GatewayANDQueue): + # update number of operations that must be completed + self.num_required_terminal[partition] = self.num_required_terminal[partition] - 1 + len(child_operators) + print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") if output_queue is None: @@ -245,10 +250,12 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ assert len(program) == 1, f"mux_and cannot have siblings" self.chunk_store.add_partition(partition, queue) program = program[0]["children"] + self.num_required_terminal[partition] = len(program) else: queue = GatewayQueue() print(f"First operator is ", program[0], "queue", queue) self.chunk_store.add_partition(partition, queue) + self.num_required_terminal[partition] = 1 create_gateway_operators_helper( self.chunk_store.chunk_requests[partition], # incoming chunk requests for partition diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index a862f339b..b86916760 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -38,7 +38,8 @@ def __init__( gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, - terminal_operators: Optional[Dict[str, List[str]]] = None, + terminal_operators: Dict[str, List[str]], + num_required_terminal: Dict[str, int], host="0.0.0.0", port=8081, ): @@ -49,6 +50,7 @@ def __init__( self.error_event = error_event self.error_queue = error_queue self.terminal_operators = terminal_operators + self.num_required_terminal = num_required_terminal self.error_list: List[TracebackException] = [] self.error_list_lock = threading.Lock() @@ -94,6 +96,7 @@ def pull_chunk_status_queue(self, timeout=0.5): handle = elem["handle"] state = elem["state"] chunk_id = elem["chunk_id"] + partition = elem["partition"] if chunk_id not in self.chunk_status: self.chunk_status[chunk_id] = ChunkState.registered.name @@ -107,9 +110,8 @@ def pull_chunk_status_queue(self, timeout=0.5): self.chunk_completions[chunk_id].append(handle) # if all terminal operators complete, then mark chunk complete - if self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == len( - self.terminal_operators[elem["partition"]] - ): + if self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition]: + # TODO: set this somewhere else self.chunk_status[chunk_id] = ChunkState.complete.name @@ -129,10 +131,12 @@ def pull_chunk_status_queue(self, timeout=0.5): else: if elem["state"] == ChunkState.complete.name: print( - f"[gateway_api] After {handle}, chunk {chunk_id}: not complete " + f"[gateway_api] After {handle}, chunk {chunk_id}, partition {partition}: not complete " + f"operators {self.chunk_completions[chunk_id]} have uploaded " - + f"out of {self.terminal_operators[elem['partition']]}" + + f"out of {self.terminal_operators}. " + + f"Required completitions = {self.num_required_terminal[partition]}" ) + else: print(f"[gateway_api] chunk {chunk_id}: state = {elem['state']}") self.chunk_status_log.append(elem) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 101729357..3ba519aba 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -1,5 +1,6 @@ import json import logging +from pprint import pprint import os import socket from contextlib import closing @@ -332,6 +333,9 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: + for ip, program in gateway_programs.items(): + print(ip) + pprint(program.to_dict()) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" write_json_dir = tmp_log_dir / "gw_programs" From c7e56da09d5ba007455242f19d0b984ab3d05506 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Thu, 8 Dec 2022 21:53:21 -0800 Subject: [PATCH 020/186] update tput profile & ILP --- MANIFEST.in | 2 +- skyplane/broadcast/bc_client.py | 39 +- skyplane/broadcast/bc_plan.py | 4 + skyplane/broadcast/bc_planner.py | 488 +- skyplane/broadcast/gateway/chunk_store.py | 4 +- skyplane/broadcast/gateway/gateway_daemon.py | 10 +- .../broadcast/gateway/gateway_daemon_api.py | 7 +- .../gateway/operators/gateway_operator.py | 13 +- skyplane/broadcast/impl/bc_tracker.py | 35 +- skyplane/broadcast/impl/bc_transfer_job.py | 8 +- .../profiles/whole_throughput_11_28.csv | 4971 ++++++++++++ skyplane/broadcast/test/bc_objstore.py | 103 +- skyplane/compute/server.py | 7 +- skyplane/data/throughput.csv | 7054 ----------------- 14 files changed, 5600 insertions(+), 7145 deletions(-) create mode 100644 skyplane/broadcast/profiles/whole_throughput_11_28.csv delete mode 100755 skyplane/data/throughput.csv diff --git a/MANIFEST.in b/MANIFEST.in index 5746002d9..86ea24510 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,2 +1,2 @@ include skyplane/data/aws_transfer_costs.csv -include skyplane/data/throughput.csv \ No newline at end of file +include skyplane/data/whole_throughput_11_28.csv \ No newline at end of file diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 33d15fcc5..e243ebaa4 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -59,12 +59,24 @@ def broadcast_dataplane( type: str = "direct", n_vms: int = 1, num_connections: int = 32, - num_partitions: int = 2, + num_partitions: int = 10, gbyte_to_transfer: float = 1, - target_time: float = 100, + + # ILP specific parameters + target_time: float = 10, + filter_node: bool = False, + filter_edge: bool = False, + solve_iterative: bool = False, + + # solve range (use aws/gcp/azure only nodes) + aws_only: bool = False, + gcp_only: bool = False, + azure_only: bool = False + ) -> BroadcastDataplane: # TODO: did not change the data plan yet - if type == "direct": + print(f"\nAlgorithm: {type}") + if type == "Ndirect": planner = BroadcastDirectPlanner( src_cloud_provider, src_region, @@ -74,7 +86,11 @@ def broadcast_dataplane( num_connections, num_partitions, gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) + topo = planner.plan() elif type == "MDST": planner = BroadcastMDSTPlanner( src_cloud_provider, @@ -85,7 +101,11 @@ def broadcast_dataplane( num_connections, num_partitions, gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) + topo = planner.plan() elif type == "HST": # TODO: not usable now planner = BroadcastHSTPlanner( @@ -97,7 +117,11 @@ def broadcast_dataplane( num_connections, num_partitions, gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) + topo = planner.plan() elif type == "ILP": planner = BroadcastILPSolverPlanner( src_cloud_provider, @@ -109,13 +133,16 @@ def broadcast_dataplane( num_partitions, gbyte_to_transfer, target_time, # target time budget + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) + topo = planner.plan(filter_edge=filter_edge, filter_node=filter_node, solve_iterative=solve_iterative, solver_verbose=True) else: raise NotImplementedError(f"Dataplane type {type} not implemented") - topo = planner.plan() logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - print(f"\nAlgorithm: {type}") - print(f"Solution: {topo.nx_graph.edges.data()}") + if type != "ILP": + print(f"Solution: {topo.nx_graph.edges.data()}") return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index 57315a247..cd3166040 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -49,6 +49,8 @@ def __init__( num_partitions: int, edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, cost_per_gb: Optional[float] = None, + tot_vms: Optional[int] = None, + tot_vm_price_per_s: Optional[float] = None, default_max_conn_per_vm: Optional[int] = None, ): @@ -63,6 +65,8 @@ def __init__( self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]] = edges or [] self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) self.cost_per_gb: Optional[float] = cost_per_gb + self.tot_vm_price_per_s: Optional[float] = tot_vm_price_per_s + self.tot_vms: Optional[int] = tot_vms self.default_max_conn_per_vm: Optional[int] = default_max_conn_per_vm def get_outgoing_paths(self, src: ReplicationTopologyNode): diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index c48fef85d..4277faf7d 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -14,7 +14,9 @@ from skyplane.utils import logger from skyplane.broadcast import __root__ - +import functools +import colorama +from colorama import Fore, Style class BroadcastPlanner: def __init__( @@ -27,8 +29,11 @@ def __init__( num_connections: int, num_partitions: int, gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", - tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", + tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "whole_throughput_11_28.csv", ): self.src_provider = src_provider @@ -45,10 +50,23 @@ def __init__( self.throughput = pd.read_csv(tp_grid_path) self.G = self.make_nx_graph(self.costs, self.throughput) + if aws_only: + self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "gcp" or i.split(":")[0] == "azure"]) + elif gcp_only: + self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "azure"]) + elif azure_only: + self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "gcp"]) + else: + return + + @functools.lru_cache(maxsize=None) + def get_path_cost(self, src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): + from skyplane.compute.cloud_provider import CloudProvider + + assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" + return CloudProvider.get_transfer_cost(src, dst) + def make_nx_graph(self, cost, throughput): - """ - Create nx graph with cost and throughput information on the edge - """ G = nx.DiGraph() for _, row in throughput.iterrows(): if row["src_region"] == row["dst_region"]: @@ -60,6 +78,13 @@ def make_nx_graph(self, cost, throughput): G[row["src"]][row["dest"]]["cost"] = row["cost"] else: continue + + # update the cost using skyplane.compute tools [i.e. in utils.py] (need to build the skyplane repo first) + for edge in G.edges.data(): + if edge[-1]["cost"] is None: + edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) + + assert all([edge[-1]["cost"] is not None for edge in G.edges.data()]) return G def get_throughput_grid(self): @@ -94,7 +119,6 @@ def get_topo_from_nxgraph( partitions_on_edge = edge[-1]["partitions"] cost_egress += len(partitions_on_edge) * partition_size_in_GB * edge[-1]["cost"] - print(solution_graph.nodes.data()) s_num_instances = solution_graph.nodes[s]["num_vms"] d_num_instances = solution_graph.nodes[d]["num_vms"] @@ -108,8 +132,18 @@ def get_topo_from_nxgraph( for i in range(solution_graph.nodes[dst_region]["num_vms"]): topo.add_instance_objstore_edge(dst_region, i, dst_region, partition_ids) + tot_vm_price_per_s = 0 # total price per second + tot_vms = 0 # total number of vms + cost_map = {"gcp": 0.54, "aws": 0.54, "azure": 0.54} # cost per instance hours + + for node in solution_graph.nodes: + tot_vm_price_per_s += solution_graph.nodes[node]["num_vms"] * cost_map[node.split(":")[0]] / 3600 + tot_vms += solution_graph.nodes[node]["num_vms"] + # set networkx solution graph in topo topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes + topo.tot_vm_price_per_s = tot_vm_price_per_s + topo.tot_vms = tot_vms topo.default_max_conn_per_vm = self.num_connections return topo @@ -128,9 +162,12 @@ def __init__( num_connections: int, num_partitions: int, gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only ) def plan(self) -> BroadcastReplicationTopology: @@ -165,9 +202,12 @@ def __init__( num_connections: int, num_partitions: int, gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only ) def plan(self) -> BroadcastReplicationTopology: @@ -204,9 +244,12 @@ def __init__( num_connections: int, num_partitions: int, gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer + src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only ) def plan(self, hop_limit=3000) -> BroadcastReplicationTopology: @@ -303,6 +346,10 @@ def __init__( num_partitions: int, gbyte_to_transfer: float, target_time: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, + ): super().__init__( src_provider, @@ -313,6 +360,9 @@ def __init__( num_connections=num_connections, num_partitions=num_partitions, gbyte_to_transfer=gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only ) src = self.src_provider + ":" + self.src_region @@ -375,9 +425,390 @@ def to_broadcast_replication_topology(self, solution: BroadcastSolution) -> Broa result_g.nodes[node]["num_vms"] = num_vms # TODO: the generated topo itself is not used, but the networkx graph contains all information needed to generate gateway programs + print(f"Solution # of edges: {len(result_g.edges)}, # of nodes: {len(result_g.nodes)}") + print("solution (edge): ", result_g.edges.data()) + print() + print("solution (node):", result_g.nodes.data()) + print() return self.get_topo_from_nxgraph(solution.problem.num_partitions, solution.problem.gbyte_to_transfer, result_g) - def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> BroadcastReplicationTopology: + def combine_partition_subgraphs(self, partition_g): + bg = nx.DiGraph() + for i in range(len(partition_g)): + for edge in partition_g[i].edges: + if edge[0] in bg and edge[1] in bg[edge[0]]: + bg[edge[0]][edge[1]]["partitions"].append(i) + else: + e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] + bg.add_edge(edge[0], edge[1], partitions=[i], cost=e["cost"], throughput=e["throughput"]) + + for node in partition_g[i].nodes: + if "num_vms" not in bg.nodes[node]: + bg.nodes[node]["num_vms"] = 0 + bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + + return bg + + def total_broadcast_cost(self, bg): + cost = 0 + for edge in bg.edges: + cost += len(bg[edge[0]][edge[1]]["partitions"]) * bg[edge[0]][edge[1]]["cost"] + return cost + + def create_topo_graph(self, p, v, g, edges, nodes): + result = p + v_result = v + result_g = nx.DiGraph() + + for i in range(result.shape[0]): + edge = edges[i] + + if result[i] == 0: + continue + for vm in [0]: # range(int(v_result[nodes.index(edge[0])])): # multiple VMs + result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) + + remove_nodes = [] # number of vms is one but the + for i in range(len(v_result)): + num_vms = int(v_result[i]) + if nodes[i] in result_g.nodes: + result_g.nodes[nodes[i]]["num_vms"] = num_vms + else: + # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen + remove_nodes.append(nodes[i]) + + return result_g + + def get_egress_ingress(self, g, nodes, edges, partition_size, p): + + partition_size *= 8 # need to convert to gbits? + + num_edges = len(edges) + egress = [] + ingress = [] + for node in nodes: + + node_i = nodes.index(node) + # egress + i = np.zeros(num_edges) + for e in g.edges: + if e[0] == node: # edge goes to dest + i[edges.index(e)] = 1 + egress.append(np.sum(i @ p) * partition_size) + + # ingress + i = np.zeros(num_edges) + for e in g.edges: + if e[1] == node: + i[edges.index(e)] = 1 + ingress.append(np.sum(i @ p) * partition_size) + + return egress, ingress + + def solve_partition( + self, + g, + cost, + tp, + nodes, + edges, + egress_limit, + ingress_limit, + existing_vms, # total number of existing VMs per region + existing_p, # total number of partitions along each edge + existing_egress, # total egress for each region + existing_ingress, # total ingress for each region + source_v, + dest_v, + partition_size_gb, + instance_cost_s, + max_vm_per_region, + s, + remaining_data_size_gb, # how much remaining data needs to be sent + filter_edge, # whether to filter all except 1-hop + ): + import cvxpy as cp + + num_edges = len(edges) + num_nodes = len(nodes) + num_dest = len(dest_v) + + # indicator matrix (must be 2-D) + p = cp.Variable((num_edges), boolean=True) # whether edge is carrying partition + n = cp.Variable((num_nodes), boolean=True) # whether node transfers partition + f = cp.Variable((num_nodes, num_nodes + 1), integer=True) # enforce flow conservation + + v = cp.Variable((num_nodes), integer=True) # number of VMs per region + + # optimization problem (minimize sum of costs) + egress_cost = cp.sum(cost @ p) * partition_size_gb + instance_cost = cp.sum(v) * instance_cost_s * s # NOTE(sl): adding instance cost every time? + obj = cp.Minimize(egress_cost + instance_cost) + + constraints = [] + + # constraints on VM per region + for i in range(num_nodes): + constraints.append(v[i] <= max_vm_per_region - existing_vms[i]) + constraints.append(v[i] >= 0) + + # constraints to enforce flow between source/dest nodes + for i in range(num_nodes): + for j in range(num_nodes + 1): + + if i != j: + + if j != num_nodes: + edge = (nodes[i], nodes[j]) + + constraints.append(f[i][j] <= p[edges.index(edge)] * num_dest) + # p = 0 -> f <= 0 + # p = 1 -> f <= num_dest + constraints.append(f[i][j] >= (p[edges.index(edge)] - 1) * (num_dest + 1) + 1) + # p = 0 -> f >= -(num_dest) + # p = 1 -> f >= 1 + + constraints.append(f[i][j] == -f[j][i]) + + # capacity constraint for special node + else: + if nodes[i] in dest_v: # only connected to destination nodes + constraints.append(f[i][j] <= 1) + else: + constraints.append(f[i][j] <= 0) + else: + constraints.append(f[i][i] == 0) + + # flow conservation + if nodes[i] != source_v and i != num_nodes + 1: + constraints.append(cp.sum(f[i]) == 0) + + # source must have outgoing flow + constraints.append(cp.sum(f[nodes.index(source_v), :]) == num_dest) + + # special node (connected to all destinations) must recieve all flow + constraints.append(cp.sum(f[:, -1]) == num_dest) + + # node contained (or previously contained) if edge is contained + for edge in edges: + n0 = nodes.index(edge[0]) + n1 = nodes.index(edge[1]) + constraints.append(existing_vms[n0] + n[n0] >= cp.max(p[edges.index(edge)])) + constraints.append(existing_vms[n1] + n[n1] >= cp.max(p[edges.index(edge)])) + + if filter_edge: + # hop limit = 2: either source is source node, and/or dest is terminal node + # all other edges must be 0 + # alternative: filter edges to matchi this + for edge in edges: + if edge[0] != source_v and edge[1] not in dest_v: + # cannot be in graph + constraints.append(p[edges.index(edge)] == 0) + + # throughput constraint + # TODO: update edge constraints + for edge_i in range(num_edges): + # constraints.append(cp.sum(p[edge_i]*partition_size_gb*8) <= s*tp[edge_i]) + node_i = nodes.index(edge[0]) + constraints.append( + cp.sum(p[edge_i] * partition_size_gb * 8) + cp.sum(existing_p[edge_i] * partition_size_gb * 8) + <= s * tp[edge_i] * (v[node_i] + existing_vms[node_i]) + ) + + # instance limits + for node in nodes: + + node_i = nodes.index(node) + # egress + i = np.zeros(num_edges) + for e in g.edges: + if e[0] == node: # edge goes to dest + i[edges.index(e)] = 1 + constraints.append( + cp.sum(i @ p) * partition_size_gb * 8 + existing_egress[node_i] + <= s * egress_limit[node_i] * (v[node_i] + existing_vms[node_i]) + ) + + if node == source_v: + # keep future solutions feasible by making sure source has enough remaining + # egress capacity to send remaining data + constraints.append( + cp.sum(i @ p) * partition_size_gb * 8 + existing_egress[node_i] + <= s * egress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 + ) + + # ingress + # + i = np.zeros(num_edges) + for e in g.edges: + if e[1] == node: # edge goes to dest + i[edges.index(e)] = 1 + # keep future solutions feasible by making sure destinations have + # enough remaining ingress to recieve the remaining data + constraints.append( + cp.sum(i @ p) * partition_size_gb * 8 + existing_ingress[node_i] + <= s * ingress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 + ) + + prob = cp.Problem(obj, constraints) + + cost = prob.solve(solver=cp.GUROBI, verbose=False) + + if cost is None: + print("No solution feasible") + + # NOTE: might not want to return the whole cost everytime, this looks wrong + return cost, p, n, f, v, egress_cost.value, instance_cost.value + + def plan_iterative( + self, + problem: BroadcastProblem, + solver=None, + filter_node: bool = False, + filter_edge: bool = False, + solve_iterative: bool = False, + solver_verbose: bool = False, + save_lp_path: Optional[str] = None, + ) -> BroadcastReplicationTopology: + import cvxpy as cp + + if solver is None: + solver = cp.GUROBI + + # get graph + g = self.G + + # node-approximation + if filter_node: + src_dst_li = [problem.src] + problem.dsts + sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] + g = g.subgraph(src_dst_li + sampled).copy() + print(f"Filter node (only use): {src_dst_li + sampled}") + + cost = np.array([e[2] for e in g.edges(data="cost")]) + tp = np.array([e[2] for e in g.edges(data="throughput")]) + edges = list(g.edges) + nodes = list(g.nodes) + source_v = problem.src + dest_v = problem.dsts + partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions + + dest_edges = [g.edges.index(e) for e in g.edges if e[1] == ""] + num_edges = len(g.edges) + num_nodes = len(nodes) + num_partitions = problem.num_partitions + num_dest = len(dest_v) + instance_cost_s = problem.cost_per_instance_hr / 3600 + transfer_size_gb = problem.gbyte_to_transfer + max_vm_per_region = problem.instance_limit + + print("Transfer size (GB):", transfer_size_gb) + print("Instance cost per second:", instance_cost_s) + print(f"Number partitions:", num_partitions) + print(f"Max VM per region:", max_vm_per_region) + print("Runtime:", problem.required_time_budget) + + total_v = np.zeros(num_nodes) + total_p = np.zeros(num_edges) + total_egress = np.zeros(num_nodes) + total_ingress = np.zeros(num_nodes) + total_cost, total_egress_cost, total_instance_cost = 0, 0, 0 + partition_g = [] + + spare_tp = [0] * num_edges + spare_egress_limit = [0] * num_nodes + spare_ingress_limit = [0] * num_nodes + sent_data_size = 0 + + egress_limit = [] + ingress_limit = [] + for node in g.nodes: + if "aws" in node: + egress_limit_gbps, ingress_limit_gbps = problem.aws_instance_throughput_limit + elif "gcp" in node: + egress_limit_gbps, ingress_limit_gbps = problem.gcp_instance_throughput_limit + elif "azure" in node: + egress_limit_gbps, ingress_limit_gbps = problem.azure_instance_throughput_limit + elif "cloudflare" in node: + egress_limit_gbps, ingress_limit_gbps = 1, 1 + else: + raise ValueError("node is not correct") + + egress_limit.append(egress_limit_gbps) + ingress_limit.append(ingress_limit_gbps) + + partitions = range(num_partitions) + for partition in partitions: + print(f"Solving partition {partition}...") + remaining_data_size_gb = partition_size_gb * len(partitions) - sent_data_size - partition_size_gb + c_cost, c_p, c_n, c_f, c_v, egress_cost, instance_cost = self.solve_partition( + g, + cost, + tp, + nodes, + edges, + egress_limit, + ingress_limit, + existing_vms=total_v, + existing_p=total_p, + existing_egress=total_egress, + existing_ingress=total_ingress, + source_v=source_v, + dest_v=dest_v, + partition_size_gb=partition_size_gb, + instance_cost_s=instance_cost_s, + max_vm_per_region=max_vm_per_region, + s=problem.required_time_budget, # time budget + remaining_data_size_gb=remaining_data_size_gb, + filter_edge=filter_edge, + ) + + print("Cost: ", c_cost) + # update state + sent_data_size += partition_size_gb + total_cost += c_cost + total_egress_cost += egress_cost + total_instance_cost += instance_cost + total_v = total_v + np.array(c_v.value) + total_p = total_p + np.array(c_p.value) + total_egress, total_ingress = self.get_egress_ingress(g, nodes, edges, partition_size_gb, total_p) + + # append partition graph + partition_g.append(self.create_topo_graph(np.array(c_p.value), np.array(c_v.value), g, edges, nodes)) + + broadcast_g = self.combine_partition_subgraphs(partition_g) + + actual_tot_instance_cost = 0 + print() + for node in broadcast_g.nodes: + print(f"Node: {node}, num_vms: ", broadcast_g.nodes[node]["num_vms"]) + actual_tot_instance_cost += broadcast_g.nodes[node]["num_vms"] * problem.required_time_budget * instance_cost_s + + print("avg instance cost: ", problem.required_time_budget * instance_cost_s) + actual_tot_cost = total_egress_cost + actual_tot_instance_cost + + print("Solver completes.\n") + print(f"{Fore.BLUE}Time budget = {Fore.YELLOW}{problem.required_time_budget}s{Style.RESET_ALL}") + print( + f"{Fore.BLUE}Calculated tput = {Fore.YELLOW}{round(transfer_size_gb * 8 / problem.required_time_budget, 4)} Gbps{Style.RESET_ALL}\n" + ) + print(f"{Fore.BLUE}Egress cost = {Fore.YELLOW}${round(total_egress_cost, 4)}{Style.RESET_ALL}") + print(f"{Fore.BLUE}Actual instance cost = {Fore.YELLOW}${round(actual_tot_instance_cost, 4)}{Style.RESET_ALL}") + print(f"{Fore.BLUE}Total cost = {Fore.YELLOW}${round(actual_tot_cost, 4)}{Style.RESET_ALL}\n") + + print(f"Solution (nodes): {broadcast_g.nodes.data()}\n") + print(f"Solution (edges): {broadcast_g.edges.data()}\n") + return self.get_topo_from_nxgraph(num_partitions, problem.gbyte_to_transfer, broadcast_g) + + def plan( + self, + solver=None, + filter_node: bool = False, + filter_edge: bool = False, + solve_iterative: bool = False, + solver_verbose: bool = False, + save_lp_path: Optional[str] = None, + ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -386,22 +817,30 @@ def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> Broadcas problem = self.problem - # OPTION1: use the graph with only source and destination nodes - # g = self.G.subgraph([problem.src] + problem.dsts).copy() - # cost = np.array([e[2] for e in g.edges(data="cost")]) - # tp = np.array([e[2] for e in g.edges(data="throughput")]) + if solve_iterative: + return self.plan_iterative(problem, solver, filter_node, filter_edge, solver_verbose, save_lp_path) - # OPTION2: use the entire graph g = self.G - cost = self.get_cost_grid() - tp = self.get_throughput_grid() + + # node-approximation + if filter_node: + src_dst_li = [problem.src] + problem.dsts + sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] + g = g.subgraph(src_dst_li + sampled).copy() + print(f"Filter node (only use): {src_dst_li + sampled}") + + cost = np.array([e[2] for e in g.edges(data="cost")]) + tp = np.array([e[2] for e in g.edges(data="throughput")]) edges = list(g.edges) nodes = list(g.nodes) num_edges, num_nodes = len(edges), len(nodes) num_dest = len(problem.dsts) + print(f"Num edges: {num_edges}, num nodes: {num_nodes}, num dest: {num_dest}, runtime budget: {problem.required_time_budget}s") + partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions partition_size_gbit = partition_size_gb * GBIT_PER_GBYTE + print("Partition size (gbit): ", partition_size_gbit) # define variables p = cp.Variable((num_edges, problem.num_partitions), boolean=True) # whether edge is carrying partition @@ -467,6 +906,17 @@ def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> Broadcas constraints.append(n[nodes.index(edge[0])] >= cp.max(p[edges.index(edge)])) constraints.append(n[nodes.index(edge[1])] >= cp.max(p[edges.index(edge)])) + # edge approximation + if filter_edge: + # hop limit = 2: either source is source node, and/or dest is terminal node + # all other edges must be 0 + # alternative: filter edges to matchi this + print("Filter edge") + for edge in edges: + if edge[0] != problem.src and edge[1] not in problem.dsts: + # cannot be in graph + constraints.append(p[edges.index(edge)] == 0) + # throughput constraint for edge_i in range(num_edges): node_i = nodes.index(edge[0]) @@ -481,6 +931,8 @@ def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> Broadcas ingress_limit_gbps, egress_limit_gbps = problem.gcp_instance_throughput_limit elif region == "azure": ingress_limit_gbps, egress_limit_gbps = problem.azure_instance_throughput_limit + elif region == "cloudflare": # TODO: not supported yet in the tput / cost graph + ingress_limit_gbps, egress_limit_gbps = 1, 1 node_i = nodes.index(node) # egress @@ -537,5 +989,5 @@ def plan(self, solver=None, solver_verbose=False, save_lp_path=None) -> Broadcas solution = BroadcastSolution(problem=problem, is_feasible=False, extra_data=dict(status=prob.status)) print("ILP solution: ") - pprint(solution.to_summary_dict()) + # pprint(solution.to_summary_dict()) return self.to_broadcast_replication_topology(solution) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 4e58404c3..732545249 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -78,7 +78,9 @@ def log_chunk_state( # Memory space calculation def remaining_bytes(self): try: - remaining_bytes = int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + remaining_bytes = ( + int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + ) return remaining_bytes except Exception as e: raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index e692ab1ad..f745b830a 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -82,7 +82,12 @@ def __init__( # API server self.api_server = GatewayDaemonAPI( - self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue, terminal_operators=self.terminal_operators, num_required_terminal=self.num_required_terminal + self.chunk_store, + self.gateway_receiver, + self.error_event, + self.error_queue, + terminal_operators=self.terminal_operators, + num_required_terminal=self.num_required_terminal, ) self.api_server.start() atexit.register(self.api_server.shutdown) @@ -103,7 +108,6 @@ def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): print(f"Partition {partition}, {queue}") print_operator_graph_helper(partition, queue, "") - def create_gateway_operators(self, gateway_program: Dict): """Create a gateway plan from a gateway program""" @@ -147,7 +151,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ # create output data queue output_queue = create_output_queue(op) - if isinstance(output_queue, GatewayANDQueue): + if isinstance(output_queue, GatewayANDQueue): # update number of operations that must be completed self.num_required_terminal[partition] = self.num_required_terminal[partition] - 1 + len(child_operators) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index b86916760..6b44ffbd1 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -98,7 +98,7 @@ def pull_chunk_status_queue(self, timeout=0.5): chunk_id = elem["chunk_id"] partition = elem["partition"] - if chunk_id not in self.chunk_status: + if chunk_id not in self.chunk_status: self.chunk_status[chunk_id] = ChunkState.registered.name if self.chunk_status[chunk_id] == ChunkState.complete.name: @@ -110,7 +110,10 @@ def pull_chunk_status_queue(self, timeout=0.5): self.chunk_completions[chunk_id].append(handle) # if all terminal operators complete, then mark chunk complete - if self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition]: + if ( + self.chunk_status.get(chunk_id, None) != ChunkState.complete.name + and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] + ): # TODO: set this somewhere else self.chunk_status[chunk_id] = ChunkState.complete.name diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 204e3cdc1..c29d96044 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -448,14 +448,13 @@ def process(self, chunk_req: ChunkRequest, **args): if self.src_requester_pays: obj_store_interface.set_requester_bool(True) - #while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) - assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" - while True: - #if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - # time.sleep(0.1) + while True: + # if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) # continue try: md5sum = retry_backoff( @@ -474,9 +473,9 @@ def process(self, chunk_req: ChunkRequest, **args): file_size = os.path.getsize(fpath) if file_size == chunk_req.chunk.chunk_length_bytes: break - else: + else: print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) - + except Exception as e: print("Failed", e) time.sleep(0.1) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 83087a9ae..4fd8ee9b9 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -185,15 +185,27 @@ def monitor_single_dst_helper(dst_region): e2e_end_time = time.time() print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") + tot_runtime = float('-inf') for i in results: pprint(i) + tot_runtime = max(tot_runtime, i["total_runtime_s"]) print() size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) cost_per_gb = self.dataplane.topology.cost_per_gb - print(f"Cost per gb: ${round(cost_per_gb, 4)}") - print(f"GB transferred: ${round(size_of_transfer, 8)}GB") - print(f"Total cost: ${round(cost_per_gb * size_of_transfer, 8)}\n") + tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) + tot_instance_cost = self.dataplane.topology.tot_vm_price_per_s * tot_runtime + + print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") + print(f"Total runtime: {tot_runtime}s\n") + + print(f"Cost per gb: {round(cost_per_gb, 4)}") + print(f"Total egress cost: ${tot_egress_cost}") + + print(f"Total # of vms: {self.dataplane.topology.tot_vms}") + print(f"Total instance cost: ${tot_instance_cost}") + + print(f"Total cost: ${tot_egress_cost + tot_instance_cost}") # write chunk status print(f"Writing chunk profiles to {self.transfer_dir}/chunk_status_df.csv") @@ -231,7 +243,7 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() # print("ERRORS", errors) - + if any(errors.values()): print("copying gateway logs") logger.warning("Copying gateway logs") @@ -288,7 +300,7 @@ def monitor_transfer(pd, self, dst_region): print(f"Remaining bytes per destination (GB): ") for key, value in bytes_remaining_dict.items(): - bytes_remaining_dict[key] = [round(v / (2 ** 30), 5) for v in value] + bytes_remaining_dict[key] = [round(v / (2**30), 5) for v in value] pprint(bytes_remaining_dict) except Exception as e: print("ERROR", e) @@ -326,15 +338,15 @@ def query_bytes_remaining(self): for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): # job_uuid --> List[dst1_remaining_bytes, dst2_remaining_bytes, ...] li_of_bytes = [ - cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] - ] + cr.chunk.chunk_length_bytes + for cr in self.job_chunk_requests[job_uuid].values() + if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] + ] bytes_remaining_per_job[job_uuid].append(sum(li_of_bytes)) logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") # return the max remaining byte among dsts for each job - # for each dst, there can be a list of bytes remaining + # for each dst, there can be a list of bytes remaining bytes_remaining_per_dst = {} for i in range(len(dst_order)): dst = dst_order[i] @@ -342,5 +354,4 @@ def query_bytes_remaining(self): for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) - return sum([max(li) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst - + return sum([max(li, default=0) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 5d9c18681..39ab65cdf 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -134,15 +134,9 @@ def dispatch_id_maps_to_dst(): dst_region_tag = dst_server.region_tag for mapping in chunker.all_mappings_for_upload_ids: for key, value in mapping.items(): - # print(f"mapping: {key}, {value}") if key.startswith(dst_region_tag): construct_mappings[key] = value - # print("Construct mappings: ") - # from pprint import pprint - # pprint(construct_mappings) - - # print("Json encode: ", json.dumps(construct_mappings).encode("utf-8")) start = time.time() reply = self.http_pool.request( "POST", @@ -213,7 +207,7 @@ def complete_fn(batch): do_parallel(complete_fn, batches, n=-1) - def bc_verify(self, dst_region: str): + def bc_verify(self, dst_region: str): # NOTE: assume dst keys are the same across destinations? dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} print("[verify] Dst keys: ", dst_keys) diff --git a/skyplane/broadcast/profiles/whole_throughput_11_28.csv b/skyplane/broadcast/profiles/whole_throughput_11_28.csv new file mode 100644 index 000000000..962dc4de6 --- /dev/null +++ b/skyplane/broadcast/profiles/whole_throughput_11_28.csv @@ -0,0 +1,4971 @@ 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ObjectStoreInterface +from skyplane.utils.path import parse_path +from skyplane.utils.definitions import GB +import argparse -if __name__ == "__main__": - src_region = "us-east-1" - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] - #dst_regions = ["ap-northeast-3", "ap-northeast-2"] +def start_transfer(args): + src_region = "ap-east-1" + dst_regions = ["ap-southeast-2", "ap-south-1"] + # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] - dst_regions = ["ap-east-1", "ap-northeast-1"] + # dst_regions = ["ap-east-1", "ap-northeast-1"] + + src_cloud_provider = "aws" + dst_cloud_providers = ["aws"] * len(dst_regions) + + source_file = "s3://skyplane-broadcast/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + + print(source_file) + print(dest_files) + + # Get transfer size + if src_cloud_provider in ["aws", "gcp", "azure"] and [d in ["aws", "gcp", "azure"] for d in dst_cloud_providers]: + try: + provider_src, bucket_src, path_src = parse_path(source_file) + src_region_tag = f"{provider_src}:infer" + + src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) + + src_objects = [] + for obj in src_client.list_objects(path_src): + src_objects.append(obj) + transfer_size_gbytes = sum([obj.size for obj in src_objects]) / GB + + print("Transfer size gbytes: ", transfer_size_gbytes) + except: + raise Exception("Cannot list size in the source bucket") + client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") + dp = client.broadcast_dataplane( - src_cloud_provider="aws", + src_cloud_provider=src_cloud_provider, src_region=src_region, - # type="ILP", - # dst_cloud_providers=["aws", "aws", "aws", "aws", "aws", "aws"], - dst_cloud_providers=["aws", "aws"], + dst_cloud_providers=dst_cloud_providers, dst_regions=dst_regions, - n_vms=2, + type=args["algo"], + n_vms=int(args["num_vms"]), + num_partitions=int(args["num_partitions"]), + gbyte_to_transfer=transfer_size_gbytes, + target_time=args["runtime_budget"], + filter_node=args["filter_node"], + filter_edge=args["filter_edge"], + solve_iterative=args["iterative"], + aws_only=args["aws_only"], + gcp_only=args["gcp_only"], + azure_only=args["azure_only"] ) + with dp.auto_deprovision(): # NOTE: need to queue copy first, then provision # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name - # source_file = "s3://sarah-skylark-us-east-1/test/direct_replication/" - # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" - # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - - # source_file = "s3://skyplane-broadcast/OPT-66B/" - # dest_files = ["s3://awsbucketsky2/OPT-66B/", "s3://awsbucketsky3/OPT-66B/"] - - #source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - #dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] - - # Able to transfer 2 9.1GB data now - #source_file = "s3://awsbucketsky/test_multipart/" - #dest_files = ["s3://awsbucketsky2/test_multipart/", "s3://awsbucketsky3/test_multipart/"] - - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = ["s3://broadcast-ap-east-1/OPT-66B/", "s3://broadcast-ap-northeast-1/OPT-66B/"] - - print(source_file) - print(dest_files) - dp.queue_copy( source_file, dest_files, @@ -71,7 +93,26 @@ elif bytes_remaining > 0: print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") else: - break + break time.sleep(1) tracker.join() print("Transfer complete!") + +def main(): + # Set up arguments + parser = argparse.ArgumentParser(description='Test object store transfer') + parser.add_argument('-a', '--algo', help="Algorithms: [Ndirect, MDST, HST, ILP]", type=str) + parser.add_argument('-s', '--runtime-budget', help='Maximum runtime budget', nargs='?', required=False, const=10, type=float) + parser.add_argument('-n', '--num-vms', help='Maximum number of vms per region', nargs='?', required=True, const=1, type=int) + parser.add_argument('-p', '--num-partitions', help='Number of partitions of the solver', nargs='?', required=True, const=10, type=int) + parser.add_argument('-fe', '--filter-edge', help='Filter edge (one-hop)', required=False, action='store_true') + parser.add_argument('-fn', '--filter-node', help='Filter node (random)', required=False, action='store_true') + parser.add_argument('-i', '--iterative', help='Chunk iterative solve', required=False, action='store_true') + parser.add_argument('-aws', '--aws-only', help='Use aws only nodes', required=False, action='store_true') + parser.add_argument('-gcp', '--gcp-only', help='Use gcp only nodes', required=False, action='store_true') + parser.add_argument('-azure', '--azure-only', help='Use azure only nodes', required=False, action='store_true') + args = vars(parser.parse_args()) + start_transfer(args) + +if __name__ == '__main__': + main() \ No newline at end of file diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 3ba519aba..5238f755a 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,9 +333,10 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - for ip, program in gateway_programs.items(): - print(ip) - pprint(program.to_dict()) + # for ip, program in gateway_programs.items(): + # print(ip) + # pprint(program.to_dict()) + region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" write_json_dir = tmp_log_dir / "gw_programs" diff --git a/skyplane/data/throughput.csv b/skyplane/data/throughput.csv deleted file mode 100755 index 3485f5ca2..000000000 --- a/skyplane/data/throughput.csv +++ /dev/null @@ -1,7054 +0,0 @@ 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-gcp:asia-southeast2-a,PREMIUM,n2-standard-32,azure:westeurope,PREMIUM,Standard_D32_v5,64,5,gcp:asia-southeast2-a:PREMIUM_azure:westeurope:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:asia-southeast2-a:PREMIUM_azure:westeurope:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:asia-southeast2-a:PREMIUM_azure:westeurope:PREMIUM.stderr,5304984000.0,4547825000.0,27.83442,True -gcp:asia-east2-a,PREMIUM,n2-standard-32,azure:germanywestcentral,PREMIUM,Standard_D32_v5,64,5,gcp:asia-east2-a:PREMIUM_azure:germanywestcentral:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:asia-east2-a:PREMIUM_azure:germanywestcentral:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:asia-east2-a:PREMIUM_azure:germanywestcentral:PREMIUM.stderr,6911274000.0,4651884000.0,26.838728,True 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-aws:us-west-1,PREMIUM,m5.8xlarge,aws:ap-south-1,PREMIUM,m5.8xlarge,64,5,aws:us-west-1:PREMIUM_aws:ap-south-1:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:us-west-1:PREMIUM_aws:ap-south-1:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:us-west-1:PREMIUM_aws:ap-south-1:PREMIUM.stderr,5107493903.613354,2837710417.165328,4.583262962037232,True -gcp:us-central1-a,PREMIUM,n2-standard-32,gcp:asia-south1-a,STANDARD,n2-standard-32,64,5,gcp:us-central1-a:PREMIUM_gcp:asia-south1-a:STANDARD,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:us-central1-a:PREMIUM_gcp:asia-south1-a:STANDARD.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:us-central1-a:PREMIUM_gcp:asia-south1-a:STANDARD.stderr,6877141000.0,4120458000.0,22.987905,True -aws:eu-central-1,PREMIUM,m5.8xlarge,azure:australiaeast,PREMIUM,Standard_D32_v5,64,5,aws:eu-central-1:PREMIUM_azure:australiaeast:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:eu-central-1:PREMIUM_azure:australiaeast:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:eu-central-1:PREMIUM_azure:australiaeast:PREMIUM.stderr,4776797959.431011,2589540475.612716,4.3201851119956425,True -aws:ap-northeast-1,PREMIUM,m5.8xlarge,gcp:europe-north1-a,STANDARD,n2-standard-32,64,5,aws:ap-northeast-1:PREMIUM_gcp:europe-north1-a:STANDARD,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:ap-northeast-1:PREMIUM_gcp:europe-north1-a:STANDARD.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:ap-northeast-1:PREMIUM_gcp:europe-north1-a:STANDARD.stderr,5292621424.805825,2843709439.0006056,4.542818428136856,True -aws:ap-northeast-3,PREMIUM,m5.8xlarge,gcp:southamerica-east1-a,PREMIUM,n2-standard-32,64,5,aws:ap-northeast-3:PREMIUM_gcp:southamerica-east1-a:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:ap-northeast-3:PREMIUM_gcp:southamerica-east1-a:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/aws:ap-northeast-3:PREMIUM_gcp:southamerica-east1-a:PREMIUM.stderr,5096565051.455857,2802474642.662933,4.69589285969206,True -gcp:australia-southeast1-a,PREMIUM,n2-standard-32,gcp:europe-west1-b,PREMIUM,n2-standard-32,64,5,gcp:australia-southeast1-a:PREMIUM_gcp:europe-west1-b:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:australia-southeast1-a:PREMIUM_gcp:europe-west1-b:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:australia-southeast1-a:PREMIUM_gcp:europe-west1-b:PREMIUM.stderr,6833454000.0,3545164000.0,21.907525,True -gcp:europe-west6-a,STANDARD,n2-standard-32,gcp:australia-southeast1-a,STANDARD,n2-standard-32,64,5,gcp:europe-west6-a:STANDARD_gcp:australia-southeast1-a:STANDARD,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:europe-west6-a:STANDARD_gcp:australia-southeast1-a:STANDARD.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:europe-west6-a:STANDARD_gcp:australia-southeast1-a:STANDARD.stderr,6397574000.0,3471407000.0,21.140573,True -gcp:southamerica-west1-a,PREMIUM,n2-standard-32,gcp:asia-south1-a,PREMIUM,n2-standard-32,64,5,gcp:southamerica-west1-a:PREMIUM_gcp:asia-south1-a:PREMIUM,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:southamerica-west1-a:PREMIUM_gcp:asia-south1-a:PREMIUM.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_20.49__5s_64c/raw_iperf3_logs/gcp:southamerica-west1-a:PREMIUM_gcp:asia-south1-a:PREMIUM.stderr,7191718000.0,2918419000.0,18.553323,True From 651fb97c2bd70ab245a837c85b43a21a9cdfc4e1 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Fri, 9 Dec 2022 12:18:09 -0800 Subject: [PATCH 021/186] update run config --- skyplane/broadcast/bc_client.py | 2 +- skyplane/broadcast/bc_dataplane.py | 2 +- skyplane/broadcast/impl/bc_tracker.py | 6 +++--- skyplane/broadcast/test/bc_objstore.py | 6 +++--- skyplane/compute/server.py | 6 +++--- 5 files changed, 11 insertions(+), 11 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index e243ebaa4..89f1740fa 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -58,7 +58,7 @@ def broadcast_dataplane( dst_regions: List[str], type: str = "direct", n_vms: int = 1, - num_connections: int = 32, + num_connections: int = 256, num_partitions: int = 10, gbyte_to_transfer: float = 1, diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 928ba66a8..90f15b2e2 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -84,7 +84,7 @@ def add_operator_receive_send( obj_store: Optional[Tuple[str, str]] = None, dst_op: Optional[GatewayOperator] = None, gen_random_data: bool = False, - max_conn_per_vm: int = 128, + max_conn_per_vm: int = 256, ) -> bool: if dst_op is not None: receive_op = dst_op diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 4fd8ee9b9..baba2f032 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -242,7 +242,7 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() - # print("ERRORS", errors) + print("ERRORS", errors) if any(errors.values()): print("copying gateway logs") @@ -255,7 +255,7 @@ def monitor_transfer(pd, self, dst_region): log_df = pd.DataFrame(self._query_chunk_status()) if log_df.empty: logger.warning("No chunk status log entries yet") - time.sleep(0.05) + time.sleep(10) continue is_complete_rec = ( @@ -312,7 +312,7 @@ def monitor_transfer(pd, self, dst_region): raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) # sleep - time.sleep(0.05) + time.sleep(30) @property def is_complete(self): diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index e153484a9..4a431e65a 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -9,8 +9,8 @@ def start_transfer(args): src_region = "ap-east-1" - dst_regions = ["ap-southeast-2", "ap-south-1"] - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + # dst_regions = ["ap-southeast-2", "ap-south-1"] + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] @@ -94,7 +94,7 @@ def start_transfer(args): print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") else: break - time.sleep(1) + time.sleep(10) tracker.join() print("Transfer complete!") diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 5238f755a..6b6966ea5 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,9 +333,9 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - # for ip, program in gateway_programs.items(): - # print(ip) - # pprint(program.to_dict()) + for ip, program in gateway_programs.items(): + print(ip) + pprint(program.to_dict()) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" From 3590de7554e2b5e11bdd5304f1b7a0344d79cc2f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 9 Dec 2022 14:14:51 -0800 Subject: [PATCH 022/186] reduce client parallism --- skyplane/api/dataplane.py | 3 ++- skyplane/broadcast/impl/bc_tracker.py | 2 +- skyplane/broadcast/test/bc_objstore.py | 4 ++-- 3 files changed, 5 insertions(+), 4 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 69bb56661..13d25225d 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -194,7 +194,8 @@ def get_error_logs(args): return json.loads(reply.data.decode("utf-8"))["errors"] errors: Dict[str, List[str]] = {} - for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): + #for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): + for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=1): errors[instance] = result return errors diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index baba2f032..e7ee309dc 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -247,7 +247,7 @@ def monitor_transfer(pd, self, dst_region): if any(errors.values()): print("copying gateway logs") logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) self.errors = errors pprint(errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 4a431e65a..9abede885 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -19,7 +19,7 @@ def start_transfer(args): dst_cloud_providers = ["aws"] * len(dst_regions) source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] print(source_file) print(dest_files) @@ -115,4 +115,4 @@ def main(): start_transfer(args) if __name__ == '__main__': - main() \ No newline at end of file + main() From aa83a89036ce636ebb54d34d18ca56c2185333c9 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 9 Dec 2022 21:16:25 -0800 Subject: [PATCH 023/186] count num processes --- skyplane/broadcast/gateway/gateway_daemon.py | 17 ++++++++++++----- skyplane/broadcast/gateway/gateway_queue.py | 4 ++-- skyplane/broadcast/impl/bc_tracker.py | 2 +- skyplane/compute/server.py | 6 +++--- 4 files changed, 18 insertions(+), 11 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index f745b830a..d62b3ff03 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -129,7 +129,7 @@ def get_child_operators(operator): return operator["children"][0]["children"] return operator["children"] - def create_gateway_operators_helper(input_queue, program: List[Dict], partition_id: str): + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_id: str, total_p = 0): for op in program: handle = op["op_type"] + "_" + op["handle"] @@ -146,7 +146,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" # recurse to children with single queue - create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_id) + create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_id, total_p) continue # create output data queue @@ -187,6 +187,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ bucket_name=op["bucket_name"], bucket_region=op["bucket_region"], ) + total_p += op["num_connections"] elif op["op_type"] == "gen_data": operators[handle] = GatewayRandomDataGen( handle=handle, @@ -211,8 +212,9 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ use_tls=self.use_tls, use_compression=False, # operator["compress"], e2ee_key_bytes=self.e2ee_key_bytes, - n_processes=32, # op["num_connections"], + n_processes=op["num_connections"], ) + total_p += op["num_connections"] elif op["op_type"] == "write_object_store": operators[handle] = GatewayObjStoreWriteOperator( handle=handle, @@ -226,6 +228,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ bucket_name=op["bucket_name"], bucket_region=op["bucket_region"], ) + total_p += op["num_connections"] elif op["op_type"] == "write_local": operators[handle] = GatewayWriteLocal( handle=handle, @@ -239,11 +242,13 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ else: raise ValueError(f"Unsupported op_type {op['op_type']}") # recursively create for child operators - create_gateway_operators_helper(output_queue, child_operators, partition_id) + create_gateway_operators_helper(output_queue, child_operators, partition_id, total_p) + return total_p pprint(gateway_program) # create operator tree for each partition + total_p = 0 for partition, program in gateway_program.items(): partition = str(partition) @@ -261,11 +266,13 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ self.chunk_store.add_partition(partition, queue) self.num_required_terminal[partition] = 1 - create_gateway_operators_helper( + total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[partition], # incoming chunk requests for partition program, # single partition program partition, + 0, ) + print("TOTAL NUMBER OF PROCESSES", total_p) return operators def run(self): diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 230e09736..1b3b24a28 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=0): + def __init__(self, maxsize=1000): self.q = Queue(maxsize) self.handles = [] @@ -23,7 +23,7 @@ def get_handles(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=0): + def __init__(self, maxsize=1000): self.q = {} self.maxsize = maxsize diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index e7ee309dc..acb7f4a2f 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -177,7 +177,7 @@ def monitor_single_dst_helper(dst_region): # Record only the transfer time per destination results = [] - with ThreadPoolExecutor(max_workers=100) as executor: + with ThreadPoolExecutor(max_workers=len(self.dst_regions)) as executor: e2e_start_time = time.time() future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] for future in as_completed(future_list): diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 6b6966ea5..9b4f3a1d6 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,9 +333,9 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - for ip, program in gateway_programs.items(): - print(ip) - pprint(program.to_dict()) + #for ip, program in gateway_programs.items(): + # print(ip) + # pprint(program.to_dict()) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" From fb460b6d711038ebf2feb676c40730cdb5126903 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Fri, 9 Dec 2022 23:43:54 -0800 Subject: [PATCH 024/186] add gw programs --- skyplane/broadcast/bc_dataplane.py | 103 ++++++----- skyplane/broadcast/bc_planner.py | 1 + skyplane/broadcast/gateway/gateway_program.py | 6 +- .../gateway/operators/gateway_operator.py | 12 +- skyplane/broadcast/test/bc_objstore.py | 15 +- skyplane/broadcast/visualize_gw.py | 170 ++++++++++++++++++ skyplane/compute/server.py | 2 +- 7 files changed, 255 insertions(+), 54 deletions(-) create mode 100644 skyplane/broadcast/visualize_gw.py diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 90f15b2e2..dbab213d5 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -3,8 +3,10 @@ from collections import Counter import urllib3 -from typing import TYPE_CHECKING, Dict, List, Optional, Tuple +import os +from typing import TYPE_CHECKING, Dict, List, Optional, Tuple +from collections import defaultdict, Counter from skyplane import compute from skyplane.api.dataplane import Dataplane from skyplane.api.config import TransferConfig @@ -12,7 +14,8 @@ from skyplane.api.tracker import TransferHook from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob - +from skyplane.utils.definitions import gateway_docker_image +from pprint import pprint from skyplane.broadcast.bc_plan import BroadcastReplicationTopology from skyplane.broadcast.gateway.gateway_program import ( GatewayProgram, @@ -29,7 +32,9 @@ from skyplane.utils import logger from skyplane.utils.fn import PathLike - +import nacl.secret +import nacl.utils +import urllib3 if TYPE_CHECKING: from skyplane.api.provisioner import Provisioner @@ -57,6 +62,7 @@ def __init__( self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False + self.gateway_programs = None # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -78,20 +84,21 @@ def get_object_store_connection(self, region: str): def add_operator_receive_send( self, + solution_graph, bc_pg: GatewayProgram, region: str, - partition_id: str, + partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None, - dst_op: Optional[GatewayOperator] = None, + dst_op: Optional[GatewayReceive] = None, gen_random_data: bool = False, - max_conn_per_vm: int = 256, + max_conn_per_vm: int = 128, ) -> bool: if dst_op is not None: receive_op = dst_op else: if obj_store is None: if gen_random_data: - receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) + receive_op = GatewayGenData(size_mb=self.job.random_chunk_size_mb) else: receive_op = GatewayReceive() else: @@ -99,22 +106,22 @@ def add_operator_receive_send( bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) ) - if self.topology.default_max_conn_per_vm is not None: - max_conn_per_vm = self.topology.default_max_conn_per_vm - # find set of regions & ips in each region to send to for this partition - g = self.topology.nx_graph - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if partition_id in edge[-1]["partitions"]]) + g = solution_graph + + any_id = partition_ids[0] + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if str(any_id) in edge[-1]["partitions"]]) # if no regions to forward data to if len(next_regions) == 0: + print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region region_to_ips_map = {} region_to_private_ips_map = {} - for region in next_regions: - region_to_ips_map[region], region_to_private_ips_map[region] = self.get_ips_in_region(region) + for next_region in next_regions: + region_to_ips_map[next_region], region_to_private_ips_map[next_region] = self.get_ips_in_region(next_region) # use muxand or muxor for partition_id operation = "MUX_AND" if len(next_regions) > 1 else "MUX_OR" @@ -122,14 +129,14 @@ def add_operator_receive_send( # non-dst node: add receive_op into gateway program if dst_op is None: - bc_pg.add_operator(receive_op, partition_id=partition_id) + bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) # MUX_AND: send this partition to multiple regions if operation == "MUX_AND": if dst_op is not None and dst_op.op_type == "mux_and": mux_op = receive_op else: # do not add any nested mux_and if dst_op parent is mux_and - bc_pg.add_operator(mux_op, receive_op, partition_id=partition_id) + bc_pg.add_operator(mux_op, receive_op, partition_id=tuple(partition_ids)) tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) @@ -149,11 +156,11 @@ def add_operator_receive_send( # if next region has >1 gateways, add MUX_OR if len(next_region_ips) > 1: mux_or_op = GatewayMuxOr() - bc_pg.add_operator(mux_or_op, mux_op, partition_id=partition_id) - bc_pg.add_operators(send_ops, mux_or_op, partition_id=partition_id) + bc_pg.add_operator(mux_or_op, mux_op, partition_id=tuple(partition_ids)) + bc_pg.add_operators(send_ops, mux_or_op, partition_id=tuple(partition_ids)) else: # otherwise, the parent of send_op is mux_op ("MUX_AND") assert len(send_ops) == 1 - bc_pg.add_operator(send_ops[0], mux_op) + bc_pg.add_operator(send_ops[0], mux_op, partition_id=tuple(partition_ids)) else: # only send this partition to a single region assert len(region_to_ips_map) == 1 @@ -170,35 +177,41 @@ def add_operator_receive_send( # if num of gateways > 1, then connect to MUX_OR if len(ips) > 1: - bc_pg.add_operator(mux_op, receive_op, partition_id=partition_id) + bc_pg.add_operator(mux_op, receive_op, partition_id=tuple(partition_ids)) bc_pg.add_operators(send_ops, mux_op) else: - bc_pg.add_operators(send_ops, receive_op, partition_id=partition_id) + bc_pg.add_operators(send_ops, receive_op, partition_id=tuple(partition_ids)) + # print("Number of connections: ", num_connections) return True - def add_dst_operator(self, bc_pg: GatewayProgram, region: str, partition_id: str, obj_store: Optional[Tuple[str, str]] = None): + def add_dst_operator(self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None): receive_op = GatewayReceive() - bc_pg.add_operator(receive_op, partition_id=partition_id) + bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) + # write if obj_store is None: - write_op = GatewayWriteLocal() + write_op = GatewayWriteLocal() # not pass in the path for now else: write_op = GatewayWriteObjectStore( bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) ) - g = self.topology.nx_graph - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if partition_id in edge[-1]["partitions"]]) + g = solution_graph + any_id = partition_ids[0] + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if any_id in edge[-1]["partitions"]]) # if no regions to forward data to, just write if len(next_regions) == 0: - bc_pg.add_operator(write_op, receive_op, partition_id=partition_id) + bc_pg.add_operator(write_op, receive_op, partition_id=tuple(partition_ids)) else: # otherwise, "and" --> write and forward mux_and_op = GatewayMuxAnd() - bc_pg.add_operator(mux_and_op, receive_op, partition_id=partition_id) - bc_pg.add_operator(write_op, mux_and_op, partition_id=partition_id) - self.add_operator_receive_send(bc_pg, region, partition_id, dst_op=mux_and_op) + bc_pg.add_operator(mux_and_op, receive_op, partition_id=tuple(partition_ids)) + bc_pg.add_operator(write_op, mux_and_op, partition_id=tuple(partition_ids)) + self.add_operator_receive_send(bc_pg, region, partition_ids, dst_op=mux_and_op) + + def remap_keys(self, mapping): + return [{'partitions': k, 'value': v} for k, v in mapping.items()] @property @functools.lru_cache(maxsize=None) @@ -214,7 +227,6 @@ def current_gw_programs(self): # NOTE: assume all transfer object share the same (src, dsts)? might not be correct one_transfer_job = self.jobs_to_dispatch[0] - print("one transfer job: ", one_transfer_job) if not self.transfer_config.random_chunk_size_mb: src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) @@ -229,30 +241,37 @@ def current_gw_programs(self): dsts_obj_store_map = None gen_random_data = True - # print("dst obj store map: ", dsts_obj_store_map) for node in solution_graph.nodes: node_gateway_program = GatewayProgram() + + partition_to_next_regions = {} for i in range(num_partitions): - # source node: read from object store or generate random data, then forward data + partition_to_next_regions[i] = set([edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]]) + + import collections + keys_per_set = collections.defaultdict(list) + for key, value in partition_to_next_regions.items(): + keys_per_set[frozenset(value)].append(key) + + list_of_partitions = list(keys_per_set.values()) + + # source node: read from object store or generate random data, then forward data + for partitions in list_of_partitions: + # print("Processing partitions: ", partitions) if node == src: - self.add_operator_receive_send( - node_gateway_program, node, str(i), obj_store=src_obj_store, gen_random_data=gen_random_data - ) + self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=src_obj_store, gen_random_data=gen_random_data) # dst receive data, write to object store / write local (if obj_store=None), forward data if needed elif node in dsts: dst_obj_store = None if dsts_obj_store_map is None else dsts_obj_store_map[node] - self.add_dst_operator(node_gateway_program, node, str(i), obj_store=dst_obj_store) + self.add_dst_operator(solution_graph, node_gateway_program, node, partitions, obj_store=dst_obj_store) # overlay node only forward data else: - self.add_operator_receive_send(node_gateway_program, node, str(i), obj_store=None) + self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=None) - gateway_programs[node] = node_gateway_program + gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) - # for node, region in gateway_programs.items(): - # print("region: ", node) - # print(region.to_json()) return gateway_programs def _start_gateway( diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 4277faf7d..8c00a199d 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -145,6 +145,7 @@ def get_topo_from_nxgraph( topo.tot_vm_price_per_s = tot_vm_price_per_s topo.tot_vms = tot_vms topo.default_max_conn_per_vm = self.num_connections + topo.nx_graph = solution_graph return topo def plan(self) -> BroadcastReplicationTopology: diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index 817911ad8..3e39600e7 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -1,4 +1,4 @@ -from typing import Optional, List +from typing import Optional, List, Tuple import json from collections import defaultdict @@ -98,14 +98,14 @@ def __init__(self): self._plan = defaultdict(list) self._ops = {} - def add_operators(self, ops: List[GatewayOperator], parent_op: Optional[GatewayOperator] = None, partition_id: Optional[str] = None): + def add_operators(self, ops: List[GatewayOperator], parent_op: Optional[GatewayOperator] = None, partition_id: Optional[Tuple] = None): ops_handles = [] for op in ops: ops_handles.append(self.add_operator(op, parent_op, partition_id)) return ops_handles - def add_operator(self, op: GatewayOperator, parent_op: Optional[GatewayOperator] = None, partition_id: Optional[str] = None): + def add_operator(self, op: GatewayOperator, parent_op: Optional[GatewayOperator] = None, partition_id: Optional[Tuple] = None): if not parent_op: # root operation self._plan[partition_id].append(op) else: diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index c29d96044..fcba700bf 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -219,10 +219,14 @@ def wait_for_chunks(): logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") wait_success = False for _ in range(60): - if wait_for_chunks(): - wait_success = True - break - time.sleep(1) + try: + if wait_for_chunks(): + wait_success = True + break + except Exception as e: + logger.error(f"[Gateway Sender wait_for_chunks()] Exception: {e}") + + time.sleep(5) # originally 1 if not wait_success: raise Exception("Timed out waiting for chunks to reach state 'downloaded'") logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 9abede885..457ebf600 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -5,12 +5,14 @@ from skyplane.obj_store.object_store_interface import ObjectStoreInterface from skyplane.utils.path import parse_path from skyplane.utils.definitions import GB +from skyplane.utils.definitions import gateway_docker_image import argparse def start_transfer(args): - src_region = "ap-east-1" - # dst_regions = ["ap-southeast-2", "ap-south-1"] - dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + # src_region = "ap-east-1" + src_region = "us-east-1" + dst_regions = ["ap-southeast-2", "ap-south-1"] + # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] @@ -18,9 +20,13 @@ def start_transfer(args): src_cloud_provider = "aws" dst_cloud_providers = ["aws"] * len(dst_regions) + # OPT model source_file = "s3://skyplane-broadcast/OPT-66B/" dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] + # source_file = "s3://skyplane-broadcast/imagenet-images/" + # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] + print(source_file) print(dest_files) @@ -32,6 +38,7 @@ def start_transfer(args): src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) + print("Listing objects from the source bucket") src_objects = [] for obj in src_client.list_objects(path_src): src_objects.append(obj) @@ -53,7 +60,7 @@ def start_transfer(args): type=args["algo"], n_vms=int(args["num_vms"]), num_partitions=int(args["num_partitions"]), - gbyte_to_transfer=transfer_size_gbytes, + gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net target_time=args["runtime_budget"], filter_node=args["filter_node"], filter_edge=args["filter_edge"], diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py new file mode 100644 index 000000000..bdc81f346 --- /dev/null +++ b/skyplane/broadcast/visualize_gw.py @@ -0,0 +1,170 @@ +from pprint import pprint +import shutil +import networkx as nx +import graphviz as gv +import json +import pandas as pd +from random import randint +from skyplane.utils import logger +import functools + +@functools.lru_cache(maxsize=None) +def get_path_cost(src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): + from skyplane.compute.cloud_provider import CloudProvider + + assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" + return CloudProvider.get_transfer_cost(src, dst) + +def make_nx_graph(cost, throughput): + G = nx.DiGraph() + for _, row in throughput.iterrows(): + if row["src_region"] == row["dst_region"]: + continue + G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=row["throughput_sent"] / 1e9) + + for _, row in cost.iterrows(): + if row["src"] in G and row["dest"] in G[row["src"]]: + G[row["src"]][row["dest"]]["cost"] = row["cost"] + else: + continue + + # update the cost using skyplane.compute tools [i.e. in utils.py] (need to build the skyplane repo first) + for edge in G.edges.data(): + if edge[-1]["cost"] is None: + edge[-1]["cost"] = get_path_cost(edge[0], edge[1]) + + assert all([edge[-1]["cost"] is not None for edge in G.edges.data()]) + return G + + +def plot_children(h, start_node, region, li, partition_id): + # list of dicts + for i in li: + children = i["children"] + + if i["op_type"] == "send": + assert len(children) == 0 + if "region" not in i: + print("What is i?", i) + children = [{"op_type": "receive", "region": i["region"], "children": []}] + + if i["op_type"] == "receive" and "region" in i: + this_node = i["region"] + "/" + i["op_type"] + else: + this_node = region + "/" + i["op_type"] + # if i["op_type"] == "send": + # this_node += i["handle"].split("_")[-1] + + h = plot_children(h, this_node, region, children, partition_id) + + if h.has_edge(start_node, this_node): + h[start_node][this_node]["partition"].append(partition_id) + else: + h.add_edge(start_node, this_node, partition=[partition_id]) + return h + + +def get_nx_graph(path): + # if dot is not installed + has_dot = shutil.which("dot") is not None + if not has_dot: + logger.error("Graphviz is not installed. Please install it to plot the solution (sudo apt install graphviz).") + return None + + nx_g = nx.DiGraph() + start_node = "start" + nx_g.add_node(start_node) + with open(path, "r") as f: + data = json.load(f) + regions = list(data.keys()) + + # for region in regions + for region in regions: + # region = regions[0] + region_p = data[region] + plans = region_p["_plan"] + partitions = [int(i) for i in list(plans.keys())] + # print("partitions: ", [int(i) for i in list(plans.keys())]) + for pid in partitions: + p_plan = plans[str(pid)] + nx_g = plot_children(nx_g, start_node, region, p_plan, pid) + # break + + # print(partitions) + + add_nx_g = nx.DiGraph() + for edge in nx_g.edges: + s, d = edge[0], edge[1] + partition = list(set(nx_g[s][d]["partition"])) + add_nx_g.add_edge(s, d, partition=partition) + s_region = s.split("/")[-1][0] + if s.split("/")[-1].startswith("mux") and d.split("/")[-1] == "receive": + # print("Receive!:", d) + send_node = s_region + "/send" + add_nx_g.add_edge(s, send_node) + add_nx_g.add_edge(send_node, d) + add_nx_g.remove_node(start_node) + print(add_nx_g.edges.data()) + + # nx.draw(add_nx_g, with_labels=True) + return add_nx_g + + +from pprint import pprint +import shutil +import networkx as nx +import graphviz as gv +import json + + +def networkx_to_graphviz(g, label="partition"): + """Convert `networkx` graph `g` to `graphviz.Digraph`. + + @type g: `networkx.Graph` or `networkx.DiGraph` + @rtype: `graphviz.Digraph` + """ + if g.is_directed(): + h = gv.Digraph() + else: + h = gv.Graph() + # h.attr(rankdir="LR") + + for u, d in g.nodes(data=True): + # print(u, d) + a = u + # u = u.split(",")[0] + u = u.replace("/", ":") + u = u.replace(":", " ") + f = color_map[a.split("/")[0]] + if u.endswith("mux_and") or u.endswith("mux_or"): + f = "gray" + h.node(str(u), fillcolor=f, style="filled") + for u, v, d in g.edges(data=True): + # print('edge', u, v, d) + u_r = u.replace("/", ":") + u_r = u_r.replace(":", " ") + v_r = v.replace("/", ":") + v_r = v_r.replace(":", " ") + h.edge(str(u_r), str(v_r), label=str(d[label])) + return h + + +if __name__ == "__main__": + costs = pd.read_csv("profiles/cost.csv") + throughput = pd.read_csv("profiles/whole_throughput_11_28.csv") + + color = [] + n = 100 + for i in range(n): + color.append("#%06X" % randint(0, 0xFFFFFF)) + + complete = make_nx_graph(costs, throughput) + color_map = {} + nodes = list(complete.nodes) + for i in range(len(nodes)): + color_map[nodes[i]] = color[i] + + plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + add_nx_g = get_nx_graph(plot_path) + h = networkx_to_graphviz(add_nx_g) + h.view() \ No newline at end of file diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 6b6966ea5..bf174c8c1 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -335,7 +335,7 @@ def check_stderr(tup): if gateway_programs: for ip, program in gateway_programs.items(): print(ip) - pprint(program.to_dict()) + pprint(program) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" From 207b8f4386687f7f41396606a9af825b238aa6f3 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 10 Dec 2022 13:57:00 -0800 Subject: [PATCH 025/186] modify gateway program processing on gateway side --- skyplane/broadcast/gateway/chunk_store.py | 4 ++- skyplane/broadcast/gateway/gateway_daemon.py | 38 ++++++++++++-------- skyplane/broadcast/impl/bc_tracker.py | 2 +- skyplane/compute/server.py | 6 ++-- 4 files changed, 31 insertions(+), 19 deletions(-) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index 732545249..ef140c739 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -43,14 +43,16 @@ def add_partition(self, partition_id: str): def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): """Create a queue for this partition.""" + print("Adding partition", partition_id, queue) if partition_id in self.chunk_requests: raise ValueError(f"Partition {partition_id} already exists") self.chunk_requests[partition_id] = queue + print(self.chunk_requests) def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): """Enqueue new chunk request from Gateway API""" if chunk_request.chunk.partition_id not in self.chunk_requests: - raise ValueError(f"Partition {chunk_request.chunk.partition_id} does not exist - was the gateway program loaded?") + raise ValueError(f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?") self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) self.log_chunk_state(chunk_request, state) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index d62b3ff03..8d0db3aaf 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -65,7 +65,7 @@ def __init__( # create gateway operators self.terminal_operators = defaultdict(list) # track terminal operators per partition self.num_required_terminal = {} - self.operators = self.create_gateway_operators(gateway_program["_plan"]) + self.operators = self.create_gateway_operators(gateway_program) # single gateway reciever self.gateway_receiver = GatewayReceiver( @@ -129,7 +129,7 @@ def get_child_operators(operator): return operator["children"][0]["children"] return operator["children"] - def create_gateway_operators_helper(input_queue, program: List[Dict], partition_id: str, total_p = 0): + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str], total_p = 0): for op in program: handle = op["op_type"] + "_" + op["handle"] @@ -146,20 +146,22 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" # recurse to children with single queue - create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_id, total_p) + create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_ids, total_p) continue # create output data queue output_queue = create_output_queue(op) if isinstance(output_queue, GatewayANDQueue): # update number of operations that must be completed - self.num_required_terminal[partition] = self.num_required_terminal[partition] - 1 + len(child_operators) + for partition in partition_ids: + self.num_required_terminal[str(partition)] = self.num_required_terminal[str(partition)] - 1 + len(child_operators) print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") if output_queue is None: # track what opeartors need to complete processing the chunk - self.terminal_operators[partition_id].append(handle) + for partition in partition_ids: + self.terminal_operators[str(partition)].append(handle) # create operators if op["op_type"] == "receive": @@ -242,34 +244,42 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ else: raise ValueError(f"Unsupported op_type {op['op_type']}") # recursively create for child operators - create_gateway_operators_helper(output_queue, child_operators, partition_id, total_p) + create_gateway_operators_helper(output_queue, child_operators, partition_ids, total_p) return total_p pprint(gateway_program) # create operator tree for each partition total_p = 0 - for partition, program in gateway_program.items(): - partition = str(partition) + for program_group in gateway_program: + partitions = program_group["partitions"] + program = program_group["value"] + print("partitions", partitions) # create initial queue for partition if program[0]["op_type"] == "mux_and": queue = GatewayANDQueue() print(f"First operator is mux_and: queue {queue}") assert len(program) == 1, f"mux_and cannot have siblings" - self.chunk_store.add_partition(partition, queue) program = program[0]["children"] - self.num_required_terminal[partition] = len(program) + for partition in partitions: + self.num_required_terminal[str(partition)] = len(program) else: queue = GatewayQueue() print(f"First operator is ", program[0], "queue", queue) - self.chunk_store.add_partition(partition, queue) - self.num_required_terminal[partition] = 1 + for partition in partitions: + self.num_required_terminal[str(partition)] = 1 + + # link all partitions to same queue reference + for partition in partitions: + self.chunk_store.add_partition(str(partition), queue) + + # create DAG for this partition group total_p += create_gateway_operators_helper( - self.chunk_store.chunk_requests[partition], # incoming chunk requests for partition + self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program - partition, + partitions, 0, ) print("TOTAL NUMBER OF PROCESSES", total_p) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index acb7f4a2f..a3eb3ad79 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -306,7 +306,7 @@ def monitor_transfer(pd, self, dst_region): print("ERROR", e) print("copying gateway logs") logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) self.errors = errors pprint(errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 6b6966ea5..9b4f3a1d6 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,9 +333,9 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - for ip, program in gateway_programs.items(): - print(ip) - pprint(program.to_dict()) + #for ip, program in gateway_programs.items(): + # print(ip) + # pprint(program.to_dict()) region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" From 5a798f7e3c19ef8413e9e9be399d6d26d125f59b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 10 Dec 2022 16:34:21 -0800 Subject: [PATCH 026/186] working 5 dest transfer --- skyplane/broadcast/bc_dataplane.py | 2 +- .../broadcast/gateway/operators/gateway_operator.py | 11 +++++++++++ skyplane/broadcast/test/bc_objstore.py | 4 ++-- 3 files changed, 14 insertions(+), 3 deletions(-) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index dbab213d5..b464b2d2c 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -297,7 +297,7 @@ def _start_gateway( gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs gateway_docker_image=gateway_docker_image, e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=self.transfer_config.use_bbr, + use_bbr=False, #self.transfer_config.use_bbr, use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index fcba700bf..ca9f278f9 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -268,9 +268,20 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + #while True: + # try: + # response = self.http_pool.request( + # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + # ) + # break + # except Exception as e: + # print("sender post error", e) + # time.sleep(1) + response = self.http_pool.request( "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} ) + assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 457ebf600..a762c56c3 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -11,8 +11,8 @@ def start_transfer(args): # src_region = "ap-east-1" src_region = "us-east-1" - dst_regions = ["ap-southeast-2", "ap-south-1"] - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + #dst_regions = ["ap-southeast-2", "ap-south-1"] + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] From c176230c81a749e84371400be2537adf8fe8128f Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sat, 10 Dec 2022 21:52:45 -0800 Subject: [PATCH 027/186] broadcast random --- skyplane/api/config.py | 10 +- skyplane/api/dataplane.py | 2 +- skyplane/broadcast/bc_client.py | 47 ++++--- skyplane/broadcast/bc_dataplane.py | 53 ++++++-- skyplane/broadcast/bc_plan.py | 2 +- skyplane/broadcast/bc_planner.py | 60 ++++++--- skyplane/broadcast/gateway/chunk_store.py | 4 +- skyplane/broadcast/gateway/gateway_daemon.py | 8 +- skyplane/broadcast/gateway/gateway_program.py | 2 +- .../gateway/operators/gateway_operator.py | 6 +- skyplane/broadcast/impl/bc_chunker.py | 83 ++++++++++-- skyplane/broadcast/impl/bc_tracker.py | 4 +- skyplane/broadcast/impl/bc_transfer_job.py | 69 ++++++---- skyplane/broadcast/test/bc_objstore.py | 43 +++--- .../broadcast/test/test_random_broadcast.py | 122 ++++++++++++++++++ skyplane/broadcast/visualize_gw.py | 4 +- skyplane/compute/server.py | 4 +- 17 files changed, 403 insertions(+), 120 deletions(-) create mode 100644 skyplane/broadcast/test/test_random_broadcast.py diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 5cbf7f72a..dd95e5aa5 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -1,6 +1,6 @@ from dataclasses import dataclass -from typing import Optional +from typing import Optional, List from skyplane import compute @@ -42,13 +42,17 @@ def make_auth_provider(self) -> compute.GCPAuthentication: return compute.GCPAuthentication(config=self) # type: ignore -@dataclass(frozen=True) +@dataclass(frozen=True) class TransferConfig: autoterminate_minutes: int = 15 requester_pays: bool = False - # randomly generate data or not + # randomly generate data or not for broadcast + gen_random_data: bool = False random_chunk_size_mb: Optional[float] = None + num_random_chunks: Optional[int] = None + src_region: Optional[str] = None + dst_regions: Optional[List[str]] = None # gateway settings use_bbr: bool = True diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 13d25225d..ea4d5d03f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -194,7 +194,7 @@ def get_error_logs(args): return json.loads(reply.data.decode("utf-8"))["errors"] errors: Dict[str, List[str]] = {} - #for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): + # for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=1): errors[instance] = result return errors diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 89f1740fa..428bb213d 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -11,6 +11,7 @@ from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger +from skyplane.utils.definitions import MB, GB if TYPE_CHECKING: from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig @@ -25,12 +26,29 @@ def __init__( transfer_config: Optional[TransferConfig] = None, log_dir: Optional[str] = None, multipart_enabled: Optional[bool] = False, + # random generate data or not + generate_random: Optional[bool] = False, + num_random_chunks: Optional[int] = 64, + random_chunk_size_mb: Optional[int] = 8, + src_region: Optional[str] = None, + dst_regions: Optional[List[str]] = None, ): self.clientid = get_clientid() self.aws_auth = aws_config.make_auth_provider() if aws_config else None self.azure_auth = azure_config.make_auth_provider() if azure_config else None self.gcp_auth = gcp_config.make_auth_provider() if gcp_config else None - self.transfer_config = transfer_config if transfer_config else TransferConfig(multipart_enabled=multipart_enabled) + self.transfer_config = ( + transfer_config + if transfer_config + else TransferConfig( + multipart_enabled=multipart_enabled, + gen_random_data=generate_random, + num_random_chunks=num_random_chunks, + random_chunk_size_mb=random_chunk_size_mb, + src_region=src_region, + dst_regions=dst_regions, + ) + ) print("transfer config: ", transfer_config) self.log_dir = ( tmp_log_dir / "transfer_logs" / f"{datetime.now().strftime('%Y%m%d_%H%M%S')}-{uuid.uuid4().hex[:8]}" @@ -61,20 +79,16 @@ def broadcast_dataplane( num_connections: int = 256, num_partitions: int = 10, gbyte_to_transfer: float = 1, - - # ILP specific parameters + # ILP specific parameters target_time: float = 10, filter_node: bool = False, - filter_edge: bool = False, - solve_iterative: bool = False, - + filter_edge: bool = False, + solve_iterative: bool = False, # solve range (use aws/gcp/azure only nodes) - aws_only: bool = False, - gcp_only: bool = False, - azure_only: bool = False - + aws_only: bool = False, + gcp_only: bool = False, + azure_only: bool = False, ) -> BroadcastDataplane: - # TODO: did not change the data plan yet print(f"\nAlgorithm: {type}") if type == "Ndirect": planner = BroadcastDirectPlanner( @@ -88,7 +102,7 @@ def broadcast_dataplane( gbyte_to_transfer, aws_only=aws_only, gcp_only=gcp_only, - azure_only=azure_only + azure_only=azure_only, ) topo = planner.plan() elif type == "MDST": @@ -103,7 +117,7 @@ def broadcast_dataplane( gbyte_to_transfer, aws_only=aws_only, gcp_only=gcp_only, - azure_only=azure_only + azure_only=azure_only, ) topo = planner.plan() elif type == "HST": @@ -119,7 +133,7 @@ def broadcast_dataplane( gbyte_to_transfer, aws_only=aws_only, gcp_only=gcp_only, - azure_only=azure_only + azure_only=azure_only, ) topo = planner.plan() elif type == "ILP": @@ -135,7 +149,7 @@ def broadcast_dataplane( target_time, # target time budget aws_only=aws_only, gcp_only=gcp_only, - azure_only=azure_only + azure_only=azure_only, ) topo = planner.plan(filter_edge=filter_edge, filter_node=filter_node, solve_iterative=solve_iterative, solver_verbose=True) else: @@ -145,4 +159,7 @@ def broadcast_dataplane( if type != "ILP": print(f"Solution: {topo.nx_graph.edges.data()}") + print("Transfer src region: ", self.transfer_config.src_region) + print("Transfer dst regions: ", self.transfer_config.dst_regions) + return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index dbab213d5..77ce4f17a 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -3,7 +3,7 @@ from collections import Counter import urllib3 -import os +import os from typing import TYPE_CHECKING, Dict, List, Optional, Tuple from collections import defaultdict, Counter @@ -15,7 +15,7 @@ from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob from skyplane.utils.definitions import gateway_docker_image -from pprint import pprint +from pprint import pprint from skyplane.broadcast.bc_plan import BroadcastReplicationTopology from skyplane.broadcast.gateway.gateway_program import ( GatewayProgram, @@ -62,7 +62,7 @@ def __init__( self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False - self.gateway_programs = None + self.gateway_programs = None # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -98,7 +98,7 @@ def add_operator_receive_send( else: if obj_store is None: if gen_random_data: - receive_op = GatewayGenData(size_mb=self.job.random_chunk_size_mb) + receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) else: receive_op = GatewayReceive() else: @@ -185,7 +185,9 @@ def add_operator_receive_send( # print("Number of connections: ", num_connections) return True - def add_dst_operator(self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None): + def add_dst_operator( + self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None + ): receive_op = GatewayReceive() bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) @@ -211,7 +213,7 @@ def add_dst_operator(self, solution_graph, bc_pg: GatewayProgram, region: str, p self.add_operator_receive_send(bc_pg, region, partition_ids, dst_op=mux_and_op) def remap_keys(self, mapping): - return [{'partitions': k, 'value': v} for k, v in mapping.items()] + return [{"partitions": k, "value": v} for k, v in mapping.items()] @property @functools.lru_cache(maxsize=None) @@ -227,7 +229,7 @@ def current_gw_programs(self): # NOTE: assume all transfer object share the same (src, dsts)? might not be correct one_transfer_job = self.jobs_to_dispatch[0] - if not self.transfer_config.random_chunk_size_mb: + if not self.transfer_config.gen_random_data: src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) dsts_obj_store_map = {} @@ -246,9 +248,12 @@ def current_gw_programs(self): partition_to_next_regions = {} for i in range(num_partitions): - partition_to_next_regions[i] = set([edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]]) + partition_to_next_regions[i] = set( + [edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]] + ) + + import collections - import collections keys_per_set = collections.defaultdict(list) for key, value in partition_to_next_regions.items(): keys_per_set[frozenset(value)].append(key) @@ -256,10 +261,12 @@ def current_gw_programs(self): list_of_partitions = list(keys_per_set.values()) # source node: read from object store or generate random data, then forward data - for partitions in list_of_partitions: + for partitions in list_of_partitions: # print("Processing partitions: ", partitions) if node == src: - self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=src_obj_store, gen_random_data=gen_random_data) + self.add_operator_receive_send( + solution_graph, node_gateway_program, node, partitions, obj_store=src_obj_store, gen_random_data=gen_random_data + ) # dst receive data, write to object store / write local (if obj_store=None), forward data if needed elif node in dsts: @@ -314,7 +321,20 @@ def queue_copy( dsts: List[str], recursive: bool = False, ) -> str: - job = BCCopyJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) + if len(src) != 0: + assert self.transfer_config.gen_random_data is False + job = BCCopyJob( + src, + dsts[0], + recursive, + dst_paths=dsts, + requester_pays=self.transfer_config.requester_pays, + transfer_config=self.transfer_config, + ) + else: + assert self.transfer_config.gen_random_data is True + job = BCCopyJob("", "", False, [], requester_pays=self.transfer_config.requester_pays, transfer_config=self.transfer_config) + logger.fs.debug(f"[SkyplaneBroadcastClient] Queued copy job {job}") self.jobs_to_dispatch.append(job) return job.uuid @@ -325,7 +345,14 @@ def queue_sync( dsts: List[str], recursive: bool = False, ) -> str: - job = BCSyncJob(src, dsts[0], recursive, dst_paths=dsts, requester_pays=self.transfer_config.requester_pays) + job = BCSyncJob( + src, + dsts[0], + recursive, + dst_paths=dsts, + requester_pays=self.transfer_config.requester_pays, + transfer_config=self.transfer_config, + ) logger.fs.debug(f"[SkyplaneBroadcastClient] Queued sync job {job}") self.jobs_to_dispatch.append(job) return job.uuid diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index cd3166040..4ceccec0e 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -49,7 +49,7 @@ def __init__( num_partitions: int, edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, cost_per_gb: Optional[float] = None, - tot_vms: Optional[int] = None, + tot_vms: Optional[int] = None, tot_vm_price_per_s: Optional[float] = None, default_max_conn_per_vm: Optional[int] = None, ): diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 8c00a199d..298394092 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -18,6 +18,7 @@ import colorama from colorama import Fore, Style + class BroadcastPlanner: def __init__( self, @@ -52,12 +53,12 @@ def __init__( if aws_only: self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "gcp" or i.split(":")[0] == "azure"]) - elif gcp_only: + elif gcp_only: self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "azure"]) elif azure_only: self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "gcp"]) else: - return + return @functools.lru_cache(maxsize=None) def get_path_cost(self, src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): @@ -132,14 +133,14 @@ def get_topo_from_nxgraph( for i in range(solution_graph.nodes[dst_region]["num_vms"]): topo.add_instance_objstore_edge(dst_region, i, dst_region, partition_ids) - tot_vm_price_per_s = 0 # total price per second - tot_vms = 0 # total number of vms - cost_map = {"gcp": 0.54, "aws": 0.54, "azure": 0.54} # cost per instance hours + tot_vm_price_per_s = 0 # total price per second + tot_vms = 0 # total number of vms + cost_map = {"gcp": 0.54, "aws": 0.54, "azure": 0.54} # cost per instance hours for node in solution_graph.nodes: tot_vm_price_per_s += solution_graph.nodes[node]["num_vms"] * cost_map[node.split(":")[0]] / 3600 tot_vms += solution_graph.nodes[node]["num_vms"] - + # set networkx solution graph in topo topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes topo.tot_vm_price_per_s = tot_vm_price_per_s @@ -168,7 +169,17 @@ def __init__( azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only, + gcp_only, + azure_only, ) def plan(self) -> BroadcastReplicationTopology: @@ -208,7 +219,17 @@ def __init__( azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only, + gcp_only, + azure_only, ) def plan(self) -> BroadcastReplicationTopology: @@ -250,7 +271,17 @@ def __init__( azure_only: bool, ): super().__init__( - src_provider, src_region, dst_providers, dst_regions, num_instances, num_connections, num_partitions, gbyte_to_transfer, aws_only, gcp_only, azure_only + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only, + gcp_only, + azure_only, ) def plan(self, hop_limit=3000) -> BroadcastReplicationTopology: @@ -350,7 +381,6 @@ def __init__( aws_only: bool, gcp_only: bool, azure_only: bool, - ): super().__init__( src_provider, @@ -361,9 +391,9 @@ def __init__( num_connections=num_connections, num_partitions=num_partitions, gbyte_to_transfer=gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only, ) src = self.src_provider + ":" + self.src_region @@ -662,8 +692,8 @@ def solve_partition( return cost, p, n, f, v, egress_cost.value, instance_cost.value def plan_iterative( - self, - problem: BroadcastProblem, + self, + problem: BroadcastProblem, solver=None, filter_node: bool = False, filter_edge: bool = False, diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py index ef140c739..68aaadc4c 100644 --- a/skyplane/broadcast/gateway/chunk_store.py +++ b/skyplane/broadcast/gateway/chunk_store.py @@ -52,7 +52,9 @@ def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): """Enqueue new chunk request from Gateway API""" if chunk_request.chunk.partition_id not in self.chunk_requests: - raise ValueError(f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?") + raise ValueError( + f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?" + ) self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) self.log_chunk_state(chunk_request, state) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 8d0db3aaf..aed4996f1 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -129,7 +129,7 @@ def get_child_operators(operator): return operator["children"][0]["children"] return operator["children"] - def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str], total_p = 0): + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str], total_p=0): for op in program: handle = op["op_type"] + "_" + op["handle"] @@ -274,13 +274,13 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ # link all partitions to same queue reference for partition in partitions: self.chunk_store.add_partition(str(partition), queue) - - # create DAG for this partition group + + # create DAG for this partition group total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program partitions, - 0, + 0, ) print("TOTAL NUMBER OF PROCESSES", total_p) return operators diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index 3e39600e7..b2f329df1 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -1,4 +1,4 @@ -from typing import Optional, List, Tuple +from typing import Optional, List, Tuple import json from collections import defaultdict diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index fcba700bf..dd0749ee6 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -219,14 +219,14 @@ def wait_for_chunks(): logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") wait_success = False for _ in range(60): - try: + try: if wait_for_chunks(): wait_success = True break except Exception as e: logger.error(f"[Gateway Sender wait_for_chunks()] Exception: {e}") - - time.sleep(5) # originally 1 + + time.sleep(5) # originally 1 if not wait_success: raise Exception("Timed out waiting for chunks to reach state 'downloaded'") logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index c195cca39..81bdfd7bf 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -1,15 +1,17 @@ import threading -from queue import Queue import queue -from typing import Generator, List, Tuple, TypeVar import uuid import math +from typing import Optional, Generator, List, Tuple, TypeVar +from skyplane.chunk import ChunkRequest, ChunkState, Chunk from skyplane.api.config import TransferConfig from skyplane.chunk import Chunk from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject from skyplane.utils.definitions import MB from skyplane.api.transfer_job import Chunker +from skyplane.utils import logger +from queue import Queue T = TypeVar("T") @@ -17,16 +19,25 @@ class BCChunker(Chunker): def __init__( self, - src_iface: ObjectStoreInterface, - dest_ifaces: List[ObjectStoreInterface], - transfer_config: TransferConfig, - num_partitions: int = 2, - concurrent_multipart_chunk_threads: int = 64, + src_iface: Optional[ObjectStoreInterface] = None, + dest_ifaces: Optional[List[ObjectStoreInterface]] = None, + transfer_config: Optional[TransferConfig] = None, + num_partitions: Optional[int] = 2, + concurrent_multipart_chunk_threads: Optional[int] = 64, ): - self.dest_iface = dest_ifaces[0] - super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) + # read/ write to object store + if src_iface is not None: + self.dest_iface = dest_ifaces[0] + super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) + self.dest_ifaces = dest_ifaces + else: # random generate data + assert transfer_config is not None + assert transfer_config.multipart_enabled is False + self.transfer_config = transfer_config + self.src_region = transfer_config.src_region + self.dst_regions = transfer_config.dst_regions + self.num_partitions = num_partitions - self.dest_ifaces = dest_ifaces self.multipart_upload_requests = [] self.all_mappings_for_upload_ids = [] @@ -92,6 +103,58 @@ def _run_multipart_chunk_thread( self.all_mappings_for_upload_ids.append(region_bucketkey_to_upload_id) # print("Multipart upload request: ", self.multipart_upload_requests) + def transfer_pair_random_generator(self) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + """Generate random transfer pairs""" + assert self.transfer_config.gen_random_data + + n_chunks = self.transfer_config.num_random_chunks + random_chunk_size_mb = self.transfer_config.random_chunk_size_mb + + n_objs = 0 + for i in range(n_chunks): + src_obj = ObjectStoreObject(self.src_region.split(":")[0], "", "chunk_" + str(i), size=random_chunk_size_mb * MB) + dst_obj = ObjectStoreObject(self.dst_regions[0].split(":")[0], "", "chunk_" + str(i), size=random_chunk_size_mb * MB) + n_objs += 1 + logger.fs.debug(f"Yield: {src_obj}, {dst_obj}") + yield src_obj, dst_obj + + if n_objs == 0: + logger.error("No object was created from bc random generator.\n") + raise exceptions.MissingObjectException(f"No objects were created from bc random generator") + + def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: + """Converts a generator of chunks to a generator of chunk requests.""" + # read from object store + if not self.transfer_config.gen_random_data: + assert self.src_iface is not None + src_region = self.src_iface.region_tag() + dest_region = self.dst_iface.region_tag() + src_bucket = self.src_iface.bucket() + dest_bucket = self.dst_iface.bucket() + src_type = "object_store" + dst_type = src_type + + # read from random data generator + else: + src_region = self.src_region + dest_region = self.dst_regions[0] + src_bucket = None + dest_bucket = None + src_type = "random" + dst_type = "save_local" + + for chunk in gen_in: + yield ChunkRequest( + chunk=chunk, + src_region=src_region, + src_random_size_mb=self.transfer_config.random_chunk_size_mb, + dst_region=dest_region, + src_object_store_bucket=src_bucket, + dst_object_store_bucket=dest_bucket, + src_type=src_type, + dst_type=dst_type, + ) + def chunk( self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] ) -> Generator[Chunk, None, None]: diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index a3eb3ad79..0bccc4f9b 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -185,7 +185,7 @@ def monitor_single_dst_helper(dst_region): e2e_end_time = time.time() print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") - tot_runtime = float('-inf') + tot_runtime = float("-inf") for i in results: pprint(i) tot_runtime = max(tot_runtime, i["total_runtime_s"]) @@ -198,7 +198,7 @@ def monitor_single_dst_helper(dst_region): print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") print(f"Total runtime: {tot_runtime}s\n") - + print(f"Cost per gb: {round(cost_per_gb, 4)}") print(f"Total egress cost: ${tot_egress_cost}") diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 39ab65cdf..0140ef829 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -38,31 +38,34 @@ class BCTransferJob: requester_pays: bool = False uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) type: str = "" + transfer_config: TransferConfig = None def __post_init__(self): - print("Parse src: ", parse_path(self.src_path)) - provider_src, bucket_src, src_prefix = parse_path(self.src_path) - self.src_prefix = src_prefix - self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) - self.src_bucket = bucket_src - self.src_region = self.src_iface.region_tag() - - self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region - for dst_path in self.dst_paths: - provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) - print(f"Provider dst: {provider_dst}, bucket dst: {bucket_dst}, dst_prefix: {dst_prefix}") - self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) - self.dst_prefixes[bucket_dst] = dst_prefix - self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() - - # initialize bucket_dst, dst_region, dst_prefix, dst_iface to the first destination (BCTransferJob only needs one TransferJob) - self.dst_region, self.bucket_dst, self.dst_prefix = parse_path(self.dst_path) - self.dst_iface = self.dst_ifaces[self.bucket_dst] - - if self.requester_pays: - self.src_iface.set_requester_bool(True) - for dst_iface in self.dst_ifaces.values(): - dst_iface.set_requester_bool(True) + + if not self.transfer_config.gen_random_data: + print("Parse src: ", parse_path(self.src_path)) + provider_src, bucket_src, src_prefix = parse_path(self.src_path) + self.src_prefix = src_prefix + self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) + self.src_bucket = bucket_src + self.src_region = self.src_iface.region_tag() + + self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region + for dst_path in self.dst_paths: + provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) + print(f"Provider dst: {provider_dst}, bucket dst: {bucket_dst}, dst_prefix: {dst_prefix}") + self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + self.dst_prefixes[bucket_dst] = dst_prefix + self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() + + # initialize bucket_dst, dst_region, dst_prefix, dst_iface to the first destination (BCTransferJob only needs one TransferJob) + self.dst_region, self.bucket_dst, self.dst_prefix = parse_path(self.dst_path) + self.dst_iface = self.dst_ifaces[self.bucket_dst] + + if self.requester_pays: + self.src_iface.set_requester_bool(True) + for dst_iface in self.dst_ifaces.values(): + dst_iface.set_requester_bool(True) def broadcast_dispatch(self, dataplane: "BroadcastDataplane", **kwargs) -> Generator[ChunkRequest, None, None]: raise NotImplementedError("Broadcast Dispatch not implemented") @@ -92,9 +95,17 @@ def __post_init__(self): def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """Generate transfer pairs for the transfer job.""" - if chunker is None: # used for external access to transfer pair list - chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), TransferConfig()) - yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) + if self.transfer_config.gen_random_data: + if chunker is None: # used for external access to transfer pair list + chunker = BCChunker(transfer_config=self.transfer_config) + + yield from chunker.transfer_pair_random_generator() + + else: + if chunker is None: # used for external access to transfer pair list + chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), self.transfer_config) + + yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def broadcast_dispatch( self, @@ -103,7 +114,11 @@ def broadcast_dispatch( dispatch_batch_size: int = 1000, ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" - chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) + if not transfer_config.gen_random_data: + chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) + else: + chunker = BCChunker(transfer_config=self.transfer_config, num_partitions=dataplane.topology.num_partitions) + transfer_pair_generator = self.gen_transfer_pairs(chunker) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 457ebf600..26c1bab48 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -6,7 +6,8 @@ from skyplane.utils.path import parse_path from skyplane.utils.definitions import GB from skyplane.utils.definitions import gateway_docker_image -import argparse +import argparse + def start_transfer(args): # src_region = "ap-east-1" @@ -20,7 +21,7 @@ def start_transfer(args): src_cloud_provider = "aws" dst_cloud_providers = ["aws"] * len(dst_regions) - # OPT model + # OPT model source_file = "s3://skyplane-broadcast/OPT-66B/" dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] @@ -30,14 +31,14 @@ def start_transfer(args): print(source_file) print(dest_files) - # Get transfer size + # Get transfer size if src_cloud_provider in ["aws", "gcp", "azure"] and [d in ["aws", "gcp", "azure"] for d in dst_cloud_providers]: try: provider_src, bucket_src, path_src = parse_path(source_file) src_region_tag = f"{provider_src}:infer" src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) - + print("Listing objects from the source bucket") src_objects = [] for obj in src_client.list_objects(path_src): @@ -48,7 +49,6 @@ def start_transfer(args): except: raise Exception("Cannot list size in the source bucket") - client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") @@ -60,17 +60,16 @@ def start_transfer(args): type=args["algo"], n_vms=int(args["num_vms"]), num_partitions=int(args["num_partitions"]), - gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net - target_time=args["runtime_budget"], + gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net + target_time=args["runtime_budget"], filter_node=args["filter_node"], filter_edge=args["filter_edge"], solve_iterative=args["iterative"], aws_only=args["aws_only"], gcp_only=args["gcp_only"], - azure_only=args["azure_only"] + azure_only=args["azure_only"], ) - with dp.auto_deprovision(): # NOTE: need to queue copy first, then provision # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name @@ -105,21 +104,23 @@ def start_transfer(args): tracker.join() print("Transfer complete!") + def main(): # Set up arguments - parser = argparse.ArgumentParser(description='Test object store transfer') - parser.add_argument('-a', '--algo', help="Algorithms: [Ndirect, MDST, HST, ILP]", type=str) - parser.add_argument('-s', '--runtime-budget', help='Maximum runtime budget', nargs='?', required=False, const=10, type=float) - parser.add_argument('-n', '--num-vms', help='Maximum number of vms per region', nargs='?', required=True, const=1, type=int) - parser.add_argument('-p', '--num-partitions', help='Number of partitions of the solver', nargs='?', required=True, const=10, type=int) - parser.add_argument('-fe', '--filter-edge', help='Filter edge (one-hop)', required=False, action='store_true') - parser.add_argument('-fn', '--filter-node', help='Filter node (random)', required=False, action='store_true') - parser.add_argument('-i', '--iterative', help='Chunk iterative solve', required=False, action='store_true') - parser.add_argument('-aws', '--aws-only', help='Use aws only nodes', required=False, action='store_true') - parser.add_argument('-gcp', '--gcp-only', help='Use gcp only nodes', required=False, action='store_true') - parser.add_argument('-azure', '--azure-only', help='Use azure only nodes', required=False, action='store_true') + parser = argparse.ArgumentParser(description="Test object store transfer") + parser.add_argument("-a", "--algo", help="Algorithms: [Ndirect, MDST, HST, ILP]", type=str) + parser.add_argument("-s", "--runtime-budget", help="Maximum runtime budget", nargs="?", required=False, const=10, type=float) + parser.add_argument("-n", "--num-vms", help="Maximum number of vms per region", nargs="?", required=True, const=1, type=int) + parser.add_argument("-p", "--num-partitions", help="Number of partitions of the solver", nargs="?", required=True, const=10, type=int) + parser.add_argument("-fe", "--filter-edge", help="Filter edge (one-hop)", required=False, action="store_true") + parser.add_argument("-fn", "--filter-node", help="Filter node (random)", required=False, action="store_true") + parser.add_argument("-i", "--iterative", help="Chunk iterative solve", required=False, action="store_true") + parser.add_argument("-aws", "--aws-only", help="Use aws only nodes", required=False, action="store_true") + parser.add_argument("-gcp", "--gcp-only", help="Use gcp only nodes", required=False, action="store_true") + parser.add_argument("-azure", "--azure-only", help="Use azure only nodes", required=False, action="store_true") args = vars(parser.parse_args()) start_transfer(args) -if __name__ == '__main__': + +if __name__ == "__main__": main() diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py new file mode 100644 index 000000000..420b9fdfe --- /dev/null +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -0,0 +1,122 @@ +import traceback +import skyplane +import typer +import time + +from skyplane.obj_store.object_store_interface import ObjectStoreObject +from skyplane.utils.definitions import GB, MB +from skyplane.config_paths import cloud_config, config_path +from skyplane.cli.impl.common import console, print_header +from typing import List +from skyplane.broadcast.bc_client import SkyplaneBroadcastClient + +app = typer.Typer(name="broadcast") + + +@app.command() +def replicate_random( + src_region: str, + dst_regions: List[str], + num_gateways: int = typer.Option(1, "--num-gateways", "-n", help="Number of gateways"), + num_chunks: int = typer.Option(1, "--num-chunks", "-c", help="Number of chunks"), + # for ILP + num_partitions: int = typer.Option(10, "--num-partitions", "-p", help="Number of partitions"), + filter_node: bool = typer.Option(False, "--filter-nodes", "-fn", help="Filter nodes"), + filter_edge: bool = typer.Option(False, "--filter-edges", "-fe", help="Filter edges"), + iterative: bool = typer.Option(False, "--iterative", "-i", help="Chunk iterative solve"), + aws_only: bool = typer.Option(False, "--aws-only", "-aws", help="Use AWS only nodes and edges"), + gcp_only: bool = typer.Option(False, "--gcp-only", "-gcp", help="Use GCP only nodes and edges"), + azure_only: bool = typer.Option(False, "--azure-only", "-azure", help="Use Azure only nodes and edges"), + # transfer flags + reuse_gateways: bool = typer.Option(False, help="If true, will leave provisioned instances running to be reused"), + debug: bool = typer.Option(True, help="If true, will write debug information to debug directory."), + confirm: bool = typer.Option(cloud_config.get_flag("autoconfirm"), "--confirm", "-y", "-f", help="Confirm all transfer prompts"), + # solver + algo: str = typer.Option("Ndirect", "--algo", "-a", help="Algorithm selected from [MDST, HST, ILP]"), + solver_target_time_budget: float = typer.Option( + 10, "--time-budget", "-s", help="Solver option for ILP: Required time budget in seconds" + ), + solver_verbose: bool = False, +): + s_cloud_provider, s_region = src_region.split(":") + d_cloud_providers = [] + d_regions = [] + for d in dst_regions: + dst_cloud_provider, dst_region = d.split(":") + d_cloud_providers.append(dst_cloud_provider) + d_regions.append(dst_region) + + # create transfer list + # 8, 80, 800, 1600, 3200, 4000, 8000(n_chunks) + # 0.5, 5, 50, 100, 200, 250, 500 (transfer siz2e in GB) + # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) + + random_chunk_size_mb = 64 + transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB + + client = SkyplaneBroadcastClient( + aws_config=skyplane.AWSConfig(), + # all for transfer configs, might be better way to do this + multipart_enabled=False, + generate_random=True, + num_random_chunks=num_chunks, + random_chunk_size_mb=random_chunk_size_mb, + src_region=src_region, + dst_regions=dst_regions, + ) + print(f"Log dir: {client.log_dir}/client.log") + print("Transfer size (in GB): ", transfer_size_gbytes) + + dp = client.broadcast_dataplane( + src_cloud_provider=s_cloud_provider, + src_region=s_region, + dst_cloud_providers=d_cloud_providers, + dst_regions=d_regions, + type=algo, + n_vms=int(num_gateways), + num_partitions=int(num_partitions), + gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net + target_time=solver_target_time_budget, + filter_node=filter_node, + filter_edge=filter_edge, + solve_iterative=iterative, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only, + ) + + with dp.auto_deprovision(): + # not doing anything + dp.queue_copy( + "", + [], + ) + + dp.provision(allow_firewall=False, spinner=True) + tracker = dp.run_async() + + # monitor the transfer + print("Waiting for transfer to complete...") + while True: + # handle errors + if tracker.errors: + for ip, error_list in tracker.errors.items(): + for error in error_list: + print(f"Error on {ip}: {error}") + break + + bytes_remaining, _ = tracker.query_bytes_remaining() + timestamp = time.strftime("%H:%M:%S", time.localtime()) + if bytes_remaining is None: + print(f"{timestamp} Transfer not yet started") + elif bytes_remaining > 0: + print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + else: + break + time.sleep(10) + tracker.join() + print("Transfer complete!") + + +if __name__ == "__main__": + app() diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index bdc81f346..e0815f1a0 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -8,6 +8,7 @@ from skyplane.utils import logger import functools + @functools.lru_cache(maxsize=None) def get_path_cost(src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): from skyplane.compute.cloud_provider import CloudProvider @@ -15,6 +16,7 @@ def get_path_cost(src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" return CloudProvider.get_transfer_cost(src, dst) + def make_nx_graph(cost, throughput): G = nx.DiGraph() for _, row in throughput.iterrows(): @@ -167,4 +169,4 @@ def networkx_to_graphviz(g, label="partition"): plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) - h.view() \ No newline at end of file + h.view() diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 9b4f3a1d6..7967fb570 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -333,10 +333,10 @@ def check_stderr(tup): # NOTE: (BC) upload gateway specification for this gateway if gateway_programs: - #for ip, program in gateway_programs.items(): + # for ip, program in gateway_programs.items(): # print(ip) # pprint(program.to_dict()) - + region_tag = self.region_tag.replace(":", "_") filename = f"gateway_programs_{region_tag}.json" write_json_dir = tmp_log_dir / "gw_programs" From b5e3d185d09a054a34e5e6ca5796ffb54a5d7741 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 10 Dec 2022 21:59:31 -0800 Subject: [PATCH 028/186] add more regions --- examples/aws_bucket_replication.py | 2 +- skyplane/broadcast/test/bc_objstore.py | 24 +++++++++++++++++----- skyplane/compute/aws/aws_cloud_provider.py | 1 + 3 files changed, 21 insertions(+), 6 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 6653b5945..5de49a239 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -28,7 +28,7 @@ def bucket_handle(region): # return f"broadcast-experiment-{region}" - return f"broadcast-{region}" + return f"broadcast-opt-{region}" def delete_policy(policy_arn): diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index a762c56c3..a45668a83 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -1,4 +1,5 @@ import time +from skyplane.obj_store.s3_interface import S3Interface import skyplane from skyplane.broadcast.bc_client import SkyplaneBroadcastClient @@ -9,10 +10,13 @@ import argparse def start_transfer(args): - # src_region = "ap-east-1" - src_region = "us-east-1" + #src_region = "ap-east-1" + src_region = "af-south-1" + #src_region = "us-east-1" #dst_regions = ["ap-southeast-2", "ap-south-1"] - dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-3", "ap-northeast-1"] + #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + #dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] + dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] @@ -21,12 +25,22 @@ def start_transfer(args): dst_cloud_providers = ["aws"] * len(dst_regions) # OPT model - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] + #source_file = "s3://skyplane-broadcast/OPT-66B/" + source_file = f"s3://broadcast-opt-{src_region}/test_replication/" + dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] + # create bucket if it doesn't exist + for (region, bucket_path) in zip(dst_regions, dest_files): + bucket_name = bucket_path.split("/")[2] + bucket = S3Interface(bucket_name) + try: + bucket.create_bucket(region) + except Exception as e: + print(e) + print(source_file) print(dest_files) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index ed69755b6..36c0da216 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -221,6 +221,7 @@ def start_instance(subnet_id: str): current_subnet_id = 0 for i in range(max_retries): try: + print("subnet", region, subnets[current_subnet_id]) instance = start_instance(subnets[current_subnet_id].id) break except exceptions.ClientError as e: From 04b84f03db9e1883bfa046a43e0f7369cc8ad4ec Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 10 Dec 2022 23:43:02 -0800 Subject: [PATCH 029/186] increase queue size --- skyplane/broadcast/gateway/gateway_queue.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 1b3b24a28..3c50b4259 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=1000): + def __init__(self, maxsize=100000): self.q = Queue(maxsize) self.handles = [] @@ -23,7 +23,7 @@ def get_handles(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=1000): + def __init__(self, maxsize=100000): self.q = {} self.maxsize = maxsize From 9befa07f121a289c4f4abf772c547f609ee134ec Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sun, 11 Dec 2022 16:27:50 -0800 Subject: [PATCH 030/186] merge --- skyplane/broadcast/bc_client.py | 1 + skyplane/broadcast/bc_dataplane.py | 2 +- .../broadcast/gateway/gateway_daemon_api.py | 2 +- skyplane/broadcast/gateway/gateway_queue.py | 4 +- skyplane/broadcast/impl/bc_tracker.py | 24 +++++++++--- skyplane/broadcast/impl/bc_transfer_job.py | 39 ++++++++++--------- skyplane/broadcast/test/bc_objstore.py | 15 ++++--- .../broadcast/test/test_random_broadcast.py | 6 +-- 8 files changed, 56 insertions(+), 37 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 428bb213d..a4ed3dcc8 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -47,6 +47,7 @@ def __init__( random_chunk_size_mb=random_chunk_size_mb, src_region=src_region, dst_regions=dst_regions, + use_bbr = False ) ) print("transfer config: ", transfer_config) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 77ce4f17a..f24702c43 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -304,7 +304,7 @@ def _start_gateway( gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs gateway_docker_image=gateway_docker_image, e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=self.transfer_config.use_bbr, + use_bbr=False, use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 6b44ffbd1..34fadcf66 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -248,7 +248,7 @@ def get_chunk_request(chunk_id: int): # add a new chunk request with default state registered @app.route("/api/v1/chunk_requests", methods=["POST"]) def add_chunk_request(): - logging.debug(f"[gateway_api] Recieved chunk request {request.json}") + logging.info(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 3c50b4259..e94a05daa 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=100000): + def __init__(self, maxsize=4000): self.q = Queue(maxsize) self.handles = [] @@ -23,7 +23,7 @@ def get_handles(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=100000): + def __init__(self, maxsize=4000): self.q = {} self.maxsize = maxsize diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 0bccc4f9b..f57c91342 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -172,6 +172,7 @@ def monitor_single_dst_helper(dst_region): raise e UsageClient.log_transfer(transfer_stats, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) + return transfer_stats # Record only the transfer time per destination @@ -179,9 +180,20 @@ def monitor_single_dst_helper(dst_region): results = [] with ThreadPoolExecutor(max_workers=len(self.dst_regions)) as executor: e2e_start_time = time.time() - future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] - for future in as_completed(future_list): - results.append(future.result()) + try: + future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] + for future in as_completed(future_list): + results.append(future.result()) + except Exception as e: + print("copying gateway logs") + logger.warning("Copying gateway logs") + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) + raise e + finally: + print("copying gateway logs") + logger.warning("Copying gateway logs") + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) + e2e_end_time = time.time() print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") @@ -242,7 +254,7 @@ def monitor_transfer(pd, self, dst_region): # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() - print("ERRORS", errors) + # print("ERRORS", errors) if any(errors.values()): print("copying gateway logs") @@ -255,7 +267,7 @@ def monitor_transfer(pd, self, dst_region): log_df = pd.DataFrame(self._query_chunk_status()) if log_df.empty: logger.warning("No chunk status log entries yet") - time.sleep(10) + time.sleep(50) continue is_complete_rec = ( @@ -312,7 +324,7 @@ def monitor_transfer(pd, self, dst_region): raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) # sleep - time.sleep(30) + time.sleep(100) @property def is_complete(self): diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 0140ef829..013ba11ce 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -111,7 +111,7 @@ def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 1000, + dispatch_batch_size: int = 200, ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" if not transfer_config.gen_random_data: @@ -223,23 +223,26 @@ def complete_fn(batch): do_parallel(complete_fn, batches, n=-1) def bc_verify(self, dst_region: str): - # NOTE: assume dst keys are the same across destinations? - dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} - print("[verify] Dst keys: ", dst_keys) - - dest_iface_list = set(d for d in self.dst_ifaces.values() if d.region_tag() == dst_region) - - for dest_iface in dest_iface_list: - for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): - # check metadata (src.size == dst.size) && (src.modified <= dst.modified) - src_obj = dst_keys.get(obj.key) - if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: - del dst_keys[obj.key] - if dst_keys: - print("[verify] object verification failed: ", [obj.key for obj in dst_keys.values()]) - raise exceptions.TransferFailedException( - f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] - ) + # only veryfiy when there's an object store connection + + if not self.transfer_config.gen_random_data: + # NOTE: assume dst keys are the same across destinations? + dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} + print("[verify] Dst keys: ", dst_keys) + + dest_iface_list = set(d for d in self.dst_ifaces.values() if d.region_tag() == dst_region) + + for dest_iface in dest_iface_list: + for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): + # check metadata (src.size == dst.size) && (src.modified <= dst.modified) + src_obj = dst_keys.get(obj.key) + if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: + del dst_keys[obj.key] + if dst_keys: + print("[verify] object verification failed: ", [obj.key for obj in dst_keys.values()]) + raise exceptions.TransferFailedException( + f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] + ) @dataclass diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 26c1bab48..30fc0c7f3 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -10,10 +10,10 @@ def start_transfer(args): - # src_region = "ap-east-1" - src_region = "us-east-1" - dst_regions = ["ap-southeast-2", "ap-south-1"] - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + src_region = "ap-east-1" + # src_region = "us-east-1" + # dst_regions = ["ap-southeast-2", "ap-south-1"] + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] @@ -22,8 +22,11 @@ def start_transfer(args): dst_cloud_providers = ["aws"] * len(dst_regions) # OPT model - source_file = "s3://skyplane-broadcast/OPT-66B/" - dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] + # source_file = "s3://skyplane-broadcast/OPT-66B/" + # dest_files = [f"s3://broadcast-{d}/OPT-66B/" for d in dst_regions] + + source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 420b9fdfe..967def52d 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -47,9 +47,9 @@ def replicate_random( d_regions.append(dst_region) # create transfer list - # 8, 80, 800, 1600, 3200, 4000, 8000(n_chunks) - # 0.5, 5, 50, 100, 200, 250, 500 (transfer siz2e in GB) - # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) + # 8, 80, 800, 1600, 3200, 4000, 4800 8000(n_chunks) + # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer siz2e in GB) + # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) random_chunk_size_mb = 64 transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB From eb6772e9c3170bbca810181e7557e7ad7192b59e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 11 Dec 2022 16:29:57 -0800 Subject: [PATCH 031/186] change regions --- skyplane/broadcast/test/bc_objstore.py | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index a45668a83..67b816546 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -10,13 +10,14 @@ import argparse def start_transfer(args): - #src_region = "ap-east-1" - src_region = "af-south-1" + src_region = "ap-east-1" + #src_region = "af-south-1" #src_region = "us-east-1" #dst_regions = ["ap-southeast-2", "ap-south-1"] - #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-1", "ap-northeast-3", "ap-northeast-2"] #dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] - dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] + #dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] + # dst_regions = ["ap-northeast-3", "ap-northeast-2"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] From 5f222371c23666455d929e46f4f66d38bb337de9 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sun, 11 Dec 2022 19:13:11 -0800 Subject: [PATCH 032/186] reduce # of connections --- .gitignore | 1 + skyplane/broadcast/bc_dataplane.py | 10 ++++++---- skyplane/broadcast/impl/bc_tracker.py | 14 ++++++++++++-- 3 files changed, 19 insertions(+), 6 deletions(-) diff --git a/.gitignore b/.gitignore index b04eef281..4eb96cdff 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ __pycache__/ # Distribution / packaging .Python +log/ build/ develop-eggs/ dist/ diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index f24702c43..e6cb99556 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -100,7 +100,7 @@ def add_operator_receive_send( if gen_random_data: receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) else: - receive_op = GatewayReceive() + receive_op = GatewayReceive(max_pending_chunks=64) else: receive_op = GatewayReadObjectStore( bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) @@ -141,7 +141,8 @@ def add_operator_receive_send( tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) for next_region, next_region_ips in region_to_ips_map.items(): - num_connections = int(max_conn_per_vm / tot_senders) + # num_connections = int(max_conn_per_vm / tot_senders) + num_connections = 32 if ( next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" @@ -172,7 +173,8 @@ def add_operator_receive_send( else: ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] - num_connections = int(max_conn_per_vm / len(ips)) + # num_connections = int(max_conn_per_vm / len(ips)) + num_connections = 32 send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] # if num of gateways > 1, then connect to MUX_OR @@ -188,7 +190,7 @@ def add_operator_receive_send( def add_dst_operator( self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None ): - receive_op = GatewayReceive() + receive_op = GatewayReceive(max_pending_chunks=64) bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) # write diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index f57c91342..095704e08 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -155,6 +155,16 @@ def monitor_single_dst_helper(dst_region): print("Individual transfer statistics") pprint(transfer_stats) + size_of_transfer = self.calculate_size(dst_region) + cost_per_gb = self.dataplane.topology.cost_per_gb + tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) + + print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") + print(f"Cost per gb: {round(cost_per_gb, 4)}") + print(f"Total egress cost: ${tot_egress_cost}") + print(f"Total # of vms: {self.dataplane.topology.tot_vms}") + print(f"Total vm price per s: {self.dataplane.topology.tot_vm_price_per_s}") + try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") @@ -267,7 +277,7 @@ def monitor_transfer(pd, self, dst_region): log_df = pd.DataFrame(self._query_chunk_status()) if log_df.empty: logger.warning("No chunk status log entries yet") - time.sleep(50) + time.sleep(10) continue is_complete_rec = ( @@ -324,7 +334,7 @@ def monitor_transfer(pd, self, dst_region): raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) # sleep - time.sleep(100) + time.sleep(30) @property def is_complete(self): From 5a6cfe6f342f8c7afd2846ebd63960bff770e613 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sun, 11 Dec 2022 22:06:57 -0800 Subject: [PATCH 033/186] lower # of connections --- skyplane/broadcast/bc_dataplane.py | 4 ++-- skyplane/broadcast/gateway/gateway_daemon.py | 2 +- skyplane/broadcast/test/bc_objstore.py | 8 ++++---- 3 files changed, 7 insertions(+), 7 deletions(-) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index e6cb99556..27faf4429 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -142,7 +142,7 @@ def add_operator_receive_send( for next_region, next_region_ips in region_to_ips_map.items(): # num_connections = int(max_conn_per_vm / tot_senders) - num_connections = 32 + num_connections = 8 if ( next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" @@ -174,7 +174,7 @@ def add_operator_receive_send( ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] # num_connections = int(max_conn_per_vm / len(ips)) - num_connections = 32 + num_connections = 8 send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] # if num of gateways > 1, then connect to MUX_OR diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 0da2d1248..63bb5a5eb 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -283,7 +283,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ program, # single partition program partitions ) - print("TOTAL NUMBER OF PROCESSES", total_p) + # print("TOTAL NUMBER OF PROCESSES", total_p) return operators def run(self): diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 9f6390763..23bf65450 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -27,11 +27,11 @@ def start_transfer(args): # OPT model #source_file = "s3://skyplane-broadcast/OPT-66B/" - source_file = f"s3://broadcast-opt-{src_region}/test_replication/" - dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] + # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" + # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - #source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - #dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] From 4db2767c024a077a34c8b45117e821e5277e957d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Dec 2022 12:14:42 -0800 Subject: [PATCH 034/186] fix error --- skyplane/api/provisioner.py | 1 + skyplane/broadcast/gateway/gateway_daemon.py | 3 ++- skyplane/utils/fn.py | 2 +- 3 files changed, 4 insertions(+), 2 deletions(-) diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 29c7f0304..a07281738 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -85,6 +85,7 @@ def get_node(self, uuid: str) -> compute.Server: return self.provisioned_vms[uuid] def _provision_task(self, task: ProvisionerTask): + print("provision", task.region) with Timer() as t: if task.cloud_provider == "aws": assert self.aws.auth.enabled(), "AWS credentials not configured" diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 0da2d1248..fcd8ed07e 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -253,6 +253,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ pprint(gateway_program) # create operator tree for each partition + total_p = 0 for program_group in gateway_program: partitions = program_group["partitions"] program = program_group["value"] @@ -278,7 +279,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ self.chunk_store.add_partition(str(partition), queue) # create DAG for this partition group - total_p = create_gateway_operators_helper( + total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program partitions diff --git a/skyplane/utils/fn.py b/skyplane/utils/fn.py index 076963339..78d9bcafc 100644 --- a/skyplane/utils/fn.py +++ b/skyplane/utils/fn.py @@ -42,7 +42,7 @@ def wrapped_fn(args): try: return args, func(args) except Exception as e: - logger.error(f"Error running {func.__name__}: {e}") + logger.error(f"Error running {func.__name__}, {args}: {e}") raise results = [] From 7c43ab2156018b11af7c020674b6842ce7ad7db9 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Dec 2022 15:41:05 -0800 Subject: [PATCH 035/186] add banned nodes --- skyplane/broadcast/bc_dataplane.py | 2 +- skyplane/broadcast/bc_planner.py | 11 +++++++++++ skyplane/broadcast/impl/bc_transfer_job.py | 5 +++++ skyplane/broadcast/test/bc_objstore.py | 4 ++-- 4 files changed, 19 insertions(+), 3 deletions(-) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 27faf4429..78a4eea34 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -114,7 +114,7 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - print(f"{region} has no next region to forward data to: {g.edges.data()}") + #print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 298394092..0c09fc88b 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -578,6 +578,12 @@ def solve_partition( constraints = [] + # dirty hack to ban some regions + print(nodes) + #for banned_node in ["aws:eu-south-2"]: + # i = nodes.index(banned_node) + # constraints.append(v[i] == 1) + # constraints on VM per region for i in range(num_nodes): constraints.append(v[i] <= max_vm_per_region - existing_vms[i]) @@ -716,6 +722,11 @@ def plan_iterative( g = g.subgraph(src_dst_li + sampled).copy() print(f"Filter node (only use): {src_dst_li + sampled}") + # banned nodes + sampled = list(self.G.nodes) + sampled.remove("aws:eu-south-2") + g = g.subgraph(sampled).copy() + cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) edges = list(g.edges) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 013ba11ce..46b442739 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -184,7 +184,12 @@ def dispatch_id_maps_to_dst(): ) end = time.time() if reply.status != 200: + print("failed to dispatch") + print(server.instance_name()) + print(server.public_ip()) + time.sleep(100000) raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 23bf65450..3dd995983 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -30,8 +30,8 @@ def start_transfer(args): # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] From 3104803f5d854d5549f0a897f0a6c914cda3b459 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Dec 2022 17:06:28 -0800 Subject: [PATCH 036/186] Filter out specific regions and fix ILP (#723) --- skyplane/api/provisioner.py | 1 + skyplane/broadcast/bc_dataplane.py | 6 ++++- skyplane/broadcast/bc_planner.py | 28 +++++++++++++++++--- skyplane/broadcast/gateway/gateway_daemon.py | 4 ++- skyplane/broadcast/impl/bc_transfer_job.py | 5 ++++ skyplane/broadcast/test/bc_objstore.py | 4 +-- skyplane/utils/fn.py | 2 +- 7 files changed, 41 insertions(+), 9 deletions(-) diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 29c7f0304..a07281738 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -85,6 +85,7 @@ def get_node(self, uuid: str) -> compute.Server: return self.provisioned_vms[uuid] def _provision_task(self, task: ProvisionerTask): + print("provision", task.region) with Timer() as t: if task.cloud_provider == "aws": assert self.aws.auth.enabled(), "AWS credentials not configured" diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 27faf4429..f37ddaf07 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -114,7 +114,7 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - print(f"{region} has no next region to forward data to: {g.edges.data()}") + #print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region @@ -280,6 +280,8 @@ def current_gw_programs(self): self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=None) gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) + assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" + print("PROGRAM", gateway_programs[node]) return gateway_programs @@ -301,6 +303,8 @@ def _start_gateway( if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) + print("current program", self.current_gw_programs) + gateway_server.start_gateway( {}, # don't need setup arguments here to pass as outgoing_ports gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 298394092..7cd645433 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -1,4 +1,5 @@ import os +from random import sample import subprocess from pathlib import Path @@ -578,6 +579,12 @@ def solve_partition( constraints = [] + # dirty hack to ban some regions + print(nodes) + #for banned_node in ["aws:eu-south-2"]: + # i = nodes.index(banned_node) + # constraints.append(v[i] == 1) + # constraints on VM per region for i in range(num_nodes): constraints.append(v[i] <= max_vm_per_region - existing_vms[i]) @@ -676,10 +683,11 @@ def solve_partition( i[edges.index(e)] = 1 # keep future solutions feasible by making sure destinations have # enough remaining ingress to recieve the remaining data - constraints.append( - cp.sum(i @ p) * partition_size_gb * 8 + existing_ingress[node_i] - <= s * ingress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 - ) + if node in dest_v: + constraints.append( + cp.sum(i @ p) * partition_size_gb * 8 + existing_ingress[node_i] + <= s * ingress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 + ) prob = cp.Problem(obj, constraints) @@ -716,6 +724,12 @@ def plan_iterative( g = g.subgraph(src_dst_li + sampled).copy() print(f"Filter node (only use): {src_dst_li + sampled}") + # banned nodes + sampled = list(self.G.nodes) + sampled.remove("aws:eu-south-2") + sampled.remove("aws:eu-central-2") + g = g.subgraph(sampled).copy() + cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) edges = list(g.edges) @@ -860,6 +874,12 @@ def plan( g = g.subgraph(src_dst_li + sampled).copy() print(f"Filter node (only use): {src_dst_li + sampled}") + # banned nodes + sampled = list(self.G.nodes) + sampled.remove("aws:eu-south-2") + sampled.remove("aws:eu-central-2") + g = g.subgraph(sampled).copy() + cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 63bb5a5eb..1365d8eb2 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -43,6 +43,7 @@ def __init__( print("starting gateway daemon", gateway_program_path) pprint(gateway_program) + assert len(gateway_program) > 0, f"Cannot have empty gateway program {gateway_program}" self.use_tls = use_tls @@ -253,6 +254,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ pprint(gateway_program) # create operator tree for each partition + total_p = 0 for program_group in gateway_program: partitions = program_group["partitions"] program = program_group["value"] @@ -278,7 +280,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ self.chunk_store.add_partition(str(partition), queue) # create DAG for this partition group - total_p = create_gateway_operators_helper( + total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program partitions diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 013ba11ce..46b442739 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -184,7 +184,12 @@ def dispatch_id_maps_to_dst(): ) end = time.time() if reply.status != 200: + print("failed to dispatch") + print(server.instance_name()) + print(server.public_ip()) + time.sleep(100000) raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 23bf65450..3dd995983 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -30,8 +30,8 @@ def start_transfer(args): # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] diff --git a/skyplane/utils/fn.py b/skyplane/utils/fn.py index 076963339..78d9bcafc 100644 --- a/skyplane/utils/fn.py +++ b/skyplane/utils/fn.py @@ -42,7 +42,7 @@ def wrapped_fn(args): try: return args, func(args) except Exception as e: - logger.error(f"Error running {func.__name__}: {e}") + logger.error(f"Error running {func.__name__}, {args}: {e}") raise results = [] From a47c341a4aa010c1945cd669369c6f01d586cf1f Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 17:35:03 -0800 Subject: [PATCH 037/186] merge --- .gitignore | 3 + skyplane/api/config.py | 4 +- skyplane/broadcast/bc_client.py | 2 +- skyplane/broadcast/bc_dataplane.py | 18 +- skyplane/broadcast/bc_planner.py | 31 +- skyplane/broadcast/gateway/gateway_daemon.py | 4 +- .../gateway/operators/gateway_operator.py | 2 +- .../gateway/operators/gateway_receiver.py | 2 +- skyplane/broadcast/impl/bc_chunker.py | 6 +- skyplane/broadcast/impl/bc_tracker.py | 2 +- skyplane/broadcast/impl/bc_transfer_job.py | 2 +- skyplane/broadcast/profiles/old/cost.csv | 3970 +++++++++++++ .../profiles/{ => old}/throughput.csv | 0 .../profiles/old/whole_throughput_11_28.csv | 4971 +++++++++++++++++ skyplane/broadcast/test/bc_objstore.py | 16 +- .../broadcast/test/test_random_broadcast.py | 5 +- 16 files changed, 9000 insertions(+), 38 deletions(-) create mode 100644 skyplane/broadcast/profiles/old/cost.csv rename skyplane/broadcast/profiles/{ => old}/throughput.csv (100%) create mode 100644 skyplane/broadcast/profiles/old/whole_throughput_11_28.csv diff --git a/.gitignore b/.gitignore index 4eb96cdff..337daf55d 100644 --- a/.gitignore +++ b/.gitignore @@ -11,6 +11,9 @@ __pycache__/ # C extensions *.so +# experiment scripts +*.sh + # Distribution / packaging .Python log/ diff --git a/skyplane/api/config.py b/skyplane/api/config.py index dd95e5aa5..eb01b91e9 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -42,12 +42,12 @@ def make_auth_provider(self) -> compute.GCPAuthentication: return compute.GCPAuthentication(config=self) # type: ignore -@dataclass(frozen=True) +@dataclass(frozen=True) class TransferConfig: autoterminate_minutes: int = 15 requester_pays: bool = False - # randomly generate data or not for broadcast + # randomly generate data or not for broadcast gen_random_data: bool = False random_chunk_size_mb: Optional[float] = None num_random_chunks: Optional[int] = None diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index a4ed3dcc8..906dd41f7 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -47,7 +47,7 @@ def __init__( random_chunk_size_mb=random_chunk_size_mb, src_region=src_region, dst_regions=dst_regions, - use_bbr = False + use_bbr=False, ) ) print("transfer config: ", transfer_config) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index f37ddaf07..4445dc2ae 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -72,7 +72,7 @@ def __init__( def get_ips_in_region(self, region: str): public_ips = [self.bound_nodes[n].public_ip() for n in self.topology.gateway_nodes if n.region == region] private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] - return public_ips, public_ips + return public_ips, private_ips def get_object_store_connection(self, region: str): provider = region.split(":")[0] @@ -91,7 +91,7 @@ def add_operator_receive_send( obj_store: Optional[Tuple[str, str]] = None, dst_op: Optional[GatewayReceive] = None, gen_random_data: bool = False, - max_conn_per_vm: int = 128, + max_conn_per_vm: int = 256, ) -> bool: if dst_op is not None: receive_op = dst_op @@ -100,7 +100,7 @@ def add_operator_receive_send( if gen_random_data: receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) else: - receive_op = GatewayReceive(max_pending_chunks=64) + receive_op = GatewayReceive() else: receive_op = GatewayReadObjectStore( bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) @@ -114,7 +114,7 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - #print(f"{region} has no next region to forward data to: {g.edges.data()}") + # print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region @@ -141,12 +141,12 @@ def add_operator_receive_send( tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) for next_region, next_region_ips in region_to_ips_map.items(): - # num_connections = int(max_conn_per_vm / tot_senders) - num_connections = 8 + num_connections = int(max_conn_per_vm / tot_senders) if ( next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" ): # gcp to gcp connection, use private ips + print("GCP to GCP connection, should use private ips") send_ops = [ GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in region_to_private_ips_map[next_region] @@ -169,12 +169,12 @@ def add_operator_receive_send( next_region = list(region_to_ips_map.keys())[0] if next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp": + print("GCP to GCP connection, should use private ips") ips = [ip for next_region_ips in region_to_private_ips_map.values() for ip in next_region_ips] else: ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] - # num_connections = int(max_conn_per_vm / len(ips)) - num_connections = 8 + num_connections = int(max_conn_per_vm / len(ips)) send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] # if num of gateways > 1, then connect to MUX_OR @@ -190,7 +190,7 @@ def add_operator_receive_send( def add_dst_operator( self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None ): - receive_op = GatewayReceive(max_pending_chunks=64) + receive_op = GatewayReceive() bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) # write diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 7cd645433..eab0ccc50 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -469,15 +469,24 @@ def combine_partition_subgraphs(self, partition_g): for i in range(len(partition_g)): for edge in partition_g[i].edges: if edge[0] in bg and edge[1] in bg[edge[0]]: - bg[edge[0]][edge[1]]["partitions"].append(i) + bg[edge[0]][edge[1]]["partitions"].append(str(i)) else: e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] bg.add_edge(edge[0], edge[1], partitions=[i], cost=e["cost"], throughput=e["throughput"]) - for node in partition_g[i].nodes: - if "num_vms" not in bg.nodes[node]: - bg.nodes[node]["num_vms"] = 0 - bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + for node in bg.nodes: + bg.nodes[node]["num_vms"] = 0 + for i in range(len(partition_g)): + if node in partition_g[i].nodes: + bg.nodes[node]["num_vms"] = max(partition_g[i].nodes[node]["num_vms"], bg.nodes[node]["num_vms"]) + + # for i in range(len(partition_g)): + # for node in partition_g[i].nodes: + # if node not in bg.nodes: + # continue + # if "num_vms" not in bg.nodes[node]: + # bg.nodes[node]["num_vms"] = 0 + # bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] return bg @@ -501,14 +510,18 @@ def create_topo_graph(self, p, v, g, edges, nodes): result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) remove_nodes = [] # number of vms is one but the + for i in range(len(v_result)): num_vms = int(v_result[i]) if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen - remove_nodes.append(nodes[i]) + result_g.add_node(nodes[i], num_vms=num_vms) + print("Edge: ", result_g.edges.data()) + print("Node: ", result_g.nodes.data()) + print("Num of node: ", len(result_g.nodes)) + print("TOPO GRPAH RESULTS: ", v_result) return result_g def get_egress_ingress(self, g, nodes, edges, partition_size, p): @@ -574,7 +587,7 @@ def solve_partition( # optimization problem (minimize sum of costs) egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * instance_cost_s * s # NOTE(sl): adding instance cost every time? + instance_cost = cp.sum(v) * instance_cost_s * s * 10000000 # NOTE(sl): adding instance cost every time? obj = cp.Minimize(egress_cost + instance_cost) constraints = [] @@ -868,6 +881,8 @@ def plan( g = self.G # node-approximation + from random import sample + if filter_node: src_dst_li = [problem.src] + problem.dsts sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 1365d8eb2..0cfc3c743 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -173,7 +173,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ region=self.region, input_queue=input_queue, output_queue=output_queue, - n_processes=1, # dummy wait thread, not actual reciever + n_processes=1, # dummy wait thread, not actual reciever chunk_store=self.chunk_store, error_event=self.error_event, error_queue=self.error_queue, @@ -283,7 +283,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ total_p += create_gateway_operators_helper( self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition program, # single partition program - partitions + partitions, ) # print("TOTAL NUMBER OF PROCESSES", total_p) return operators diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 2fc3b2c19..aa76e050d 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -268,7 +268,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - #while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index d57c6c157..aeebeb33b 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -40,7 +40,7 @@ def __init__( self.error_event = error_event self.error_queue = error_queue self.recv_block_size = recv_block_size - self.max_pending_chunks = 64 #max_pending_chunks + self.max_pending_chunks = 64 # max_pending_chunks self.use_compression = use_compression if e2ee_key_bytes is None: self.e2ee_secretbox = None diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py index 81bdfd7bf..ae9a826da 100644 --- a/skyplane/broadcast/impl/bc_chunker.py +++ b/skyplane/broadcast/impl/bc_chunker.py @@ -25,7 +25,7 @@ def __init__( num_partitions: Optional[int] = 2, concurrent_multipart_chunk_threads: Optional[int] = 64, ): - # read/ write to object store + # read/ write to object store if src_iface is not None: self.dest_iface = dest_ifaces[0] super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) @@ -139,7 +139,7 @@ def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[C src_region = self.src_region dest_region = self.dst_regions[0] src_bucket = None - dest_bucket = None + dest_bucket = None src_type = "random" dst_type = "save_local" @@ -147,7 +147,7 @@ def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[C yield ChunkRequest( chunk=chunk, src_region=src_region, - src_random_size_mb=self.transfer_config.random_chunk_size_mb, + src_random_size_mb=self.transfer_config.random_chunk_size_mb, dst_region=dest_region, src_object_store_bucket=src_bucket, dst_object_store_bucket=dest_bucket, diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 095704e08..e9feb24be 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -190,7 +190,7 @@ def monitor_single_dst_helper(dst_region): results = [] with ThreadPoolExecutor(max_workers=len(self.dst_regions)) as executor: e2e_start_time = time.time() - try: + try: future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] for future in as_completed(future_list): results.append(future.result()) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 46b442739..828c920f5 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -230,7 +230,7 @@ def complete_fn(batch): def bc_verify(self, dst_region: str): # only veryfiy when there's an object store connection - if not self.transfer_config.gen_random_data: + if not self.transfer_config.gen_random_data: # NOTE: assume dst keys are the same across destinations? dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} print("[verify] Dst keys: ", dst_keys) diff --git a/skyplane/broadcast/profiles/old/cost.csv b/skyplane/broadcast/profiles/old/cost.csv new file mode 100644 index 000000000..3a8ed3bff --- /dev/null +++ b/skyplane/broadcast/profiles/old/cost.csv @@ -0,0 +1,3970 @@ +src,dest,src_tier,dest_tier,cost +aws:af-south-1,aws:af-south-1,PREMIUM,PREMIUM,0.0 +aws:af-south-1,aws:ap-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-northeast-3,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-southeast-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ap-southeast-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:ca-central-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-central-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-north-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:eu-west-3,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:me-south-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:sa-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-east-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-east-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-west-1,PREMIUM,PREMIUM,0.147 +aws:af-south-1,aws:us-west-2,PREMIUM,PREMIUM,0.147 +aws:af-south-1,azure:australiaeast,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:canadacentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:eastus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:eastus2,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:francecentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:germanywestcentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:japaneast,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:koreacentral,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:northcentralus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:northeurope,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:uksouth,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westeurope,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus2,PREMIUM,PREMIUM,0.154 +aws:af-south-1,azure:westus3,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-east1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-east2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-northeast3-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-south1-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-south2-a,PREMIUM,PREMIUM,0.154 +aws:af-south-1,gcp:asia-southeast1-a,PREMIUM,PREMIUM,0.154 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["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] - #dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] + # src_region = "af-south-1" + # src_region = "us-east-1" + # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] + # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-southeast-2", "ap-south-1"] dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] @@ -25,8 +25,8 @@ def start_transfer(args): src_cloud_provider = "aws" dst_cloud_providers = ["aws"] * len(dst_regions) - # OPT model - #source_file = "s3://skyplane-broadcast/OPT-66B/" + # OPT model + # source_file = "s3://skyplane-broadcast/OPT-66B/" # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] @@ -37,12 +37,12 @@ def start_transfer(args): # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] # create bucket if it doesn't exist - for (region, bucket_path) in zip(dst_regions, dest_files): + for (region, bucket_path) in zip(dst_regions, dest_files): bucket_name = bucket_path.split("/")[2] bucket = S3Interface(bucket_name) try: bucket.create_bucket(region) - except Exception as e: + except Exception as e: print(e) print(source_file) diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 967def52d..f07f0bf78 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -51,12 +51,15 @@ def replicate_random( # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer siz2e in GB) # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) + # 200 --> 3200 as the # of chunks + # 100 --> 1600 as the # of chunks + random_chunk_size_mb = 64 transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB client = SkyplaneBroadcastClient( aws_config=skyplane.AWSConfig(), - # all for transfer configs, might be better way to do this + # all for transfer configs, might be better way to do this multipart_enabled=False, generate_random=True, num_random_chunks=num_chunks, From 319756bdd17fe0165b52936dda41ff576a5e4cd0 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 17:39:07 -0800 Subject: [PATCH 038/186] remove multiplication --- skyplane/broadcast/bc_planner.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index eab0ccc50..e64b044f9 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -587,7 +587,7 @@ def solve_partition( # optimization problem (minimize sum of costs) egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * instance_cost_s * s * 10000000 # NOTE(sl): adding instance cost every time? + instance_cost = cp.sum(v) * instance_cost_s * s obj = cp.Minimize(egress_cost + instance_cost) constraints = [] From b0c6ac86a55c0c792f498c47cb1ec978cfdb7028 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 17:39:11 -0800 Subject: [PATCH 039/186] remove multiplication --- skyplane/broadcast/bc_planner.py | 20 ++++++-------------- 1 file changed, 6 insertions(+), 14 deletions(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index e64b044f9..992858b63 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -474,19 +474,10 @@ def combine_partition_subgraphs(self, partition_g): e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] bg.add_edge(edge[0], edge[1], partitions=[i], cost=e["cost"], throughput=e["throughput"]) - for node in bg.nodes: - bg.nodes[node]["num_vms"] = 0 - for i in range(len(partition_g)): - if node in partition_g[i].nodes: - bg.nodes[node]["num_vms"] = max(partition_g[i].nodes[node]["num_vms"], bg.nodes[node]["num_vms"]) - - # for i in range(len(partition_g)): - # for node in partition_g[i].nodes: - # if node not in bg.nodes: - # continue - # if "num_vms" not in bg.nodes[node]: - # bg.nodes[node]["num_vms"] = 0 - # bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + for node in partition_g[i].nodes: + if "num_vms" not in bg.nodes[node]: + bg.nodes[node]["num_vms"] = 0 + bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] return bg @@ -516,7 +507,8 @@ def create_topo_graph(self, p, v, g, edges, nodes): if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - result_g.add_node(nodes[i], num_vms=num_vms) + # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen + remove_nodes.append(nodes[i]) print("Edge: ", result_g.edges.data()) print("Node: ", result_g.nodes.data()) From 4a5cdc4456ad1965106a96d857f64d5d39fcbd59 Mon Sep 17 00:00:00 2001 From: Paras Jain Date: Mon, 12 Dec 2022 20:13:30 -0800 Subject: [PATCH 040/186] Check gbyte_to_transfer --- skyplane/broadcast/bc_planner.py | 1 + 1 file changed, 1 insertion(+) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 992858b63..de1f5eaf3 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -143,6 +143,7 @@ def get_topo_from_nxgraph( tot_vms += solution_graph.nodes[node]["num_vms"] # set networkx solution graph in topo + assert gbyte_to_transfer > 0 topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes topo.tot_vm_price_per_s = tot_vm_price_per_s topo.tot_vms = tot_vms From 2682608f3f981609136dbac42c8b681dc58805b6 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 20:35:41 -0800 Subject: [PATCH 041/186] script with aws/gcp/azure --- .gitignore | 1 - network_aws.sh | 0 network_azure.sh | 9 +++++++++ network_gcp.sh | 9 +++++++++ skyplane/broadcast/bc_dataplane.py | 1 - skyplane/broadcast/bc_planner.py | 24 ++++++++++++++++-------- 6 files changed, 34 insertions(+), 10 deletions(-) create mode 100644 network_aws.sh create mode 100644 network_azure.sh create mode 100644 network_gcp.sh diff --git a/.gitignore b/.gitignore index 337daf55d..9869a1f66 100644 --- a/.gitignore +++ b/.gitignore @@ -12,7 +12,6 @@ __pycache__/ *.so # experiment scripts -*.sh # Distribution / packaging .Python diff --git a/network_aws.sh b/network_aws.sh new file mode 100644 index 000000000..e69de29bb diff --git a/network_azure.sh b/network_azure.sh new file mode 100644 index 000000000..bcd99ce31 --- /dev/null +++ b/network_azure.sh @@ -0,0 +1,9 @@ +#!/bin/bash +skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a Ndirect -c 800 -n 2 -p 5 -azure > log/network/azure/Ndirect +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a ILP -c 800 -n 2 -p 5 -s 29 -azure > log/network/azure/ILP +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a MDST -c 800 -n 2 -p 5 -azure > log/network/azure/MDST +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a HST -c 800 -n 2 -p 5 -azure > log/network/azure/HST \ No newline at end of file diff --git a/network_gcp.sh b/network_gcp.sh new file mode 100644 index 000000000..4103b10fd --- /dev/null +++ b/network_gcp.sh @@ -0,0 +1,9 @@ +#!/bin/bash +skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 800 -n 2 -p 5 -gcp > log/network/gcp/Ndirect +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a ILP -c 800 -n 2 -p 5 -s 29 -gcp > log/network/gcp/ILP +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a MDST -c 800 -n 2 -p 5 -gcp > log/network/gcp/MDST +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a HST -c 800 -n 2 -p 5 -gcp > log/network/gcp/HST \ No newline at end of file diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 4445dc2ae..095059e1a 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -114,7 +114,6 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - # print(f"{region} has no next region to forward data to: {g.edges.data()}") return False # region name --> ips in this region diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index de1f5eaf3..7cda95833 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -473,12 +473,21 @@ def combine_partition_subgraphs(self, partition_g): bg[edge[0]][edge[1]]["partitions"].append(str(i)) else: e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] - bg.add_edge(edge[0], edge[1], partitions=[i], cost=e["cost"], throughput=e["throughput"]) - - for node in partition_g[i].nodes: - if "num_vms" not in bg.nodes[node]: - bg.nodes[node]["num_vms"] = 0 - bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + bg.add_edge(edge[0], edge[1], partitions=[str(i)], cost=e["cost"], throughput=e["throughput"]) + + for node in bg.nodes: + bg.nodes[node]["num_vms"] = 0 + for i in range(len(partition_g)): + if node in partition_g[i].nodes: + bg.nodes[node]["num_vms"] = max(partition_g[i].nodes[node]["num_vms"], bg.nodes[node]["num_vms"]) + + # for i in range(len(partition_g)): + # for node in partition_g[i].nodes: + # if node not in bg.nodes: + # continue + # if "num_vms" not in bg.nodes[node]: + # bg.nodes[node]["num_vms"] = 0 + # bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] return bg @@ -508,8 +517,7 @@ def create_topo_graph(self, p, v, g, edges, nodes): if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen - remove_nodes.append(nodes[i]) + result_g.add_node(nodes[i], num_vms=num_vms) print("Edge: ", result_g.edges.data()) print("Node: ", result_g.nodes.data()) From cb7b5141bef947ec4a8e3bdf0ce5b53e9bc9ae22 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 20:42:21 -0800 Subject: [PATCH 042/186] update num_vms for iterative ILP --- skyplane/broadcast/bc_planner.py | 26 ++++++++++---------------- 1 file changed, 10 insertions(+), 16 deletions(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 7cda95833..457d5205a 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -475,19 +475,10 @@ def combine_partition_subgraphs(self, partition_g): e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] bg.add_edge(edge[0], edge[1], partitions=[str(i)], cost=e["cost"], throughput=e["throughput"]) - for node in bg.nodes: - bg.nodes[node]["num_vms"] = 0 - for i in range(len(partition_g)): - if node in partition_g[i].nodes: - bg.nodes[node]["num_vms"] = max(partition_g[i].nodes[node]["num_vms"], bg.nodes[node]["num_vms"]) - - # for i in range(len(partition_g)): - # for node in partition_g[i].nodes: - # if node not in bg.nodes: - # continue - # if "num_vms" not in bg.nodes[node]: - # bg.nodes[node]["num_vms"] = 0 - # bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] + for node in partition_g[i].nodes: + if "num_vms" not in bg.nodes[node]: + bg.nodes[node]["num_vms"] = 0 + bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] return bg @@ -510,19 +501,22 @@ def create_topo_graph(self, p, v, g, edges, nodes): for vm in [0]: # range(int(v_result[nodes.index(edge[0])])): # multiple VMs result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) - remove_nodes = [] # number of vms is one but the - + remove_nodes = [] # number of vms is one but the for i in range(len(v_result)): num_vms = int(v_result[i]) if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - result_g.add_node(nodes[i], num_vms=num_vms) + # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen + remove_nodes.append(nodes[i]) print("Edge: ", result_g.edges.data()) print("Node: ", result_g.nodes.data()) print("Num of node: ", len(result_g.nodes)) print("TOPO GRPAH RESULTS: ", v_result) + + print(f"Create topo: {result_g.edges.data()}") + print(f"Create topo node: {result_g.nodes.data()}") return result_g def get_egress_ingress(self, g, nodes, edges, partition_size, p): From ec3d9c5c0bdc6781a0d86ca4e3eaf6c51300ab66 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 21:01:06 -0800 Subject: [PATCH 043/186] update aws script --- network_aws.sh | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/network_aws.sh b/network_aws.sh index e69de29bb..8895477f1 100644 --- a/network_aws.sh +++ b/network_aws.sh @@ -0,0 +1,8 @@ +#!/bin/bash +skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a Ndirect -c 800 -n 2 -p 5 -aws > log/network/aws/Ndirect +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a ILP -c 800 -n 2 -p 2 -s 40 -i -fe -aws > log/network/aws/ILP +skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 800 -n 2 -p 5 -aws > log/network/aws/MDST +skyplane deprovision \ No newline at end of file From 4e7554e7e1210c9de64d87be15c991a198e82b9e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Dec 2022 21:27:06 -0800 Subject: [PATCH 044/186] reset queue sizes --- skyplane/api/transfer_job.py | 4 +++- skyplane/broadcast/bc_dataplane.py | 3 ++- skyplane/broadcast/gateway/gateway_queue.py | 7 +++++-- skyplane/broadcast/gateway/operators/gateway_operator.py | 4 +++- skyplane/broadcast/impl/bc_transfer_job.py | 4 +++- 5 files changed, 16 insertions(+), 6 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index f230f4945..e246e88b8 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -367,7 +367,7 @@ def dispatch( self, dataplane: "Dataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 1000, + dispatch_batch_size: int = 100, ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" chunker = Chunker(self.src_iface, self.dst_iface, transfer_config) @@ -393,6 +393,8 @@ def dispatch( n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) bytes_dispatched[min_idx] += n_bytes start = time.time() + parts = sum([cr.chunk.partition for cr in batch]) + print(parts) reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 78a4eea34..6bb28c2c5 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -77,7 +77,8 @@ def get_ips_in_region(self, region: str): def get_object_store_connection(self, region: str): provider = region.split(":")[0] if provider == "aws" or provider == "gcp": - n_conn = 32 + #n_conn = 32 + n_conn = 16 elif provider == "azure": n_conn = 24 # due to throttling limits from authentication return n_conn diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index e94a05daa..94cb44afd 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=4000): + def __init__(self, maxsize=1000): self.q = Queue(maxsize) self.handles = [] @@ -21,9 +21,11 @@ def get_nowait(self, requester_handle=None): def get_handles(self): return self.handles + def size(self): + return self.q.qsize() class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=4000): + def __init__(self, maxsize=1000): self.q = {} self.maxsize = maxsize @@ -40,6 +42,7 @@ def get_handle_queue(self, requester_handle): def put(self, chunk_req): # place chunk in all downstream operators queues for handle in self.q.keys(): + print("add queue", handle, self.q[handle].size()) # self.q[handle].put(copy.deepcopy(chunk_req)) self.q[handle].put(chunk_req) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 2fc3b2c19..141820f15 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -88,6 +88,7 @@ def worker_loop(self, worker_id: int, *args): # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) + print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") # process chunk succ = self.process(chunk_req, *args) @@ -105,6 +106,7 @@ def worker_loop(self, worker_id: int, *args): else: # failed to process - re-queue time.sleep(0.1) + print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -493,7 +495,7 @@ def process(self, chunk_req: ChunkRequest, **args): except Exception as e: print("Failed", e) - time.sleep(0.1) + time.sleep(1) # update md5sum for chunk requests # TODO: create checksum operator diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 46b442739..0edc6420d 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -183,8 +183,10 @@ def dispatch_id_maps_to_dst(): headers={"Content-Type": "application/json"}, ) end = time.time() + partitions = [cr.chunk.partition_id for cr in batch] + print("partitions", partitions) if reply.status != 200: - print("failed to dispatch") + print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") print(server.instance_name()) print(server.public_ip()) time.sleep(100000) From ca4115fcda5fa5a459bf8dca4a3f2254ca744452 Mon Sep 17 00:00:00 2001 From: Paras Jain Date: Mon, 12 Dec 2022 23:30:39 -0800 Subject: [PATCH 045/186] Increase retry pool by default --- skyplane/api/tracker.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d1fc20ba4..de47e6312 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -91,7 +91,7 @@ def __init__(self, dataplane, jobs: List["TransferJob"], transfer_config: Transf self.errors: Optional[Dict[str, List[str]]] = None # http_pool - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=9)) def __str__(self): return f"TransferProgressTracker({self.dataplane}, {self.jobs})" From d1c956fc0a7445342e01513af0324a01869ec421 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 23:39:25 -0800 Subject: [PATCH 046/186] update script --- network_aws.sh | 12 +- network_azure.sh | 10 +- network_gcp.sh | 10 +- network_inter.sh | 3 + skyplane/broadcast/bc_dataplane.py | 5 +- skyplane/broadcast/test/bc_objstore.py | 9 +- test | 887 +++++++++++++++++++++++++ 7 files changed, 915 insertions(+), 21 deletions(-) create mode 100644 network_inter.sh create mode 100644 test diff --git a/network_aws.sh b/network_aws.sh index 8895477f1..23789e3b5 100644 --- a/network_aws.sh +++ b/network_aws.sh @@ -1,8 +1,10 @@ #!/bin/bash skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a Ndirect -c 800 -n 2 -p 5 -aws > log/network/aws/Ndirect +# python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a Ndirect -c 1600 -n 2 -p 5 -aws > log/network/aws/Ndirect +# skyplane deprovision +# python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a ILP -c 800 -n 2 -p 2 -s 40 -i -fe -aws > log/network/aws/ILP +# skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 1600 -n 2 -p 5 -aws > log/network/aws/MDST skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a ILP -c 800 -n 2 -p 2 -s 40 -i -fe -aws > log/network/aws/ILP -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 800 -n 2 -p 5 -aws > log/network/aws/MDST -skyplane deprovision \ No newline at end of file +python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 1600 -n 2 -p 5 -aws > log/network/aws/HST +skyplane deprovision \ No newline at end of file diff --git a/network_azure.sh b/network_azure.sh index bcd99ce31..d2ad883fb 100644 --- a/network_azure.sh +++ b/network_azure.sh @@ -1,9 +1,9 @@ #!/bin/bash skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a Ndirect -c 800 -n 2 -p 5 -azure > log/network/azure/Ndirect +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a Ndirect -c 1600 -n 2 -p 5 -azure > log/network/azure/Ndirect skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a ILP -c 800 -n 2 -p 5 -s 29 -azure > log/network/azure/ILP +# python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a ILP -c 800 -n 2 -p 5 -s 29 -azure > log/network/azure/ILP +# skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a MDST -c 1600 -n 2 -p 5 -azure > log/network/azure/MDST skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a MDST -c 800 -n 2 -p 5 -azure > log/network/azure/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a HST -c 800 -n 2 -p 5 -azure > log/network/azure/HST \ No newline at end of file +python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a HST -c 1600 -n 2 -p 5 -azure > log/network/azure/HST \ No newline at end of file diff --git a/network_gcp.sh b/network_gcp.sh index 4103b10fd..1a0c7b046 100644 --- a/network_gcp.sh +++ b/network_gcp.sh @@ -1,9 +1,9 @@ #!/bin/bash skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 800 -n 2 -p 5 -gcp > log/network/gcp/Ndirect +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 1600 -n 2 -p 5 -gcp > log/network/gcp/Ndirect skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a ILP -c 800 -n 2 -p 5 -s 29 -gcp > log/network/gcp/ILP +# python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a ILP -c 800 -n 2 -p 5 -s 29 -gcp > log/network/gcp/ILP +# skyplane deprovision +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a MDST -c 1600 -n 2 -p 5 -gcp > log/network/gcp/MDST skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a MDST -c 800 -n 2 -p 5 -gcp > log/network/gcp/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a HST -c 800 -n 2 -p 5 -gcp > log/network/gcp/HST \ No newline at end of file +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a HST -c 1600 -n 2 -p 5 -gcp > log/network/gcp/HST \ No newline at end of file diff --git a/network_inter.sh b/network_inter.sh new file mode 100644 index 000000000..4b0a52633 --- /dev/null +++ b/network_inter.sh @@ -0,0 +1,3 @@ +skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; +python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 1600 -n 2 -p 5 -gcp > log/network/gcp/Ndirect +skyplane deprovision \ No newline at end of file diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 095059e1a..ab55595de 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -114,6 +114,7 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: + print(f"Region {region}, any id: {any_id}, partition ids: {partition_ids}, has no next region to forward data to: {g.out_edges(region, data=True)}") return False # region name --> ips in this region @@ -250,7 +251,7 @@ def current_gw_programs(self): partition_to_next_regions = {} for i in range(num_partitions): partition_to_next_regions[i] = set( - [edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]] + [edge[1] for edge in solution_graph.out_edges(node, data=True) if str(i) in edge[-1]["partitions"]] ) import collections @@ -302,8 +303,6 @@ def _start_gateway( if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) - print("current program", self.current_gw_programs) - gateway_server.start_gateway( {}, # don't need setup arguments here to pass as outgoing_ports gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 9dbd196d8..7fceaa24d 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -30,11 +30,14 @@ def start_transfer(args): # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] + # source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" - # dest_files = [f"s3://broadcast-exp1-{d}/imagenet-images/" for d in dst_regions] + source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" + dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + + # create bucket if it doesn't exist for (region, bucket_path) in zip(dst_regions, dest_files): diff --git a/test b/test new file mode 100644 index 000000000..6db96e671 --- /dev/null +++ b/test @@ -0,0 +1,887 @@ +s3://broadcast-exp1-ap-east-1/OPT-66B/ +['s3://broadcast-exp1-ap-southeast-2/OPT-66B/', 's3://broadcast-exp1-ap-south-1/OPT-66B/', 's3://broadcast-exp1-ap-northeast-3/OPT-66B/', 's3://broadcast-exp1-ap-northeast-2/OPT-66B/', 's3://broadcast-exp1-ap-northeast-1/OPT-66B/'] +Listing objects from the source bucket +Transfer size gbytes: 61.35541298612952 +transfer config: None +Log dir: /tmp/skyplane/transfer_logs/20221212_220309-b997cb69/client.log + +Algorithm: ILP +Transfer size (GB): 61.35541298612952 +Instance cost per second: 0.00015000000000000001 +Number partitions: 4 +Max VM per region: 4 +Runtime: 50.0 +Solving partition 0... +['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] +Set parameter Username +Academic license - for non-commercial use only - expires 2023-10-07 +Cost: 3.0118821168411523 +Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Node: [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 2}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2})] +Num of node: 7 +TOPO GRPAH RESULTS: [ 0. -0. 0. 0. 0. 0. -0. -0. 0. 0. 0. -0. 2. 2. 1. 2. 2. 0. + 2. 0. 0. 0. 2.] +Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Create topo node: [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 2}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2})] +Solving partition 1... +['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] +Cost: 2.921882116841152 +Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] +Num of node: 7 +TOPO GRPAH RESULTS: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.] +Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Create topo node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] +Solving partition 2... +['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] +Cost: 2.921882116841152 +Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] +Num of node: 7 +TOPO GRPAH RESULTS: [-0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. + -0. -0. -0. -0. 1.] +Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] +Create topo node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] +Solving partition 3... +['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] +Cost: 2.9293821168411527 +Edge: [('aws:us-west-2', 'aws:ap-northeast-2', {'throughput': 4.694575529770059, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-3', {'throughput': 4.824695254410979, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-1', {'throughput': 5.055535398794674, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-southeast-2', {'throughput': 4.725103091292826, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-south-1', {'throughput': 5.242134602631126, 'cost': 0.02}), ('aws:ap-east-1', 'aws:us-west-2', {'throughput': 4.803016582945627, 'cost': 0.09})] +Node: [('aws:us-west-2', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-east-1', {'num_vms': 0})] +Num of node: 7 +TOPO GRPAH RESULTS: [-0. 2. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. + -0. -0. -0. -0. 0.] +Create topo: [('aws:us-west-2', 'aws:ap-northeast-2', {'throughput': 4.694575529770059, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-3', {'throughput': 4.824695254410979, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-1', {'throughput': 5.055535398794674, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-southeast-2', {'throughput': 4.725103091292826, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-south-1', {'throughput': 5.242134602631126, 'cost': 0.02}), ('aws:ap-east-1', 'aws:us-west-2', {'throughput': 4.803016582945627, 'cost': 0.09})] +Create topo node: [('aws:us-west-2', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-east-1', {'num_vms': 0})] + +Node: aws:ap-east-1, num_vms: 1 +Node: aws:eu-west-1, num_vms: 4 +Node: aws:ap-northeast-1, num_vms: 2 +Node: aws:ap-south-1, num_vms: 2 +Node: aws:ap-northeast-2, num_vms: 2 +Node: aws:ap-southeast-2, num_vms: 2 +Node: aws:ap-northeast-3, num_vms: 2 +Node: aws:us-west-2, num_vms: 2 +avg instance cost: 0.007500000000000001 +Solver completes. + +Time budget = 50.0s +Calculated tput = 9.8169 Gbps + +Egress cost = $11.6575 +Actual instance cost = $0.1275 +Total cost = $11.785 + +Solution (nodes): [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 4}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] + +Solution (edges): [('aws:ap-east-1', 'aws:eu-west-1', {'partitions': ['0', '1', '2'], 'cost': 0.09, 'throughput': 5.07299323338676}), ('aws:ap-east-1', 'aws:us-west-2', {'partitions': ['3'], 'cost': 0.09, 'throughput': 4.803016582945627}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.96415247253077}), ('aws:eu-west-1', 'aws:ap-south-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 5.093741176847048}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.4676961830284005}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.30208105213054}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.808235559851437}), ('aws:us-west-2', 'aws:ap-northeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.694575529770059}), ('aws:us-west-2', 'aws:ap-northeast-3', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.824695254410979}), ('aws:us-west-2', 'aws:ap-northeast-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.055535398794674}), ('aws:us-west-2', 'aws:ap-southeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.725103091292826}), ('aws:us-west-2', 'aws:ap-south-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.242134602631126})] + +Transfer src region: None +Transfer dst regions: None +Parse src: ('aws', 'broadcast-exp1-ap-east-1', 'OPT-66B/') +Provider dst: aws, bucket dst: broadcast-exp1-ap-southeast-2, dst_prefix: OPT-66B/ +Provider dst: aws, bucket dst: broadcast-exp1-ap-south-1, dst_prefix: OPT-66B/ +Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-3, dst_prefix: OPT-66B/ +Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-2, dst_prefix: OPT-66B/ +Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-1, dst_prefix: OPT-66B/ + + +provision ap-southeast-2 +provision ap-south-1 +provision ap-northeast-3 +provision us-west-2 +provision eu-west-1 +provision ap-northeast-2 +provision ap-southeast-2 +provision eu-west-1 +provision ap-northeast-2 +provision ap-northeast-1 +provision ap-south-1 +provision us-west-2 +provision eu-west-1 +provision eu-west-1 +provision ap-east-1 +provision ap-northeast-3 +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet ap-east-1 ec2.Subnet(id='subnet-0cc8fed14237473af') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') +subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') +subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') +provision ap-northeast-1 +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') +subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') + +✓ Provisioning VMs (17/17) in 71.31s +PROGRAM [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}] +Region aws:eu-west-1, any id: 3, partition ids: [3], has no next region to forward data to: [('aws:eu-west-1', 'aws:ap-northeast-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.96415247253077}), ('aws:eu-west-1', 'aws:ap-south-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 5.093741176847048}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.4676961830284005}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.30208105213054}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.808235559851437})] +PROGRAM [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +Region aws:us-west-2, any id: 0, partition ids: [0, 1, 2], has no next region to forward data to: [('aws:us-west-2', 'aws:ap-northeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.694575529770059}), ('aws:us-west-2', 'aws:ap-northeast-3', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.824695254410979}), ('aws:us-west-2', 'aws:ap-northeast-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.055535398794674}), ('aws:us-west-2', 'aws:ap-southeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.725103091292826}), ('aws:us-west-2', 'aws:ap-south-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.242134602631126})] +PROGRAM [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] +current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]}{'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]}{'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks +has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks + +✓ Starting gateway container on VMs (17/17) in 34.11s +Waiting for transfer to complete... + + + + + + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout + +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') + + +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') + +{AWSServer(region_tag=aws:ap-northeast-3, instance_id=i-0c08ca84e9b471a30): [], + AWSServer(region_tag=aws:eu-west-1, instance_id=i-0bc9a30c9f0701b80): [], + AWSServer(region_tag=aws:us-west-2, instance_id=i-049bcb92b7dba94e9): [], + AWSServer(region_tag=aws:eu-west-1, instance_id=i-0ebfef491578677ea): [], + AWSServer(region_tag=aws:ap-southeast-2, instance_id=i-0c21b8b4afb1f9509): [], + AWSServer(region_tag=aws:us-west-2, instance_id=i-0808693a85de99df1): [], + AWSServer(region_tag=aws:ap-south-1, instance_id=i-0190cf7407d624ff3): [], + AWSServer(region_tag=aws:ap-east-1, instance_id=i-04e53a30a11c12b86): ['Traceback ' + '(most ' + 'recent ' + 'call ' + 'last):\n' + ' ' + 'File ' + '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' + 'line ' + '93, ' + 'in ' + 'worker_loop\n' + ' ' + 'succ ' + '= ' + 'self.process(chunk_req, ' + '*args)\n' + ' ' + '^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n' + ' ' + 'File ' + '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' + 'line ' + '291, ' + 'in ' + 'process\n' + ' ' + 'self.destination_sockets[dst_host] ' + '= ' + 'retry_backoff(\n' + ' ' + '^^^^^^^^^^^^^^\n' + ' ' + 'File ' + '"/pkg/skyplane/utils/retry.py", ' + 'line ' + '27, ' + 'in ' + 'retry_backoff\n' + ' ' + 'return ' + 'fn()\n' + ' ' + '^^^^\n' + ' ' + 'File ' + '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' + 'line ' + '246, ' + 'in ' + 'make_socket\n' + ' ' + 'sock.connect((dst_host, ' + 'self.destination_ports[dst_host]))\n' + 'TypeError: ' + 'str, ' + 'bytes ' + 'or ' + 'bytearray ' + 'expected, ' + 'not ' + 'int\n'], + AWSServer(region_tag=aws:eu-west-1, instance_id=i-0bd36694edde576ec): [], + AWSServer(region_tag=aws:ap-northeast-1, instance_id=i-07aa1b778492e82eb): [], + AWSServer(region_tag=aws:ap-northeast-3, instance_id=i-0577e4ea3286ee3e0): [], + AWSServer(region_tag=aws:ap-south-1, instance_id=i-039dc8e9dca3f97b1): [], + AWSServer(region_tag=aws:ap-northeast-2, instance_id=i-09d994c31b23db142): [], + AWSServer(region_tag=aws:ap-northeast-2, instance_id=i-0293fc82a52c1e4a4): [], + AWSServer(region_tag=aws:eu-west-1, instance_id=i-0c5c5f7af82d3140f): [], + AWSServer(region_tag=aws:ap-southeast-2, instance_id=i-044751c37dadcc0da): [], + AWSServer(region_tag=aws:ap-northeast-1, instance_id=i-09d0a2689e13eb0c8): []} +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') + +copying gateway logs +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout +('Copying gateway std out files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') +('Copying gateway std err files to ' + 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout +('Copying gateway std out files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') +('Copying gateway std err files to ' + 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') +COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout +('Copying gateway std out files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') +('Copying gateway std err files to ' + 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') + +Transfer complete! + From 76f68d8a5397d7b087cb23c9d14fccce9905c5c4 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 12 Dec 2022 23:39:43 -0800 Subject: [PATCH 047/186] update script --- test | 887 ----------------------------------------------------------- 1 file changed, 887 deletions(-) delete mode 100644 test diff --git a/test b/test deleted file mode 100644 index 6db96e671..000000000 --- a/test +++ /dev/null @@ -1,887 +0,0 @@ -s3://broadcast-exp1-ap-east-1/OPT-66B/ -['s3://broadcast-exp1-ap-southeast-2/OPT-66B/', 's3://broadcast-exp1-ap-south-1/OPT-66B/', 's3://broadcast-exp1-ap-northeast-3/OPT-66B/', 's3://broadcast-exp1-ap-northeast-2/OPT-66B/', 's3://broadcast-exp1-ap-northeast-1/OPT-66B/'] -Listing objects from the source bucket -Transfer size gbytes: 61.35541298612952 -transfer config: None -Log dir: /tmp/skyplane/transfer_logs/20221212_220309-b997cb69/client.log - -Algorithm: ILP -Transfer size (GB): 61.35541298612952 -Instance cost per second: 0.00015000000000000001 -Number partitions: 4 -Max VM per region: 4 -Runtime: 50.0 -Solving partition 0... -['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] -Set parameter Username -Academic license - for non-commercial use only - expires 2023-10-07 -Cost: 3.0118821168411523 -Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Node: [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 2}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2})] -Num of node: 7 -TOPO GRPAH RESULTS: [ 0. -0. 0. 0. 0. 0. -0. -0. 0. 0. 0. -0. 2. 2. 1. 2. 2. 0. - 2. 0. 0. 0. 2.] -Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Create topo node: [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 2}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2})] -Solving partition 1... -['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] -Cost: 2.921882116841152 -Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] -Num of node: 7 -TOPO GRPAH RESULTS: [0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 0. 1.] -Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Create topo node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] -Solving partition 2... -['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] -Cost: 2.921882116841152 -Edge: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] -Num of node: 7 -TOPO GRPAH RESULTS: [-0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. - -0. -0. -0. -0. 1.] -Create topo: [('aws:ap-east-1', 'aws:eu-west-1', {'throughput': 5.07299323338676, 'cost': 0.09}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'throughput': 4.96415247253077, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-south-1', {'throughput': 5.093741176847048, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'throughput': 4.4676961830284005, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'throughput': 4.30208105213054, 'cost': 0.02}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'throughput': 4.808235559851437, 'cost': 0.02})] -Create topo node: [('aws:ap-east-1', {'num_vms': 0}), ('aws:eu-west-1', {'num_vms': 1}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0})] -Solving partition 3... -['aws:us-east-2', 'aws:us-west-2', 'aws:eu-north-1', 'aws:us-east-1', 'aws:eu-west-2', 'aws:us-west-1', 'aws:ap-southeast-1', 'aws:me-south-1', 'aws:eu-west-3', 'aws:ca-central-1', 'aws:eu-central-1', 'aws:me-central-1', 'aws:ap-northeast-3', 'aws:ap-southeast-2', 'aws:ap-east-1', 'aws:ap-northeast-2', 'aws:ap-south-1', 'aws:eu-south-1', 'aws:ap-northeast-1', 'aws:ap-southeast-3', 'aws:sa-east-1', 'aws:af-south-1', 'aws:eu-west-1'] -Cost: 2.9293821168411527 -Edge: [('aws:us-west-2', 'aws:ap-northeast-2', {'throughput': 4.694575529770059, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-3', {'throughput': 4.824695254410979, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-1', {'throughput': 5.055535398794674, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-southeast-2', {'throughput': 4.725103091292826, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-south-1', {'throughput': 5.242134602631126, 'cost': 0.02}), ('aws:ap-east-1', 'aws:us-west-2', {'throughput': 4.803016582945627, 'cost': 0.09})] -Node: [('aws:us-west-2', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-east-1', {'num_vms': 0})] -Num of node: 7 -TOPO GRPAH RESULTS: [-0. 2. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. -0. - -0. -0. -0. -0. 0.] -Create topo: [('aws:us-west-2', 'aws:ap-northeast-2', {'throughput': 4.694575529770059, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-3', {'throughput': 4.824695254410979, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-northeast-1', {'throughput': 5.055535398794674, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-southeast-2', {'throughput': 4.725103091292826, 'cost': 0.02}), ('aws:us-west-2', 'aws:ap-south-1', {'throughput': 5.242134602631126, 'cost': 0.02}), ('aws:ap-east-1', 'aws:us-west-2', {'throughput': 4.803016582945627, 'cost': 0.09})] -Create topo node: [('aws:us-west-2', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 0}), ('aws:ap-northeast-3', {'num_vms': 0}), ('aws:ap-northeast-1', {'num_vms': 0}), ('aws:ap-southeast-2', {'num_vms': 0}), ('aws:ap-south-1', {'num_vms': 0}), ('aws:ap-east-1', {'num_vms': 0})] - -Node: aws:ap-east-1, num_vms: 1 -Node: aws:eu-west-1, num_vms: 4 -Node: aws:ap-northeast-1, num_vms: 2 -Node: aws:ap-south-1, num_vms: 2 -Node: aws:ap-northeast-2, num_vms: 2 -Node: aws:ap-southeast-2, num_vms: 2 -Node: aws:ap-northeast-3, num_vms: 2 -Node: aws:us-west-2, num_vms: 2 -avg instance cost: 0.007500000000000001 -Solver completes. - -Time budget = 50.0s -Calculated tput = 9.8169 Gbps - -Egress cost = $11.6575 -Actual instance cost = $0.1275 -Total cost = $11.785 - -Solution (nodes): [('aws:ap-east-1', {'num_vms': 1}), ('aws:eu-west-1', {'num_vms': 4}), ('aws:ap-northeast-1', {'num_vms': 2}), ('aws:ap-south-1', {'num_vms': 2}), ('aws:ap-northeast-2', {'num_vms': 2}), ('aws:ap-southeast-2', {'num_vms': 2}), ('aws:ap-northeast-3', {'num_vms': 2}), ('aws:us-west-2', {'num_vms': 2})] - -Solution (edges): [('aws:ap-east-1', 'aws:eu-west-1', {'partitions': ['0', '1', '2'], 'cost': 0.09, 'throughput': 5.07299323338676}), ('aws:ap-east-1', 'aws:us-west-2', {'partitions': ['3'], 'cost': 0.09, 'throughput': 4.803016582945627}), ('aws:eu-west-1', 'aws:ap-northeast-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.96415247253077}), ('aws:eu-west-1', 'aws:ap-south-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 5.093741176847048}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.4676961830284005}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.30208105213054}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.808235559851437}), ('aws:us-west-2', 'aws:ap-northeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.694575529770059}), ('aws:us-west-2', 'aws:ap-northeast-3', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.824695254410979}), ('aws:us-west-2', 'aws:ap-northeast-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.055535398794674}), ('aws:us-west-2', 'aws:ap-southeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.725103091292826}), ('aws:us-west-2', 'aws:ap-south-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.242134602631126})] - -Transfer src region: None -Transfer dst regions: None -Parse src: ('aws', 'broadcast-exp1-ap-east-1', 'OPT-66B/') -Provider dst: aws, bucket dst: broadcast-exp1-ap-southeast-2, dst_prefix: OPT-66B/ -Provider dst: aws, bucket dst: broadcast-exp1-ap-south-1, dst_prefix: OPT-66B/ -Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-3, dst_prefix: OPT-66B/ -Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-2, dst_prefix: OPT-66B/ -Provider dst: aws, bucket dst: broadcast-exp1-ap-northeast-1, dst_prefix: OPT-66B/ - - -provision ap-southeast-2 -provision ap-south-1 -provision ap-northeast-3 -provision us-west-2 -provision eu-west-1 -provision ap-northeast-2 -provision ap-southeast-2 -provision eu-west-1 -provision ap-northeast-2 -provision ap-northeast-1 -provision ap-south-1 -provision us-west-2 -provision eu-west-1 -provision eu-west-1 -provision ap-east-1 -provision ap-northeast-3 -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet ap-east-1 ec2.Subnet(id='subnet-0cc8fed14237473af') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-3 ec2.Subnet(id='subnet-0fdae3011df155bf4') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet us-west-2 ec2.Subnet(id='subnet-013a71a18f25ec021') -subnet ap-northeast-2 ec2.Subnet(id='subnet-0fbc058b3a56570ad') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-south-1 ec2.Subnet(id='subnet-0c77b2e0481741674') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet ap-southeast-2 ec2.Subnet(id='subnet-0a216ef8c0d7aaa98') -subnet eu-west-1 ec2.Subnet(id='subnet-0148bf3004afd9547') -provision ap-northeast-1 -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') -subnet ap-northeast-1 ec2.Subnet(id='subnet-01f0cdebf37d59798') - -✓ Provisioning VMs (17/17) in 71.31s -PROGRAM [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}] -Region aws:eu-west-1, any id: 3, partition ids: [3], has no next region to forward data to: [('aws:eu-west-1', 'aws:ap-northeast-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.96415247253077}), ('aws:eu-west-1', 'aws:ap-south-1', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 5.093741176847048}), ('aws:eu-west-1', 'aws:ap-northeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.4676961830284005}), ('aws:eu-west-1', 'aws:ap-southeast-2', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.30208105213054}), ('aws:eu-west-1', 'aws:ap-northeast-3', {'partitions': ['0', '1', '2'], 'cost': 0.02, 'throughput': 4.808235559851437})] -PROGRAM [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -PROGRAM [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -Region aws:us-west-2, any id: 0, partition ids: [0, 1, 2], has no next region to forward data to: [('aws:us-west-2', 'aws:ap-northeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.694575529770059}), ('aws:us-west-2', 'aws:ap-northeast-3', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.824695254410979}), ('aws:us-west-2', 'aws:ap-northeast-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.055535398794674}), ('aws:us-west-2', 'aws:ap-southeast-2', {'partitions': ['3'], 'cost': 0.02, 'throughput': 4.725103091292826}), ('aws:us-west-2', 'aws:ap-south-1', {'partitions': ['3'], 'cost': 0.02, 'throughput': 5.242134602631126})] -PROGRAM [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}] -current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]}{'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]}{'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -current program {'aws:ap-east-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_1', 'ip_address': 0, 'region': 'aws:eu-west-1', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_0', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}, {'partitions': (3,), 'value': [{'op_type': 'read_object_store', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:us-west-2', 'num_connections': 256, 'compress': False, 'encrypt': False}], 'handle': 'operator_2', 'bucket_name': 'broadcast-exp1-ap-east-1', 'bucket_region': 'aws:ap-east-1', 'num_connections': 32}]}], 'aws:eu-west-1': [{'partitions': (0, 1, 2), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-1', 'bucket_region': 'aws:ap-northeast-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-south-1': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-south-1', 'bucket_region': 'aws:ap-south-1', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-2', 'bucket_region': 'aws:ap-northeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-southeast-2': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-southeast-2', 'bucket_region': 'aws:ap-southeast-2', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:ap-northeast-3': [{'partitions': (0, 1, 2, 3), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'write_object_store', 'children': [], 'handle': 'operator_1', 'bucket_name': 'broadcast-exp1-ap-northeast-3', 'bucket_region': 'aws:ap-northeast-3', 'num_connections': 32}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}], 'aws:us-west-2': [{'partitions': (3,), 'value': [{'op_type': 'receive', 'children': [{'op_type': 'mux_and', 'children': [{'op_type': 'send', 'children': [], 'handle': 'operator_2', 'ip_address': 0, 'region': 'aws:ap-northeast-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_3', 'ip_address': 0, 'region': 'aws:ap-southeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_4', 'ip_address': 0, 'region': 'aws:ap-south-1', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_5', 'ip_address': 0, 'region': 'aws:ap-northeast-3', 'num_connections': 51, 'compress': False, 'encrypt': False}, {'op_type': 'send', 'children': [], 'handle': 'operator_6', 'ip_address': 0, 'region': 'aws:ap-northeast-2', 'num_connections': 51, 'compress': False, 'encrypt': False}], 'handle': 'operator_1'}], 'handle': 'operator_0', 'decompress': False, 'decrypt': False, 'max_pending_chunks': 1000}]}]} -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks -has gateway program /etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks - -✓ Starting gateway container on VMs (17/17) in 34.11s -Waiting for transfer to complete... - - - - - - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout - -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') - - -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') - -{AWSServer(region_tag=aws:ap-northeast-3, instance_id=i-0c08ca84e9b471a30): [], - AWSServer(region_tag=aws:eu-west-1, instance_id=i-0bc9a30c9f0701b80): [], - AWSServer(region_tag=aws:us-west-2, instance_id=i-049bcb92b7dba94e9): [], - AWSServer(region_tag=aws:eu-west-1, instance_id=i-0ebfef491578677ea): [], - AWSServer(region_tag=aws:ap-southeast-2, instance_id=i-0c21b8b4afb1f9509): [], - AWSServer(region_tag=aws:us-west-2, instance_id=i-0808693a85de99df1): [], - AWSServer(region_tag=aws:ap-south-1, instance_id=i-0190cf7407d624ff3): [], - AWSServer(region_tag=aws:ap-east-1, instance_id=i-04e53a30a11c12b86): ['Traceback ' - '(most ' - 'recent ' - 'call ' - 'last):\n' - ' ' - 'File ' - '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' - 'line ' - '93, ' - 'in ' - 'worker_loop\n' - ' ' - 'succ ' - '= ' - 'self.process(chunk_req, ' - '*args)\n' - ' ' - '^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n' - ' ' - 'File ' - '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' - 'line ' - '291, ' - 'in ' - 'process\n' - ' ' - 'self.destination_sockets[dst_host] ' - '= ' - 'retry_backoff(\n' - ' ' - '^^^^^^^^^^^^^^\n' - ' ' - 'File ' - '"/pkg/skyplane/utils/retry.py", ' - 'line ' - '27, ' - 'in ' - 'retry_backoff\n' - ' ' - 'return ' - 'fn()\n' - ' ' - '^^^^\n' - ' ' - 'File ' - '"/pkg/skyplane/broadcast/gateway/operators/gateway_operator.py", ' - 'line ' - '246, ' - 'in ' - 'make_socket\n' - ' ' - 'sock.connect((dst_host, ' - 'self.destination_ports[dst_host]))\n' - 'TypeError: ' - 'str, ' - 'bytes ' - 'or ' - 'bytearray ' - 'expected, ' - 'not ' - 'int\n'], - AWSServer(region_tag=aws:eu-west-1, instance_id=i-0bd36694edde576ec): [], - AWSServer(region_tag=aws:ap-northeast-1, instance_id=i-07aa1b778492e82eb): [], - AWSServer(region_tag=aws:ap-northeast-3, instance_id=i-0577e4ea3286ee3e0): [], - AWSServer(region_tag=aws:ap-south-1, instance_id=i-039dc8e9dca3f97b1): [], - AWSServer(region_tag=aws:ap-northeast-2, instance_id=i-09d994c31b23db142): [], - AWSServer(region_tag=aws:ap-northeast-2, instance_id=i-0293fc82a52c1e4a4): [], - AWSServer(region_tag=aws:eu-west-1, instance_id=i-0c5c5f7af82d3140f): [], - AWSServer(region_tag=aws:ap-southeast-2, instance_id=i-044751c37dadcc0da): [], - AWSServer(region_tag=aws:ap-northeast-1, instance_id=i-09d0a2689e13eb0c8): []} -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') - -copying gateway logs -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-044751c37dadcc0da.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-039dc8e9dca3f97b1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0c08ca84e9b471a30.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-049bcb92b7dba94e9.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0c5c5f7af82d3140f.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-0293fc82a52c1e4a4.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-southeast-2:i-0c21b8b4afb1f9509.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0ebfef491578677ea.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-2:i-09d994c31b23db142.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-07aa1b778492e82eb.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-south-1:i-0190cf7407d624ff3.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:us-west-2:i-0808693a85de99df1.stdout -('Copying gateway std out files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stdout') -('Copying gateway std err files to ' - 'gateway_aws:us-west-2:i-0808693a85de99df1.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bd36694edde576ec.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout -('Copying gateway std out files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stdout') -('Copying gateway std err files to ' - 'gateway_aws:eu-west-1:i-0bc9a30c9f0701b80.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-east-1:i-04e53a30a11c12b86.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-3:i-0577e4ea3286ee3e0.stderr') -COPY DATA TO /tmp/skyplane/transfer_logs/20221212_220514/gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout -('Copying gateway std out files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stdout') -('Copying gateway std err files to ' - 'gateway_aws:ap-northeast-1:i-09d0a2689e13eb0c8.stderr') - -Transfer complete! - From e44d5b328458f533995f4d2ea2fbafa6ec3f23e4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 23 Dec 2022 17:08:51 -0600 Subject: [PATCH 048/186] modify connection num --- examples/aws_bucket_replication.py | 2 +- skyplane/api/transfer_job.py | 2 -- skyplane/broadcast/bc_dataplane.py | 7 +++---- skyplane/broadcast/bc_planner.py | 1 + skyplane/broadcast/gateway/gateway_queue.py | 4 ++-- skyplane/compute/aws/aws_auth.py | 5 +++++ 6 files changed, 12 insertions(+), 9 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 5de49a239..5c390a065 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -28,7 +28,7 @@ def bucket_handle(region): # return f"broadcast-experiment-{region}" - return f"broadcast-opt-{region}" + return f"broadcast-imagenet-images-{region}" def delete_policy(policy_arn): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index e246e88b8..cdb7cb947 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -393,8 +393,6 @@ def dispatch( n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) bytes_dispatched[min_idx] += n_bytes start = time.time() - parts = sum([cr.chunk.partition for cr in batch]) - print(parts) reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 25083f269..c401ebe48 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -78,7 +78,7 @@ def get_object_store_connection(self, region: str): provider = region.split(":")[0] if provider == "aws" or provider == "gcp": #n_conn = 32 - n_conn = 16 + n_conn = 32 elif provider == "azure": n_conn = 24 # due to throttling limits from authentication return n_conn @@ -252,7 +252,7 @@ def current_gw_programs(self): partition_to_next_regions = {} for i in range(num_partitions): partition_to_next_regions[i] = set( - [edge[1] for edge in solution_graph.out_edges(node, data=True) if i in edge[-1]["partitions"]] + [edge[1] for edge in solution_graph.out_edges(node, data=True) if str(i) in edge[-1]["partitions"]] ) import collections @@ -282,7 +282,7 @@ def current_gw_programs(self): gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" - print("PROGRAM", gateway_programs[node]) + #print("PROGRAM", gateway_programs[node]) return gateway_programs @@ -304,7 +304,6 @@ def _start_gateway( if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) - print("current program", self.current_gw_programs) gateway_server.start_gateway( {}, # don't need setup arguments here to pass as outgoing_ports diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 457d5205a..2c473415e 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -736,6 +736,7 @@ def plan_iterative( sampled = list(self.G.nodes) sampled.remove("aws:eu-south-2") sampled.remove("aws:eu-central-2") + sampled.remove("aws:ca-central-1") g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 94cb44afd..1cb391553 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=1000): + def __init__(self, maxsize=10000): self.q = Queue(maxsize) self.handles = [] @@ -25,7 +25,7 @@ def size(self): return self.q.qsize() class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=1000): + def __init__(self, maxsize=10000): self.q = {} self.maxsize = maxsize diff --git a/skyplane/compute/aws/aws_auth.py b/skyplane/compute/aws/aws_auth.py index 78eee3872..a3c2797c8 100644 --- a/skyplane/compute/aws/aws_auth.py +++ b/skyplane/compute/aws/aws_auth.py @@ -29,12 +29,16 @@ def save_region_config(boto3, self, config: SkyplaneConfig): return with aws_config_path.open("w") as f: region_list = [] + + # query regions describe_regions = boto3.client("ec2", region_name="us-east-1").describe_regions() for region in describe_regions["Regions"]: if region["OptInStatus"] == "opt-in-not-required" or region["OptInStatus"] == "opted-in": region_text = region["Endpoint"] region_name = region_text[region_text.find(".") + 1 : region_text.find(".amazon")] region_list.append(region_name) + + # get VCPU limits f.write("\n".join(region_list)) def clear_region_config(self): @@ -96,6 +100,7 @@ def get_boto3_client(self, service_name, aws_region=None): else: return self.get_boto3_session().client(service_name, region_name=aws_region) + def get_azs_in_region(self, region): ec2 = self.get_boto3_client("ec2", region) azs = [] From b7f29567428e9eb49140646a4d53987617d09719 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Fri, 23 Dec 2022 20:18:02 -0800 Subject: [PATCH 049/186] fixed ips --- skyplane/broadcast/bc_dataplane.py | 10 ++++++++-- skyplane/broadcast/bc_planner.py | 10 +++++----- skyplane/broadcast/impl/bc_transfer_job.py | 2 +- skyplane/broadcast/test/bc_objstore.py | 2 -- 4 files changed, 14 insertions(+), 10 deletions(-) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index ab55595de..7854d8b24 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -71,7 +71,11 @@ def __init__( def get_ips_in_region(self, region: str): public_ips = [self.bound_nodes[n].public_ip() for n in self.topology.gateway_nodes if n.region == region] - private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] + try: # NOTE: Azure does not have private ips implemented + private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] + except Exception as e: + private_ips = public_ips + return public_ips, private_ips def get_object_store_connection(self, region: str): @@ -114,7 +118,9 @@ def add_operator_receive_send( # if no regions to forward data to if len(next_regions) == 0: - print(f"Region {region}, any id: {any_id}, partition ids: {partition_ids}, has no next region to forward data to: {g.out_edges(region, data=True)}") + print( + f"Region {region}, any id: {any_id}, partition ids: {partition_ids}, has no next region to forward data to: {g.out_edges(region, data=True)}" + ) return False # region name --> ips in this region diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 457d5205a..877d3fbba 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -501,20 +501,20 @@ def create_topo_graph(self, p, v, g, edges, nodes): for vm in [0]: # range(int(v_result[nodes.index(edge[0])])): # multiple VMs result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) - remove_nodes = [] # number of vms is one but the + remove_nodes = [] # number of vms is one but the for i in range(len(v_result)): num_vms = int(v_result[i]) if nodes[i] in result_g.nodes: result_g.nodes[nodes[i]]["num_vms"] = num_vms else: - # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen + # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen remove_nodes.append(nodes[i]) print("Edge: ", result_g.edges.data()) print("Node: ", result_g.nodes.data()) print("Num of node: ", len(result_g.nodes)) print("TOPO GRPAH RESULTS: ", v_result) - + print(f"Create topo: {result_g.edges.data()}") print(f"Create topo node: {result_g.nodes.data()}") return result_g @@ -582,14 +582,14 @@ def solve_partition( # optimization problem (minimize sum of costs) egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * instance_cost_s * s + instance_cost = cp.sum(v) * instance_cost_s * s obj = cp.Minimize(egress_cost + instance_cost) constraints = [] # dirty hack to ban some regions print(nodes) - #for banned_node in ["aws:eu-south-2"]: + # for banned_node in ["aws:eu-south-2"]: # i = nodes.index(banned_node) # constraints.append(v[i] == 1) diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 828c920f5..8c0e953f8 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -184,7 +184,7 @@ def dispatch_id_maps_to_dst(): ) end = time.time() if reply.status != 200: - print("failed to dispatch") + print("failed to dispatch") print(server.instance_name()) print(server.public_ip()) time.sleep(100000) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 7fceaa24d..9971fc587 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -37,8 +37,6 @@ def start_transfer(args): source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] - - # create bucket if it doesn't exist for (region, bucket_path) in zip(dst_regions, dest_files): bucket_name = bucket_path.split("/")[2] From 7091c90c2d906c0267f5a1a8e164e04a6aab91bc Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 29 Dec 2022 13:28:47 -0600 Subject: [PATCH 050/186] add topology plotting during runtime --- skyplane/broadcast/bc_client.py | 28 ++++++++++ .../broadcast/gateway/gateway_daemon_api.py | 4 +- skyplane/broadcast/gateway/gateway_queue.py | 4 +- .../gateway/operators/gateway_operator.py | 52 +++++++++---------- .../gateway/operators/gateway_receiver.py | 6 ++- skyplane/broadcast/impl/bc_tracker.py | 2 + .../broadcast/test/test_random_broadcast.py | 2 +- 7 files changed, 66 insertions(+), 32 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 906dd41f7..6b24d018a 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -68,6 +68,31 @@ def __init__( gcp_auth=self.gcp_auth, ) + + def networkx_to_graphviz(self, src, dsts, g, label='partitions'): + import graphviz as gv + """Convert `networkx` graph `g` to `graphviz.Digraph`. + + @type g: `networkx.Graph` or `networkx.DiGraph` + @rtype: `graphviz.Digraph` + """ + if g.is_directed(): + h = gv.Digraph() + else: + h = gv.Graph() + for u, d in g.nodes(data=True): + #u = u.split(",")[0] + if u.split(",")[0] == src: + h.node(str(u.replace(":", " ")), fillcolor="red", style='filled') + elif u.split(",")[0] in dsts: + h.node(str(u.replace(":", " ")), fillcolor="green", style='filled') + h.node(str(u.replace(":", " "))) + for u, v, d in g.edges(data=True): + # print('edge', u, v, d) + h.edge(str(u.replace(":", " ")), str(v.replace(":", " ")), label=str(d[label])) + h.render(directory='solution', view=True) + return h + # methods to create dataplane def broadcast_dataplane( self, @@ -159,6 +184,9 @@ def broadcast_dataplane( logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") if type != "ILP": print(f"Solution: {topo.nx_graph.edges.data()}") + print(topo.nx_graph.nodes) + print(src_region) + self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 34fadcf66..ada6c77f1 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -140,8 +140,8 @@ def pull_chunk_status_queue(self, timeout=0.5): + f"Required completitions = {self.num_required_terminal[partition]}" ) - else: - print(f"[gateway_api] chunk {chunk_id}: state = {elem['state']}") + #else: + # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") self.chunk_status_log.append(elem) def run(self): diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 1cb391553..940cb2dc8 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=10000): + def __init__(self, maxsize=0): self.q = Queue(maxsize) self.handles = [] @@ -25,7 +25,7 @@ def size(self): return self.q.qsize() class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=10000): + def __init__(self, maxsize=0): self.q = {} self.maxsize = maxsize diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index acbaccb99..0a7bec509 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -84,29 +84,29 @@ def worker_loop(self, worker_id: int, *args): except queue.Empty: continue - print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") # process chunk succ = self.process(chunk_req, *args) # place in output queue if succ: - print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - print(self.handle) + #print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + #print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: - print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") + #print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") else: # failed to process - re-queue time.sleep(0.1) - print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -135,7 +135,7 @@ def __init__(self, *args, **kwargs): def process(self, chunk_req: ChunkRequest): chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") + #logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") return False # check to see if file is completed downloading @@ -144,7 +144,7 @@ def process(self, chunk_req: ChunkRequest): if len(data) < chunk_req.chunk.chunk_length_bytes: # download not complete return False - + print(f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}") return True @@ -261,7 +261,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" # notify server of upcoming ChunkRequests - logger.debug(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + print(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") # TODO: does this function need to be implemented to work for a list of chunks? @@ -269,31 +269,31 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): chunk_reqs = [chunk_req] with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") - logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - # while True: - # try: - # response = self.http_pool.request( - # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - # ) - # break - # except Exception as e: - # print("sender post error", e) - # time.sleep(1) + print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + #while True: + # try: + # response = self.http_pool.request( + # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + # ) + # break + # except Exception as e: + # print("sender post error", e) + # time.sleep(1) response = self.http_pool.request( "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} ) assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") # contact server to set up socket connection if self.destination_ports.get(dst_host) is None: - logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") + print(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") self.destination_sockets[dst_host] = retry_backoff( partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout ) - logger.debug(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") + print(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") sock = self.destination_sockets[dst_host] # TODO: cleanup so this isn't a loop @@ -320,9 +320,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): # send chunk header header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - logger.debug(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") + print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") header.to_socket(sock) - logger.debug(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") + print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") # send chunk data assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" @@ -332,7 +332,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): sock.sendall(data) # logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {chunk.chunk_length_bytes * 8 / t.elapsed / MB:.2f}Mbps") - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {wire_length * 8 / t.elapsed / MB:.2f}Mbps") + print(f"[sender:{self.worker_id}]:{chunk_id} sent at {wire_length * 8 / t.elapsed / MB:.2f}Mbps") if dst_host not in self.sent_chunk_ids: self.sent_chunk_ids[dst_host] = [] @@ -373,7 +373,7 @@ def process(self, chunk_req: ChunkRequest): if file_size == size_bytes: break except Exception: - logger.debug(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") + print(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") time.sleep(0.1) continue diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index aeebeb33b..4c4fa41f7 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -40,7 +40,8 @@ def __init__( self.error_event = error_event self.error_queue = error_queue self.recv_block_size = recv_block_size - self.max_pending_chunks = 64 # max_pending_chunks + self.max_pending_chunks = max_pending_chunks + print("Max pending chunks", self.max_pending_chunks) self.use_compression = use_compression if e2ee_key_bytes is None: self.e2ee_secretbox = None @@ -141,6 +142,8 @@ def stop_workers(self): def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): server_port = conn.getsockname()[1] chunks_received = [] + init_space = self.chunk_store.remaining_bytes() + print("Init space", init_space) while True: # receive header and write data to file logger.debug(f"[receiver:{server_port}] Blocking for next header") @@ -155,6 +158,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") time.sleep(0.1) # get data diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index e9feb24be..e2dcf8295 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -137,11 +137,13 @@ def monitor_single_dst_helper(dst_region): dst_region, session_start_timestamp_ms, ) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) raise err except Exception as e: UsageClient.log_exception( "monitor transfer", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms ) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) raise e end_time = time.time() diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index f07f0bf78..abcc2cd63 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -54,7 +54,7 @@ def replicate_random( # 200 --> 3200 as the # of chunks # 100 --> 1600 as the # of chunks - random_chunk_size_mb = 64 + random_chunk_size_mb = 8 transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB client = SkyplaneBroadcastClient( From 7ffb026a0b3ce20bf6899aab64746298273f7b39 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 29 Dec 2022 13:56:53 -0600 Subject: [PATCH 051/186] update visualize gateway program --- skyplane/broadcast/visualize_gw.py | 31 ++++++++++++++++++++---------- 1 file changed, 21 insertions(+), 10 deletions(-) diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index e0815f1a0..6672fa4fa 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -84,13 +84,23 @@ def get_nx_graph(path): for region in regions: # region = regions[0] region_p = data[region] - plans = region_p["_plan"] - partitions = [int(i) for i in list(plans.keys())] - # print("partitions: ", [int(i) for i in list(plans.keys())]) - for pid in partitions: - p_plan = plans[str(pid)] - nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - # break + print("Region: ", region) + pprint(region_p) + + for partition_group in region_p: + partitions = partition_group["partitions"] + p_plan = partition_group['value'] + for pid in partitions: + nx_g = plot_children(nx_g, start_node, region, p_plan, pid) + + #pprint(region_p) + #plans = region_p["_plan"] + #partitions = [int(i) for i in list(plans.keys())] + ## print("partitions: ", [int(i) for i in list(plans.keys())]) + #for pid in partitions: + # p_plan = plans[str(pid)] + # nx_g = plot_children(nx_g, start_node, region, p_plan, pid) + ## break # print(partitions) @@ -152,8 +162,8 @@ def networkx_to_graphviz(g, label="partition"): if __name__ == "__main__": - costs = pd.read_csv("profiles/cost.csv") - throughput = pd.read_csv("profiles/whole_throughput_11_28.csv") + costs = pd.read_csv("broadcast/profiles/cost.csv") + throughput = pd.read_csv("broadcast/profiles/old/whole_throughput_11_28.csv") color = [] n = 100 @@ -166,7 +176,8 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + plot_path = "/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) h.view() From 3b4c573cf222c683eb2dd5cd8c76f7f4c260ee0a Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Thu, 29 Dec 2022 13:22:24 -0800 Subject: [PATCH 052/186] fix partitions --- .gitignore | 1 + skyplane/broadcast/bc_dataplane.py | 5 +++-- 2 files changed, 4 insertions(+), 2 deletions(-) diff --git a/.gitignore b/.gitignore index 9869a1f66..7976803fe 100644 --- a/.gitignore +++ b/.gitignore @@ -12,6 +12,7 @@ __pycache__/ *.so # experiment scripts +solution/ # Distribution / packaging .Python diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index c6684dad9..66b973fe4 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -210,7 +210,7 @@ def add_dst_operator( g = solution_graph any_id = partition_ids[0] - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if any_id in edge[-1]["partitions"]]) + next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if str(any_id) in edge[-1]["partitions"]]) # if no regions to forward data to, just write if len(next_regions) == 0: @@ -219,7 +219,7 @@ def add_dst_operator( mux_and_op = GatewayMuxAnd() bc_pg.add_operator(mux_and_op, receive_op, partition_id=tuple(partition_ids)) bc_pg.add_operator(write_op, mux_and_op, partition_id=tuple(partition_ids)) - self.add_operator_receive_send(bc_pg, region, partition_ids, dst_op=mux_and_op) + self.add_operator_receive_send(solution_graph, bc_pg, region, partition_ids, dst_op=mux_and_op) def remap_keys(self, mapping): return [{"partitions": k, "value": v} for k, v in mapping.items()] @@ -228,6 +228,7 @@ def remap_keys(self, mapping): @functools.lru_cache(maxsize=None) def current_gw_programs(self): solution_graph = self.topology.nx_graph + # print("Solution graph: ", solution_graph.edges.data()) num_partitions = self.topology.num_partitions src = self.src_region_tag From 6491a990e1e5b0ce29fd321314c93014619ae770 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 29 Dec 2022 20:17:26 -0600 Subject: [PATCH 053/186] partially implemented support for reading existing gw program --- skyplane/broadcast/bc_client.py | 12 +++++++++ skyplane/broadcast/bc_dataplane.py | 25 +++++++++++++------ skyplane/broadcast/bc_planner.py | 16 +++++++++++- .../broadcast/test/test_random_broadcast.py | 3 +++ 4 files changed, 48 insertions(+), 8 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 6b24d018a..28569974b 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -93,6 +93,18 @@ def networkx_to_graphviz(self, src, dsts, g, label='partitions'): h.render(directory='solution', view=True) return h + def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: + # load dataplane for existing gateway program + + return BroadcastDataplane( + clientid=self.clientid, + gateway_program_path = gateway_program_path, + provisioner=self.provisioner, + transfer_config=self.transfer_config + ) + + + # methods to create dataplane def broadcast_dataplane( self, diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index c6684dad9..50f5afcba 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -1,4 +1,5 @@ import threading +import json import functools from collections import Counter @@ -47,22 +48,21 @@ class BroadcastDataplane(Dataplane): def __init__( self, clientid: str, - topology: BroadcastReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, + topology: Optional[BroadcastReplicationTopology] = None, + gateway_program_path: Optional[str] = None, ): self.clientid = clientid - self.topology = topology - self.src_region_tag = self.topology.source_region() - self.dst_region_tags = self.topology.sink_regions() - regions = Counter([node.region for node in self.topology.gateway_nodes]) - self.max_instances = int(regions[max(regions, key=regions.get)]) self.provisioner = provisioner self.transfer_config = transfer_config self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False - self.gateway_programs = None + + # either set topology or gateway program + self.gateway_program_path = gateway_program_path + self.topology = topology # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -227,6 +227,17 @@ def remap_keys(self, mapping): @property @functools.lru_cache(maxsize=None) def current_gw_programs(self): + + if self.gateway_program_path is not None: + # return existing gateway program file + return json.load(open(self.gateway_program_path, "r")) + + + src_region_tag = self.topology.source_region() + dst_region_tags = self.topology.sink_regions() + regions = Counter([node.region for node in self.topology.gateway_nodes]) + max_instances = int(regions[max(regions, key=regions.get)]) + solution_graph = self.topology.nx_graph num_partitions = self.topology.num_partitions diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 71fe546e2..50a11d32a 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -19,7 +19,6 @@ import colorama from colorama import Fore, Style - class BroadcastPlanner: def __init__( self, @@ -205,6 +204,21 @@ def plan(self) -> BroadcastReplicationTopology: return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, direct_graph) +class BroadcastPlannerFromFile(BroadcastPlanner): + + def __init__(self, filename: str, **kwargs): + self.filename = filename + super().__init__(**kwargs) + + def plan(self) -> BroadcastReplicationTopology: + gw_program = json.load(open(self.filename)) + + # loop through region + + # loop hough operators with recieve or gen data -> collect (instace, region) + graph = nx.DiGraph() + + class BroadcastMDSTPlanner(BroadcastPlanner): def __init__( self, diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index abcc2cd63..43d6aa1b5 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -70,6 +70,9 @@ def replicate_random( print(f"Log dir: {client.log_dir}/client.log") print("Transfer size (in GB): ", transfer_size_gbytes) + # use existing gw program file + #dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") + dp = client.broadcast_dataplane( src_cloud_provider=s_cloud_provider, src_region=s_region, From a70b712239ee11a7e61b7b7a489fa89368d9d358 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 31 Dec 2022 12:41:57 -0600 Subject: [PATCH 054/186] change instance types --- skyplane/api/config.py | 4 ++-- skyplane/api/provisioner.py | 1 + skyplane/broadcast/bc_dataplane.py | 11 ++++++----- skyplane/broadcast/test/test_random_broadcast.py | 2 +- skyplane/broadcast/visualize_gw.py | 4 ++-- 5 files changed, 12 insertions(+), 10 deletions(-) diff --git a/skyplane/api/config.py b/skyplane/api/config.py index eb01b91e9..993340e64 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -65,8 +65,8 @@ class TransferConfig: azure_use_spot_instances: bool = False gcp_use_spot_instances: bool = False aws_instance_class: str = "m5.8xlarge" - azure_instance_class: str = "Standard_D2_v5" - gcp_instance_class: str = "n2-standard-16" + azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory + gcp_instance_class: str = "n2-standard-32" gcp_use_premium_network: bool = True # multipart config diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index a07281738..45a3d768e 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -92,6 +92,7 @@ def _provision_task(self, task: ProvisionerTask): server = self.aws.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "azure": assert self.azure.auth.enabled(), "Azure credentials not configured" + print("PROVISION", task.tags, task.vm_type) server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 47097fbdf..19ee86eea 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -63,6 +63,11 @@ def __init__( # either set topology or gateway program self.gateway_program_path = gateway_program_path self.topology = topology + self.src_region_tag = self.topology.source_region() + self.dst_region_tags = self.topology.sink_regions() + regions = Counter([node.region for node in self.topology.gateway_nodes]) + self.max_instances = int(regions[max(regions, key=regions.get)]) + # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -233,11 +238,7 @@ def current_gw_programs(self): return json.load(open(self.gateway_program_path, "r")) - src_region_tag = self.topology.source_region() - dst_region_tags = self.topology.sink_regions() - regions = Counter([node.region for node in self.topology.gateway_nodes]) - max_instances = int(regions[max(regions, key=regions.get)]) - + solution_graph = self.topology.nx_graph # print("Solution graph: ", solution_graph.edges.data()) diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 43d6aa1b5..c56b2345f 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -54,7 +54,7 @@ def replicate_random( # 200 --> 3200 as the # of chunks # 100 --> 1600 as the # of chunks - random_chunk_size_mb = 8 + random_chunk_size_mb = 64 transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB client = SkyplaneBroadcastClient( diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index 6672fa4fa..e4c8f13ce 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -176,8 +176,8 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" - plot_path = "/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json" + plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + #plot_path = "/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) h.view() From 1cdf74047f01a457d9073bbb0c00aae256b0a4e1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 5 Jan 2023 15:53:59 -0800 Subject: [PATCH 055/186] add log directory for deprovision --- skyplane/api/dataplane.py | 14 ++++++++++++++ skyplane/broadcast/bc_client.py | 8 +++++++- skyplane/broadcast/bc_dataplane.py | 7 +++++-- skyplane/broadcast/visualize_gw.py | 4 ++-- skyplane/compute/aws/aws_cloud_provider.py | 8 +++++++- 5 files changed, 35 insertions(+), 6 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index ea4d5d03f..5abf07d0d 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -29,8 +29,20 @@ def __init__(self, dataplane: "Dataplane"): def __enter__(self): return self.dataplane + def copy_log(self, instance): + print("COPY DATA TO", str(self.dataplane.log_dir) + f"/gateway_{instance.uuid()}.stdout") + instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") + print(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") + instance.download_file("/tmp/gateway.stdout", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stdout") + print(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") + instance.download_file("/tmp/gateway.stderr", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stderr") + + def __exit__(self, exc_type, exc_value, exc_tb): logger.fs.warning("Deprovisioning dataplane") + print("Starting deprovision") + # TODO: insert log copy here? + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.dataplane.deprovision() @@ -43,7 +55,9 @@ def __init__( topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, + log_dir: str, ): + self.log_dir = log_dir self.clientid = clientid self.topology = topology self.src_region_tag = self.topology.source_region() diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 28569974b..178c572c8 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -1,4 +1,5 @@ import uuid +import json from datetime import datetime from pathlib import Path @@ -96,6 +97,11 @@ def networkx_to_graphviz(self, src, dsts, g, label='partitions'): def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: # load dataplane for existing gateway program + # create topology + gw_program = json.load(open(gateway_program_path, "r")) + + + return BroadcastDataplane( clientid=self.clientid, gateway_program_path = gateway_program_path, @@ -203,4 +209,4 @@ def broadcast_dataplane( print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) - return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) + return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 19ee86eea..579d2e42e 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -49,10 +49,12 @@ def __init__( self, clientid: str, provisioner: "Provisioner", + log_dir: str, transfer_config: TransferConfig, topology: Optional[BroadcastReplicationTopology] = None, gateway_program_path: Optional[str] = None, ): + self.log_dir = log_dir self.clientid = clientid self.provisioner = provisioner self.transfer_config = transfer_config @@ -318,8 +320,9 @@ def _start_gateway( am_sink = gateway_node in self.topology.sink_instances() # start gateway - if gateway_log_dir: - gateway_server.init_log_files(gateway_log_dir) + #if sgateway_log_dir: + if self.log_dir: + gateway_server.init_log_files(self.log_dir) if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index e4c8f13ce..5307a0962 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -176,8 +176,8 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" - #plot_path = "/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json" + #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + plot_path = "/Users/sarahwooders/repos/skyplane/new_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) h.view() diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index 36c0da216..aabc93948 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -228,12 +228,18 @@ def start_instance(subnet_id: str): if i == max_retries - 1: raise elif "VcpuLimitExceeded" in str(e): + print("VCPU LIMIT ERROR") raise skyplane_exceptions.InsufficientVCPUException() from e - elif "Invalid IAM Instance Profile name" not in str(e): + elif "Invalid IAM Instance Profile name" in str(e): + print("INVALID IAM INSTANCE PROFILE NAME") logger.warning(str(e)) elif "InsufficientInstanceCapacity" in str(e): # try another subnet + print("try another subnet", region, subnets[current_subnet_id], subnets[(current_subnet_id + 1) % len(subnets)]) + print("all", subnets) current_subnet_id = (current_subnet_id + 1) % len(subnets) + else: + print("UNKNOWN", e) time.sleep(backoff) backoff = min(backoff * 2, max_backoff) From d4c065ac387523c5a1fd286e2e5a7aa49efe0f91 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 13 Jan 2023 18:07:26 -0800 Subject: [PATCH 056/186] reduce gateway cp parallism and fix recieve bug --- skyplane/api/tracker.py | 6 +++--- .../gateway/operators/gateway_receiver.py | 19 +++++++++++++++++-- 2 files changed, 20 insertions(+), 5 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index de47e6312..87e093d63 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -195,13 +195,13 @@ def monitor_transfer(pd, self): sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop - do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=-1) + do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() if any(errors.values()): logger.warning("Copying gateway logs...") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) + do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=8) self.errors = errors raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) @@ -259,7 +259,7 @@ def get_chunk_status(args): return logs rows = [] - for result in do_parallel(get_chunk_status, self.dataplane.bound_nodes.items(), n=-1, return_args=False): + for result in do_parallel(get_chunk_status, self.dataplane.bound_nodes.items(), n=8, return_args=False): rows.extend(result) return rows diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 4c4fa41f7..7f2796796 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -166,7 +166,8 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # self.chunk_store.state_start_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} wire header length {chunk_header.data_len}") with Timer() as t: - with self.chunk_store.get_chunk_file_path(chunk_header.chunk_id).open("wb") as f: + fpath = self.chunk_store.get_chunk_file_path(chunk_header.chunk_id) + with fpath.open("wb") as f: socket_data_len = chunk_header.data_len chunk_received_size = 0 to_write = bytearray(socket_data_len) @@ -184,7 +185,21 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): ) ) to_write = bytes(to_write) - f.write(to_write) + + # try to write data until successful + while True: + try: + f.write(to_write) + + # check size + file_size = os.path.getsize(fpath) + if file_size == chunk_header.data_len: + break + except Exception as e: + print(e) + + print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + time.sleep(1) assert ( socket_data_len == 0 and chunk_received_size == chunk_header.data_len ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" From b46e8dcedc545e08d249b104cb0f217c35d41632 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 30 Jan 2023 19:25:17 -0800 Subject: [PATCH 057/186] fix tracker timer --- skyplane/api/client.py | 2 +- skyplane/broadcast/impl/bc_tracker.py | 15 ++++++++++----- 2 files changed, 11 insertions(+), 6 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 3f2d852c5..b514ce62f 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -79,6 +79,6 @@ def dataplane( planner = DirectPlanner(src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections) topo = planner.plan() logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) + return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=None) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index e2dcf8295..a1da3c72d 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -124,9 +124,9 @@ def run(self): self.hooks.on_dispatch_end() def monitor_single_dst_helper(dst_region): - start_time = time.time() + # start_time = time.time() try: - self.monitor_transfer(dst_region) + runtime_s = self.monitor_transfer(dst_region) except exceptions.SkyplaneGatewayException as err: reformat_err = Exception(err.pretty_print_str()[37:]) UsageClient.log_exception( @@ -145,9 +145,9 @@ def monitor_single_dst_helper(dst_region): ) do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) raise e - end_time = time.time() + # end_time = time.time() - runtime_s = end_time - start_time + # runtime_s = end_time - start_time # transfer successfully completed transfer_stats = { "dst_region": dst_region, @@ -254,7 +254,8 @@ def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} sink_regions = {dst_region} - + runtime_s = 0 + assert len(sink_regions) == 1 # BC: only monitor one sink region in this call # any of the jobs of this region is not complete @@ -291,6 +292,8 @@ def monitor_transfer(pd, self, dst_region): completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region"].unique()) == set(sink_regions)) completed_chunk_ids = completed_status[completed_status].index + runtime_s = (sink_status_df.time.max() - log_df.time.min()).total_seconds() + # update job_complete_chunk_ids and job_pending_chunk_ids for job_uuid, job in self.jobs.items(): job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) @@ -338,6 +341,8 @@ def monitor_transfer(pd, self, dst_region): # sleep time.sleep(30) + return runtime_s + @property def is_complete(self): return all( From 862d36bee22ea0f7b2bb0091286f99662d38e672 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Sat, 4 Feb 2023 21:52:02 -0800 Subject: [PATCH 058/186] tracker output --- skyplane/broadcast/bc_planner.py | 19 ++++++------- skyplane/broadcast/impl/bc_tracker.py | 39 ++++++++++++++++----------- 2 files changed, 34 insertions(+), 24 deletions(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 50a11d32a..cea5e39f2 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -747,11 +747,11 @@ def plan_iterative( print(f"Filter node (only use): {src_dst_li + sampled}") # banned nodes - sampled = list(self.G.nodes) - sampled.remove("aws:eu-south-2") - sampled.remove("aws:eu-central-2") - sampled.remove("aws:ca-central-1") - g = g.subgraph(sampled).copy() + # sampled = list(self.G.nodes) + # sampled.remove("aws:eu-south-2") + # sampled.remove("aws:eu-central-2") + # sampled.remove("aws:ca-central-1") + # g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) @@ -900,10 +900,11 @@ def plan( print(f"Filter node (only use): {src_dst_li + sampled}") # banned nodes - sampled = list(self.G.nodes) - sampled.remove("aws:eu-south-2") - sampled.remove("aws:eu-central-2") - g = g.subgraph(sampled).copy() + # NOTE: why do we do this? + # sampled = list(self.G.nodes) + # sampled.remove("aws:eu-south-2") + # sampled.remove("aws:eu-central-2") + # g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index a1da3c72d..26ce948ad 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -15,6 +15,7 @@ from concurrent.futures import ThreadPoolExecutor, as_completed from skyplane.utils.definitions import GB, tmp_log_dir from datetime import datetime +from colorama import Fore, Style if TYPE_CHECKING: from skyplane.broadcast.impl.bc_transfer_job import BCTransferJob @@ -207,29 +208,37 @@ def monitor_single_dst_helper(dst_region): do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) e2e_end_time = time.time() - print(f"End to end time: {round(e2e_end_time - e2e_start_time, 4)}s\n") + print(f"End to end experiment time: {round(e2e_end_time - e2e_start_time, 4)}s\n") print(f"Transfer result:") - tot_runtime = float("-inf") + overall_runtime_s = float("-inf") for i in results: pprint(i) - tot_runtime = max(tot_runtime, i["total_runtime_s"]) + overall_runtime_s = max(overall_runtime_s, i["total_runtime_s"]) print() size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) + overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s + cost_per_gb = self.dataplane.topology.cost_per_gb tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) - tot_instance_cost = self.dataplane.topology.tot_vm_price_per_s * tot_runtime - - print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") - print(f"Total runtime: {tot_runtime}s\n") - - print(f"Cost per gb: {round(cost_per_gb, 4)}") - print(f"Total egress cost: ${tot_egress_cost}") - - print(f"Total # of vms: {self.dataplane.topology.tot_vms}") - print(f"Total instance cost: ${tot_instance_cost}") - - print(f"Total cost: ${tot_egress_cost + tot_instance_cost}") + tot_instance_cost = self.dataplane.topology.tot_vm_price_per_s * overall_runtime_s + + print(f"{Fore.BLUE}\n---> Aggregate result (runtime & tput) {Style.RESET_ALL}") + print(f"{Fore.BLUE}transferred size = {Fore.YELLOW}{round(size_of_transfer, 8)}GB") + print(f"{Fore.BLUE}overall runtime = {Fore.YELLOW}{round(overall_runtime_s, 4)} s{Style.RESET_ALL}") + print(f"{Fore.BLUE}overall throughput = {Fore.YELLOW}{round(overall_tput_gbps, 4)} Gbps{Style.RESET_ALL}\n") + + print(f"{Fore.BLUE}\n---> Aggregate result (cost) {Style.RESET_ALL}") + print(f"{Fore.BLUE}total # of vms = {Fore.YELLOW}{self.dataplane.topology.tot_vms}{Style.RESET_ALL}") + print(f"{Fore.BLUE}total egress cost = {Fore.YELLOW}$ {tot_egress_cost}{Style.RESET_ALL}") + print(f"{Fore.BLUE}total instance cost = {Fore.YELLOW}$ {tot_instance_cost}{Style.RESET_ALL}") + print(f"{Fore.BLUE}total cost = {Fore.YELLOW}$ {tot_egress_cost + tot_instance_cost}{Style.RESET_ALL}\n") + + # print(f"Cost per gb: {round(cost_per_gb, 4)}") + # print(f"Total egress cost: ${tot_egress_cost}") + # print(f"Total # of vms: {self.dataplane.topology.tot_vms}") + # print(f"Total instance cost: ${tot_instance_cost}") + # print(f"Total cost: ${tot_egress_cost + tot_instance_cost}") # write chunk status print(f"Writing chunk profiles to {self.transfer_dir}/chunk_status_df.csv") From 1e920e4ad3bbb44c723c7182302887d1b415c597 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Mon, 6 Feb 2023 00:33:58 -0800 Subject: [PATCH 059/186] update p2p algorithms --- .gitignore | 1 + network_aws.sh | 10 - network_azure.sh | 9 - network_gcp.sh | 9 - network_inter.sh | 3 - skyplane/broadcast/bc_client.py | 18 +- skyplane/broadcast/bc_planner.py | 371 +- skyplane/broadcast/impl/bc_transfer_job.py | 2 +- skyplane/broadcast/profiles/cost.csv | 8941 +++++++++-------- ...le_throughput_11_28.csv => throughput.csv} | 0 .../broadcast/test/test_random_broadcast.py | 4 +- skyplane/broadcast/visualize_gw.py | 2 +- 12 files changed, 5342 insertions(+), 4028 deletions(-) delete mode 100644 network_aws.sh delete mode 100644 network_azure.sh delete mode 100644 network_gcp.sh delete mode 100644 network_inter.sh rename skyplane/broadcast/profiles/{whole_throughput_11_28.csv => throughput.csv} (100%) diff --git a/.gitignore b/.gitignore index 7976803fe..90fdc7a7c 100644 --- a/.gitignore +++ b/.gitignore @@ -13,6 +13,7 @@ __pycache__/ # experiment scripts solution/ +out/ # Distribution / packaging .Python diff --git a/network_aws.sh b/network_aws.sh deleted file mode 100644 index 23789e3b5..000000000 --- a/network_aws.sh +++ /dev/null @@ -1,10 +0,0 @@ -#!/bin/bash -skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; -# python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a Ndirect -c 1600 -n 2 -p 5 -aws > log/network/aws/Ndirect -# skyplane deprovision -# python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a ILP -c 800 -n 2 -p 2 -s 40 -i -fe -aws > log/network/aws/ILP -# skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 1600 -n 2 -p 5 -aws > log/network/aws/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py aws:ap-east-1 aws:us-west-1 aws:ap-northeast-3 aws:eu-north-1 aws:ap-south-1 aws:ca-central-1 aws:ap-northeast-1 -a MDST -c 1600 -n 2 -p 5 -aws > log/network/aws/HST -skyplane deprovision \ No newline at end of file diff --git a/network_azure.sh b/network_azure.sh deleted file mode 100644 index d2ad883fb..000000000 --- a/network_azure.sh +++ /dev/null @@ -1,9 +0,0 @@ -#!/bin/bash -skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,gcp,azure]"; -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a Ndirect -c 1600 -n 2 -p 5 -azure > log/network/azure/Ndirect -skyplane deprovision -# python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a ILP -c 800 -n 2 -p 5 -s 29 -azure > log/network/azure/ILP -# skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a MDST -c 1600 -n 2 -p 5 -azure > log/network/azure/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py azure:brazilsouth azure:westeurope azure:westus azure:koreacentral azure:australiaeast azure:uaenorth azure:centralindia -a HST -c 1600 -n 2 -p 5 -azure > log/network/azure/HST \ No newline at end of file diff --git a/network_gcp.sh b/network_gcp.sh deleted file mode 100644 index 1a0c7b046..000000000 --- a/network_gcp.sh +++ /dev/null @@ -1,9 +0,0 @@ -#!/bin/bash -skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 1600 -n 2 -p 5 -gcp > log/network/gcp/Ndirect -skyplane deprovision -# python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a ILP -c 800 -n 2 -p 5 -s 29 -gcp > log/network/gcp/ILP -# skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a MDST -c 1600 -n 2 -p 5 -gcp > log/network/gcp/MDST -skyplane deprovision -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a HST -c 1600 -n 2 -p 5 -gcp > log/network/gcp/HST \ No newline at end of file diff --git a/network_inter.sh b/network_inter.sh deleted file mode 100644 index 4b0a52633..000000000 --- a/network_inter.sh +++ /dev/null @@ -1,3 +0,0 @@ -skyplane deprovision; export SKYPLANE_DOCKER_IMAGE=$(bash scripts/pack_docker_broadcast.sh lynnliu030); pip install -e ".[aws,azure,gcp]"; -python3 skyplane/broadcast/test/test_random_broadcast.py gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a -a Ndirect -c 1600 -n 2 -p 5 -gcp > log/network/gcp/Ndirect -skyplane deprovision \ No newline at end of file diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 178c572c8..09517364b 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -8,7 +8,7 @@ from skyplane.api.client import tmp_log_dir from skyplane.api.client import get_clientid from skyplane.broadcast.bc_dataplane import BroadcastDataplane -from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner +from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner, BroadcastSpiderPlanner from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger @@ -165,7 +165,6 @@ def broadcast_dataplane( ) topo = planner.plan() elif type == "HST": - # TODO: not usable now planner = BroadcastHSTPlanner( src_cloud_provider, src_region, @@ -180,6 +179,21 @@ def broadcast_dataplane( azure_only=azure_only, ) topo = planner.plan() + elif type == "SPIDER": + planner = BroadcastSpiderPlanner( + src_cloud_provider, + src_region, + dst_cloud_providers, + dst_regions, + n_vms, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only=aws_only, + gcp_only=gcp_only, + azure_only=azure_only, + ) + topo = planner.plan() elif type == "ILP": planner = BroadcastILPSolverPlanner( src_cloud_provider, diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index cea5e39f2..34f307706 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -12,10 +12,10 @@ import networkx as nx import pandas as pd import numpy as np - from skyplane.utils import logger from skyplane.broadcast import __root__ import functools +import random import colorama from colorama import Fore, Style @@ -34,7 +34,7 @@ def __init__( gcp_only: bool, azure_only: bool, cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", - tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "whole_throughput_11_28.csv", + tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", ): self.src_provider = src_provider @@ -49,7 +49,7 @@ def __init__( # need to input cost_grid and tp_grid self.costs = pd.read_csv(cost_grid_path) self.throughput = pd.read_csv(tp_grid_path) - self.G = self.make_nx_graph(self.costs, self.throughput) + self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) if aws_only: self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "gcp" or i.split(":")[0] == "azure"]) @@ -67,12 +67,12 @@ def get_path_cost(self, src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" return CloudProvider.get_transfer_cost(src, dst) - def make_nx_graph(self, cost, throughput): + def make_nx_graph(self, cost, throughput, num_instances=1): G = nx.DiGraph() for _, row in throughput.iterrows(): if row["src_region"] == row["dst_region"]: continue - G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=row["throughput_sent"] / 1e9) + G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=num_instances * row["throughput_sent"] / 1e9) for _, row in cost.iterrows(): if row["src"] in G and row["dest"] in G[row["src"]]: @@ -80,7 +80,7 @@ def make_nx_graph(self, cost, throughput): else: continue - # update the cost using skyplane.compute tools [i.e. in utils.py] (need to build the skyplane repo first) + # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] for edge in G.edges.data(): if edge[-1]["cost"] is None: edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) @@ -381,6 +381,246 @@ def read_result(loc): os.remove(param_loc) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) +class BroadcastSpiderPlanner(BroadcastPlanner): + def __init__( + self, + src_provider: str, + src_region, + dst_providers: List[str], + dst_regions: List[str], + num_instances: int, + num_connections: int, + num_partitions: int, + gbyte_to_transfer: float, + aws_only: bool, + gcp_only: bool, + azure_only: bool, + ): + super().__init__( + src_provider, + src_region, + dst_providers, + dst_regions, + num_instances, + num_connections, + num_partitions, + gbyte_to_transfer, + aws_only, + gcp_only, + azure_only, + ) + + self.eg_lims = { + "aws": 5 * num_instances, + "gcp": 7 * num_instances, + "azure": 16 * num_instances, + } + self.in_lims = { + "aws": 10 * num_instances, + "gcp": 16 * num_instances, + "azure": 16 * num_instances, + } + + def evaluate(self, tree_set, bw, num_vms, num_partitions, data_vol=1): + print() + print("-" * 10 + " Evaluate\n") + + makespan = data_vol * 8 / sum(bw) + cost_per_instance_hr = 0.54 + + import math + def split(my_list, weight_list): + sublists = [] + prev_index = 0 + for weight in weight_list: + next_index = prev_index + math.ceil( (len(my_list) * weight) ) + + sublists.append(my_list[prev_index : next_index] ) + prev_index = next_index + + return sublists + + partitions = list(range(num_partitions)) + output_partitions = split(partitions, [b / sum(bw) for b in bw]) + print(f"Bw: {bw}, split: {output_partitions}") + + from itertools import islice + egress_cost = 0 + complete_tree = nx.DiGraph() + + for i in range(len(tree_set)): + if len(output_partitions[i]) == 0: + continue # not assigning any partition to this tree + + egress_cost += sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * bw[i] / sum(bw) + + # give each tree the output partitions + for edge in tree_set[i].edges.data(): + src, dst = edge[0], edge[1] + complete_tree.add_edge( + src, dst, partitions=output_partitions[i], throughput=self.G[src][dst]["throughput"], cost=self.G[src][dst]["cost"] + ) + + print("Tree cost: ", sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * (bw[i] / sum(bw))) + + for node in complete_tree.nodes: + complete_tree.nodes[node]["num_vms"] = num_vms + + print(f"SPIDER solution (tree node): ", complete_tree.nodes.data()) + print(f"SPIDER solution (tree edge): ", complete_tree.edges.data()) + + instance_cost = len(tree_set[0].nodes) * num_vms * (cost_per_instance_hr / 3600) * makespan + tot_cost = egress_cost + instance_cost + + print(f"{Fore.BLUE}Data vol = {Fore.YELLOW}{round(data_vol, 4)} GB or {round(data_vol*8, 4)} Gbits{Style.RESET_ALL}\n") + print(f"{Fore.BLUE}Bandwidth of each tree = {Fore.YELLOW}{[round(i, 4) for i in bw]}{Style.RESET_ALL}\n") + print(f"{Fore.BLUE}Total runtime = {Fore.YELLOW}{round(makespan, 4)} s{Style.RESET_ALL}") + print(f"{Fore.BLUE}Total throughput = {Fore.YELLOW}{round(sum(bw), 4)} Gbps{Style.RESET_ALL}\n") + print(f"{Fore.BLUE}Total egress cost (per GB) = {Fore.YELLOW}${round(egress_cost, 4)}{Style.RESET_ALL}") + print(f"{Fore.BLUE}Total instance cost = {Fore.YELLOW}${round(instance_cost, 4)}{Style.RESET_ALL}") + print(f"{Fore.BLUE}Total cost = {Fore.YELLOW}${round(tot_cost, 4)}{Style.RESET_ALL}") + + # return sum(bw), makespan, tot_cost, complete_tree + return complete_tree + + def validate_tree_set(self, tree_set, src, dsts, bw, egress_limits, ingress_limits, ro=[]): + for tree in tree_set: + assert len(tree.nodes) >= 1 + len(dsts) + assert len(tree.edges) == len(tree.nodes) - 1 + for node in [src] + dsts: + if not tree.has_node(node): + return False + # assert(tree.has_node(node)) + for node in [src] + dsts + ro: + sum_egress, sum_ingress = 0, 0 + for i in range(len(tree_set)): + sum_egress += len(tree_set[i].out_edges(node)) * bw[i] + sum_ingress += len(tree_set[i].in_edges(node)) * bw[i] + if not sum_egress <= egress_limits[node.split(":")[0]]: + return False + assert sum_ingress <= ingress_limits[node.split(":")[0]] + + print("Pass validation") + return True + + def SPIDER(self, h, src, dsts, egress_limits, ingress_limits, elim_set=None): + import copy + N = set([src] + dsts) # set of nodes that each tree must span + Tree_set = [] # output: a set of trees + bw = [] # list of bandwidth for each tree + + if elim_set is None: + elim_set = {node: egress_limits[node.split(":")[0]] for node in h.nodes} # egress limit for each node in the graph + ilim_set = {node: ingress_limits[node.split(":")[0]] for node in h.nodes} + + while True: + CurrentTree = nx.DiGraph() # constructed tree + InTree = {src} # nodes of constructed tree + CurrentTreeBottleneck = float("inf") # bottleneck link + elim_copy = copy.deepcopy(elim_set) # copy of egress limit + ilim_copy = copy.deepcopy(ilim_set) # copy of ingress limit + + while not N.issubset(InTree): + M_n, R_n = {}, {} + for n in InTree: + # max outgoing bandwidth arc to nodes outside InTree + out_edges = [edge for edge in list(h.out_edges(n)) if edge[1] not in InTree] + out_edges_tput = [h[e[0]][e[1]]["throughput"] for e in out_edges] + max_out_tput = max(out_edges_tput, default=0) + + if max_out_tput <= 0 or elim_copy[n] <= 0: + continue + + M_n[n] = out_edges[out_edges_tput.index(max_out_tput)] + + if ilim_copy[M_n[n][1]] <= 0: + M_n[n] = None + continue + + R_n[n] = elim_copy[n] - min(max_out_tput, CurrentTreeBottleneck) + + if len(R_n) == 0: # all ineasible + break + + max_val_set = [i for i, j in R_n.items() if j == max(R_n.values())] + + # pick node x with max_j{R_j} + random.shuffle(max_val_set) + x = sample(max_val_set, 1)[0] + + # edge with max_j{b_xj} + Mx = M_n[x] + src_add, dst_add = Mx[0], Mx[1] + assert elim_copy[src_add] >= 0 + + # if add this edge to the tree, make sure that it won't exceed the egress limit + CurrentTreeBottleneck = min( + [CurrentTreeBottleneck, elim_copy[src_add], ilim_copy[dst_add], h[src_add][dst_add]["throughput"]] + ) + + print("Current bottleneck: ", CurrentTreeBottleneck) + if ( + elim_set[src_add] - CurrentTreeBottleneck >= 0 + and ilim_set[dst_add] - CurrentTreeBottleneck >= 0 + and CurrentTreeBottleneck > 0 + ): + print(f"Add edge: {src_add}, {dst_add}\n") + src_provider, dst_provider = src_add.split(":")[0], dst_add.split(":")[0] + flow = min([h[src_add][dst_add]["throughput"], egress_limits[src_provider], ingress_limits[dst_provider]]) + CurrentTree.add_edge(src_add, dst_add, cost=h[src_add][dst_add]["cost"], throughput=flow) + InTree.add(Mx[1]) # add dst of Mx to InTree list + for node in CurrentTree.nodes: + num_out_edges = len(CurrentTree.out_edges(node)) + num_in_edges = len(CurrentTree.in_edges(node)) + elim_copy[node] = elim_set[node] - CurrentTreeBottleneck * num_out_edges + ilim_copy[node] = ilim_set[node] - CurrentTreeBottleneck * num_in_edges + + if not CurrentTree.edges: + break + + # reduce the bandwidth on all edges of the tree by amount of bottleneck bandwidth + bottleneck = CurrentTreeBottleneck + src_node = set() + dst_node = set() + for edge in CurrentTree.edges: + h[edge[0]][edge[1]]["throughput"] -= bottleneck + src_node.add(edge[0]) + dst_node.add(edge[1]) + + # Extra check (capacity, tree nodes) + infeasible = any([elim_set[n] - bottleneck < 0 for n in src_node]) or len(CurrentTree.nodes) < 1 + len(dsts) + if not infeasible: + # print("Number of nodes: ", len(CurrentTree.nodes)) + if self.validate_tree_set(Tree_set + [CurrentTree], src, dsts, bw + [bottleneck], egress_limits, ingress_limits): + print("Feasible") + print(f"Throughput of tree {len(Tree_set)} is: {bottleneck} Gbps\n") + print("-" * 40) + bw.append(bottleneck) + Tree_set.append(CurrentTree) + for n in src_node: + elim_set[n] -= bottleneck + for n in dst_node: + ilim_set[n] -= bottleneck + else: + print("Infeasible, ignore above\n") + else: + print("Infeasible, ignore above\n") + continue + + return Tree_set, bw, h, elim_set + + def plan(self) -> BroadcastReplicationTopology: + src = self.src_provider + ":" + self.src_region + dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] + + h = nx.DiGraph(self.G.copy().subgraph(dsts + [src])) + h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) + Tree_set, bw, h, elim_set = self.SPIDER(h, src, dsts, egress_limits=self.eg_lims, ingress_limits=self.in_lims) + Spider_graph = self.evaluate( + Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1 + ) + + return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, Spider_graph) class BroadcastILPSolverPlanner(BroadcastPlanner): def __init__( @@ -730,6 +970,7 @@ def plan_iterative( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, + n_clusters: Optional[int] = 20 ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -739,12 +980,58 @@ def plan_iterative( # get graph g = self.G + source_v = problem.src + dest_v = problem.dsts + # node-approximation - if filter_node: - src_dst_li = [problem.src] + problem.dsts - sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] - g = g.subgraph(src_dst_li + sampled).copy() - print(f"Filter node (only use): {src_dst_li + sampled}") + if filter_node: + from sklearn.cluster import KMeans + + random.seed(10) + node_map, node_list = {}, list(g.nodes) + print("Number of nodes: ", len(node_list)) + for node in node_list: + node_map[node] = [] + for neighbor_node in node_list: + if node != neighbor_node: + node_map[node].append(g[node][neighbor_node]["cost"]) + else: + node_map[node].append(0) # cost to itself + + for neighbor_node in node_list: + if node != neighbor_node: + node_map[node].append(g[node][neighbor_node]["throughput"]) + else: + node_map[node].append(100) # tput to itself or throughput within a single region? + + np_node_map = np.array([li for li in node_map.values()]) + print(f"node map: {np_node_map}, shape: {np_node_map.shape}") + print(f"Num cluster: {n_clusters}") + km = KMeans(n_clusters=n_clusters) + kmeans = km.fit_predict(np_node_map) + print("kmeans: ", kmeans) + print("labels:", list(km.labels_)) + + cluster_to_node_map = {} + labels = list(km.labels_) + for i in range(len(labels)): + label = labels[i] + if label not in cluster_to_node_map: + cluster_to_node_map[label] = [] + cluster_to_node_map[label].append(node_list[i]) + + print("CLSUTER TO NODE MAP: ") + pprint(cluster_to_node_map) + + keep_node = [] + for node_list in cluster_to_node_map.values(): + keep_node.append(sample(node_list, 1)[0]) + + print(f"Keep node {len(keep_node)}: {keep_node}") + remove_nodes = [node for node in g.nodes if node not in keep_node + [source_v] + dest_v] + g.remove_nodes_from(remove_nodes) + print(f"Remove {len(remove_nodes)}: {remove_nodes}") + print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") # banned nodes # sampled = list(self.G.nodes) @@ -757,8 +1044,6 @@ def plan_iterative( tp = np.array([e[2] for e in g.edges(data="throughput")]) edges = list(g.edges) nodes = list(g.nodes) - source_v = problem.src - dest_v = problem.dsts partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions dest_edges = [g.edges.index(e) for e in g.edges if e[1] == ""] @@ -876,6 +1161,7 @@ def plan( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, + n_clusters: Optional[int] = 20 ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -886,18 +1172,61 @@ def plan( problem = self.problem if solve_iterative: - return self.plan_iterative(problem, solver, filter_node, filter_edge, solver_verbose, save_lp_path) + return self.plan_iterative(problem, solver, filter_node, filter_edge, solver_verbose, save_lp_path, n_clusters) g = self.G + source_v = problem.src + dest_v = problem.dsts # node-approximation - from random import sample - - if filter_node: - src_dst_li = [problem.src] + problem.dsts - sampled = [i for i in sample(list(self.G.nodes), 15) if i not in src_dst_li] - g = g.subgraph(src_dst_li + sampled).copy() - print(f"Filter node (only use): {src_dst_li + sampled}") + if filter_node: + from sklearn.cluster import KMeans + + random.seed(10) + node_map, node_list = {}, list(g.nodes) + print("Number of nodes: ", len(node_list)) + for node in node_list: + node_map[node] = [] + for neighbor_node in node_list: + if node != neighbor_node: + node_map[node].append(g[node][neighbor_node]["cost"]) + else: + node_map[node].append(0) # cost to itself + + for neighbor_node in node_list: + if node != neighbor_node: + node_map[node].append(g[node][neighbor_node]["throughput"]) + else: + node_map[node].append(100) # tput to itself or throughput within a single region? + + np_node_map = np.array([li for li in node_map.values()]) + print(f"node map: {np_node_map}, shape: {np_node_map.shape}") + print(f"Num cluster: {n_clusters}") + km = KMeans(n_clusters=n_clusters) + kmeans = km.fit_predict(np_node_map) + print("kmeans: ", kmeans) + print("labels:", list(km.labels_)) + + cluster_to_node_map = {} + labels = list(km.labels_) + for i in range(len(labels)): + label = labels[i] + if label not in cluster_to_node_map: + cluster_to_node_map[label] = [] + cluster_to_node_map[label].append(node_list[i]) + + print("CLSUTER TO NODE MAP: ") + pprint(cluster_to_node_map) + + keep_node = [] + for node_list in cluster_to_node_map.values(): + keep_node.append(sample(node_list, 1)[0]) + + print(f"Keep node {len(keep_node)}: {keep_node}") + remove_nodes = [node for node in g.nodes if node not in keep_node + [source_v] + dest_v] + g.remove_nodes_from(remove_nodes) + print(f"Remove {len(remove_nodes)}: {remove_nodes}") + print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") # banned nodes # NOTE: why do we do this? diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index 97c081f82..abaca558a 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -111,7 +111,7 @@ def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 200, + dispatch_batch_size: int = 128, # need to change it back later ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" if not transfer_config.gen_random_data: diff --git a/skyplane/broadcast/profiles/cost.csv b/skyplane/broadcast/profiles/cost.csv index 3a8ed3bff..3bbcb9c80 100644 --- a/skyplane/broadcast/profiles/cost.csv +++ b/skyplane/broadcast/profiles/cost.csv @@ -1,3970 +1,4971 @@ -src,dest,src_tier,dest_tier,cost -aws:af-south-1,aws:af-south-1,PREMIUM,PREMIUM,0.0 -aws:af-south-1,aws:ap-east-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-2,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-3,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-south-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-southeast-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-southeast-2,PREMIUM,PREMIUM,0.147 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+aws:eu-west-1,gcp:asia-east1-a,0.09 +aws:eu-west-1,gcp:europe-west3-a,0.09 +aws:eu-west-1,aws:us-east-2,0.02 +aws:eu-west-1,aws:me-central-1,0.02 +aws:eu-west-1,gcp:asia-northeast3-a,0.09 +aws:eu-west-1,azure:switzerlandnorth,0.09 +aws:eu-west-1,aws:ap-east-1,0.02 +aws:eu-west-1,gcp:asia-east2-a,0.09 +aws:eu-west-1,azure:swedencentral,0.09 +aws:eu-west-1,gcp:us-west4-a,0.09 +aws:eu-west-1,aws:ap-southeast-1,0.02 +aws:eu-west-1,aws:me-south-1,0.02 +aws:eu-west-1,aws:ap-southeast-3,0.02 +aws:eu-west-1,azure:northcentralus,0.09 +aws:eu-west-1,azure:uksouth,0.09 +aws:eu-west-1,azure:canadacentral,0.09 +aws:eu-west-1,gcp:southamerica-west1-a,0.09 +aws:eu-west-1,aws:ap-northeast-2,0.02 +aws:eu-west-1,azure:centralindia,0.09 +aws:eu-west-1,aws:eu-central-1,0.02 +aws:eu-west-1,aws:us-west-1,0.02 +aws:eu-west-1,azure:westeurope,0.09 +aws:eu-west-1,azure:southcentralus,0.09 +aws:eu-west-1,gcp:europe-west4-a,0.09 +aws:eu-west-1,aws:ap-southeast-2,0.02 +aws:eu-west-1,gcp:us-east4-a,0.09 +aws:eu-west-1,aws:eu-west-2,0.02 +aws:eu-west-1,gcp:asia-northeast2-a,0.09 +aws:eu-west-1,aws:ap-northeast-3,0.02 +aws:eu-west-1,gcp:us-east1-b,0.09 +aws:eu-west-1,aws:ca-central-1,0.02 +aws:eu-west-1,gcp:australia-southeast1-a,0.09 +aws:eu-west-1,gcp:asia-southeast2-a,0.09 +aws:eu-west-1,gcp:us-west1-a,0.09 +aws:eu-west-1,azure:brazilsouth,0.09 diff --git a/skyplane/broadcast/profiles/whole_throughput_11_28.csv b/skyplane/broadcast/profiles/throughput.csv similarity index 100% rename from skyplane/broadcast/profiles/whole_throughput_11_28.csv rename to skyplane/broadcast/profiles/throughput.csv diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index c56b2345f..41b17e0b6 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -32,7 +32,7 @@ def replicate_random( debug: bool = typer.Option(True, help="If true, will write debug information to debug directory."), confirm: bool = typer.Option(cloud_config.get_flag("autoconfirm"), "--confirm", "-y", "-f", help="Confirm all transfer prompts"), # solver - algo: str = typer.Option("Ndirect", "--algo", "-a", help="Algorithm selected from [MDST, HST, ILP]"), + algo: str = typer.Option("Ndirect", "--algo", "-a", help="Algorithm selected from [MDST, HST, ILP, SPIDER]"), solver_target_time_budget: float = typer.Option( 10, "--time-budget", "-s", help="Solver option for ILP: Required time budget in seconds" ), @@ -48,7 +48,7 @@ def replicate_random( # create transfer list # 8, 80, 800, 1600, 3200, 4000, 4800 8000(n_chunks) - # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer siz2e in GB) + # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer size in GB) # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) # 200 --> 3200 as the # of chunks diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index 5307a0962..563592946 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -163,7 +163,7 @@ def networkx_to_graphviz(g, label="partition"): if __name__ == "__main__": costs = pd.read_csv("broadcast/profiles/cost.csv") - throughput = pd.read_csv("broadcast/profiles/old/whole_throughput_11_28.csv") + throughput = pd.read_csv("broadcast/profiles/throughput.csv") color = [] n = 100 From f5966b819559e3c861ecf3de2d491712670a9cc8 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Feb 2023 21:16:39 -0800 Subject: [PATCH 060/186] fix region issue --- skyplane/broadcast/bc_client.py | 10 +++++----- skyplane/broadcast/bc_planner.py | 18 +++++++++--------- skyplane/broadcast/test/bc_objstore.py | 14 ++++++++------ skyplane/obj_store/s3_interface.py | 7 +++++-- 4 files changed, 27 insertions(+), 22 deletions(-) diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index 178c572c8..2dc39458f 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -200,11 +200,11 @@ def broadcast_dataplane( raise NotImplementedError(f"Dataplane type {type} not implemented") logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - if type != "ILP": - print(f"Solution: {topo.nx_graph.edges.data()}") - print(topo.nx_graph.nodes) - print(src_region) - self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) + #if type != "ILP": + print(f"Solution: {topo.nx_graph.edges.data()}") + print(topo.nx_graph.nodes) + print(src_region) + self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 50a11d32a..40ac2633b 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -747,11 +747,11 @@ def plan_iterative( print(f"Filter node (only use): {src_dst_li + sampled}") # banned nodes - sampled = list(self.G.nodes) - sampled.remove("aws:eu-south-2") - sampled.remove("aws:eu-central-2") - sampled.remove("aws:ca-central-1") - g = g.subgraph(sampled).copy() + #sampled = list(self.G.nodes) + #sampled.remove("aws:eu-south-2") + #sampled.remove("aws:eu-central-2") + #sampled.remove("aws:ca-central-1") + #g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) @@ -900,10 +900,10 @@ def plan( print(f"Filter node (only use): {src_dst_li + sampled}") # banned nodes - sampled = list(self.G.nodes) - sampled.remove("aws:eu-south-2") - sampled.remove("aws:eu-central-2") - g = g.subgraph(sampled).copy() + #sampled = list(self.G.nodes) + #sampled.remove("aws:eu-south-2") + #sampled.remove("aws:eu-central-2") + #g = g.subgraph(sampled).copy() cost = np.array([e[2] for e in g.edges(data="cost")]) tp = np.array([e[2] for e in g.edges(data="throughput")]) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 9971fc587..cc9ea8519 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -34,14 +34,16 @@ def start_transfer(args): # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" - source_file = "s3://broadcast-exp1-ap-east-1/OPT-66B/" - dest_files = [f"s3://broadcast-exp1-{d}/OPT-66B/" for d in dst_regions] + #source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" + source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist - for (region, bucket_path) in zip(dst_regions, dest_files): + for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] bucket = S3Interface(bucket_name) try: + print("Create bucket", region) bucket.create_bucket(region) except Exception as e: print(e) @@ -53,13 +55,13 @@ def start_transfer(args): if src_cloud_provider in ["aws", "gcp", "azure"] and [d in ["aws", "gcp", "azure"] for d in dst_cloud_providers]: try: provider_src, bucket_src, path_src = parse_path(source_file) - src_region_tag = f"{provider_src}:infer" + src_region_tag = f"{provider_src}:{src_region}" src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) - print("Listing objects from the source bucket") + print(f"Listing objects from the source bucket {src_region}") src_objects = [] - for obj in src_client.list_objects(path_src): + for obj in src_client.list_objects(path_src, src_region): src_objects.append(obj) transfer_size_gbytes = sum([obj.size for obj in src_objects]) / GB diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 5f68196b5..a9add5a2a 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -27,6 +27,7 @@ def __init__(self, bucket_name: str): def path(self): return f"s3://{self.bucket_name}" + @property @lru_cache(maxsize=1) def aws_region(self): @@ -83,12 +84,14 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name) else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) + else: + print("bucket already exists", aws_region, self.bucket_name) def delete_bucket(self): self._s3_client().delete_bucket(Bucket=self.bucket_name) - def list_objects(self, prefix="") -> Iterator[S3Object]: - paginator = self._s3_client().get_paginator("list_objects_v2") + def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: + paginator = self._s3_client(region).get_paginator("list_objects_v2") requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} page_iterator = paginator.paginate(Bucket=self.bucket_name, Prefix=prefix, **requester_pays) for page in page_iterator: From 4694265c66d349f5880ea268d7145979937420ee Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 24 Feb 2023 18:03:27 -0800 Subject: [PATCH 061/186] test broadcast object store in gcp --- skyplane/broadcast/test/bc_objstore.py | 30 ++++++++++++++++++-------- skyplane/obj_store/gcs_interface.py | 3 ++- 2 files changed, 23 insertions(+), 10 deletions(-) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index cc9ea8519..11cec83af 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -1,5 +1,6 @@ import time from skyplane.obj_store.s3_interface import S3Interface +from skyplane.obj_store.gcs_interface import GCSInterface import skyplane from skyplane.broadcast.bc_client import SkyplaneBroadcastClient @@ -11,19 +12,25 @@ def start_transfer(args): - src_region = "ap-east-1" + #src_region = "ap-east-1" # src_region = "af-south-1" # src_region = "us-east-1" # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-southeast-2", "ap-south-1"] - dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["us-west-1", "us-west-2"] # dst_regions = ["ap-east-1", "ap-northeast-1"] - src_cloud_provider = "aws" - dst_cloud_providers = ["aws"] * len(dst_regions) + src_region = "us-east1" + dst_regions = ["europe-southwest1", "us-west1", "us-west3", "europe-north1", "europe-west2", "asia-south1"] + + src_cloud_provider = "gcp" + dst_cloud_providers = ["gcp"] * len(dst_regions) + + source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] # OPT model # source_file = "s3://skyplane-broadcast/OPT-66B/" @@ -35,13 +42,18 @@ def start_transfer(args): # source_file = "s3://skyplane-broadcast/imagenet-images/" #source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" - source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] + #source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + #dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] - bucket = S3Interface(bucket_name) + if "s3://" in bucket_path: + bucket = S3Interface(bucket_name) + elif "gs://" in bucket_path: + bucket = GCSInterface(bucket_name) + else: + print("Unsupported cloud provider", bucket_path) try: print("Create bucket", region) bucket.create_bucket(region) @@ -66,8 +78,8 @@ def start_transfer(args): transfer_size_gbytes = sum([obj.size for obj in src_objects]) / GB print("Transfer size gbytes: ", transfer_size_gbytes) - except: - raise Exception("Cannot list size in the source bucket") + except Exception as e: + raise Exception("Cannot list size in the source bucket", e) client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) print(f"Log dir: {client.log_dir}/client.log") diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 3a3fc846e..0f2690b20 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -75,6 +75,7 @@ def bucket(self) -> str: return self.bucket_name def bucket_exists(self): + print("list client objects") iterator = self._gcs_client.list_blobs(self.bucket_name, page_size=1) try: next(iterator.pages, None) @@ -102,7 +103,7 @@ def create_bucket(self, gcp_region, premium_tier=True): def delete_bucket(self): self._gcs_client.get_bucket(self.bucket_name).delete() - def list_objects(self, prefix="") -> Iterator[GCSObject]: + def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: blobs = self._gcs_client.list_blobs(self.bucket_name, prefix=prefix) for blob in blobs: yield GCSObject("gcs", self.bucket_name, blob.name, blob.size, blob.updated, mime_type=getattr(blob, "content_type", None)) From 7baa9baca87d4ba08d1d676df3817f7f887f8b81 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 27 Feb 2023 21:15:45 -0800 Subject: [PATCH 062/186] stash --- skyplane/api/dataplane.py | 10 ++--- skyplane/broadcast/bc_dataplane.py | 45 ++++++++++++++-------- skyplane/broadcast/bc_planner.py | 12 ++++++ skyplane/broadcast/impl/bc_tracker.py | 4 +- skyplane/broadcast/test/bc_objstore.py | 28 ++++++++------ skyplane/compute/gcp/gcp_cloud_provider.py | 4 ++ skyplane/compute/gcp/gcp_server.py | 2 +- 7 files changed, 68 insertions(+), 37 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index f36dcb121..5d439bf04 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -58,10 +58,8 @@ def __init__( provisioner: "Provisioner", transfer_config: TransferConfig, log_dir: str, + debug: bool = True, ): -<<<<<<< HEAD - self.log_dir = log_dir -======= """ :param clientid: the uuid of the local host to create the dataplane :type clientid: str @@ -72,7 +70,6 @@ def __init__( :param transfer_config: the configuration during the transfer :type transfer_config: TransferConfig """ ->>>>>>> 25539e166769edfc172e2df3b3b78b80b83144fd self.clientid = clientid self.topology = topology self.src_region_tag = self.topology.source_region() @@ -90,6 +87,7 @@ def __init__( # transfer logs self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) + self.debug = debug # pending tracker tasks self.jobs_to_dispatch: List[TransferJob] = [] @@ -196,7 +194,9 @@ def provision( servers_by_region = defaultdict(list) for s in servers: servers_by_region[s.region_tag].append(s) + print(servers_by_region) for node in self.topology.gateway_nodes: + print(node.region) instance = servers_by_region[node.region].pop() self.bound_nodes[node] = instance logger.fs.debug(f"[Dataplane.provision] bound_nodes = {self.bound_nodes}") @@ -236,7 +236,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): :type spinner: bool """ with self.provisioning_lock: - if debug: + if self.debug: logger.fs.info("Copying gateway logs to {self.transfer_dir}") self.copy_gateway_logs() diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 579d2e42e..3909ef8bf 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -53,7 +53,9 @@ def __init__( transfer_config: TransferConfig, topology: Optional[BroadcastReplicationTopology] = None, gateway_program_path: Optional[str] = None, + debug: bool = False, ): + self.log_dir = log_dir self.clientid = clientid self.provisioner = provisioner @@ -61,6 +63,7 @@ def __init__( self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False + self.debug = debug # either set topology or gateway program self.gateway_program_path = gateway_program_path @@ -158,7 +161,7 @@ def add_operator_receive_send( num_connections = int(max_conn_per_vm / tot_senders) if ( - next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" + next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" ): # gcp to gcp connection, use private ips print("GCP to GCP connection, should use private ips") send_ops = [ @@ -319,22 +322,30 @@ def _start_gateway( am_source = gateway_node in self.topology.source_instances() am_sink = gateway_node in self.topology.sink_instances() - # start gateway - #if sgateway_log_dir: - if self.log_dir: - gateway_server.init_log_files(self.log_dir) - if authorize_ssh_pub_key: - gateway_server.copy_public_key(authorize_ssh_pub_key) - - gateway_server.start_gateway( - {}, # don't need setup arguments here to pass as outgoing_ports - gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs - gateway_docker_image=gateway_docker_image, - e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=False, - use_compression=self.transfer_config.use_compression, - use_socket_tls=self.transfer_config.use_socket_tls, - ) + + try: + + print("Gateway", gateway_docker_image) + #import pdb; pdb.set_trace() + + # start gateway + #if sgateway_log_dir: + if self.log_dir: + gateway_server.init_log_files(self.log_dir) + if authorize_ssh_pub_key: + gateway_server.copy_public_key(authorize_ssh_pub_key) + + gateway_server.start_gateway( + {}, # don't need setup arguments here to pass as outgoing_ports + gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs + gateway_docker_image=gateway_docker_image, + e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, + use_bbr=False, + use_compression=self.transfer_config.use_compression, + use_socket_tls=self.transfer_config.use_socket_tls, + ) + except Exception as e: + print("ERROR: ", e) def source_gateways(self) -> List[compute.Server]: return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 34f307706..69efd9f13 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -49,6 +49,18 @@ def __init__( # need to input cost_grid and tp_grid self.costs = pd.read_csv(cost_grid_path) self.throughput = pd.read_csv(tp_grid_path) + + ## remove subregion + #def remove_subregion(region): + # print("region", region, region[-2:]) + # if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": + # return region[:-2] + # return region + #self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) + #self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) + #self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) + #self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) + self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) if aws_only: diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 26ce948ad..313ec488c 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -248,9 +248,9 @@ def monitor_single_dst_helper(dst_region): def copy_log(self, instance): print("COPY DATA TO", str(self.transfer_dir) + f"/gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - pprint(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") + pprint(f"Copying gateway std out files to {self.transfer_dir}/gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") - pprint(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") + pprint(f"Copying gateway std err files to {self.transfer_dir}/gateway_{instance.uuid()}.stderr") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") @property diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index 11cec83af..c18525d5d 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -21,17 +21,24 @@ def start_transfer(args): # dst_regions = ["ap-southeast-2", "ap-south-1"] #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["us-west-1", "us-west-2"] - # dst_regions = ["ap-east-1", "ap-northeast-1"] - src_region = "us-east1" - dst_regions = ["europe-southwest1", "us-west1", "us-west3", "europe-north1", "europe-west2", "asia-south1"] + #src_region = "us-east1" - src_cloud_provider = "gcp" - dst_cloud_providers = ["gcp"] * len(dst_regions) - - source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + #dst_cloud_providers = ["gcp"] * len(dst_regions) + #dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] + #dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + dst_regions = ["ap-east-1", "ap-northeast-1"] + dst_cloud_providers = ["aws"] * len(dst_regions) dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + src_cloud_provider = "aws" + src_region = "us-east-1" + source_file = "s3://laion-400m-dataset/" + + #src_cloud_provider = "gcp" + #src_region = "us-west1-a" + #source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + # OPT model # source_file = "s3://skyplane-broadcast/OPT-66B/" # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" @@ -54,11 +61,8 @@ def start_transfer(args): bucket = GCSInterface(bucket_name) else: print("Unsupported cloud provider", bucket_path) - try: - print("Create bucket", region) - bucket.create_bucket(region) - except Exception as e: - print(e) + print("Create bucket", region, bucket_path) + bucket.create_bucket(region) print(source_file) print(dest_files) diff --git a/skyplane/compute/gcp/gcp_cloud_provider.py b/skyplane/compute/gcp/gcp_cloud_provider.py index 1b3906d11..b990f1cff 100644 --- a/skyplane/compute/gcp/gcp_cloud_provider.py +++ b/skyplane/compute/gcp/gcp_cloud_provider.py @@ -132,6 +132,10 @@ def provision_instance( name = f"skyplane-gcp-{str(uuid.uuid4().hex[:8])}" compute = self.auth.get_gcp_client() + #if region[-2:] != "-a" or region[-2:] != "-b": + # region = region + "-a" + # print("Adding subregion to region", region) + if instance_os == "ubuntu": image = "projects/ubuntu-os-cloud/global/images/family/ubuntu-2004-lts" elif instance_os == "cos": diff --git a/skyplane/compute/gcp/gcp_server.py b/skyplane/compute/gcp/gcp_server.py index 32b2ed07d..479e9f209 100644 --- a/skyplane/compute/gcp/gcp_server.py +++ b/skyplane/compute/gcp/gcp_server.py @@ -38,7 +38,7 @@ def get_gcp_instance(self): for i in instances["items"]: if i["name"] == self.gcp_instance_name: return i - raise ValueError(f"No instance found with name {self.gcp_instance_name}, {instances}") + raise ValueError(f"No instance found with name {self.gcp_instance_name}, {self.gcp_region}, {instances}") def get_instance_property(self, prop): instance = self.get_gcp_instance() From 65f9df8f2880bbe17b5d2da63cf10f389f8c02a5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 28 Feb 2023 11:32:41 -0800 Subject: [PATCH 063/186] stash --- Dockerfile.broadcast | 2 +- scripts/requirements-broadcast-gateway.txt | 1 + skyplane/broadcast/bc_dataplane.py | 6 +++ skyplane/broadcast/bc_planner.py | 21 +++++----- skyplane/broadcast/gateway/gateway_daemon.py | 1 + skyplane/broadcast/test/bc_objstore.py | 40 +++++++++++++------- 6 files changed, 46 insertions(+), 25 deletions(-) diff --git a/Dockerfile.broadcast b/Dockerfile.broadcast index e480c6ad4..e4d931e97 100644 --- a/Dockerfile.broadcast +++ b/Dockerfile.broadcast @@ -30,7 +30,7 @@ RUN (echo 'net.ipv4.ip_local_port_range = 12000 65535' >> /etc/sysctl.conf) \ && (echo 'root hard nofile 1048576' >> /etc/security/limits.conf) # install gateway -COPY scripts/requirements-broadcast-gateway.txt /tmp/requirements-gateway.txt +COPY scripts/requirements-gateway.txt /tmp/requirements-gateway.txt RUN --mount=type=cache,target=/root/.cache/pip pip3 install --no-cache-dir -r /tmp/requirements-gateway.txt && rm -r /tmp/requirements-gateway.txt WORKDIR /pkg diff --git a/scripts/requirements-broadcast-gateway.txt b/scripts/requirements-broadcast-gateway.txt index b5a7d6102..47087b7fb 100644 --- a/scripts/requirements-broadcast-gateway.txt +++ b/scripts/requirements-broadcast-gateway.txt @@ -22,3 +22,4 @@ flask lz4 pyopenssl werkzeug +numpy diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 3909ef8bf..5eba119e7 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -297,6 +297,7 @@ def current_gw_programs(self): # dst receive data, write to object store / write local (if obj_store=None), forward data if needed elif node in dsts: + print("dest obj", dsts_obj_store_map) dst_obj_store = None if dsts_obj_store_map is None else dsts_obj_store_map[node] self.add_dst_operator(solution_graph, node_gateway_program, node, partitions, obj_store=dst_obj_store) @@ -322,6 +323,9 @@ def _start_gateway( am_source = gateway_node in self.topology.source_instances() am_sink = gateway_node in self.topology.sink_instances() + import traceback + import sys + try: @@ -345,6 +349,8 @@ def _start_gateway( use_socket_tls=self.transfer_config.use_socket_tls, ) except Exception as e: + print(traceback.format_exc()) + print(sys.exc_info()[2]) print("ERROR: ", e) def source_gateways(self) -> List[compute.Server]: diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 69efd9f13..5b9b45c32 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -50,16 +50,17 @@ def __init__( self.costs = pd.read_csv(cost_grid_path) self.throughput = pd.read_csv(tp_grid_path) - ## remove subregion - #def remove_subregion(region): - # print("region", region, region[-2:]) - # if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": - # return region[:-2] - # return region - #self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) - #self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) - #self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) - #self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) + # remove subregion + # TODO: lookup subregions with matching region and duplicate (so lookups dont fail) + def remove_subregion(region): + print("region", region, region[-2:]) + if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": + return region[:-2] + return region + self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) + self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) + self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) + self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 6d09b6e9b..ead5e7a90 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -25,6 +25,7 @@ ) from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger +from collections import defaultdict # TODO: add default partition ID to main # create gateway br diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index c18525d5d..f8b6acbfb 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -22,23 +22,28 @@ def start_transfer(args): #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["us-west-1", "us-west-2"] - #src_region = "us-east1" - #dst_cloud_providers = ["gcp"] * len(dst_regions) - #dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] - #dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - dst_regions = ["ap-east-1", "ap-northeast-1"] - dst_cloud_providers = ["aws"] * len(dst_regions) - dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - - src_cloud_provider = "aws" - src_region = "us-east-1" - source_file = "s3://laion-400m-dataset/" - #src_cloud_provider = "gcp" - #src_region = "us-west1-a" - #source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + # GCP + # gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a + src_cloud_provider = "gcp" + #src_region = "asia-southeast2-a" + src_region = "us-east1-b" + source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" + #dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] + dst_regions = ["australia-southeast1-a", "southamerica-east1-a", "europe-west4-a", "europe-west6-a", "asia-east1-a", "europe-west2-a"] + dst_cloud_providers = ["gcp"] * len(dst_regions) + dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + + ## AWS + #dst_regions = ["ap-east-1", "ap-northeast-1"] + #dst_cloud_providers = ["aws"] * len(dst_regions) + #dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + #src_cloud_provider = "aws" + #src_region = "us-east-1" + #source_file = "s3://laion-400m-dataset/" + # OPT model # source_file = "s3://skyplane-broadcast/OPT-66B/" # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" @@ -53,6 +58,8 @@ def start_transfer(args): #dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist + + actual_dest_regions = [] for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] if "s3://" in bucket_path: @@ -64,6 +71,11 @@ def start_transfer(args): print("Create bucket", region, bucket_path) bucket.create_bucket(region) + actual_dest_regions.append(bucket.gcp_region) + + print("acutual dest", actual_dest_regions, dst_regions) + dst_regions = actual_dest_regions + print(source_file) print(dest_files) From c358bcb1201a9f3c053cf46e18e6ff6ca25d6b91 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 2 Mar 2023 12:58:47 -0800 Subject: [PATCH 064/186] map subregions --- skyplane/broadcast/bc_planner.py | 43 +++++++++++++++++-- .../gateway/operators/gateway_operator.py | 4 +- .../gateway/operators/gateway_receiver.py | 2 + 3 files changed, 44 insertions(+), 5 deletions(-) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 5b9b45c32..6e2f226b3 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -57,10 +57,45 @@ def remove_subregion(region): if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": return region[:-2] return region - self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) - self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) - self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) - self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) + + def map_subregions(df, source_key, dest_key): + # create subregion -> region map + regions = df[source_key].apply(lambda region: remove_subregion(region)) + region_map = {} + for full_region, region in zip(df[source_key].tolist(), regions.tolist()): + # TODO: include full set of regions (list) + region_map[region] = full_region + + regions = list(set(regions)) + zones = ["a", "b", "c"] + for region in regions: + for zone in zones: + subregion = f"{region}-{zone}" + if subregion not in df[source_key].values: + mapped_region = region_map[region] + if mapped_region == subregion: + continue + + # append new rows + print(f"Adding region {subregion} with {mapped_region}") + #print("ORIGINAL", df) + region_df = pd.DataFrame(df[(df[source_key] == mapped_region) | (df[dest_key] == mapped_region)]).reset_index(drop=True) + region_df[source_key] = region_df[source_key].replace(mapped_region, subregion) + region_df[dest_key] = region_df[dest_key].replace(mapped_region, subregion) + #print("NEW", region_df) + #df = pd.concat([df, region_df], axis=1).reset_index() + df = df.append(region_df, ignore_index=True) + #print("combin", df) + + return df + + self.costs = map_subregions(self.costs.reset_index(), "src", "dest") + self.throughput = map_subregions(self.throughput.reset_index(), "src_region", "dst_region") + + #self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) + #self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) + #self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) + #self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 0a7bec509..476c34846 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -139,12 +139,14 @@ def process(self, chunk_req: ChunkRequest): return False # check to see if file is completed downloading + # Successfully recieved chunk 38400a29812142a486eaefcdebedf371, 161867776 0, 67108864 with open(chunk_file_path, "rb") as f: data = f.read() if len(data) < chunk_req.chunk.chunk_length_bytes: # download not complete return False - print(f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}") + assert len(data) == chunk_req.chunk.chunk_length_bytes, f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + print(f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}") return True diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 807a0a481..6ba930bfa 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -203,6 +203,8 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): socket_data_len == 0 and chunk_received_size == chunk_header.data_len ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" + logger.debug(f"Recieved chunk {chunk_header.chunk_id} size {chunk_header.data_len}") + # todo check hash # self.chunk_store.state_finish_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") chunks_received.append(chunk_header.chunk_id) From a56aafcb87e75c0537c9769562962a68d7d94daf Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 16:27:26 -0800 Subject: [PATCH 065/186] add basic obj store interfacing to client, write tests, and fix bucket deletion --- skyplane/api/client.py | 35 ++++++++++++++++++++ skyplane/obj_store/gcs_interface.py | 9 +++++ skyplane/obj_store/s3_interface.py | 13 ++++++++ tests/unit_nocloud/test_api_client.py | 47 +++++++++++++++++++++++++++ 4 files changed, 104 insertions(+) create mode 100644 tests/unit_nocloud/test_api_client.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 455f72216..7fc3da0fe 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -142,3 +142,38 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") + + def download_object(self, bucket_name: str, provider: str, key: str, filename: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.download_object(key, filename) + + def upload_object(self, filename: str, bucket_name: str, provider: str, key: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.upload_object(filename, key) + + def exists(self, bucket_name: str, provider: str, key: str) -> bool: + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + return obj_store.exists(key) + + def bucket_exists(self, bucket_name: str, provider: str) -> bool: + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + return obj_store.bucket_exists() + + def create_bucket(self, region: str, bucket_name: str): + obj_store = ObjectStoreInterface.create(region, bucket_name) + obj_store.create_bucket(region.split(":")[1]) + provider = region.split(":")[0] + + # TODO: create util function for this + if provider == "aws": + return f"s3://{bucket_name}" + elif provider == "gcp": + return f"gs://{bucket_name}" + elif provider == "azure": + return f"az://{bucket_name}" + else: + raise NotImplementedError(f"Provider {provider} not implemented") + + def delete_bucket(self, bucket_name: str, provider: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.delete_bucket() \ No newline at end of file diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 0e818d941..358cbfaf3 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -100,6 +100,15 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): + keys = [] + for key in self.list_objects(): + keys.append(key.key) + if len(keys) >= 1000: + self.delete_objects(keys) + keys = [] + self.delete_objects(keys) + assert len(list(self.list_objects())) == 0, "Bucket not empty after deleting all objects" + self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="") -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 914ce2160..13f3c6c75 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -1,4 +1,5 @@ import base64 +import time import hashlib import os from functools import lru_cache @@ -79,6 +80,18 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) def delete_bucket(self): + # delete 1000 keys at a time + keys = [] + for key in self.list_objects(): + keys.append(key.key) + if len(keys) == 1000: + self.delete_objects(keys) + keys = [] + print("Deleted 1000 keys") + self.delete_objects(keys) + assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" + + # delete bucket self._s3_client().delete_bucket(Bucket=self.bucket_name) def list_objects(self, prefix="") -> Iterator[S3Object]: diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py new file mode 100644 index 000000000..d82c7a91c --- /dev/null +++ b/tests/unit_nocloud/test_api_client.py @@ -0,0 +1,47 @@ +from skyplane.api.client import SkyplaneClient +import uuid +import os + +def test_region(region): + client = SkyplaneClient() + bucket_name = str(uuid.uuid4()).replace('-', '') + key = str(uuid.uuid4()).replace('-', '') + src_filename = f"src_{key}" + dst_filename = f"dst_{key}" + provider = region.split(":")[0] + file_size = 1024 + + # create bucket + bucket_path = client.create_bucket(region, bucket_name) + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + + # upload object + with open(src_filename, 'wb') as fout: + fout.write(os.urandom(file_size)) + client.upload_object(src_filename, bucket_name, provider, key) + assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" + + # download object + client.download_object(bucket_name, provider, key, dst_filename) + assert open(src_filename, "rb").read() == open(dst_filename, "rb").read(), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + + # delete bucket + client.delete_bucket(bucket_name, provider) + assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" + + # cleanup + os.remove(src_filename) + os.remove(dst_filename) + + +def test_aws_interface(): + test_region('aws:us-east-1') + return True + +def test_gcp_interface(): + test_region('gcp:us-central1-a') + return True + +def test_azure_interface(): + test_region('azure:canadacentral') + return True From 6484f35344b86e1578ede6a1ef41204df5da72c1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 16:50:16 -0800 Subject: [PATCH 066/186] reformat --- skyplane/api/client.py | 25 +++++------ skyplane/api/dataplane.py | 31 +++----------- skyplane/api/provisioner.py | 20 ++------- skyplane/api/transfer_job.py | 21 ++-------- skyplane/broadcast/gateway/gateway_daemon.py | 13 +----- skyplane/cli/cli.py | 15 ++----- skyplane/cli/cli_transfer.py | 5 +-- skyplane/cli/experiments/cli_query.py | 12 ++---- skyplane/compute/aws/aws_cloud_provider.py | 5 +-- skyplane/compute/azure/azure_auth.py | 4 +- .../compute/azure/azure_cloud_provider.py | 17 ++------ skyplane/compute/gcp/gcp_network.py | 12 +----- skyplane/compute/key_utils.py | 6 +-- skyplane/obj_store/gcs_interface.py | 8 +--- skyplane/obj_store/s3_interface.py | 6 +-- tests/unit_nocloud/test_api_client.py | 41 +++++++++++-------- 16 files changed, 70 insertions(+), 171 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 7fc3da0fe..b62e5102a 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -55,12 +55,7 @@ def __init__( self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - self.provisioner = Provisioner( - host_uuid=self.clientid, - aws_auth=self.aws_auth, - azure_auth=self.azure_auth, - gcp_auth=self.gcp_auth, - ) + self.provisioner = Provisioner(host_uuid=self.clientid, aws_auth=self.aws_auth, azure_auth=self.azure_auth, gcp_auth=self.gcp_auth,) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ @@ -142,8 +137,8 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") - - def download_object(self, bucket_name: str, provider: str, key: str, filename: str): + + def download_object(self, bucket_name: str, provider: str, key: str, filename: str): obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) obj_store.download_object(key, filename) @@ -154,26 +149,26 @@ def upload_object(self, filename: str, bucket_name: str, provider: str, key: str def exists(self, bucket_name: str, provider: str, key: str) -> bool: obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) return obj_store.exists(key) - - def bucket_exists(self, bucket_name: str, provider: str) -> bool: + + def bucket_exists(self, bucket_name: str, provider: str) -> bool: obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) return obj_store.bucket_exists() - - def create_bucket(self, region: str, bucket_name: str): + + def create_bucket(self, region: str, bucket_name: str): obj_store = ObjectStoreInterface.create(region, bucket_name) obj_store.create_bucket(region.split(":")[1]) provider = region.split(":")[0] # TODO: create util function for this - if provider == "aws": + if provider == "aws": return f"s3://{bucket_name}" elif provider == "gcp": return f"gs://{bucket_name}" elif provider == "azure": return f"az://{bucket_name}" - else: + else: raise NotImplementedError(f"Provider {provider} not implemented") def delete_bucket(self, bucket_name: str, provider: str): obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.delete_bucket() \ No newline at end of file + obj_store.delete_bucket() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 63182a93b..bc62a8a3f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -40,11 +40,7 @@ class Dataplane: """A Dataplane represents a concrete Skyplane network, including topology and VMs.""" def __init__( - self, - clientid: str, - topology: ReplicationTopology, - provisioner: "Provisioner", - transfer_config: TransferConfig, + self, clientid: str, topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -127,11 +123,7 @@ def provision( self.provisioner.init_global(aws=is_aws_used, azure=is_azure_used, gcp=is_gcp_used) # provision VMs - uuids = self.provisioner.provision( - authorize_firewall=allow_firewall, - max_jobs=max_jobs, - spinner=spinner, - ) + uuids = self.provisioner.provision(authorize_firewall=allow_firewall, max_jobs=max_jobs, spinner=spinner,) # bind VMs to nodes servers = [self.provisioner.get_node(u) for u in uuids] @@ -148,8 +140,7 @@ def provision( self.provisioned = True def _start_gateway( - gateway_node: ReplicationTopologyGateway, - gateway_server: compute.Server, + gateway_node: ReplicationTopologyGateway, gateway_server: compute.Server, ): # map outgoing ports setup_args = {} @@ -224,8 +215,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False, debug: bool = F raise finally: self.provisioner.deprovision( - max_jobs=max_jobs, - spinner=spinner, + max_jobs=max_jobs, spinner=spinner, ) self.provisioned = False @@ -261,12 +251,7 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy( - self, - src: str, - dst: str, - recursive: bool = False, - ) -> str: + def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: """ Add a copy job to job list. Return the uuid of the job. @@ -283,11 +268,7 @@ def queue_copy( self.jobs_to_dispatch.append(job) return job.uuid - def queue_sync( - self, - src: str, - dst: str, - ) -> str: + def queue_sync(self, src: str, dst: str,) -> str: """ Add a sync job to job list. Return the uuid of the job. diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 894edfede..ec9bcf07c 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -156,11 +156,7 @@ def _provision_task(self, task: ProvisionerTask): assert self.gcp.auth.enabled(), "GCP credentials not configured" # todo specify network tier in ReplicationTopology server = self.gcp.provision_instance( - task.region, - task.vm_type, - use_spot_instances=task.spot, - gcp_premium_network=False, - tags=task.tags, + task.region, task.vm_type, use_spot_instances=task.spot, gcp_premium_network=False, tags=task.tags, ) else: raise NotImplementedError(f"Unknown provider {task.cloud_provider}") @@ -203,12 +199,7 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # provision VMs logger.fs.info(f"[Provisioner.provision] Provisioning {len(provision_tasks)} VMs") results: List[Tuple[ProvisionerTask, compute.Server]] = do_parallel( - self._provision_task, - provision_tasks, - n=max_jobs, - spinner=spinner, - spinner_persist=spinner, - desc="Provisioning VMs", + self._provision_task, provision_tasks, n=max_jobs, spinner=spinner, spinner_persist=spinner, desc="Provisioning VMs", ) # configure firewall @@ -278,12 +269,7 @@ def deprovision_gateway_instance(server: compute.Server): logger.warning("Azure deprovisioning is very slow. Please be patient.") logger.fs.info(f"[Provisioner.deprovision] Deprovisioning {len(servers)} VMs") do_parallel( - deprovision_gateway_instance, - servers, - n=max_jobs, - spinner=spinner, - spinner_persist=False, - desc="Deprovisioning VMs", + deprovision_gateway_instance, servers, n=max_jobs, spinner=spinner, spinner_persist=False, desc="Deprovisioning VMs", ) # clean up firewall diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 8056e15cb..1bcec58a1 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -59,10 +59,7 @@ def __init__( self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads def _run_multipart_chunk_thread( - self, - exit_event: threading.Event, - in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", - out_queue: "Queue[Chunk]", + self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]", ): """Chunks large files into many small chunks.""" region = self.dst_iface.region_tag() @@ -181,11 +178,7 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, return join(dest_prefix, src_path_after_prefix) def transfer_pair_generator( - self, - src_prefix: str, - dst_prefix: str, - recursive: bool, - prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, + self, src_prefix: str, dst_prefix: str, recursive: bool, prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """Query source region and return list of objects to transfer. @@ -261,10 +254,7 @@ def chunk( multipart_send_queue.put((src_obj, dst_obj)) else: yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, + src_key=src_obj.key, dest_key=dst_obj.key, chunk_id=uuid.uuid4().hex, chunk_length_bytes=src_obj.size, ) if self.transfer_config.multipart_enabled: @@ -457,10 +447,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( - self, - dataplane: "Dataplane", - transfer_config: TransferConfig, - dispatch_batch_size: int = 100, # 6.4 GB worth of chunks + self, dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways. diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 2244a963d..317b1cf6b 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -32,12 +32,7 @@ class GatewayDaemon: def __init__( - self, - region: str, - chunk_dir: PathLike, - max_incoming_ports=64, - use_tls=True, - use_e2ee=False, + self, region: str, chunk_dir: PathLike, max_incoming_ports=64, use_tls=True, use_e2ee=False, ): # read gateway program gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() @@ -302,9 +297,5 @@ def exit_handler(signum, frame): args = parser.parse_args() os.makedirs(args.chunk_dir) - daemon = GatewayDaemon( - region=args.region, - chunk_dir=args.chunk_dir, - use_tls=not args.disable_tls, - ) + daemon = GatewayDaemon(region=args.region, chunk_dir=args.chunk_dir, use_tls=not args.disable_tls,) daemon.run() diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 52ca6da3f..635b38d8b 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -16,18 +16,9 @@ from skyplane.utils.fn import do_parallel app = typer.Typer(name="skyplane") -app.command( - name="cp", - help="Copy files between any two cloud object stores", -)(cp) -app.command( - name="sync", - help="Sync files between any two cloud object stores", -)(sync) -app.command( - name="init", - help="Initialize the Skyplane CLI with your cloud credentials", -)(init) +app.command(name="cp", help="Copy files between any two cloud object stores",)(cp) +app.command(name="sync", help="Sync files between any two cloud object stores",)(sync) +app.command(name="init", help="Initialize the Skyplane CLI with your cloud credentials",)(init) app.add_typer(skyplane.cli.experiments.app, name="experiments") app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index e73be5dbf..d95cad3fb 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -188,10 +188,7 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf ) # show spinner with Progress( - TextColumn(" "), - SpinnerColumn(), - TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), - transient=True, + TextColumn(" "), SpinnerColumn(), TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), transient=True, ) as progress: progress.add_task("", total=None) obj_pairs = [] diff --git a/skyplane/cli/experiments/cli_query.py b/skyplane/cli/experiments/cli_query.py index 3f7725a89..20cb638b0 100644 --- a/skyplane/cli/experiments/cli_query.py +++ b/skyplane/cli/experiments/cli_query.py @@ -6,21 +6,15 @@ def util_grid_throughput( - src: str, - dest: str, - src_tier: str = "PREMIUM", - dest_tier: str = "PREMIUM", + src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) - print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2**30) + print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2 ** 30) def util_grid_cost( - src: str, - dest: str, - src_tier: str = "PREMIUM", - dest_tier: str = "PREMIUM", + src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index ed69755b6..5762817b9 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -196,10 +196,7 @@ def start_instance(subnet_id: str): } ], BlockDeviceMappings=[ - { - "DeviceName": "/dev/sda1", - "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"}, - } + {"DeviceName": "/dev/sda1", "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"},} ], NetworkInterfaces=[ { diff --git a/skyplane/compute/azure/azure_auth.py b/skyplane/compute/azure/azure_auth.py index a78921f57..12a13c654 100644 --- a/skyplane/compute/azure/azure_auth.py +++ b/skyplane/compute/azure/azure_auth.py @@ -19,9 +19,7 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @property @imports.inject( - "azure.identity.DefaultAzureCredential", - "azure.identity.ManagedIdentityCredential", - pip_extra="azure", + "azure.identity.DefaultAzureCredential", "azure.identity.ManagedIdentityCredential", pip_extra="azure", ) def credential(DefaultAzureCredential, ManagedIdentityCredential, self): if self._credential is None: diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index e5b4b447b..415d1d9c2 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -385,10 +385,7 @@ def provision_instance( { # code from: https://github.com/ray-project/ray/pull/7080/files#diff-0f1bb1da82d112b850a85c1b7b1876e50efd5a7400c62a5c4de334f494d3bf46R222-R233 "key": f"/subscriptions/{cloud_config.azure_subscription_id}/resourceGroups/skyplane/providers/Microsoft.ManagedIdentity/userAssignedIdentities/skyplane_umi", - "value": { - "principal_id": cloud_config.azure_principal_id, - "client_id": cloud_config.azure_client_id, - }, + "value": {"principal_id": cloud_config.azure_principal_id, "client_id": cloud_config.azure_client_id,}, } ], }, @@ -401,11 +398,7 @@ def provision_instance( "uefi_settings": {"v_tpm_enabled": True, "secure_boot_enabled": True}, } vm_params["storage_profile"]["os_disk"].update( - { - "managed_disk": { - "security_profile": {"security_encryption_type": "DiskWithVMGuestState"}, - } - } + {"managed_disk": {"security_profile": {"security_encryption_type": "DiskWithVMGuestState"},}} ) vm_params["storage_profile"]["image_reference"] = { "publisher": "Canonical", @@ -413,11 +406,7 @@ def provision_instance( "sku": "20_04-lts-cvm", "version": "latest", } - poller = compute_client.virtual_machines.begin_create_or_update( - resource_group, - AzureServer.vm_name(name), - vm_params, - ) + poller = compute_client.virtual_machines.begin_create_or_update(resource_group, AzureServer.vm_name(name), vm_params,) try: vm_result = poller.result() except KeyboardInterrupt: diff --git a/skyplane/compute/gcp/gcp_network.py b/skyplane/compute/gcp/gcp_network.py index df0fa1ba8..abe6c8cb6 100644 --- a/skyplane/compute/gcp/gcp_network.py +++ b/skyplane/compute/gcp/gcp_network.py @@ -112,16 +112,8 @@ def create_default_firewall_rules(errors, self): priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-ssh", - ["0.0.0.0/0"], - ["22"], - ["tcp"], - priority=65533, + "skyplane-default-allow-ssh", ["0.0.0.0/0"], ["22"], ["tcp"], priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-icmp", - ["0.0.0.0/0"], - [], - ["icmp"], - priority=65533, + "skyplane-default-allow-icmp", ["0.0.0.0/0"], [], ["icmp"], priority=65533, ) diff --git a/skyplane/compute/key_utils.py b/skyplane/compute/key_utils.py index cdb17c328..6e4fac0c8 100644 --- a/skyplane/compute/key_utils.py +++ b/skyplane/compute/key_utils.py @@ -9,11 +9,7 @@ def generate_keypair(pubkey_path: PathLike, pem_path: PathLike): - key = rsa.generate_private_key( - backend=crypto_default_backend(), - public_exponent=65537, - key_size=4096, - ) + key = rsa.generate_private_key(backend=crypto_default_backend(), public_exponent=65537, key_size=4096,) private_key = key.private_bytes( crypto_serialization.Encoding.PEM, crypto_serialization.PrivateFormat.TraditionalOpenSSL, crypto_serialization.NoEncryption() ) diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 358cbfaf3..014160ba3 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -100,7 +100,7 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): - keys = [] + keys = [] for key in self.list_objects(): keys.append(key.key) if len(keys) >= 1000: @@ -228,11 +228,7 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None response = self.send_xml_request( - dst_object_name, - {"uploadId": upload_id, "partNumber": part_number}, - "PUT", - headers=headers, - data=open(src_file_path, "rb"), + dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, "PUT", headers=headers, data=open(src_file_path, "rb"), ) # check response diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 13f3c6c75..2fb7c411f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -80,8 +80,8 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) def delete_bucket(self): - # delete 1000 keys at a time - keys = [] + # delete 1000 keys at a time + keys = [] for key in self.list_objects(): keys.append(key.key) if len(keys) == 1000: @@ -145,7 +145,7 @@ def download_object( size_bytes=None, write_at_offset=False, generate_md5=False, - write_block_size=2**16, + write_block_size=2 ** 16, ) -> Tuple[Optional[str], Optional[bytes]]: src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index d82c7a91c..2e3caaf50 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -2,46 +2,55 @@ import uuid import os + def test_region(region): client = SkyplaneClient() - bucket_name = str(uuid.uuid4()).replace('-', '') - key = str(uuid.uuid4()).replace('-', '') + key = str(uuid.uuid4()).replace("-", "") src_filename = f"src_{key}" dst_filename = f"dst_{key}" provider = region.split(":")[0] + if provider == "azure": + # need both storage account and container + bucket_name = str(uuid.uuid4()).replace("-", "") + "/" + str(uuid.uuid4()).replace("-", "") + else: + bucket_name = str(uuid.uuid4()).replace("-", "") file_size = 1024 - # create bucket + # create bucket bucket_path = client.create_bucket(region, bucket_name) - assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" - # upload object - with open(src_filename, 'wb') as fout: - fout.write(os.urandom(file_size)) + # upload object + with open(src_filename, "wb") as fout: + fout.write(os.urandom(file_size)) client.upload_object(src_filename, bucket_name, provider, key) assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" - # download object + # download object client.download_object(bucket_name, provider, key, dst_filename) - assert open(src_filename, "rb").read() == open(dst_filename, "rb").read(), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + assert ( + open(src_filename, "rb").read() == open(dst_filename, "rb").read() + ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" # delete bucket client.delete_bucket(bucket_name, provider) assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" - # cleanup + # cleanup os.remove(src_filename) os.remove(dst_filename) -def test_aws_interface(): - test_region('aws:us-east-1') +def test_aws_interface(): + test_region("aws:us-east-1") return True -def test_gcp_interface(): - test_region('gcp:us-central1-a') + +def test_gcp_interface(): + test_region("gcp:us-central1-a") return True -def test_azure_interface(): - test_region('azure:canadacentral') + +def test_azure_interface(): + test_region("azure:canadacentral") return True From 63ac6767dcb8aecf18fc43f69be772075cf3314e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 17:37:48 -0800 Subject: [PATCH 067/186] fix formatting --- skyplane/api/client.py | 7 ++++- skyplane/api/dataplane.py | 31 +++++++++++++++---- skyplane/api/provisioner.py | 20 ++++++++++-- skyplane/api/transfer_job.py | 21 ++++++++++--- skyplane/broadcast/gateway/gateway_daemon.py | 13 ++++++-- skyplane/cli/cli.py | 15 +++++++-- skyplane/cli/cli_transfer.py | 5 ++- skyplane/cli/experiments/cli_query.py | 12 +++++-- skyplane/compute/aws/aws_cloud_provider.py | 5 ++- skyplane/compute/azure/azure_auth.py | 4 ++- .../compute/azure/azure_cloud_provider.py | 17 ++++++++-- skyplane/compute/gcp/gcp_network.py | 12 +++++-- skyplane/compute/key_utils.py | 6 +++- skyplane/obj_store/azure_blob_interface.py | 3 +- skyplane/obj_store/gcs_interface.py | 6 +++- skyplane/obj_store/s3_interface.py | 2 +- tests/unit_nocloud/test_api_client.py | 12 +++---- 17 files changed, 151 insertions(+), 40 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index b62e5102a..97da44f84 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -55,7 +55,12 @@ def __init__( self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - self.provisioner = Provisioner(host_uuid=self.clientid, aws_auth=self.aws_auth, azure_auth=self.azure_auth, gcp_auth=self.gcp_auth,) + self.provisioner = Provisioner( + host_uuid=self.clientid, + aws_auth=self.aws_auth, + azure_auth=self.azure_auth, + gcp_auth=self.gcp_auth, + ) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index bc62a8a3f..63182a93b 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -40,7 +40,11 @@ class Dataplane: """A Dataplane represents a concrete Skyplane network, including topology and VMs.""" def __init__( - self, clientid: str, topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, + self, + clientid: str, + topology: ReplicationTopology, + provisioner: "Provisioner", + transfer_config: TransferConfig, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -123,7 +127,11 @@ def provision( self.provisioner.init_global(aws=is_aws_used, azure=is_azure_used, gcp=is_gcp_used) # provision VMs - uuids = self.provisioner.provision(authorize_firewall=allow_firewall, max_jobs=max_jobs, spinner=spinner,) + uuids = self.provisioner.provision( + authorize_firewall=allow_firewall, + max_jobs=max_jobs, + spinner=spinner, + ) # bind VMs to nodes servers = [self.provisioner.get_node(u) for u in uuids] @@ -140,7 +148,8 @@ def provision( self.provisioned = True def _start_gateway( - gateway_node: ReplicationTopologyGateway, gateway_server: compute.Server, + gateway_node: ReplicationTopologyGateway, + gateway_server: compute.Server, ): # map outgoing ports setup_args = {} @@ -215,7 +224,8 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False, debug: bool = F raise finally: self.provisioner.deprovision( - max_jobs=max_jobs, spinner=spinner, + max_jobs=max_jobs, + spinner=spinner, ) self.provisioned = False @@ -251,7 +261,12 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: + def queue_copy( + self, + src: str, + dst: str, + recursive: bool = False, + ) -> str: """ Add a copy job to job list. Return the uuid of the job. @@ -268,7 +283,11 @@ def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: self.jobs_to_dispatch.append(job) return job.uuid - def queue_sync(self, src: str, dst: str,) -> str: + def queue_sync( + self, + src: str, + dst: str, + ) -> str: """ Add a sync job to job list. Return the uuid of the job. diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index ec9bcf07c..894edfede 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -156,7 +156,11 @@ def _provision_task(self, task: ProvisionerTask): assert self.gcp.auth.enabled(), "GCP credentials not configured" # todo specify network tier in ReplicationTopology server = self.gcp.provision_instance( - task.region, task.vm_type, use_spot_instances=task.spot, gcp_premium_network=False, tags=task.tags, + task.region, + task.vm_type, + use_spot_instances=task.spot, + gcp_premium_network=False, + tags=task.tags, ) else: raise NotImplementedError(f"Unknown provider {task.cloud_provider}") @@ -199,7 +203,12 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # provision VMs logger.fs.info(f"[Provisioner.provision] Provisioning {len(provision_tasks)} VMs") results: List[Tuple[ProvisionerTask, compute.Server]] = do_parallel( - self._provision_task, provision_tasks, n=max_jobs, spinner=spinner, spinner_persist=spinner, desc="Provisioning VMs", + self._provision_task, + provision_tasks, + n=max_jobs, + spinner=spinner, + spinner_persist=spinner, + desc="Provisioning VMs", ) # configure firewall @@ -269,7 +278,12 @@ def deprovision_gateway_instance(server: compute.Server): logger.warning("Azure deprovisioning is very slow. Please be patient.") logger.fs.info(f"[Provisioner.deprovision] Deprovisioning {len(servers)} VMs") do_parallel( - deprovision_gateway_instance, servers, n=max_jobs, spinner=spinner, spinner_persist=False, desc="Deprovisioning VMs", + deprovision_gateway_instance, + servers, + n=max_jobs, + spinner=spinner, + spinner_persist=False, + desc="Deprovisioning VMs", ) # clean up firewall diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 1bcec58a1..8056e15cb 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -59,7 +59,10 @@ def __init__( self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads def _run_multipart_chunk_thread( - self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]", + self, + exit_event: threading.Event, + in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", + out_queue: "Queue[Chunk]", ): """Chunks large files into many small chunks.""" region = self.dst_iface.region_tag() @@ -178,7 +181,11 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, return join(dest_prefix, src_path_after_prefix) def transfer_pair_generator( - self, src_prefix: str, dst_prefix: str, recursive: bool, prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, + self, + src_prefix: str, + dst_prefix: str, + recursive: bool, + prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """Query source region and return list of objects to transfer. @@ -254,7 +261,10 @@ def chunk( multipart_send_queue.put((src_obj, dst_obj)) else: yield Chunk( - src_key=src_obj.key, dest_key=dst_obj.key, chunk_id=uuid.uuid4().hex, chunk_length_bytes=src_obj.size, + src_key=src_obj.key, + dest_key=dst_obj.key, + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, ) if self.transfer_config.multipart_enabled: @@ -447,7 +457,10 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( - self, dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks + self, + dataplane: "Dataplane", + transfer_config: TransferConfig, + dispatch_batch_size: int = 100, # 6.4 GB worth of chunks ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways. diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 317b1cf6b..2244a963d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -32,7 +32,12 @@ class GatewayDaemon: def __init__( - self, region: str, chunk_dir: PathLike, max_incoming_ports=64, use_tls=True, use_e2ee=False, + self, + region: str, + chunk_dir: PathLike, + max_incoming_ports=64, + use_tls=True, + use_e2ee=False, ): # read gateway program gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() @@ -297,5 +302,9 @@ def exit_handler(signum, frame): args = parser.parse_args() os.makedirs(args.chunk_dir) - daemon = GatewayDaemon(region=args.region, chunk_dir=args.chunk_dir, use_tls=not args.disable_tls,) + daemon = GatewayDaemon( + region=args.region, + chunk_dir=args.chunk_dir, + use_tls=not args.disable_tls, + ) daemon.run() diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 635b38d8b..52ca6da3f 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -16,9 +16,18 @@ from skyplane.utils.fn import do_parallel app = typer.Typer(name="skyplane") -app.command(name="cp", help="Copy files between any two cloud object stores",)(cp) -app.command(name="sync", help="Sync files between any two cloud object stores",)(sync) -app.command(name="init", help="Initialize the Skyplane CLI with your cloud credentials",)(init) +app.command( + name="cp", + help="Copy files between any two cloud object stores", +)(cp) +app.command( + name="sync", + help="Sync files between any two cloud object stores", +)(sync) +app.command( + name="init", + help="Initialize the Skyplane CLI with your cloud credentials", +)(init) app.add_typer(skyplane.cli.experiments.app, name="experiments") app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index d95cad3fb..e73be5dbf 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -188,7 +188,10 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf ) # show spinner with Progress( - TextColumn(" "), SpinnerColumn(), TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), transient=True, + TextColumn(" "), + SpinnerColumn(), + TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), + transient=True, ) as progress: progress.add_task("", total=None) obj_pairs = [] diff --git a/skyplane/cli/experiments/cli_query.py b/skyplane/cli/experiments/cli_query.py index 20cb638b0..3f7725a89 100644 --- a/skyplane/cli/experiments/cli_query.py +++ b/skyplane/cli/experiments/cli_query.py @@ -6,15 +6,21 @@ def util_grid_throughput( - src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", + src: str, + dest: str, + src_tier: str = "PREMIUM", + dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) - print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2 ** 30) + print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2**30) def util_grid_cost( - src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", + src: str, + dest: str, + src_tier: str = "PREMIUM", + dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index 5762817b9..ed69755b6 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -196,7 +196,10 @@ def start_instance(subnet_id: str): } ], BlockDeviceMappings=[ - {"DeviceName": "/dev/sda1", "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"},} + { + "DeviceName": "/dev/sda1", + "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"}, + } ], NetworkInterfaces=[ { diff --git a/skyplane/compute/azure/azure_auth.py b/skyplane/compute/azure/azure_auth.py index 12a13c654..a78921f57 100644 --- a/skyplane/compute/azure/azure_auth.py +++ b/skyplane/compute/azure/azure_auth.py @@ -19,7 +19,9 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @property @imports.inject( - "azure.identity.DefaultAzureCredential", "azure.identity.ManagedIdentityCredential", pip_extra="azure", + "azure.identity.DefaultAzureCredential", + "azure.identity.ManagedIdentityCredential", + pip_extra="azure", ) def credential(DefaultAzureCredential, ManagedIdentityCredential, self): if self._credential is None: diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index 415d1d9c2..e5b4b447b 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -385,7 +385,10 @@ def provision_instance( { # code from: https://github.com/ray-project/ray/pull/7080/files#diff-0f1bb1da82d112b850a85c1b7b1876e50efd5a7400c62a5c4de334f494d3bf46R222-R233 "key": f"/subscriptions/{cloud_config.azure_subscription_id}/resourceGroups/skyplane/providers/Microsoft.ManagedIdentity/userAssignedIdentities/skyplane_umi", - "value": {"principal_id": cloud_config.azure_principal_id, "client_id": cloud_config.azure_client_id,}, + "value": { + "principal_id": cloud_config.azure_principal_id, + "client_id": cloud_config.azure_client_id, + }, } ], }, @@ -398,7 +401,11 @@ def provision_instance( "uefi_settings": {"v_tpm_enabled": True, "secure_boot_enabled": True}, } vm_params["storage_profile"]["os_disk"].update( - {"managed_disk": {"security_profile": {"security_encryption_type": "DiskWithVMGuestState"},}} + { + "managed_disk": { + "security_profile": {"security_encryption_type": "DiskWithVMGuestState"}, + } + } ) vm_params["storage_profile"]["image_reference"] = { "publisher": "Canonical", @@ -406,7 +413,11 @@ def provision_instance( "sku": "20_04-lts-cvm", "version": "latest", } - poller = compute_client.virtual_machines.begin_create_or_update(resource_group, AzureServer.vm_name(name), vm_params,) + poller = compute_client.virtual_machines.begin_create_or_update( + resource_group, + AzureServer.vm_name(name), + vm_params, + ) try: vm_result = poller.result() except KeyboardInterrupt: diff --git a/skyplane/compute/gcp/gcp_network.py b/skyplane/compute/gcp/gcp_network.py index abe6c8cb6..df0fa1ba8 100644 --- a/skyplane/compute/gcp/gcp_network.py +++ b/skyplane/compute/gcp/gcp_network.py @@ -112,8 +112,16 @@ def create_default_firewall_rules(errors, self): priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-ssh", ["0.0.0.0/0"], ["22"], ["tcp"], priority=65533, + "skyplane-default-allow-ssh", + ["0.0.0.0/0"], + ["22"], + ["tcp"], + priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-icmp", ["0.0.0.0/0"], [], ["icmp"], priority=65533, + "skyplane-default-allow-icmp", + ["0.0.0.0/0"], + [], + ["icmp"], + priority=65533, ) diff --git a/skyplane/compute/key_utils.py b/skyplane/compute/key_utils.py index 6e4fac0c8..cdb17c328 100644 --- a/skyplane/compute/key_utils.py +++ b/skyplane/compute/key_utils.py @@ -9,7 +9,11 @@ def generate_keypair(pubkey_path: PathLike, pem_path: PathLike): - key = rsa.generate_private_key(backend=crypto_default_backend(), public_exponent=65537, key_size=4096,) + key = rsa.generate_private_key( + backend=crypto_default_backend(), + public_exponent=65537, + key_size=4096, + ) private_key = key.private_bytes( crypto_serialization.Encoding.PEM, crypto_serialization.PrivateFormat.TraditionalOpenSSL, crypto_serialization.NoEncryption() ) diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index 335dd9fa0..dff740716 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -48,7 +48,8 @@ def bucket_exists(exceptions, self): try: self.container_client.get_container_properties() return True - except exceptions.ResourceNotFoundError: + # except exceptions.ResourceNotFoundError: + except Exception as e: return False def exists(self, obj_name): diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 014160ba3..cf6638008 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -228,7 +228,11 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None response = self.send_xml_request( - dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, "PUT", headers=headers, data=open(src_file_path, "rb"), + dst_object_name, + {"uploadId": upload_id, "partNumber": part_number}, + "PUT", + headers=headers, + data=open(src_file_path, "rb"), ) # check response diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 2fb7c411f..6906d98c6 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -145,7 +145,7 @@ def download_object( size_bytes=None, write_at_offset=False, generate_md5=False, - write_block_size=2 ** 16, + write_block_size=2**16, ) -> Tuple[Optional[str], Optional[bytes]]: src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index 2e3caaf50..3cc31f2a9 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -11,7 +11,7 @@ def test_region(region): provider = region.split(":")[0] if provider == "azure": # need both storage account and container - bucket_name = str(uuid.uuid4()).replace("-", "") + "/" + str(uuid.uuid4()).replace("-", "") + bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") else: bucket_name = str(uuid.uuid4()).replace("-", "") file_size = 1024 @@ -41,6 +41,11 @@ def test_region(region): os.remove(dst_filename) +def test_azure_interface(): + test_region("azure:canadacentral") + return True + + def test_aws_interface(): test_region("aws:us-east-1") return True @@ -49,8 +54,3 @@ def test_aws_interface(): def test_gcp_interface(): test_region("gcp:us-central1-a") return True - - -def test_azure_interface(): - test_region("azure:canadacentral") - return True From 369de0d0054753187101945c2422079e24e8b379 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 19:11:14 -0800 Subject: [PATCH 068/186] temporarily give up on azure --- skyplane/api/client.py | 16 +++++++++++++--- skyplane/obj_store/azure_blob_interface.py | 3 +-- tests/unit_nocloud/test_api_client.py | 7 ++++--- 3 files changed, 18 insertions(+), 8 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 97da44f84..f34f61a46 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -156,24 +156,34 @@ def exists(self, bucket_name: str, provider: str, key: str) -> bool: return obj_store.exists(key) def bucket_exists(self, bucket_name: str, provider: str) -> bool: + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) return obj_store.bucket_exists() def create_bucket(self, region: str, bucket_name: str): + provider = region.split(":")[0] + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + obj_store = ObjectStoreInterface.create(region, bucket_name) obj_store.create_bucket(region.split(":")[1]) - provider = region.split(":")[0] # TODO: create util function for this if provider == "aws": return f"s3://{bucket_name}" elif provider == "gcp": return f"gs://{bucket_name}" - elif provider == "azure": - return f"az://{bucket_name}" else: raise NotImplementedError(f"Provider {provider} not implemented") def delete_bucket(self, bucket_name: str, provider: str): + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) obj_store.delete_bucket() diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index dff740716..335dd9fa0 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -48,8 +48,7 @@ def bucket_exists(exceptions, self): try: self.container_client.get_container_properties() return True - # except exceptions.ResourceNotFoundError: - except Exception as e: + except exceptions.ResourceNotFoundError: return False def exists(self, obj_name): diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index 3cc31f2a9..d2a780417 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -41,9 +41,10 @@ def test_region(region): os.remove(dst_filename) -def test_azure_interface(): - test_region("azure:canadacentral") - return True +# TODO: implement azure +# def test_azure_interface(): +# test_region("azure:canadacentral") +# return True def test_aws_interface(): From ab97b84c4a1caa8a5c6c1e19716e229d3fb91297 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 20:51:43 -0800 Subject: [PATCH 069/186] move client test to integration test --- tests/unit_nocloud/test_api_client.py | 57 --------------------------- 1 file changed, 57 deletions(-) delete mode 100644 tests/unit_nocloud/test_api_client.py diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py deleted file mode 100644 index d2a780417..000000000 --- a/tests/unit_nocloud/test_api_client.py +++ /dev/null @@ -1,57 +0,0 @@ -from skyplane.api.client import SkyplaneClient -import uuid -import os - - -def test_region(region): - client = SkyplaneClient() - key = str(uuid.uuid4()).replace("-", "") - src_filename = f"src_{key}" - dst_filename = f"dst_{key}" - provider = region.split(":")[0] - if provider == "azure": - # need both storage account and container - bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") - else: - bucket_name = str(uuid.uuid4()).replace("-", "") - file_size = 1024 - - # create bucket - bucket_path = client.create_bucket(region, bucket_name) - assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" - - # upload object - with open(src_filename, "wb") as fout: - fout.write(os.urandom(file_size)) - client.upload_object(src_filename, bucket_name, provider, key) - assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" - - # download object - client.download_object(bucket_name, provider, key, dst_filename) - assert ( - open(src_filename, "rb").read() == open(dst_filename, "rb").read() - ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" - - # delete bucket - client.delete_bucket(bucket_name, provider) - assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" - - # cleanup - os.remove(src_filename) - os.remove(dst_filename) - - -# TODO: implement azure -# def test_azure_interface(): -# test_region("azure:canadacentral") -# return True - - -def test_aws_interface(): - test_region("aws:us-east-1") - return True - - -def test_gcp_interface(): - test_region("gcp:us-central1-a") - return True From d296033d58044544138c315ca4dfd0d8714ec557 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Mar 2023 21:17:44 -0700 Subject: [PATCH 070/186] add new files and use generator --- skyplane/api/client.py | 48 +++------------------ skyplane/api/obj_store.py | 51 +++++++++++++++++++++++ skyplane/api/transfer_job.py | 61 +-------------------------- skyplane/obj_store/gcs_interface.py | 13 ++---- skyplane/obj_store/s3_interface.py | 11 ++--- skyplane/utils/generator.py | 62 ++++++++++++++++++++++++++++ tests/integration/test_api_client.py | 58 ++++++++++++++++++++++++++ 7 files changed, 184 insertions(+), 120 deletions(-) create mode 100644 skyplane/api/obj_store.py create mode 100644 skyplane/utils/generator.py create mode 100644 tests/integration/test_api_client.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index f34f61a46..f4cd29117 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -6,6 +6,7 @@ from skyplane.api.config import TransferConfig from skyplane.api.dataplane import Dataplane from skyplane.api.provisioner import Provisioner +from skyplane.api.obj_store import ObjectStore from skyplane.api.usage import get_clientid from skyplane.obj_store.object_store_interface import ObjectStoreInterface from skyplane.planner.planner import DirectPlanner, ILPSolverPlanner, RONSolverPlanner @@ -13,6 +14,7 @@ from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path + if TYPE_CHECKING: from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig, TransferConfig @@ -142,48 +144,8 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") + + def object_store(self): + return ObjectStore() - def download_object(self, bucket_name: str, provider: str, key: str, filename: str): - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.download_object(key, filename) - - def upload_object(self, filename: str, bucket_name: str, provider: str, key: str): - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.upload_object(filename, key) - - def exists(self, bucket_name: str, provider: str, key: str) -> bool: - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - return obj_store.exists(key) - - def bucket_exists(self, bucket_name: str, provider: str) -> bool: - # azure not implemented - if provider == "azure": - raise NotImplementedError(f"Provider {provider} not implemented") - - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - return obj_store.bucket_exists() - - def create_bucket(self, region: str, bucket_name: str): - provider = region.split(":")[0] - # azure not implemented - if provider == "azure": - raise NotImplementedError(f"Provider {provider} not implemented") - - obj_store = ObjectStoreInterface.create(region, bucket_name) - obj_store.create_bucket(region.split(":")[1]) - - # TODO: create util function for this - if provider == "aws": - return f"s3://{bucket_name}" - elif provider == "gcp": - return f"gs://{bucket_name}" - else: - raise NotImplementedError(f"Provider {provider} not implemented") - - def delete_bucket(self, bucket_name: str, provider: str): - # azure not implemented - if provider == "azure": - raise NotImplementedError(f"Provider {provider} not implemented") - obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.delete_bucket() diff --git a/skyplane/api/obj_store.py b/skyplane/api/obj_store.py new file mode 100644 index 000000000..d4d96b988 --- /dev/null +++ b/skyplane/api/obj_store.py @@ -0,0 +1,51 @@ +from skyplane.obj_store.object_store_interface import ObjectStoreInterface + +class ObjectStore: + + def __init__(self) -> None: + pass + + def download_object(self, bucket_name: str, provider: str, key: str, filename: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.download_object(key, filename) + + def upload_object(self, filename: str, bucket_name: str, provider: str, key: str): + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.upload_object(filename, key) + + def exists(self, bucket_name: str, provider: str, key: str) -> bool: + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + return obj_store.exists(key) + + def bucket_exists(self, bucket_name: str, provider: str) -> bool: + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + return obj_store.bucket_exists() + + def create_bucket(self, region: str, bucket_name: str): + provider = region.split(":")[0] + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + + obj_store = ObjectStoreInterface.create(region, bucket_name) + obj_store.create_bucket(region.split(":")[1]) + + # TODO: create util function for this + if provider == "aws": + return f"s3://{bucket_name}" + elif provider == "gcp": + return f"gs://{bucket_name}" + else: + raise NotImplementedError(f"Provider {provider} not implemented") + + def delete_bucket(self, bucket_name: str, provider: str): + # azure not implemented + if provider == "azure": + raise NotImplementedError(f"Provider {provider} not implemented") + + obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) + obj_store.delete_bucket() \ No newline at end of file diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 8056e15cb..73e3d0729 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -25,6 +25,7 @@ from skyplane.utils.definitions import MB from skyplane.utils.fn import do_parallel from skyplane.utils.path import parse_path +from skyplane.utils.generator import batch_generator if TYPE_CHECKING: from skyplane.api.dataplane import Dataplane @@ -281,66 +282,6 @@ def chunk( # drain multipart chunk queue and yield with updated chunk IDs while not multipart_chunk_queue.empty(): yield multipart_chunk_queue.get() - - @staticmethod - def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: - """Batches generator, while handling StopIteration - - :param gen_in: generator that generates chunk requests - :type gen_in: Generator - """ - batch = [] - for item in gen_in: - batch.append(item) - if len(batch) == batch_size: - yield batch - batch = [] - if len(batch) > 0: - yield batch - - @staticmethod - def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: - """ - Prefetches from generator while handing StopIteration to ensure items yield immediately. - Start a thread to prefetch items from the generator and put them in a queue. Upon StopIteration, - the thread will add a sentinel value to the queue. - - :param gen_in: generator that generates chunk requests - :type gen_in: Generator - :param buffer_size: maximum size of the buffer to temporarily store the generators - :type buffer_size: int - """ - sentinel = object() - queue = Queue(maxsize=buffer_size) - - def prefetch(): - for item in gen_in: - queue.put(item) - queue.put(sentinel) - - thread = threading.Thread(target=prefetch, daemon=True) - thread.start() - - while True: - item = queue.get() - if item is sentinel: - break - yield item - - @staticmethod - def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: - """Tails generator while handling StopIteration - - :param gen_in: generator that generates chunk requests - :type gen_in: Generator - :param out_list: list of tail generators - :type out_list: List - """ - for item in gen_in: - out_list.append(item) - yield item - - @dataclass class TransferJob(ABC): """ diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index cf6638008..5dc0a876f 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -13,6 +13,7 @@ from skyplane.exceptions import NoSuchObjectException from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject from skyplane.utils import logger +from skyplane.utils.generator import batch_generator class GCSObject(ObjectStoreObject): @@ -100,15 +101,9 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): - keys = [] - for key in self.list_objects(): - keys.append(key.key) - if len(keys) >= 1000: - self.delete_objects(keys) - keys = [] - self.delete_objects(keys) - assert len(list(self.list_objects())) == 0, "Bucket not empty after deleting all objects" - + for batch in batch_generator(self.list_objects(), 1000): + self.delete_objects([obj.key for obj in batch]) + assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="") -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 6906d98c6..5f0fcce7f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -11,6 +11,7 @@ from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject from skyplane.config_paths import cloud_config from skyplane.utils import logger, imports +from skyplane.utils.generator import batch_generator class S3Object(ObjectStoreObject): @@ -81,14 +82,8 @@ def create_bucket(self, aws_region): def delete_bucket(self): # delete 1000 keys at a time - keys = [] - for key in self.list_objects(): - keys.append(key.key) - if len(keys) == 1000: - self.delete_objects(keys) - keys = [] - print("Deleted 1000 keys") - self.delete_objects(keys) + for batch in batch_generator(self.list_objects(), 1000): + self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" # delete bucket diff --git a/skyplane/utils/generator.py b/skyplane/utils/generator.py new file mode 100644 index 000000000..7c0b8f148 --- /dev/null +++ b/skyplane/utils/generator.py @@ -0,0 +1,62 @@ +from typing import Generator, List, TypeVar +from queue import Queue +import threading + + +T = TypeVar("T") + +def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: + """Batches generator, while handling StopIteration + + :param gen_in: generator that generates chunk requests + :type gen_in: Generator + """ + batch = [] + for item in gen_in: + batch.append(item) + if len(batch) == batch_size: + yield batch + batch = [] + if len(batch) > 0: + yield batch + +def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: + """ + Prefetches from generator while handing StopIteration to ensure items yield immediately. + Start a thread to prefetch items from the generator and put them in a queue. Upon StopIteration, + the thread will add a sentinel value to the queue. + + :param gen_in: generator that generates chunk requests + :type gen_in: Generator + :param buffer_size: maximum size of the buffer to temporarily store the generators + :type buffer_size: int + """ + sentinel = object() + queue = Queue(maxsize=buffer_size) + + def prefetch(): + for item in gen_in: + queue.put(item) + queue.put(sentinel) + + thread = threading.Thread(target=prefetch, daemon=True) + thread.start() + + while True: + item = queue.get() + if item is sentinel: + break + yield item + +def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: + """Tails generator while handling StopIteration + + :param gen_in: generator that generates chunk requests + :type gen_in: Generator + :param out_list: list of tail generators + :type out_list: List + """ + for item in gen_in: + out_list.append(item) + yield item + diff --git a/tests/integration/test_api_client.py b/tests/integration/test_api_client.py new file mode 100644 index 000000000..4cf1e3ad6 --- /dev/null +++ b/tests/integration/test_api_client.py @@ -0,0 +1,58 @@ +import pytest +from skyplane.api.client import SkyplaneClient +import uuid +import os + +@pytest.mark.skip(reason="Shared function") +def test_region(region): + client = SkyplaneClient().object_store() + key = str(uuid.uuid4()).replace("-", "") + src_filename = f"src_{key}" + dst_filename = f"dst_{key}" + provider = region.split(":")[0] + if provider == "azure": + # need both storage account and container + bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") + else: + bucket_name = str(uuid.uuid4()).replace("-", "") + file_size = 1024 + + # create bucket + bucket_path = client.create_bucket(region, bucket_name) + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + + # upload object + with open(src_filename, "wb") as fout: + fout.write(os.urandom(file_size)) + client.upload_object(src_filename, bucket_name, provider, key) + assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" + + # download object + client.download_object(bucket_name, provider, key, dst_filename) + assert ( + open(src_filename, "rb").read() == open(dst_filename, "rb").read() + ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + + # delete bucket + client.delete_bucket(bucket_name, provider) + assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" + + # cleanup + os.remove(src_filename) + os.remove(dst_filename) + + +# TODO: implement azure +# def test_azure_interface(): +# test_region("azure:canadacentral") +# return True + + +def test_aws_interface(): + test_region("aws:us-east-1") + return True + + +def test_gcp_interface(): + test_region("gcp:us-central1-a") + return True From 00c50888ad01e5392d70098891a8b0e841ae4464 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Mar 2023 21:27:10 -0700 Subject: [PATCH 071/186] reformat --- skyplane/api/client.py | 6 ++---- skyplane/api/obj_store.py | 4 ++-- skyplane/api/transfer_job.py | 2 ++ skyplane/utils/generator.py | 4 +++- tests/integration/test_api_client.py | 1 + 5 files changed, 10 insertions(+), 7 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index f4cd29117..79f92616c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -144,8 +144,6 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") - - def object_store(self): - return ObjectStore() - + def object_store(self): + return ObjectStore() diff --git a/skyplane/api/obj_store.py b/skyplane/api/obj_store.py index d4d96b988..cbf57a05b 100644 --- a/skyplane/api/obj_store.py +++ b/skyplane/api/obj_store.py @@ -1,7 +1,7 @@ from skyplane.obj_store.object_store_interface import ObjectStoreInterface -class ObjectStore: +class ObjectStore: def __init__(self) -> None: pass @@ -48,4 +48,4 @@ def delete_bucket(self, bucket_name: str, provider: str): raise NotImplementedError(f"Provider {provider} not implemented") obj_store = ObjectStoreInterface.create(f"{provider}:infer", bucket_name) - obj_store.delete_bucket() \ No newline at end of file + obj_store.delete_bucket() diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 73e3d0729..fe270fb8e 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -282,6 +282,8 @@ def chunk( # drain multipart chunk queue and yield with updated chunk IDs while not multipart_chunk_queue.empty(): yield multipart_chunk_queue.get() + + @dataclass class TransferJob(ABC): """ diff --git a/skyplane/utils/generator.py b/skyplane/utils/generator.py index 7c0b8f148..537fa4356 100644 --- a/skyplane/utils/generator.py +++ b/skyplane/utils/generator.py @@ -5,6 +5,7 @@ T = TypeVar("T") + def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: """Batches generator, while handling StopIteration @@ -20,6 +21,7 @@ def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Genera if len(batch) > 0: yield batch + def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: """ Prefetches from generator while handing StopIteration to ensure items yield immediately. @@ -48,6 +50,7 @@ def prefetch(): break yield item + def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: """Tails generator while handling StopIteration @@ -59,4 +62,3 @@ def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Gener for item in gen_in: out_list.append(item) yield item - diff --git a/tests/integration/test_api_client.py b/tests/integration/test_api_client.py index 4cf1e3ad6..1652f9ada 100644 --- a/tests/integration/test_api_client.py +++ b/tests/integration/test_api_client.py @@ -3,6 +3,7 @@ import uuid import os + @pytest.mark.skip(reason="Shared function") def test_region(region): client = SkyplaneClient().object_store() From 16ab757d6f4a8403aba1a83e5e89d24c99764514 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 11:21:17 -0700 Subject: [PATCH 072/186] reformat --- examples/aws_bucket_replication.py | 2 - skyplane/api/client.py | 4 +- skyplane/api/config.py | 2 +- skyplane/api/dataplane.py | 5 +- skyplane/broadcast/bc_client.py | 52 +++++++------ skyplane/broadcast/bc_dataplane.py | 16 ++-- skyplane/broadcast/bc_plan.py | 1 - skyplane/broadcast/bc_planner.py | 77 +++++++++---------- skyplane/broadcast/gateway/cert.py | 1 + skyplane/broadcast/gateway/gateway_daemon.py | 2 +- .../broadcast/gateway/gateway_daemon_api.py | 3 +- skyplane/broadcast/gateway/gateway_queue.py | 3 +- .../gateway/operators/gateway_operator.py | 17 ++-- .../gateway/operators/gateway_receiver.py | 19 +++-- skyplane/broadcast/impl/bc_tracker.py | 6 +- skyplane/broadcast/impl/bc_transfer_job.py | 5 +- skyplane/broadcast/test/bc_objstore.py | 4 +- .../broadcast/test/test_random_broadcast.py | 4 +- skyplane/broadcast/visualize_gw.py | 16 ++-- skyplane/compute/aws/aws_auth.py | 1 - skyplane/compute/aws/aws_cloud_provider.py | 2 +- skyplane/compute/cloud_provider.py | 1 - skyplane/compute/gcp/gcp_auth.py | 1 - skyplane/gateway/cert.py | 1 + skyplane/obj_store/s3_interface.py | 3 +- 25 files changed, 121 insertions(+), 127 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 5c390a065..d60a9552a 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -142,7 +142,6 @@ def write_source_data(src_region, target_data, directory): def main(argv): - src_region = FLAGS.src_region dst_regions = list(FLAGS.dst_regions) directory = "test_replication" @@ -243,7 +242,6 @@ def setup_bucket(region): "aws", target_data_region, "aws", src_region, n_vms=8 ) # TODO: pass in target_throughput that we also pass to broadcast? with dp.auto_deprovision(): - # copy data with skyplane to source bucket dp.provision(spinner=True) dp.queue_copy(FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index b514ce62f..3449359d3 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -79,6 +79,8 @@ def dataplane( planner = DirectPlanner(src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections) topo = planner.plan() logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=None) + return Dataplane( + clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=None + ) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 993340e64..dc4d38fd8 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -65,7 +65,7 @@ class TransferConfig: azure_use_spot_instances: bool = False gcp_use_spot_instances: bool = False aws_instance_class: str = "m5.8xlarge" - azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory + azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory gcp_instance_class: str = "n2-standard-32" gcp_use_premium_network: bool = True diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 5abf07d0d..2a576b63f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -37,11 +37,10 @@ def copy_log(self, instance): print(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") instance.download_file("/tmp/gateway.stderr", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stderr") - def __exit__(self, exc_type, exc_value, exc_tb): logger.fs.warning("Deprovisioning dataplane") print("Starting deprovision") - # TODO: insert log copy here? + # TODO: insert log copy here? do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.dataplane.deprovision() @@ -55,7 +54,7 @@ def __init__( topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, - log_dir: str, + log_dir: str, ): self.log_dir = log_dir self.clientid = clientid diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index b6e53490c..36e0a7f38 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -1,5 +1,5 @@ import uuid -import json +import json from datetime import datetime from pathlib import Path @@ -8,7 +8,13 @@ from skyplane.api.client import tmp_log_dir from skyplane.api.client import get_clientid from skyplane.broadcast.bc_dataplane import BroadcastDataplane -from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner, BroadcastSpiderPlanner +from skyplane.broadcast.bc_planner import ( + BroadcastDirectPlanner, + BroadcastMDSTPlanner, + BroadcastHSTPlanner, + BroadcastILPSolverPlanner, + BroadcastSpiderPlanner, +) from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger @@ -69,9 +75,9 @@ def __init__( gcp_auth=self.gcp_auth, ) - - def networkx_to_graphviz(self, src, dsts, g, label='partitions'): + def networkx_to_graphviz(self, src, dsts, g, label="partitions"): import graphviz as gv + """Convert `networkx` graph `g` to `graphviz.Digraph`. @type g: `networkx.Graph` or `networkx.DiGraph` @@ -82,35 +88,31 @@ def networkx_to_graphviz(self, src, dsts, g, label='partitions'): else: h = gv.Graph() for u, d in g.nodes(data=True): - #u = u.split(",")[0] + # u = u.split(",")[0] if u.split(",")[0] == src: - h.node(str(u.replace(":", " ")), fillcolor="red", style='filled') + h.node(str(u.replace(":", " ")), fillcolor="red", style="filled") elif u.split(",")[0] in dsts: - h.node(str(u.replace(":", " ")), fillcolor="green", style='filled') + h.node(str(u.replace(":", " ")), fillcolor="green", style="filled") h.node(str(u.replace(":", " "))) for u, v, d in g.edges(data=True): # print('edge', u, v, d) h.edge(str(u.replace(":", " ")), str(v.replace(":", " ")), label=str(d[label])) - h.render(directory='solution', view=True) + h.render(directory="solution", view=True) return h - def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: - # load dataplane for existing gateway program + def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: + # load dataplane for existing gateway program - # create topology + # create topology gw_program = json.load(open(gateway_program_path, "r")) - - return BroadcastDataplane( - clientid=self.clientid, - gateway_program_path = gateway_program_path, - provisioner=self.provisioner, - transfer_config=self.transfer_config + clientid=self.clientid, + gateway_program_path=gateway_program_path, + provisioner=self.provisioner, + transfer_config=self.transfer_config, ) - - # methods to create dataplane def broadcast_dataplane( self, @@ -214,13 +216,19 @@ def broadcast_dataplane( raise NotImplementedError(f"Dataplane type {type} not implemented") logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - #if type != "ILP": + # if type != "ILP": print(f"Solution: {topo.nx_graph.edges.data()}") print(topo.nx_graph.nodes) print(src_region) - self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) + self.networkx_to_graphviz( + f"{src_cloud_provider}:{src_region}", + [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], + topo.nx_graph, + ) print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) - return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir) + return BroadcastDataplane( + clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir + ) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 579d2e42e..affc2ede9 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -49,10 +49,10 @@ def __init__( self, clientid: str, provisioner: "Provisioner", - log_dir: str, + log_dir: str, transfer_config: TransferConfig, topology: Optional[BroadcastReplicationTopology] = None, - gateway_program_path: Optional[str] = None, + gateway_program_path: Optional[str] = None, ): self.log_dir = log_dir self.clientid = clientid @@ -62,14 +62,13 @@ def __init__( self.provisioning_lock = threading.Lock() self.provisioned = False - # either set topology or gateway program + # either set topology or gateway program self.gateway_program_path = gateway_program_path self.topology = topology self.src_region_tag = self.topology.source_region() self.dst_region_tags = self.topology.sink_regions() regions = Counter([node.region for node in self.topology.gateway_nodes]) self.max_instances = int(regions[max(regions, key=regions.get)]) - # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -88,7 +87,7 @@ def get_ips_in_region(self, region: str): def get_object_store_connection(self, region: str): provider = region.split(":")[0] if provider == "aws" or provider == "gcp": - #n_conn = 32 + # n_conn = 32 n_conn = 32 elif provider == "azure": n_conn = 24 # due to throttling limits from authentication @@ -234,13 +233,10 @@ def remap_keys(self, mapping): @property @functools.lru_cache(maxsize=None) def current_gw_programs(self): - if self.gateway_program_path is not None: # return existing gateway program file return json.load(open(self.gateway_program_path, "r")) - - solution_graph = self.topology.nx_graph # print("Solution graph: ", solution_graph.edges.data()) @@ -303,7 +299,7 @@ def current_gw_programs(self): gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" - #print("PROGRAM", gateway_programs[node]) + # print("PROGRAM", gateway_programs[node]) return gateway_programs @@ -320,7 +316,7 @@ def _start_gateway( am_sink = gateway_node in self.topology.sink_instances() # start gateway - #if sgateway_log_dir: + # if sgateway_log_dir: if self.log_dir: gateway_server.init_log_files(self.log_dir) if authorize_ssh_pub_key: diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index 4ceccec0e..07f13a2bc 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -53,7 +53,6 @@ def __init__( tot_vm_price_per_s: Optional[float] = None, default_max_conn_per_vm: Optional[int] = None, ): - """ Edge is represented by: Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, int] -> [src_node, dst_node, num_conn, partition_index] diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 34f307706..fb0925a39 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -15,10 +15,11 @@ from skyplane.utils import logger from skyplane.broadcast import __root__ import functools -import random +import random import colorama from colorama import Fore, Style + class BroadcastPlanner: def __init__( self, @@ -36,7 +37,6 @@ def __init__( cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", ): - self.src_provider = src_provider self.src_region = src_region self.dst_providers = dst_providers @@ -80,7 +80,7 @@ def make_nx_graph(self, cost, throughput, num_instances=1): else: continue - # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] + # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] for edge in G.edges.data(): if edge[-1]["cost"] is None: edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) @@ -205,7 +205,6 @@ def plan(self) -> BroadcastReplicationTopology: class BroadcastPlannerFromFile(BroadcastPlanner): - def __init__(self, filename: str, **kwargs): self.filename = filename super().__init__(**kwargs) @@ -213,7 +212,7 @@ def __init__(self, filename: str, **kwargs): def plan(self) -> BroadcastReplicationTopology: gw_program = json.load(open(self.filename)) - # loop through region + # loop through region # loop hough operators with recieve or gen data -> collect (instace, region) graph = nx.DiGraph() @@ -381,6 +380,7 @@ def read_result(loc): os.remove(param_loc) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) + class BroadcastSpiderPlanner(BroadcastPlanner): def __init__( self, @@ -428,14 +428,15 @@ def evaluate(self, tree_set, bw, num_vms, num_partitions, data_vol=1): makespan = data_vol * 8 / sum(bw) cost_per_instance_hr = 0.54 - import math + import math + def split(my_list, weight_list): sublists = [] prev_index = 0 for weight in weight_list: - next_index = prev_index + math.ceil( (len(my_list) * weight) ) + next_index = prev_index + math.ceil((len(my_list) * weight)) - sublists.append(my_list[prev_index : next_index] ) + sublists.append(my_list[prev_index:next_index]) prev_index = next_index return sublists @@ -445,12 +446,13 @@ def split(my_list, weight_list): print(f"Bw: {bw}, split: {output_partitions}") from itertools import islice + egress_cost = 0 complete_tree = nx.DiGraph() for i in range(len(tree_set)): if len(output_partitions[i]) == 0: - continue # not assigning any partition to this tree + continue # not assigning any partition to this tree egress_cost += sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * bw[i] / sum(bw) @@ -505,6 +507,7 @@ def validate_tree_set(self, tree_set, src, dsts, bw, egress_limits, ingress_limi def SPIDER(self, h, src, dsts, egress_limits, ingress_limits, elim_set=None): import copy + N = set([src] + dsts) # set of nodes that each tree must span Tree_set = [] # output: a set of trees bw = [] # list of bandwidth for each tree @@ -616,12 +619,11 @@ def plan(self) -> BroadcastReplicationTopology: h = nx.DiGraph(self.G.copy().subgraph(dsts + [src])) h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) Tree_set, bw, h, elim_set = self.SPIDER(h, src, dsts, egress_limits=self.eg_lims, ingress_limits=self.in_lims) - Spider_graph = self.evaluate( - Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1 - ) + Spider_graph = self.evaluate(Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, Spider_graph) + class BroadcastILPSolverPlanner(BroadcastPlanner): def __init__( self, @@ -774,14 +776,12 @@ def create_topo_graph(self, p, v, g, edges, nodes): return result_g def get_egress_ingress(self, g, nodes, edges, partition_size, p): - partition_size *= 8 # need to convert to gbits? num_edges = len(edges) egress = [] ingress = [] for node in nodes: - node_i = nodes.index(node) # egress i = np.zeros(num_edges) @@ -855,9 +855,7 @@ def solve_partition( # constraints to enforce flow between source/dest nodes for i in range(num_nodes): for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: edge = (nodes[i], nodes[j]) @@ -917,7 +915,6 @@ def solve_partition( # instance limits for node in nodes: - node_i = nodes.index(node) # egress i = np.zeros(num_edges) @@ -970,7 +967,7 @@ def plan_iterative( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20 + n_clusters: Optional[int] = 20, ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -984,7 +981,7 @@ def plan_iterative( dest_v = problem.dsts # node-approximation - if filter_node: + if filter_node: from sklearn.cluster import KMeans random.seed(10) @@ -992,17 +989,17 @@ def plan_iterative( print("Number of nodes: ", len(node_list)) for node in node_list: node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: + for neighbor_node in node_list: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - + else: + node_map[node].append(0) # cost to itself + for neighbor_node in node_list: - if node != neighbor_node: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? + else: + node_map[node].append(100) # tput to itself or throughput within a single region? np_node_map = np.array([li for li in node_map.values()]) print(f"node map: {np_node_map}, shape: {np_node_map.shape}") @@ -1161,9 +1158,8 @@ def plan( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20 + n_clusters: Optional[int] = 20, ) -> BroadcastReplicationTopology: - import cvxpy as cp if solver is None: @@ -1179,7 +1175,7 @@ def plan( dest_v = problem.dsts # node-approximation - if filter_node: + if filter_node: from sklearn.cluster import KMeans random.seed(10) @@ -1187,17 +1183,17 @@ def plan( print("Number of nodes: ", len(node_list)) for node in node_list: node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: + for neighbor_node in node_list: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - + else: + node_map[node].append(0) # cost to itself + for neighbor_node in node_list: - if node != neighbor_node: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? + else: + node_map[node].append(100) # tput to itself or throughput within a single region? np_node_map = np.array([li for li in node_map.values()]) print(f"node map: {np_node_map}, shape: {np_node_map.shape}") @@ -1229,7 +1225,7 @@ def plan( print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") # banned nodes - # NOTE: why do we do this? + # NOTE: why do we do this? # sampled = list(self.G.nodes) # sampled.remove("aws:eu-south-2") # sampled.remove("aws:eu-central-2") @@ -1270,12 +1266,9 @@ def plan( # constraints to enforce flow between source/dest nodes for c in range(problem.num_partitions): - for i in range(num_nodes): for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: edge = (nodes[i], nodes[j]) diff --git a/skyplane/broadcast/gateway/cert.py b/skyplane/broadcast/gateway/cert.py index 07b8ec05f..83af5dfd0 100644 --- a/skyplane/broadcast/gateway/cert.py +++ b/skyplane/broadcast/gateway/cert.py @@ -1,5 +1,6 @@ from OpenSSL import crypto + # Based on https://stackoverflow.com/questions/27164354/create-a-self-signed-x509-certificate-in-python def generate_self_signed_certificate(output_cert_file, output_key_file): k = crypto.PKey() diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 0cfc3c743..a5233200d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -26,6 +26,7 @@ from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from collections import defaultdict + # TODO: add default partition ID to main # create gateway br class GatewayDaemon: @@ -133,7 +134,6 @@ def get_child_operators(operator): def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str]): total_p = 0 for op in program: - handle = op["op_type"] + "_" + op["handle"] print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") input_queue.register_handle(handle) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index ada6c77f1..9d50b6365 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -114,7 +114,6 @@ def pull_chunk_status_queue(self, timeout=0.5): self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] ): - # TODO: set this somewhere else self.chunk_status[chunk_id] = ChunkState.complete.name @@ -140,7 +139,7 @@ def pull_chunk_status_queue(self, timeout=0.5): + f"Required completitions = {self.num_required_terminal[partition]}" ) - #else: + # else: # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") self.chunk_status_log.append(elem) diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 940cb2dc8..9d4784e7c 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -21,9 +21,10 @@ def get_nowait(self, requester_handle=None): def get_handles(self): return self.handles - def size(self): + def size(self): return self.q.qsize() + class GatewayANDQueue(GatewayQueue): def __init__(self, maxsize=0): self.q = {} diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 0a7bec509..5dd3b517b 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -84,29 +84,29 @@ def worker_loop(self, worker_id: int, *args): except queue.Empty: continue - #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - #print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") # process chunk succ = self.process(chunk_req, *args) # place in output queue if succ: - #print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - #print(self.handle) + # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + # print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: - #print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") + # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") else: # failed to process - re-queue time.sleep(0.1) - #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -135,7 +135,7 @@ def __init__(self, *args, **kwargs): def process(self, chunk_req: ChunkRequest): chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - #logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") + # logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") return False # check to see if file is completed downloading @@ -270,7 +270,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - #while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} @@ -359,7 +359,6 @@ def __init__( self.size_mb = size_mb def process(self, chunk_req: ChunkRequest): - # wait until enough space available fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) size_bytes = int(self.size_mb * MB) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 7f2796796..1f8e356e5 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -33,7 +33,6 @@ def __init__( use_compression: Optional[bool] = True, e2ee_key_bytes: Optional[bytes] = None, ): - self.handle = handle self.region = region self.chunk_store = chunk_store @@ -158,7 +157,9 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) time.sleep(0.1) # get data @@ -186,19 +187,21 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): ) to_write = bytes(to_write) - # try to write data until successful - while True: + # try to write data until successful + while True: try: f.write(to_write) - # check size + # check size file_size = os.path.getsize(fpath) if file_size == chunk_header.data_len: break - except Exception as e: + except Exception as e: print(e) - - print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) time.sleep(1) assert ( socket_data_len == 0 and chunk_received_size == chunk_header.data_len diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 26ce948ad..a6b78e11e 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -217,7 +217,7 @@ def monitor_single_dst_helper(dst_region): print() size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) - overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s + overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s cost_per_gb = self.dataplane.topology.cost_per_gb tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) @@ -263,8 +263,8 @@ def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} sink_regions = {dst_region} - runtime_s = 0 - + runtime_s = 0 + assert len(sink_regions) == 1 # BC: only monitor one sink region in this call # any of the jobs of this region is not complete diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index abaca558a..25a106b04 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -41,7 +41,6 @@ class BCTransferJob: transfer_config: TransferConfig = None def __post_init__(self): - if not self.transfer_config.gen_random_data: print("Parse src: ", parse_path(self.src_path)) provider_src, bucket_src, src_prefix = parse_path(self.src_path) @@ -111,7 +110,7 @@ def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 128, # need to change it back later + dispatch_batch_size: int = 128, # need to change it back later ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" if not transfer_config.gen_random_data: @@ -186,7 +185,7 @@ def dispatch_id_maps_to_dst(): partitions = [cr.chunk.partition_id for cr in batch] print("partitions", partitions) if reply.status != 200: - print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") + print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") print(server.instance_name()) print(server.public_ip()) time.sleep(100000) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index cc9ea8519..1ea812b2b 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -34,12 +34,12 @@ def start_transfer(args): # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" - #source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" + # source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" source_file = "s3://broadcast-opt-ap-east-1/test_replication/" dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist - for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): + for region, bucket_path in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] bucket = S3Interface(bucket_name) try: diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 41b17e0b6..bfbd7e520 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -70,8 +70,8 @@ def replicate_random( print(f"Log dir: {client.log_dir}/client.log") print("Transfer size (in GB): ", transfer_size_gbytes) - # use existing gw program file - #dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") + # use existing gw program file + # dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") dp = client.broadcast_dataplane( src_cloud_provider=s_cloud_provider, diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index 563592946..5c876ff3f 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -87,17 +87,17 @@ def get_nx_graph(path): print("Region: ", region) pprint(region_p) - for partition_group in region_p: + for partition_group in region_p: partitions = partition_group["partitions"] - p_plan = partition_group['value'] - for pid in partitions: + p_plan = partition_group["value"] + for pid in partitions: nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - #pprint(region_p) - #plans = region_p["_plan"] - #partitions = [int(i) for i in list(plans.keys())] + # pprint(region_p) + # plans = region_p["_plan"] + # partitions = [int(i) for i in list(plans.keys())] ## print("partitions: ", [int(i) for i in list(plans.keys())]) - #for pid in partitions: + # for pid in partitions: # p_plan = plans[str(pid)] # nx_g = plot_children(nx_g, start_node, region, p_plan, pid) ## break @@ -176,7 +176,7 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + # plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" plot_path = "/Users/sarahwooders/repos/skyplane/new_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) diff --git a/skyplane/compute/aws/aws_auth.py b/skyplane/compute/aws/aws_auth.py index a3c2797c8..24e665870 100644 --- a/skyplane/compute/aws/aws_auth.py +++ b/skyplane/compute/aws/aws_auth.py @@ -100,7 +100,6 @@ def get_boto3_client(self, service_name, aws_region=None): else: return self.get_boto3_session().client(service_name, region_name=aws_region) - def get_azs_in_region(self, region): ec2 = self.get_boto3_client("ec2", region) azs = [] diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index aabc93948..8c4059567 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -238,7 +238,7 @@ def start_instance(subnet_id: str): print("try another subnet", region, subnets[current_subnet_id], subnets[(current_subnet_id + 1) % len(subnets)]) print("all", subnets) current_subnet_id = (current_subnet_id + 1) % len(subnets) - else: + else: print("UNKNOWN", e) time.sleep(backoff) backoff = min(backoff * 2, max_backoff) diff --git a/skyplane/compute/cloud_provider.py b/skyplane/compute/cloud_provider.py index 9593adabb..cbba33f1d 100644 --- a/skyplane/compute/cloud_provider.py +++ b/skyplane/compute/cloud_provider.py @@ -7,7 +7,6 @@ class CloudProvider: - logging_enabled = True # For Dozzle log_viewer_port = 8888 diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index da3f3e569..9aa4ac178 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -127,7 +127,6 @@ def get_service_account_key(self, service_account_email): key_path = key_root / "gcp" / "service_account_key.json" # write key file if not os.path.exists(key_path): - # list existing keys keys = service.projects().serviceAccounts().keys().list(name="projects/-/serviceAccounts/" + service_account_email).execute() diff --git a/skyplane/gateway/cert.py b/skyplane/gateway/cert.py index 07b8ec05f..83af5dfd0 100644 --- a/skyplane/gateway/cert.py +++ b/skyplane/gateway/cert.py @@ -1,5 +1,6 @@ from OpenSSL import crypto + # Based on https://stackoverflow.com/questions/27164354/create-a-self-signed-x509-certificate-in-python def generate_self_signed_certificate(output_cert_file, output_key_file): k = crypto.PKey() diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index a9add5a2a..b9c84e02f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -27,7 +27,6 @@ def __init__(self, bucket_name: str): def path(self): return f"s3://{self.bucket_name}" - @property @lru_cache(maxsize=1) def aws_region(self): @@ -84,7 +83,7 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name) else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) - else: + else: print("bucket already exists", aws_region, self.bucket_name) def delete_bucket(self): From 4081a3681ee6780cd1f2d30365e121c48bae7661 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 11:32:49 -0700 Subject: [PATCH 073/186] fix imports --- skyplane/api/transfer_job.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index fe270fb8e..d4bf69103 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -25,7 +25,7 @@ from skyplane.utils.definitions import MB from skyplane.utils.fn import do_parallel from skyplane.utils.path import parse_path -from skyplane.utils.generator import batch_generator +from skyplane.utils.generator import batch_generator, prefetch_generator, tail_generator if TYPE_CHECKING: from skyplane.api.dataplane import Dataplane @@ -416,12 +416,12 @@ def dispatch( """ chunker = Chunker(self.src_iface, self.dst_iface, transfer_config) transfer_pair_generator = self.gen_transfer_pairs(chunker) - gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) + gen_transfer_list = tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - batches = chunker.batch_generator( - chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + batches = batch_generator( + prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) # dispatch chunk requests From c0eb13235eff30779cb8b6055347ef0e01957e80 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 12:00:11 -0700 Subject: [PATCH 074/186] fix formatting --- skyplane/api/transfer_job.py | 4 +--- skyplane/gateway/gateway_receiver.py | 1 + 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index d4bf69103..8958e681f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -420,9 +420,7 @@ def dispatch( chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - batches = batch_generator( - prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size - ) + batches = batch_generator(prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size) # dispatch chunk requests src_gateways = dataplane.source_gateways() diff --git a/skyplane/gateway/gateway_receiver.py b/skyplane/gateway/gateway_receiver.py index cfcca18af..f2d1e63d8 100644 --- a/skyplane/gateway/gateway_receiver.py +++ b/skyplane/gateway/gateway_receiver.py @@ -144,6 +144,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} no space {chunk_header.data_len} {self.max_pending_chunks}") time.sleep(0.1) # get data From dffee82be413ec21190f755d342cc3ab8636aa28 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 16:27:26 -0800 Subject: [PATCH 075/186] add basic obj store interfacing to client, write tests, and fix bucket deletion --- tests/unit_nocloud/test_api_client.py | 47 +++++++++++++++++++++++++++ 1 file changed, 47 insertions(+) create mode 100644 tests/unit_nocloud/test_api_client.py diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py new file mode 100644 index 000000000..d82c7a91c --- /dev/null +++ b/tests/unit_nocloud/test_api_client.py @@ -0,0 +1,47 @@ +from skyplane.api.client import SkyplaneClient +import uuid +import os + +def test_region(region): + client = SkyplaneClient() + bucket_name = str(uuid.uuid4()).replace('-', '') + key = str(uuid.uuid4()).replace('-', '') + src_filename = f"src_{key}" + dst_filename = f"dst_{key}" + provider = region.split(":")[0] + file_size = 1024 + + # create bucket + bucket_path = client.create_bucket(region, bucket_name) + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + + # upload object + with open(src_filename, 'wb') as fout: + fout.write(os.urandom(file_size)) + client.upload_object(src_filename, bucket_name, provider, key) + assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" + + # download object + client.download_object(bucket_name, provider, key, dst_filename) + assert open(src_filename, "rb").read() == open(dst_filename, "rb").read(), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + + # delete bucket + client.delete_bucket(bucket_name, provider) + assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" + + # cleanup + os.remove(src_filename) + os.remove(dst_filename) + + +def test_aws_interface(): + test_region('aws:us-east-1') + return True + +def test_gcp_interface(): + test_region('gcp:us-central1-a') + return True + +def test_azure_interface(): + test_region('azure:canadacentral') + return True From bcda24bd1728bbf570627274d318d28d4ffc1698 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 16:50:16 -0800 Subject: [PATCH 076/186] reformat --- skyplane/api/client.py | 7 +--- skyplane/api/dataplane.py | 31 +++----------- skyplane/api/provisioner.py | 20 ++------- skyplane/api/transfer_job.py | 15 ++----- skyplane/broadcast/gateway/gateway_daemon.py | 13 +----- skyplane/cli/cli.py | 15 ++----- skyplane/cli/cli_transfer.py | 5 +-- skyplane/cli/experiments/cli_query.py | 12 ++---- skyplane/compute/aws/aws_cloud_provider.py | 5 +-- skyplane/compute/azure/azure_auth.py | 4 +- .../compute/azure/azure_cloud_provider.py | 17 ++------ skyplane/compute/gcp/gcp_network.py | 12 +----- skyplane/compute/key_utils.py | 6 +-- skyplane/obj_store/gcs_interface.py | 18 +++++--- skyplane/obj_store/s3_interface.py | 2 +- tests/unit_nocloud/test_api_client.py | 41 +++++++++++-------- 16 files changed, 69 insertions(+), 154 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 79f92616c..91950f19f 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -57,12 +57,7 @@ def __init__( self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - self.provisioner = Provisioner( - host_uuid=self.clientid, - aws_auth=self.aws_auth, - azure_auth=self.azure_auth, - gcp_auth=self.gcp_auth, - ) + self.provisioner = Provisioner(host_uuid=self.clientid, aws_auth=self.aws_auth, azure_auth=self.azure_auth, gcp_auth=self.gcp_auth,) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 63182a93b..bc62a8a3f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -40,11 +40,7 @@ class Dataplane: """A Dataplane represents a concrete Skyplane network, including topology and VMs.""" def __init__( - self, - clientid: str, - topology: ReplicationTopology, - provisioner: "Provisioner", - transfer_config: TransferConfig, + self, clientid: str, topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -127,11 +123,7 @@ def provision( self.provisioner.init_global(aws=is_aws_used, azure=is_azure_used, gcp=is_gcp_used) # provision VMs - uuids = self.provisioner.provision( - authorize_firewall=allow_firewall, - max_jobs=max_jobs, - spinner=spinner, - ) + uuids = self.provisioner.provision(authorize_firewall=allow_firewall, max_jobs=max_jobs, spinner=spinner,) # bind VMs to nodes servers = [self.provisioner.get_node(u) for u in uuids] @@ -148,8 +140,7 @@ def provision( self.provisioned = True def _start_gateway( - gateway_node: ReplicationTopologyGateway, - gateway_server: compute.Server, + gateway_node: ReplicationTopologyGateway, gateway_server: compute.Server, ): # map outgoing ports setup_args = {} @@ -224,8 +215,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False, debug: bool = F raise finally: self.provisioner.deprovision( - max_jobs=max_jobs, - spinner=spinner, + max_jobs=max_jobs, spinner=spinner, ) self.provisioned = False @@ -261,12 +251,7 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy( - self, - src: str, - dst: str, - recursive: bool = False, - ) -> str: + def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: """ Add a copy job to job list. Return the uuid of the job. @@ -283,11 +268,7 @@ def queue_copy( self.jobs_to_dispatch.append(job) return job.uuid - def queue_sync( - self, - src: str, - dst: str, - ) -> str: + def queue_sync(self, src: str, dst: str,) -> str: """ Add a sync job to job list. Return the uuid of the job. diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 894edfede..ec9bcf07c 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -156,11 +156,7 @@ def _provision_task(self, task: ProvisionerTask): assert self.gcp.auth.enabled(), "GCP credentials not configured" # todo specify network tier in ReplicationTopology server = self.gcp.provision_instance( - task.region, - task.vm_type, - use_spot_instances=task.spot, - gcp_premium_network=False, - tags=task.tags, + task.region, task.vm_type, use_spot_instances=task.spot, gcp_premium_network=False, tags=task.tags, ) else: raise NotImplementedError(f"Unknown provider {task.cloud_provider}") @@ -203,12 +199,7 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # provision VMs logger.fs.info(f"[Provisioner.provision] Provisioning {len(provision_tasks)} VMs") results: List[Tuple[ProvisionerTask, compute.Server]] = do_parallel( - self._provision_task, - provision_tasks, - n=max_jobs, - spinner=spinner, - spinner_persist=spinner, - desc="Provisioning VMs", + self._provision_task, provision_tasks, n=max_jobs, spinner=spinner, spinner_persist=spinner, desc="Provisioning VMs", ) # configure firewall @@ -278,12 +269,7 @@ def deprovision_gateway_instance(server: compute.Server): logger.warning("Azure deprovisioning is very slow. Please be patient.") logger.fs.info(f"[Provisioner.deprovision] Deprovisioning {len(servers)} VMs") do_parallel( - deprovision_gateway_instance, - servers, - n=max_jobs, - spinner=spinner, - spinner_persist=False, - desc="Deprovisioning VMs", + deprovision_gateway_instance, servers, n=max_jobs, spinner=spinner, spinner_persist=False, desc="Deprovisioning VMs", ) # clean up firewall diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index c7223ad4c..8c1973449 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -61,10 +61,7 @@ def __init__( self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads def _run_multipart_chunk_thread( - self, - exit_event: threading.Event, - in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", - out_queue: "Queue[Chunk]", + self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]", ): """Chunks large files into many small chunks.""" region = self.dst_iface.region_tag() @@ -263,10 +260,7 @@ def chunk( multipart_send_queue.put((src_obj, dst_obj)) else: yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, + src_key=src_obj.key, dest_key=dst_obj.key, chunk_id=uuid.uuid4().hex, chunk_length_bytes=src_obj.size, ) if self.transfer_config.multipart_enabled: @@ -407,10 +401,7 @@ def gen_transfer_pairs( yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( - self, - dataplane: "Dataplane", - transfer_config: TransferConfig, - dispatch_batch_size: int = 100, # 6.4 GB worth of chunks + self, dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways. diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 2244a963d..317b1cf6b 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -32,12 +32,7 @@ class GatewayDaemon: def __init__( - self, - region: str, - chunk_dir: PathLike, - max_incoming_ports=64, - use_tls=True, - use_e2ee=False, + self, region: str, chunk_dir: PathLike, max_incoming_ports=64, use_tls=True, use_e2ee=False, ): # read gateway program gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() @@ -302,9 +297,5 @@ def exit_handler(signum, frame): args = parser.parse_args() os.makedirs(args.chunk_dir) - daemon = GatewayDaemon( - region=args.region, - chunk_dir=args.chunk_dir, - use_tls=not args.disable_tls, - ) + daemon = GatewayDaemon(region=args.region, chunk_dir=args.chunk_dir, use_tls=not args.disable_tls,) daemon.run() diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 52ca6da3f..635b38d8b 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -16,18 +16,9 @@ from skyplane.utils.fn import do_parallel app = typer.Typer(name="skyplane") -app.command( - name="cp", - help="Copy files between any two cloud object stores", -)(cp) -app.command( - name="sync", - help="Sync files between any two cloud object stores", -)(sync) -app.command( - name="init", - help="Initialize the Skyplane CLI with your cloud credentials", -)(init) +app.command(name="cp", help="Copy files between any two cloud object stores",)(cp) +app.command(name="sync", help="Sync files between any two cloud object stores",)(sync) +app.command(name="init", help="Initialize the Skyplane CLI with your cloud credentials",)(init) app.add_typer(skyplane.cli.experiments.app, name="experiments") app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 592ec7637..2612e3fcb 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -190,10 +190,7 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf ) # show spinner with Progress( - TextColumn(" "), - SpinnerColumn(), - TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), - transient=True, + TextColumn(" "), SpinnerColumn(), TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), transient=True, ) as progress: progress.add_task("", total=None) obj_pairs = [] diff --git a/skyplane/cli/experiments/cli_query.py b/skyplane/cli/experiments/cli_query.py index 3f7725a89..20cb638b0 100644 --- a/skyplane/cli/experiments/cli_query.py +++ b/skyplane/cli/experiments/cli_query.py @@ -6,21 +6,15 @@ def util_grid_throughput( - src: str, - dest: str, - src_tier: str = "PREMIUM", - dest_tier: str = "PREMIUM", + src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) - print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2**30) + print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2 ** 30) def util_grid_cost( - src: str, - dest: str, - src_tier: str = "PREMIUM", - dest_tier: str = "PREMIUM", + src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index ed69755b6..5762817b9 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -196,10 +196,7 @@ def start_instance(subnet_id: str): } ], BlockDeviceMappings=[ - { - "DeviceName": "/dev/sda1", - "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"}, - } + {"DeviceName": "/dev/sda1", "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"},} ], NetworkInterfaces=[ { diff --git a/skyplane/compute/azure/azure_auth.py b/skyplane/compute/azure/azure_auth.py index a78921f57..12a13c654 100644 --- a/skyplane/compute/azure/azure_auth.py +++ b/skyplane/compute/azure/azure_auth.py @@ -19,9 +19,7 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @property @imports.inject( - "azure.identity.DefaultAzureCredential", - "azure.identity.ManagedIdentityCredential", - pip_extra="azure", + "azure.identity.DefaultAzureCredential", "azure.identity.ManagedIdentityCredential", pip_extra="azure", ) def credential(DefaultAzureCredential, ManagedIdentityCredential, self): if self._credential is None: diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index e5b4b447b..415d1d9c2 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -385,10 +385,7 @@ def provision_instance( { # code from: https://github.com/ray-project/ray/pull/7080/files#diff-0f1bb1da82d112b850a85c1b7b1876e50efd5a7400c62a5c4de334f494d3bf46R222-R233 "key": f"/subscriptions/{cloud_config.azure_subscription_id}/resourceGroups/skyplane/providers/Microsoft.ManagedIdentity/userAssignedIdentities/skyplane_umi", - "value": { - "principal_id": cloud_config.azure_principal_id, - "client_id": cloud_config.azure_client_id, - }, + "value": {"principal_id": cloud_config.azure_principal_id, "client_id": cloud_config.azure_client_id,}, } ], }, @@ -401,11 +398,7 @@ def provision_instance( "uefi_settings": {"v_tpm_enabled": True, "secure_boot_enabled": True}, } vm_params["storage_profile"]["os_disk"].update( - { - "managed_disk": { - "security_profile": {"security_encryption_type": "DiskWithVMGuestState"}, - } - } + {"managed_disk": {"security_profile": {"security_encryption_type": "DiskWithVMGuestState"},}} ) vm_params["storage_profile"]["image_reference"] = { "publisher": "Canonical", @@ -413,11 +406,7 @@ def provision_instance( "sku": "20_04-lts-cvm", "version": "latest", } - poller = compute_client.virtual_machines.begin_create_or_update( - resource_group, - AzureServer.vm_name(name), - vm_params, - ) + poller = compute_client.virtual_machines.begin_create_or_update(resource_group, AzureServer.vm_name(name), vm_params,) try: vm_result = poller.result() except KeyboardInterrupt: diff --git a/skyplane/compute/gcp/gcp_network.py b/skyplane/compute/gcp/gcp_network.py index df0fa1ba8..abe6c8cb6 100644 --- a/skyplane/compute/gcp/gcp_network.py +++ b/skyplane/compute/gcp/gcp_network.py @@ -112,16 +112,8 @@ def create_default_firewall_rules(errors, self): priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-ssh", - ["0.0.0.0/0"], - ["22"], - ["tcp"], - priority=65533, + "skyplane-default-allow-ssh", ["0.0.0.0/0"], ["22"], ["tcp"], priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-icmp", - ["0.0.0.0/0"], - [], - ["icmp"], - priority=65533, + "skyplane-default-allow-icmp", ["0.0.0.0/0"], [], ["icmp"], priority=65533, ) diff --git a/skyplane/compute/key_utils.py b/skyplane/compute/key_utils.py index cdb17c328..6e4fac0c8 100644 --- a/skyplane/compute/key_utils.py +++ b/skyplane/compute/key_utils.py @@ -9,11 +9,7 @@ def generate_keypair(pubkey_path: PathLike, pem_path: PathLike): - key = rsa.generate_private_key( - backend=crypto_default_backend(), - public_exponent=65537, - key_size=4096, - ) + key = rsa.generate_private_key(backend=crypto_default_backend(), public_exponent=65537, key_size=4096,) private_key = key.private_bytes( crypto_serialization.Encoding.PEM, crypto_serialization.PrivateFormat.TraditionalOpenSSL, crypto_serialization.NoEncryption() ) diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 5dc0a876f..2dd1b2305 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -101,9 +101,21 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): +<<<<<<< HEAD for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" +======= + keys = [] + for key in self.list_objects(): + keys.append(key.key) + if len(keys) >= 1000: + self.delete_objects(keys) + keys = [] + self.delete_objects(keys) + assert len(list(self.list_objects())) == 0, "Bucket not empty after deleting all objects" + +>>>>>>> 6484f35 (reformat) self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="") -> Iterator[GCSObject]: @@ -223,11 +235,7 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None response = self.send_xml_request( - dst_object_name, - {"uploadId": upload_id, "partNumber": part_number}, - "PUT", - headers=headers, - data=open(src_file_path, "rb"), + dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, "PUT", headers=headers, data=open(src_file_path, "rb"), ) # check response diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 5f0fcce7f..b37bea229 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -140,7 +140,7 @@ def download_object( size_bytes=None, write_at_offset=False, generate_md5=False, - write_block_size=2**16, + write_block_size=2 ** 16, ) -> Tuple[Optional[str], Optional[bytes]]: src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index d82c7a91c..2e3caaf50 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -2,46 +2,55 @@ import uuid import os + def test_region(region): client = SkyplaneClient() - bucket_name = str(uuid.uuid4()).replace('-', '') - key = str(uuid.uuid4()).replace('-', '') + key = str(uuid.uuid4()).replace("-", "") src_filename = f"src_{key}" dst_filename = f"dst_{key}" provider = region.split(":")[0] + if provider == "azure": + # need both storage account and container + bucket_name = str(uuid.uuid4()).replace("-", "") + "/" + str(uuid.uuid4()).replace("-", "") + else: + bucket_name = str(uuid.uuid4()).replace("-", "") file_size = 1024 - # create bucket + # create bucket bucket_path = client.create_bucket(region, bucket_name) - assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" + assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" - # upload object - with open(src_filename, 'wb') as fout: - fout.write(os.urandom(file_size)) + # upload object + with open(src_filename, "wb") as fout: + fout.write(os.urandom(file_size)) client.upload_object(src_filename, bucket_name, provider, key) assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" - # download object + # download object client.download_object(bucket_name, provider, key, dst_filename) - assert open(src_filename, "rb").read() == open(dst_filename, "rb").read(), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" + assert ( + open(src_filename, "rb").read() == open(dst_filename, "rb").read() + ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" # delete bucket client.delete_bucket(bucket_name, provider) assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" - # cleanup + # cleanup os.remove(src_filename) os.remove(dst_filename) -def test_aws_interface(): - test_region('aws:us-east-1') +def test_aws_interface(): + test_region("aws:us-east-1") return True -def test_gcp_interface(): - test_region('gcp:us-central1-a') + +def test_gcp_interface(): + test_region("gcp:us-central1-a") return True -def test_azure_interface(): - test_region('azure:canadacentral') + +def test_azure_interface(): + test_region("azure:canadacentral") return True From 6b583f81d5f822ab294c5b3410a174fd9508df75 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 17:37:48 -0800 Subject: [PATCH 077/186] fix formatting --- skyplane/api/client.py | 7 ++++- skyplane/api/dataplane.py | 31 +++++++++++++++---- skyplane/api/provisioner.py | 20 ++++++++++-- skyplane/api/transfer_job.py | 15 +++++++-- skyplane/broadcast/gateway/gateway_daemon.py | 13 ++++++-- skyplane/cli/cli.py | 15 +++++++-- skyplane/cli/cli_transfer.py | 5 ++- skyplane/cli/experiments/cli_query.py | 12 +++++-- skyplane/compute/aws/aws_cloud_provider.py | 5 ++- skyplane/compute/azure/azure_auth.py | 4 ++- .../compute/azure/azure_cloud_provider.py | 17 ++++++++-- skyplane/compute/gcp/gcp_network.py | 12 +++++-- skyplane/compute/key_utils.py | 6 +++- skyplane/obj_store/azure_blob_interface.py | 3 +- skyplane/obj_store/gcs_interface.py | 6 +++- skyplane/obj_store/s3_interface.py | 2 +- tests/unit_nocloud/test_api_client.py | 12 +++---- 17 files changed, 146 insertions(+), 39 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 91950f19f..79f92616c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -57,7 +57,12 @@ def __init__( self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - self.provisioner = Provisioner(host_uuid=self.clientid, aws_auth=self.aws_auth, azure_auth=self.azure_auth, gcp_auth=self.gcp_auth,) + self.provisioner = Provisioner( + host_uuid=self.clientid, + aws_auth=self.aws_auth, + azure_auth=self.azure_auth, + gcp_auth=self.gcp_auth, + ) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index bc62a8a3f..63182a93b 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -40,7 +40,11 @@ class Dataplane: """A Dataplane represents a concrete Skyplane network, including topology and VMs.""" def __init__( - self, clientid: str, topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, + self, + clientid: str, + topology: ReplicationTopology, + provisioner: "Provisioner", + transfer_config: TransferConfig, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -123,7 +127,11 @@ def provision( self.provisioner.init_global(aws=is_aws_used, azure=is_azure_used, gcp=is_gcp_used) # provision VMs - uuids = self.provisioner.provision(authorize_firewall=allow_firewall, max_jobs=max_jobs, spinner=spinner,) + uuids = self.provisioner.provision( + authorize_firewall=allow_firewall, + max_jobs=max_jobs, + spinner=spinner, + ) # bind VMs to nodes servers = [self.provisioner.get_node(u) for u in uuids] @@ -140,7 +148,8 @@ def provision( self.provisioned = True def _start_gateway( - gateway_node: ReplicationTopologyGateway, gateway_server: compute.Server, + gateway_node: ReplicationTopologyGateway, + gateway_server: compute.Server, ): # map outgoing ports setup_args = {} @@ -215,7 +224,8 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False, debug: bool = F raise finally: self.provisioner.deprovision( - max_jobs=max_jobs, spinner=spinner, + max_jobs=max_jobs, + spinner=spinner, ) self.provisioned = False @@ -251,7 +261,12 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: + def queue_copy( + self, + src: str, + dst: str, + recursive: bool = False, + ) -> str: """ Add a copy job to job list. Return the uuid of the job. @@ -268,7 +283,11 @@ def queue_copy(self, src: str, dst: str, recursive: bool = False,) -> str: self.jobs_to_dispatch.append(job) return job.uuid - def queue_sync(self, src: str, dst: str,) -> str: + def queue_sync( + self, + src: str, + dst: str, + ) -> str: """ Add a sync job to job list. Return the uuid of the job. diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index ec9bcf07c..894edfede 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -156,7 +156,11 @@ def _provision_task(self, task: ProvisionerTask): assert self.gcp.auth.enabled(), "GCP credentials not configured" # todo specify network tier in ReplicationTopology server = self.gcp.provision_instance( - task.region, task.vm_type, use_spot_instances=task.spot, gcp_premium_network=False, tags=task.tags, + task.region, + task.vm_type, + use_spot_instances=task.spot, + gcp_premium_network=False, + tags=task.tags, ) else: raise NotImplementedError(f"Unknown provider {task.cloud_provider}") @@ -199,7 +203,12 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # provision VMs logger.fs.info(f"[Provisioner.provision] Provisioning {len(provision_tasks)} VMs") results: List[Tuple[ProvisionerTask, compute.Server]] = do_parallel( - self._provision_task, provision_tasks, n=max_jobs, spinner=spinner, spinner_persist=spinner, desc="Provisioning VMs", + self._provision_task, + provision_tasks, + n=max_jobs, + spinner=spinner, + spinner_persist=spinner, + desc="Provisioning VMs", ) # configure firewall @@ -269,7 +278,12 @@ def deprovision_gateway_instance(server: compute.Server): logger.warning("Azure deprovisioning is very slow. Please be patient.") logger.fs.info(f"[Provisioner.deprovision] Deprovisioning {len(servers)} VMs") do_parallel( - deprovision_gateway_instance, servers, n=max_jobs, spinner=spinner, spinner_persist=False, desc="Deprovisioning VMs", + deprovision_gateway_instance, + servers, + n=max_jobs, + spinner=spinner, + spinner_persist=False, + desc="Deprovisioning VMs", ) # clean up firewall diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 8c1973449..c7223ad4c 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -61,7 +61,10 @@ def __init__( self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads def _run_multipart_chunk_thread( - self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]", + self, + exit_event: threading.Event, + in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", + out_queue: "Queue[Chunk]", ): """Chunks large files into many small chunks.""" region = self.dst_iface.region_tag() @@ -260,7 +263,10 @@ def chunk( multipart_send_queue.put((src_obj, dst_obj)) else: yield Chunk( - src_key=src_obj.key, dest_key=dst_obj.key, chunk_id=uuid.uuid4().hex, chunk_length_bytes=src_obj.size, + src_key=src_obj.key, + dest_key=dst_obj.key, + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, ) if self.transfer_config.multipart_enabled: @@ -401,7 +407,10 @@ def gen_transfer_pairs( yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( - self, dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks + self, + dataplane: "Dataplane", + transfer_config: TransferConfig, + dispatch_batch_size: int = 100, # 6.4 GB worth of chunks ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways. diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 317b1cf6b..2244a963d 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -32,7 +32,12 @@ class GatewayDaemon: def __init__( - self, region: str, chunk_dir: PathLike, max_incoming_ports=64, use_tls=True, use_e2ee=False, + self, + region: str, + chunk_dir: PathLike, + max_incoming_ports=64, + use_tls=True, + use_e2ee=False, ): # read gateway program gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() @@ -297,5 +302,9 @@ def exit_handler(signum, frame): args = parser.parse_args() os.makedirs(args.chunk_dir) - daemon = GatewayDaemon(region=args.region, chunk_dir=args.chunk_dir, use_tls=not args.disable_tls,) + daemon = GatewayDaemon( + region=args.region, + chunk_dir=args.chunk_dir, + use_tls=not args.disable_tls, + ) daemon.run() diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 635b38d8b..52ca6da3f 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -16,9 +16,18 @@ from skyplane.utils.fn import do_parallel app = typer.Typer(name="skyplane") -app.command(name="cp", help="Copy files between any two cloud object stores",)(cp) -app.command(name="sync", help="Sync files between any two cloud object stores",)(sync) -app.command(name="init", help="Initialize the Skyplane CLI with your cloud credentials",)(init) +app.command( + name="cp", + help="Copy files between any two cloud object stores", +)(cp) +app.command( + name="sync", + help="Sync files between any two cloud object stores", +)(sync) +app.command( + name="init", + help="Initialize the Skyplane CLI with your cloud credentials", +)(init) app.add_typer(skyplane.cli.experiments.app, name="experiments") app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 2612e3fcb..592ec7637 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -190,7 +190,10 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf ) # show spinner with Progress( - TextColumn(" "), SpinnerColumn(), TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), transient=True, + TextColumn(" "), + SpinnerColumn(), + TextColumn(f"[bright_black]Querying objects for transfer...[/bright_black]"), + transient=True, ) as progress: progress.add_task("", total=None) obj_pairs = [] diff --git a/skyplane/cli/experiments/cli_query.py b/skyplane/cli/experiments/cli_query.py index 20cb638b0..3f7725a89 100644 --- a/skyplane/cli/experiments/cli_query.py +++ b/skyplane/cli/experiments/cli_query.py @@ -6,15 +6,21 @@ def util_grid_throughput( - src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", + src: str, + dest: str, + src_tier: str = "PREMIUM", + dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) - print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2 ** 30) + print(solver.get_path_throughput(src, dest, src_tier, dest_tier) / 2**30) def util_grid_cost( - src: str, dest: str, src_tier: str = "PREMIUM", dest_tier: str = "PREMIUM", + src: str, + dest: str, + src_tier: str = "PREMIUM", + dest_tier: str = "PREMIUM", ): with path("skyplane.data", "throughput.csv") as throughput_grid_path: solver = ThroughputSolver(throughput_grid_path) diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index 5762817b9..ed69755b6 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -196,7 +196,10 @@ def start_instance(subnet_id: str): } ], BlockDeviceMappings=[ - {"DeviceName": "/dev/sda1", "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"},} + { + "DeviceName": "/dev/sda1", + "Ebs": {"DeleteOnTermination": True, "VolumeSize": disk_size, "VolumeType": "gp2"}, + } ], NetworkInterfaces=[ { diff --git a/skyplane/compute/azure/azure_auth.py b/skyplane/compute/azure/azure_auth.py index 12a13c654..a78921f57 100644 --- a/skyplane/compute/azure/azure_auth.py +++ b/skyplane/compute/azure/azure_auth.py @@ -19,7 +19,9 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @property @imports.inject( - "azure.identity.DefaultAzureCredential", "azure.identity.ManagedIdentityCredential", pip_extra="azure", + "azure.identity.DefaultAzureCredential", + "azure.identity.ManagedIdentityCredential", + pip_extra="azure", ) def credential(DefaultAzureCredential, ManagedIdentityCredential, self): if self._credential is None: diff --git a/skyplane/compute/azure/azure_cloud_provider.py b/skyplane/compute/azure/azure_cloud_provider.py index 415d1d9c2..e5b4b447b 100644 --- a/skyplane/compute/azure/azure_cloud_provider.py +++ b/skyplane/compute/azure/azure_cloud_provider.py @@ -385,7 +385,10 @@ def provision_instance( { # code from: https://github.com/ray-project/ray/pull/7080/files#diff-0f1bb1da82d112b850a85c1b7b1876e50efd5a7400c62a5c4de334f494d3bf46R222-R233 "key": f"/subscriptions/{cloud_config.azure_subscription_id}/resourceGroups/skyplane/providers/Microsoft.ManagedIdentity/userAssignedIdentities/skyplane_umi", - "value": {"principal_id": cloud_config.azure_principal_id, "client_id": cloud_config.azure_client_id,}, + "value": { + "principal_id": cloud_config.azure_principal_id, + "client_id": cloud_config.azure_client_id, + }, } ], }, @@ -398,7 +401,11 @@ def provision_instance( "uefi_settings": {"v_tpm_enabled": True, "secure_boot_enabled": True}, } vm_params["storage_profile"]["os_disk"].update( - {"managed_disk": {"security_profile": {"security_encryption_type": "DiskWithVMGuestState"},}} + { + "managed_disk": { + "security_profile": {"security_encryption_type": "DiskWithVMGuestState"}, + } + } ) vm_params["storage_profile"]["image_reference"] = { "publisher": "Canonical", @@ -406,7 +413,11 @@ def provision_instance( "sku": "20_04-lts-cvm", "version": "latest", } - poller = compute_client.virtual_machines.begin_create_or_update(resource_group, AzureServer.vm_name(name), vm_params,) + poller = compute_client.virtual_machines.begin_create_or_update( + resource_group, + AzureServer.vm_name(name), + vm_params, + ) try: vm_result = poller.result() except KeyboardInterrupt: diff --git a/skyplane/compute/gcp/gcp_network.py b/skyplane/compute/gcp/gcp_network.py index abe6c8cb6..df0fa1ba8 100644 --- a/skyplane/compute/gcp/gcp_network.py +++ b/skyplane/compute/gcp/gcp_network.py @@ -112,8 +112,16 @@ def create_default_firewall_rules(errors, self): priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-ssh", ["0.0.0.0/0"], ["22"], ["tcp"], priority=65533, + "skyplane-default-allow-ssh", + ["0.0.0.0/0"], + ["22"], + ["tcp"], + priority=65533, ) self.create_firewall_rule( - "skyplane-default-allow-icmp", ["0.0.0.0/0"], [], ["icmp"], priority=65533, + "skyplane-default-allow-icmp", + ["0.0.0.0/0"], + [], + ["icmp"], + priority=65533, ) diff --git a/skyplane/compute/key_utils.py b/skyplane/compute/key_utils.py index 6e4fac0c8..cdb17c328 100644 --- a/skyplane/compute/key_utils.py +++ b/skyplane/compute/key_utils.py @@ -9,7 +9,11 @@ def generate_keypair(pubkey_path: PathLike, pem_path: PathLike): - key = rsa.generate_private_key(backend=crypto_default_backend(), public_exponent=65537, key_size=4096,) + key = rsa.generate_private_key( + backend=crypto_default_backend(), + public_exponent=65537, + key_size=4096, + ) private_key = key.private_bytes( crypto_serialization.Encoding.PEM, crypto_serialization.PrivateFormat.TraditionalOpenSSL, crypto_serialization.NoEncryption() ) diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index 335dd9fa0..dff740716 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -48,7 +48,8 @@ def bucket_exists(exceptions, self): try: self.container_client.get_container_properties() return True - except exceptions.ResourceNotFoundError: + # except exceptions.ResourceNotFoundError: + except Exception as e: return False def exists(self, obj_name): diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 2dd1b2305..c24094a7f 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -235,7 +235,11 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None response = self.send_xml_request( - dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, "PUT", headers=headers, data=open(src_file_path, "rb"), + dst_object_name, + {"uploadId": upload_id, "partNumber": part_number}, + "PUT", + headers=headers, + data=open(src_file_path, "rb"), ) # check response diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index b37bea229..5f0fcce7f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -140,7 +140,7 @@ def download_object( size_bytes=None, write_at_offset=False, generate_md5=False, - write_block_size=2 ** 16, + write_block_size=2**16, ) -> Tuple[Optional[str], Optional[bytes]]: src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index 2e3caaf50..3cc31f2a9 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -11,7 +11,7 @@ def test_region(region): provider = region.split(":")[0] if provider == "azure": # need both storage account and container - bucket_name = str(uuid.uuid4()).replace("-", "") + "/" + str(uuid.uuid4()).replace("-", "") + bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") else: bucket_name = str(uuid.uuid4()).replace("-", "") file_size = 1024 @@ -41,6 +41,11 @@ def test_region(region): os.remove(dst_filename) +def test_azure_interface(): + test_region("azure:canadacentral") + return True + + def test_aws_interface(): test_region("aws:us-east-1") return True @@ -49,8 +54,3 @@ def test_aws_interface(): def test_gcp_interface(): test_region("gcp:us-central1-a") return True - - -def test_azure_interface(): - test_region("azure:canadacentral") - return True From acd101e3a784cd8a885345f3406c4b7215b0a899 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 19:11:14 -0800 Subject: [PATCH 078/186] temporarily give up on azure --- skyplane/obj_store/azure_blob_interface.py | 3 +-- tests/unit_nocloud/test_api_client.py | 7 ++++--- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index dff740716..335dd9fa0 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -48,8 +48,7 @@ def bucket_exists(exceptions, self): try: self.container_client.get_container_properties() return True - # except exceptions.ResourceNotFoundError: - except Exception as e: + except exceptions.ResourceNotFoundError: return False def exists(self, obj_name): diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py index 3cc31f2a9..d2a780417 100644 --- a/tests/unit_nocloud/test_api_client.py +++ b/tests/unit_nocloud/test_api_client.py @@ -41,9 +41,10 @@ def test_region(region): os.remove(dst_filename) -def test_azure_interface(): - test_region("azure:canadacentral") - return True +# TODO: implement azure +# def test_azure_interface(): +# test_region("azure:canadacentral") +# return True def test_aws_interface(): From 10f6cd33f74fa8ce9a711ba3986096e7d1260f17 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 7 Mar 2023 20:51:43 -0800 Subject: [PATCH 079/186] move client test to integration test --- tests/unit_nocloud/test_api_client.py | 57 --------------------------- 1 file changed, 57 deletions(-) delete mode 100644 tests/unit_nocloud/test_api_client.py diff --git a/tests/unit_nocloud/test_api_client.py b/tests/unit_nocloud/test_api_client.py deleted file mode 100644 index d2a780417..000000000 --- a/tests/unit_nocloud/test_api_client.py +++ /dev/null @@ -1,57 +0,0 @@ -from skyplane.api.client import SkyplaneClient -import uuid -import os - - -def test_region(region): - client = SkyplaneClient() - key = str(uuid.uuid4()).replace("-", "") - src_filename = f"src_{key}" - dst_filename = f"dst_{key}" - provider = region.split(":")[0] - if provider == "azure": - # need both storage account and container - bucket_name = str(uuid.uuid4()).replace("-", "")[:24] + "/" + str(uuid.uuid4()).replace("-", "") - else: - bucket_name = str(uuid.uuid4()).replace("-", "") - file_size = 1024 - - # create bucket - bucket_path = client.create_bucket(region, bucket_name) - assert client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} does not exist" - - # upload object - with open(src_filename, "wb") as fout: - fout.write(os.urandom(file_size)) - client.upload_object(src_filename, bucket_name, provider, key) - assert client.exists(bucket_name, provider, key), f"Object {key} does not exist in bucket {bucket_name}" - - # download object - client.download_object(bucket_name, provider, key, dst_filename) - assert ( - open(src_filename, "rb").read() == open(dst_filename, "rb").read() - ), f"Downloaded file {dst_filename} does not match uploaded file {src_filename}" - - # delete bucket - client.delete_bucket(bucket_name, provider) - assert not client.bucket_exists(bucket_name, provider), f"Bucket {bucket_name} still exists" - - # cleanup - os.remove(src_filename) - os.remove(dst_filename) - - -# TODO: implement azure -# def test_azure_interface(): -# test_region("azure:canadacentral") -# return True - - -def test_aws_interface(): - test_region("aws:us-east-1") - return True - - -def test_gcp_interface(): - test_region("gcp:us-central1-a") - return True From 69f5af6dbaf241d461dc93cc6b541bf5d13dafbf Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Mar 2023 21:17:44 -0700 Subject: [PATCH 080/186] add new files and use generator --- skyplane/api/client.py | 4 ++-- skyplane/obj_store/gcs_interface.py | 12 ------------ skyplane/utils/generator.py | 3 --- tests/integration/test_api_client.py | 1 - 4 files changed, 2 insertions(+), 18 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 79f92616c..2625b7490 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -144,6 +144,6 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") - - def object_store(self): + + def object_store(self): return ObjectStore() diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index c24094a7f..5dc0a876f 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -101,21 +101,9 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): -<<<<<<< HEAD for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" -======= - keys = [] - for key in self.list_objects(): - keys.append(key.key) - if len(keys) >= 1000: - self.delete_objects(keys) - keys = [] - self.delete_objects(keys) - assert len(list(self.list_objects())) == 0, "Bucket not empty after deleting all objects" - ->>>>>>> 6484f35 (reformat) self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="") -> Iterator[GCSObject]: diff --git a/skyplane/utils/generator.py b/skyplane/utils/generator.py index 537fa4356..a1992ddf9 100644 --- a/skyplane/utils/generator.py +++ b/skyplane/utils/generator.py @@ -5,7 +5,6 @@ T = TypeVar("T") - def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: """Batches generator, while handling StopIteration @@ -21,7 +20,6 @@ def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Genera if len(batch) > 0: yield batch - def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: """ Prefetches from generator while handing StopIteration to ensure items yield immediately. @@ -50,7 +48,6 @@ def prefetch(): break yield item - def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: """Tails generator while handling StopIteration diff --git a/tests/integration/test_api_client.py b/tests/integration/test_api_client.py index 1652f9ada..4cf1e3ad6 100644 --- a/tests/integration/test_api_client.py +++ b/tests/integration/test_api_client.py @@ -3,7 +3,6 @@ import uuid import os - @pytest.mark.skip(reason="Shared function") def test_region(region): client = SkyplaneClient().object_store() From e957d4f763db121b6b8c2095d23aae50956c3042 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 12 Mar 2023 21:27:10 -0700 Subject: [PATCH 081/186] reformat --- skyplane/utils/generator.py | 3 +++ tests/integration/test_api_client.py | 1 + 2 files changed, 4 insertions(+) diff --git a/skyplane/utils/generator.py b/skyplane/utils/generator.py index a1992ddf9..537fa4356 100644 --- a/skyplane/utils/generator.py +++ b/skyplane/utils/generator.py @@ -5,6 +5,7 @@ T = TypeVar("T") + def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: """Batches generator, while handling StopIteration @@ -20,6 +21,7 @@ def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Genera if len(batch) > 0: yield batch + def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: """ Prefetches from generator while handing StopIteration to ensure items yield immediately. @@ -48,6 +50,7 @@ def prefetch(): break yield item + def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Generator[T, None, None]: """Tails generator while handling StopIteration diff --git a/tests/integration/test_api_client.py b/tests/integration/test_api_client.py index 4cf1e3ad6..1652f9ada 100644 --- a/tests/integration/test_api_client.py +++ b/tests/integration/test_api_client.py @@ -3,6 +3,7 @@ import uuid import os + @pytest.mark.skip(reason="Shared function") def test_region(region): client = SkyplaneClient().object_store() From afa0ec86002d0147307eee901c4d9cef003817eb Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 11:32:49 -0700 Subject: [PATCH 082/186] fix imports --- skyplane/api/transfer_job.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index c7223ad4c..945dcb94a 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -427,7 +427,9 @@ def dispatch( chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - batches = batch_generator(prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size) + batches = batch_generator( + prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + ) # dispatch chunk requests src_gateways = dataplane.source_gateways() From 5206e0d5771c9ef732e5ae07022a2cfb22c5b20d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 13 Mar 2023 12:00:11 -0700 Subject: [PATCH 083/186] fix formatting --- skyplane/api/transfer_job.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 945dcb94a..c7223ad4c 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -427,9 +427,7 @@ def dispatch( chunks = chunker.chunk(gen_transfer_list) chunk_requests = chunker.to_chunk_requests(chunks) - batches = batch_generator( - prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size - ) + batches = batch_generator(prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size) # dispatch chunk requests src_gateways = dataplane.source_gateways() From 6b4fb9a01a20937a020fd74f8968273c966b48e5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 14 Mar 2023 00:13:40 -0700 Subject: [PATCH 084/186] add cost function --- skyplane/api/dataplane.py | 9 +++++++++ 1 file changed, 9 insertions(+) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 63182a93b..c848391aa 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -328,3 +328,12 @@ def run(self, hooks: Optional[TransferHook] = None): tracker = self.run_async(hooks) logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") tracker.join() + + def estimate_total_cost(self): + """Estimate total cost of queued jobs + """ + total_cost = 0 + for job in self.jobs_to_dispatch: + total_cost += job.estimate_cost() + return total_cost + From 03c100d9bb522e847c133d6ef3e33ee5aff724d3 Mon Sep 17 00:00:00 2001 From: Shu Liu Date: Tue, 14 Mar 2023 00:23:46 -0700 Subject: [PATCH 085/186] reformat and remove variables not needed --- examples/aws_bucket_replication.py | 2 - skyplane/api/config.py | 2 +- skyplane/api/dataplane.py | 5 +- skyplane/broadcast/bc_client.py | 58 +++++---- skyplane/broadcast/bc_dataplane.py | 29 ++--- skyplane/broadcast/bc_plan.py | 16 +-- skyplane/broadcast/bc_planner.py | 110 +++++++++--------- skyplane/broadcast/gateway/gateway_daemon.py | 2 +- .../broadcast/gateway/gateway_daemon_api.py | 3 +- skyplane/broadcast/gateway/gateway_queue.py | 3 +- .../gateway/operators/gateway_operator.py | 25 ++-- .../gateway/operators/gateway_receiver.py | 18 +-- skyplane/broadcast/impl/bc_tracker.py | 6 +- skyplane/broadcast/impl/bc_transfer_job.py | 5 +- skyplane/broadcast/test/bc_objstore.py | 38 +++--- .../broadcast/test/test_random_broadcast.py | 4 +- skyplane/broadcast/visualize_gw.py | 16 +-- skyplane/compute/aws/aws_auth.py | 1 - skyplane/compute/aws/aws_cloud_provider.py | 2 +- skyplane/compute/gcp/gcp_auth.py | 2 +- skyplane/compute/gcp/gcp_cloud_provider.py | 2 +- skyplane/compute/server.py | 1 - skyplane/obj_store/s3_interface.py | 3 +- 23 files changed, 173 insertions(+), 180 deletions(-) diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py index 5c390a065..d60a9552a 100644 --- a/examples/aws_bucket_replication.py +++ b/examples/aws_bucket_replication.py @@ -142,7 +142,6 @@ def write_source_data(src_region, target_data, directory): def main(argv): - src_region = FLAGS.src_region dst_regions = list(FLAGS.dst_regions) directory = "test_replication" @@ -243,7 +242,6 @@ def setup_bucket(region): "aws", target_data_region, "aws", src_region, n_vms=8 ) # TODO: pass in target_throughput that we also pass to broadcast? with dp.auto_deprovision(): - # copy data with skyplane to source bucket dp.provision(spinner=True) dp.queue_copy(FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True) diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 993340e64..dc4d38fd8 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -65,7 +65,7 @@ class TransferConfig: azure_use_spot_instances: bool = False gcp_use_spot_instances: bool = False aws_instance_class: str = "m5.8xlarge" - azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory + azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory gcp_instance_class: str = "n2-standard-32" gcp_use_premium_network: bool = True diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 5d439bf04..ebf82eef8 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -39,11 +39,10 @@ def copy_log(self, instance): print(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") instance.download_file("/tmp/gateway.stderr", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stderr") - def __exit__(self, exc_type, exc_value, exc_tb): logger.fs.warning("Deprovisioning dataplane") print("Starting deprovision") - # TODO: insert log copy here? + # TODO: insert log copy here? do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.dataplane.deprovision() @@ -57,7 +56,7 @@ def __init__( topology: ReplicationTopology, provisioner: "Provisioner", transfer_config: TransferConfig, - log_dir: str, + log_dir: str, debug: bool = True, ): """ diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py index b6e53490c..a6d926c82 100644 --- a/skyplane/broadcast/bc_client.py +++ b/skyplane/broadcast/bc_client.py @@ -1,5 +1,5 @@ import uuid -import json +import json from datetime import datetime from pathlib import Path @@ -8,7 +8,13 @@ from skyplane.api.client import tmp_log_dir from skyplane.api.client import get_clientid from skyplane.broadcast.bc_dataplane import BroadcastDataplane -from skyplane.broadcast.bc_planner import BroadcastDirectPlanner, BroadcastMDSTPlanner, BroadcastHSTPlanner, BroadcastILPSolverPlanner, BroadcastSpiderPlanner +from skyplane.broadcast.bc_planner import ( + BroadcastDirectPlanner, + BroadcastMDSTPlanner, + BroadcastHSTPlanner, + BroadcastILPSolverPlanner, + BroadcastSpiderPlanner, +) from skyplane.api.provisioner import Provisioner from skyplane.api.config import TransferConfig from skyplane.utils import logger @@ -69,9 +75,9 @@ def __init__( gcp_auth=self.gcp_auth, ) - - def networkx_to_graphviz(self, src, dsts, g, label='partitions'): + def networkx_to_graphviz(self, src, dsts, g, label="partitions"): import graphviz as gv + """Convert `networkx` graph `g` to `graphviz.Digraph`. @type g: `networkx.Graph` or `networkx.DiGraph` @@ -82,35 +88,31 @@ def networkx_to_graphviz(self, src, dsts, g, label='partitions'): else: h = gv.Graph() for u, d in g.nodes(data=True): - #u = u.split(",")[0] + # u = u.split(",")[0] if u.split(",")[0] == src: - h.node(str(u.replace(":", " ")), fillcolor="red", style='filled') + h.node(str(u.replace(":", " ")), fillcolor="red", style="filled") elif u.split(",")[0] in dsts: - h.node(str(u.replace(":", " ")), fillcolor="green", style='filled') + h.node(str(u.replace(":", " ")), fillcolor="green", style="filled") h.node(str(u.replace(":", " "))) for u, v, d in g.edges(data=True): # print('edge', u, v, d) h.edge(str(u.replace(":", " ")), str(v.replace(":", " ")), label=str(d[label])) - h.render(directory='solution', view=True) + h.render(directory="solution", view=True) return h - def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: - # load dataplane for existing gateway program + def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: + # load dataplane for existing gateway program - # create topology + # create topology gw_program = json.load(open(gateway_program_path, "r")) - - return BroadcastDataplane( - clientid=self.clientid, - gateway_program_path = gateway_program_path, - provisioner=self.provisioner, - transfer_config=self.transfer_config + clientid=self.clientid, + gateway_program_path=gateway_program_path, + provisioner=self.provisioner, + transfer_config=self.transfer_config, ) - - # methods to create dataplane def broadcast_dataplane( self, @@ -122,7 +124,7 @@ def broadcast_dataplane( n_vms: int = 1, num_connections: int = 256, num_partitions: int = 10, - gbyte_to_transfer: float = 1, + gbyte_to_transfer: float = 1, # TODO: do we need to input this when creating dataplane # ILP specific parameters target_time: float = 10, filter_node: bool = False, @@ -214,13 +216,19 @@ def broadcast_dataplane( raise NotImplementedError(f"Dataplane type {type} not implemented") logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - #if type != "ILP": - print(f"Solution: {topo.nx_graph.edges.data()}") - print(topo.nx_graph.nodes) + # print(f"Solution: {topo.nx_graph.edges.data()}") + # print(topo.nx_graph.nodes) print(src_region) - self.networkx_to_graphviz(f"{src_cloud_provider}:{src_region}", [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], topo.nx_graph) + self.networkx_to_graphviz( + f"{src_cloud_provider}:{src_region}", + [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], + topo.nx_graph, + ) print("Transfer src region: ", self.transfer_config.src_region) print("Transfer dst regions: ", self.transfer_config.dst_regions) - return BroadcastDataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir) + # TODO: remove the nx_graph representation, directly generate gateway program and pass in to BroadcastDataplane (i.e. topology=topo) + return BroadcastDataplane( + clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir + ) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index 5eba119e7..f0a794a33 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -49,13 +49,12 @@ def __init__( self, clientid: str, provisioner: "Provisioner", - log_dir: str, + log_dir: str, transfer_config: TransferConfig, - topology: Optional[BroadcastReplicationTopology] = None, - gateway_program_path: Optional[str] = None, + topology: Optional[BroadcastReplicationTopology] = None, # TODO: change this to incorporate gateway program + gateway_program_path: Optional[str] = None, debug: bool = False, ): - self.log_dir = log_dir self.clientid = clientid self.provisioner = provisioner @@ -65,14 +64,13 @@ def __init__( self.provisioned = False self.debug = debug - # either set topology or gateway program + # either set topology or gateway program self.gateway_program_path = gateway_program_path self.topology = topology self.src_region_tag = self.topology.source_region() self.dst_region_tags = self.topology.sink_regions() regions = Counter([node.region for node in self.topology.gateway_nodes]) self.max_instances = int(regions[max(regions, key=regions.get)]) - # pending tracker tasks self.jobs_to_dispatch: List[BCTransferJob] = [] @@ -91,7 +89,7 @@ def get_ips_in_region(self, region: str): def get_object_store_connection(self, region: str): provider = region.split(":")[0] if provider == "aws" or provider == "gcp": - #n_conn = 32 + # n_conn = 32 n_conn = 32 elif provider == "azure": n_conn = 24 # due to throttling limits from authentication @@ -161,7 +159,7 @@ def add_operator_receive_send( num_connections = int(max_conn_per_vm / tot_senders) if ( - next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" + next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" ): # gcp to gcp connection, use private ips print("GCP to GCP connection, should use private ips") send_ops = [ @@ -237,14 +235,14 @@ def remap_keys(self, mapping): @property @functools.lru_cache(maxsize=None) def current_gw_programs(self): - if self.gateway_program_path is not None: # return existing gateway program file return json.load(open(self.gateway_program_path, "r")) - - + # TODO: create GatewayProgram based on algorithm output + # TODO: move this gateway program creation logic to when initiating BroadcastDataplane? solution_graph = self.topology.nx_graph + # print("Solution graph: ", solution_graph.edges.data()) num_partitions = self.topology.num_partitions @@ -307,7 +305,7 @@ def current_gw_programs(self): gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" - #print("PROGRAM", gateway_programs[node]) + # print("PROGRAM", gateway_programs[node]) return gateway_programs @@ -324,16 +322,11 @@ def _start_gateway( am_sink = gateway_node in self.topology.sink_instances() import traceback - import sys - try: - print("Gateway", gateway_docker_image) - #import pdb; pdb.set_trace() # start gateway - #if sgateway_log_dir: if self.log_dir: gateway_server.init_log_files(self.log_dir) if authorize_ssh_pub_key: @@ -348,7 +341,7 @@ def _start_gateway( use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) - except Exception as e: + except Exception as e: print(traceback.format_exc()) print(sys.exc_info()[2]) print("ERROR: ", e) diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index 4ceccec0e..e5da5a227 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -16,7 +16,7 @@ @dataclass class BroadcastReplicationJob: - ource_region: str + source_region: str dest_regions: List[str] source_bucket: Optional[str] dest_buckets: Optional[List[str]] @@ -45,29 +45,29 @@ class BroadcastReplicationTopology(ReplicationTopology): def __init__( self, - nx_graph: nx.DiGraph, - num_partitions: int, - edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, + nx_graph: nx.DiGraph, # TODO: remove this, maybe replace with List[GatewayPrograms], map[id --> GatewayProgramID] + num_partitions: int, # TODO: remove this + edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, # TODO: remove this + # NOTE: topology-related metric cost_per_gb: Optional[float] = None, - tot_vms: Optional[int] = None, + tot_vms: Optional[int] = None, # TODO: remove this tot_vm_price_per_s: Optional[float] = None, - default_max_conn_per_vm: Optional[int] = None, ): - """ Edge is represented by: Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, int] -> [src_node, dst_node, num_conn, partition_index] """ self.nx_graph = nx_graph + self.num_partitions = num_partitions self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]] = edges or [] self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) + self.cost_per_gb: Optional[float] = cost_per_gb self.tot_vm_price_per_s: Optional[float] = tot_vm_price_per_s self.tot_vms: Optional[int] = tot_vms - self.default_max_conn_per_vm: Optional[int] = default_max_conn_per_vm def get_outgoing_paths(self, src: ReplicationTopologyNode): """Return nodes that follow src in the topology.""" diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py index 6e2f226b3..75d8bd1aa 100644 --- a/skyplane/broadcast/bc_planner.py +++ b/skyplane/broadcast/bc_planner.py @@ -15,10 +15,11 @@ from skyplane.utils import logger from skyplane.broadcast import __root__ import functools -import random +import random import colorama from colorama import Fore, Style + class BroadcastPlanner: def __init__( self, @@ -36,7 +37,6 @@ def __init__( cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", ): - self.src_provider = src_provider self.src_region = src_region self.dst_providers = dst_providers @@ -56,9 +56,9 @@ def remove_subregion(region): print("region", region, region[-2:]) if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": return region[:-2] - return region + return region - def map_subregions(df, source_key, dest_key): + def map_subregions(df, source_key, dest_key): # create subregion -> region map regions = df[source_key].apply(lambda region: remove_subregion(region)) region_map = {} @@ -73,29 +73,31 @@ def map_subregions(df, source_key, dest_key): subregion = f"{region}-{zone}" if subregion not in df[source_key].values: mapped_region = region_map[region] - if mapped_region == subregion: - continue + if mapped_region == subregion: + continue - # append new rows + # append new rows print(f"Adding region {subregion} with {mapped_region}") - #print("ORIGINAL", df) - region_df = pd.DataFrame(df[(df[source_key] == mapped_region) | (df[dest_key] == mapped_region)]).reset_index(drop=True) + # print("ORIGINAL", df) + region_df = pd.DataFrame(df[(df[source_key] == mapped_region) | (df[dest_key] == mapped_region)]).reset_index( + drop=True + ) region_df[source_key] = region_df[source_key].replace(mapped_region, subregion) region_df[dest_key] = region_df[dest_key].replace(mapped_region, subregion) - #print("NEW", region_df) - #df = pd.concat([df, region_df], axis=1).reset_index() + # print("NEW", region_df) + # df = pd.concat([df, region_df], axis=1).reset_index() df = df.append(region_df, ignore_index=True) - #print("combin", df) + # print("combin", df) return df self.costs = map_subregions(self.costs.reset_index(), "src", "dest") self.throughput = map_subregions(self.throughput.reset_index(), "src_region", "dst_region") - - #self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) - #self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) - #self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) - #self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) + + # self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) + # self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) + # self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) + # self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) @@ -128,7 +130,7 @@ def make_nx_graph(self, cost, throughput, num_instances=1): else: continue - # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] + # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] for edge in G.edges.data(): if edge[-1]["cost"] is None: edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) @@ -194,7 +196,6 @@ def get_topo_from_nxgraph( topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes topo.tot_vm_price_per_s = tot_vm_price_per_s topo.tot_vms = tot_vms - topo.default_max_conn_per_vm = self.num_connections topo.nx_graph = solution_graph return topo @@ -253,7 +254,6 @@ def plan(self) -> BroadcastReplicationTopology: class BroadcastPlannerFromFile(BroadcastPlanner): - def __init__(self, filename: str, **kwargs): self.filename = filename super().__init__(**kwargs) @@ -261,7 +261,7 @@ def __init__(self, filename: str, **kwargs): def plan(self) -> BroadcastReplicationTopology: gw_program = json.load(open(self.filename)) - # loop through region + # loop through region # loop hough operators with recieve or gen data -> collect (instace, region) graph = nx.DiGraph() @@ -429,6 +429,7 @@ def read_result(loc): os.remove(param_loc) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) + class BroadcastSpiderPlanner(BroadcastPlanner): def __init__( self, @@ -476,14 +477,15 @@ def evaluate(self, tree_set, bw, num_vms, num_partitions, data_vol=1): makespan = data_vol * 8 / sum(bw) cost_per_instance_hr = 0.54 - import math + import math + def split(my_list, weight_list): sublists = [] prev_index = 0 for weight in weight_list: - next_index = prev_index + math.ceil( (len(my_list) * weight) ) + next_index = prev_index + math.ceil((len(my_list) * weight)) - sublists.append(my_list[prev_index : next_index] ) + sublists.append(my_list[prev_index:next_index]) prev_index = next_index return sublists @@ -493,12 +495,13 @@ def split(my_list, weight_list): print(f"Bw: {bw}, split: {output_partitions}") from itertools import islice + egress_cost = 0 complete_tree = nx.DiGraph() for i in range(len(tree_set)): if len(output_partitions[i]) == 0: - continue # not assigning any partition to this tree + continue # not assigning any partition to this tree egress_cost += sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * bw[i] / sum(bw) @@ -553,6 +556,7 @@ def validate_tree_set(self, tree_set, src, dsts, bw, egress_limits, ingress_limi def SPIDER(self, h, src, dsts, egress_limits, ingress_limits, elim_set=None): import copy + N = set([src] + dsts) # set of nodes that each tree must span Tree_set = [] # output: a set of trees bw = [] # list of bandwidth for each tree @@ -664,12 +668,11 @@ def plan(self) -> BroadcastReplicationTopology: h = nx.DiGraph(self.G.copy().subgraph(dsts + [src])) h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) Tree_set, bw, h, elim_set = self.SPIDER(h, src, dsts, egress_limits=self.eg_lims, ingress_limits=self.in_lims) - Spider_graph = self.evaluate( - Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1 - ) + Spider_graph = self.evaluate(Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1) return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, Spider_graph) + class BroadcastILPSolverPlanner(BroadcastPlanner): def __init__( self, @@ -822,14 +825,12 @@ def create_topo_graph(self, p, v, g, edges, nodes): return result_g def get_egress_ingress(self, g, nodes, edges, partition_size, p): - partition_size *= 8 # need to convert to gbits? num_edges = len(edges) egress = [] ingress = [] for node in nodes: - node_i = nodes.index(node) # egress i = np.zeros(num_edges) @@ -903,9 +904,7 @@ def solve_partition( # constraints to enforce flow between source/dest nodes for i in range(num_nodes): for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: edge = (nodes[i], nodes[j]) @@ -965,7 +964,6 @@ def solve_partition( # instance limits for node in nodes: - node_i = nodes.index(node) # egress i = np.zeros(num_edges) @@ -1018,7 +1016,7 @@ def plan_iterative( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20 + n_clusters: Optional[int] = 20, ) -> BroadcastReplicationTopology: import cvxpy as cp @@ -1032,7 +1030,7 @@ def plan_iterative( dest_v = problem.dsts # node-approximation - if filter_node: + if filter_node: from sklearn.cluster import KMeans random.seed(10) @@ -1040,17 +1038,17 @@ def plan_iterative( print("Number of nodes: ", len(node_list)) for node in node_list: node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: + for neighbor_node in node_list: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - + else: + node_map[node].append(0) # cost to itself + for neighbor_node in node_list: - if node != neighbor_node: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? + else: + node_map[node].append(100) # tput to itself or throughput within a single region? np_node_map = np.array([li for li in node_map.values()]) print(f"node map: {np_node_map}, shape: {np_node_map.shape}") @@ -1209,9 +1207,8 @@ def plan( solve_iterative: bool = False, solver_verbose: bool = False, save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20 + n_clusters: Optional[int] = 20, ) -> BroadcastReplicationTopology: - import cvxpy as cp if solver is None: @@ -1227,7 +1224,7 @@ def plan( dest_v = problem.dsts # node-approximation - if filter_node: + if filter_node: from sklearn.cluster import KMeans random.seed(10) @@ -1235,17 +1232,17 @@ def plan( print("Number of nodes: ", len(node_list)) for node in node_list: node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: + for neighbor_node in node_list: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - + else: + node_map[node].append(0) # cost to itself + for neighbor_node in node_list: - if node != neighbor_node: + if node != neighbor_node: node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? + else: + node_map[node].append(100) # tput to itself or throughput within a single region? np_node_map = np.array([li for li in node_map.values()]) print(f"node map: {np_node_map}, shape: {np_node_map.shape}") @@ -1277,7 +1274,7 @@ def plan( print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") # banned nodes - # NOTE: why do we do this? + # NOTE: why do we do this? # sampled = list(self.G.nodes) # sampled.remove("aws:eu-south-2") # sampled.remove("aws:eu-central-2") @@ -1318,12 +1315,9 @@ def plan( # constraints to enforce flow between source/dest nodes for c in range(problem.num_partitions): - for i in range(num_nodes): for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: edge = (nodes[i], nodes[j]) diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index ead5e7a90..152ad154c 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -27,6 +27,7 @@ from skyplane.utils import logger from collections import defaultdict + # TODO: add default partition ID to main # create gateway br class GatewayDaemon: @@ -134,7 +135,6 @@ def get_child_operators(operator): def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str]): total_p = 0 for op in program: - handle = op["op_type"] + "_" + op["handle"] print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") input_queue.register_handle(handle) diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index ada6c77f1..9d50b6365 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -114,7 +114,6 @@ def pull_chunk_status_queue(self, timeout=0.5): self.chunk_status.get(chunk_id, None) != ChunkState.complete.name and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] ): - # TODO: set this somewhere else self.chunk_status[chunk_id] = ChunkState.complete.name @@ -140,7 +139,7 @@ def pull_chunk_status_queue(self, timeout=0.5): + f"Required completitions = {self.num_required_terminal[partition]}" ) - #else: + # else: # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") self.chunk_status_log.append(elem) diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/broadcast/gateway/gateway_queue.py index 940cb2dc8..9d4784e7c 100644 --- a/skyplane/broadcast/gateway/gateway_queue.py +++ b/skyplane/broadcast/gateway/gateway_queue.py @@ -21,9 +21,10 @@ def get_nowait(self, requester_handle=None): def get_handles(self): return self.handles - def size(self): + def size(self): return self.q.qsize() + class GatewayANDQueue(GatewayQueue): def __init__(self, maxsize=0): self.q = {} diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 476c34846..b1ae03fde 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -84,29 +84,29 @@ def worker_loop(self, worker_id: int, *args): except queue.Empty: continue - #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - #print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") # process chunk succ = self.process(chunk_req, *args) # place in output queue if succ: - #print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - #print(self.handle) + # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + # print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: - #print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") + # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") else: # failed to process - re-queue time.sleep(0.1) - #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -135,7 +135,7 @@ def __init__(self, *args, **kwargs): def process(self, chunk_req: ChunkRequest): chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - #logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") + # logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") return False # check to see if file is completed downloading @@ -145,8 +145,12 @@ def process(self, chunk_req: ChunkRequest): if len(data) < chunk_req.chunk.chunk_length_bytes: # download not complete return False - assert len(data) == chunk_req.chunk.chunk_length_bytes, f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" - print(f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}") + assert ( + len(data) == chunk_req.chunk.chunk_length_bytes + ), f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + print( + f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + ) return True @@ -272,7 +276,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - #while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} @@ -361,7 +365,6 @@ def __init__( self.size_mb = size_mb def process(self, chunk_req: ChunkRequest): - # wait until enough space available fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) size_bytes = int(self.size_mb * MB) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 6ba930bfa..70ddd949b 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -157,7 +157,9 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) time.sleep(0.1) # get data @@ -185,19 +187,21 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): ) to_write = bytes(to_write) - # try to write data until successful - while True: + # try to write data until successful + while True: try: f.write(to_write) - # check size + # check size file_size = os.path.getsize(fpath) if file_size == chunk_header.data_len: break - except Exception as e: + except Exception as e: print(e) - - print(f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}") + + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) time.sleep(1) assert ( socket_data_len == 0 and chunk_received_size == chunk_header.data_len diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py index 313ec488c..879aa2e59 100644 --- a/skyplane/broadcast/impl/bc_tracker.py +++ b/skyplane/broadcast/impl/bc_tracker.py @@ -217,7 +217,7 @@ def monitor_single_dst_helper(dst_region): print() size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) - overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s + overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s cost_per_gb = self.dataplane.topology.cost_per_gb tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) @@ -263,8 +263,8 @@ def monitor_transfer(pd, self, dst_region): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} sink_regions = {dst_region} - runtime_s = 0 - + runtime_s = 0 + assert len(sink_regions) == 1 # BC: only monitor one sink region in this call # any of the jobs of this region is not complete diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py index abaca558a..25a106b04 100644 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ b/skyplane/broadcast/impl/bc_transfer_job.py @@ -41,7 +41,6 @@ class BCTransferJob: transfer_config: TransferConfig = None def __post_init__(self): - if not self.transfer_config.gen_random_data: print("Parse src: ", parse_path(self.src_path)) provider_src, bucket_src, src_prefix = parse_path(self.src_path) @@ -111,7 +110,7 @@ def broadcast_dispatch( self, dataplane: "BroadcastDataplane", transfer_config: TransferConfig, - dispatch_batch_size: int = 128, # need to change it back later + dispatch_batch_size: int = 128, # need to change it back later ) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" if not transfer_config.gen_random_data: @@ -186,7 +185,7 @@ def dispatch_id_maps_to_dst(): partitions = [cr.chunk.partition_id for cr in batch] print("partitions", partitions) if reply.status != 200: - print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") + print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") print(server.instance_name()) print(server.public_ip()) time.sleep(100000) diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py index f8b6acbfb..b1ce48df6 100644 --- a/skyplane/broadcast/test/bc_objstore.py +++ b/skyplane/broadcast/test/bc_objstore.py @@ -12,38 +12,36 @@ def start_transfer(args): - #src_region = "ap-east-1" + # src_region = "ap-east-1" # src_region = "af-south-1" # src_region = "us-east-1" # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] # dst_regions = ["ap-southeast-2", "ap-south-1"] - #dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] + # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] # dst_regions = ["us-west-1", "us-west-2"] - - - # GCP + # GCP # gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a src_cloud_provider = "gcp" - #src_region = "asia-southeast2-a" + # src_region = "asia-southeast2-a" src_region = "us-east1-b" source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" - #dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] + # dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] dst_regions = ["australia-southeast1-a", "southamerica-east1-a", "europe-west4-a", "europe-west6-a", "asia-east1-a", "europe-west2-a"] dst_cloud_providers = ["gcp"] * len(dst_regions) dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] ## AWS - #dst_regions = ["ap-east-1", "ap-northeast-1"] - #dst_cloud_providers = ["aws"] * len(dst_regions) - #dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - #src_cloud_provider = "aws" - #src_region = "us-east-1" - #source_file = "s3://laion-400m-dataset/" - + # dst_regions = ["ap-east-1", "ap-northeast-1"] + # dst_cloud_providers = ["aws"] * len(dst_regions) + # dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] + # src_cloud_provider = "aws" + # src_region = "us-east-1" + # source_file = "s3://laion-400m-dataset/" + # OPT model # source_file = "s3://skyplane-broadcast/OPT-66B/" # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" @@ -53,27 +51,27 @@ def start_transfer(args): # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] # source_file = "s3://skyplane-broadcast/imagenet-images/" - #source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" - #source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - #dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] + # source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" + # source_file = "s3://broadcast-opt-ap-east-1/test_replication/" + # dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] # create bucket if it doesn't exist actual_dest_regions = [] - for (region, bucket_path) in zip([src_region] + dst_regions, [source_file] + dest_files): + for region, bucket_path in zip([src_region] + dst_regions, [source_file] + dest_files): bucket_name = bucket_path.split("/")[2] if "s3://" in bucket_path: bucket = S3Interface(bucket_name) elif "gs://" in bucket_path: bucket = GCSInterface(bucket_name) - else: + else: print("Unsupported cloud provider", bucket_path) print("Create bucket", region, bucket_path) bucket.create_bucket(region) actual_dest_regions.append(bucket.gcp_region) - print("acutual dest", actual_dest_regions, dst_regions) + print("acutual dest", actual_dest_regions, dst_regions) dst_regions = actual_dest_regions print(source_file) diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py index 41b17e0b6..bfbd7e520 100644 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ b/skyplane/broadcast/test/test_random_broadcast.py @@ -70,8 +70,8 @@ def replicate_random( print(f"Log dir: {client.log_dir}/client.log") print("Transfer size (in GB): ", transfer_size_gbytes) - # use existing gw program file - #dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") + # use existing gw program file + # dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") dp = client.broadcast_dataplane( src_cloud_provider=s_cloud_provider, diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py index 563592946..5c876ff3f 100644 --- a/skyplane/broadcast/visualize_gw.py +++ b/skyplane/broadcast/visualize_gw.py @@ -87,17 +87,17 @@ def get_nx_graph(path): print("Region: ", region) pprint(region_p) - for partition_group in region_p: + for partition_group in region_p: partitions = partition_group["partitions"] - p_plan = partition_group['value'] - for pid in partitions: + p_plan = partition_group["value"] + for pid in partitions: nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - #pprint(region_p) - #plans = region_p["_plan"] - #partitions = [int(i) for i in list(plans.keys())] + # pprint(region_p) + # plans = region_p["_plan"] + # partitions = [int(i) for i in list(plans.keys())] ## print("partitions: ", [int(i) for i in list(plans.keys())]) - #for pid in partitions: + # for pid in partitions: # p_plan = plans[str(pid)] # nx_g = plot_children(nx_g, start_node, region, p_plan, pid) ## break @@ -176,7 +176,7 @@ def networkx_to_graphviz(g, label="partition"): for i in range(len(nodes)): color_map[nodes[i]] = color[i] - #plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" + # plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" plot_path = "/Users/sarahwooders/repos/skyplane/new_gw_programs/gateway_programs_complete.json" add_nx_g = get_nx_graph(plot_path) h = networkx_to_graphviz(add_nx_g) diff --git a/skyplane/compute/aws/aws_auth.py b/skyplane/compute/aws/aws_auth.py index a3c2797c8..24e665870 100644 --- a/skyplane/compute/aws/aws_auth.py +++ b/skyplane/compute/aws/aws_auth.py @@ -100,7 +100,6 @@ def get_boto3_client(self, service_name, aws_region=None): else: return self.get_boto3_session().client(service_name, region_name=aws_region) - def get_azs_in_region(self, region): ec2 = self.get_boto3_client("ec2", region) azs = [] diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index aabc93948..8c4059567 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -238,7 +238,7 @@ def start_instance(subnet_id: str): print("try another subnet", region, subnets[current_subnet_id], subnets[(current_subnet_id + 1) % len(subnets)]) print("all", subnets) current_subnet_id = (current_subnet_id + 1) % len(subnets) - else: + else: print("UNKNOWN", e) time.sleep(backoff) backoff = min(backoff * 2, max_backoff) diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index 053039270..688dcde89 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -142,7 +142,7 @@ def get_service_account_key(self, service_account_email): keys = service.projects().serviceAccounts().keys().list(name="projects/-/serviceAccounts/" + service_account_email).execute() # cannot have more than 10 keys per service account - if len(keys["keys"]) >= 10: + if len(keys["keys"]) >= 10: logger.warning(f"Service account {service_account_email} has too many keys. Deleting stale keys to create new key.") deleted_keys = 0 for key in keys["keys"]: diff --git a/skyplane/compute/gcp/gcp_cloud_provider.py b/skyplane/compute/gcp/gcp_cloud_provider.py index b990f1cff..0239b0369 100644 --- a/skyplane/compute/gcp/gcp_cloud_provider.py +++ b/skyplane/compute/gcp/gcp_cloud_provider.py @@ -132,7 +132,7 @@ def provision_instance( name = f"skyplane-gcp-{str(uuid.uuid4().hex[:8])}" compute = self.auth.get_gcp_client() - #if region[-2:] != "-a" or region[-2:] != "-b": + # if region[-2:] != "-a" or region[-2:] != "-b": # region = region + "-a" # print("Adding subregion to region", region) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 7b433dbcb..05a4cbf6e 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -317,7 +317,6 @@ def check_stderr(tup): # copy service account files if self.provider == "gcp": - service_key_path = compute.GCPAuthentication().get_service_account_key_path() service_key_file = os.path.basename(service_key_path) self.upload_file(service_key_path, f"/tmp/{service_key_file}") diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index a9add5a2a..b9c84e02f 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -27,7 +27,6 @@ def __init__(self, bucket_name: str): def path(self): return f"s3://{self.bucket_name}" - @property @lru_cache(maxsize=1) def aws_region(self): @@ -84,7 +83,7 @@ def create_bucket(self, aws_region): s3_client.create_bucket(Bucket=self.bucket_name) else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) - else: + else: print("bucket already exists", aws_region, self.bucket_name) def delete_bucket(self): From d161e3d56a31b8e17c18d5452f1cfb6683edaa1a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 14 Mar 2023 13:25:21 -0700 Subject: [PATCH 086/186] add cost estimation to client dataplane --- skyplane/api/client.py | 4 +-- skyplane/api/dataplane.py | 12 +++---- skyplane/api/transfer_job.py | 15 ++++---- tests/integration/test_cost_estimate.py | 46 +++++++++++++++++++++++++ tests/unit_aws/test_hdfs.py | 1 - tests/unit_gcs/test_dataproc.py | 1 - 6 files changed, 59 insertions(+), 20 deletions(-) create mode 100644 tests/integration/test_cost_estimate.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 2625b7490..79f92616c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -144,6 +144,6 @@ def dataplane( return Dataplane(clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config) else: raise NotImplementedError(f"Dataplane type {solver_type} not implemented") - - def object_store(self): + + def object_store(self): return ObjectStore() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index c848391aa..219e2293a 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -329,11 +329,9 @@ def run(self, hooks: Optional[TransferHook] = None): logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") tracker.join() - def estimate_total_cost(self): - """Estimate total cost of queued jobs - """ - total_cost = 0 + def estimate_total_cost(self): + """Estimate total cost of queued jobs""" + total_size = 0 for job in self.jobs_to_dispatch: - total_cost += job.estimate_cost() - return total_cost - + total_size += job.size_gb() + return total_size * self.topology.cost_per_gb diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index c7223ad4c..150626cdd 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -355,9 +355,12 @@ def verify(self): """Verifies the transfer completed, otherwise raises TransferFailedException.""" raise NotImplementedError("Verify not implemented") - def estimate_cost(self): - # TODO - raise NotImplementedError + def size_gb(self): + """Return the size of the transfer in GB""" + total_size = 0 + for src_obj, _ in self.gen_transfer_pairs(): + total_size += src_obj.size + return total_size / 1e9 @classmethod def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: @@ -390,9 +393,6 @@ def http_pool(self): self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) return self._http_pool - def estimate_cost(self): - raise NotImplementedError() - def gen_transfer_pairs( self, chunker: Optional[Chunker] = None ) -> Generator[Tuple[ObjectStoreObject or FileSystemInterface, ObjectStoreObject or FileSystemInterface], None, None]: @@ -498,9 +498,6 @@ def verify(self): class SyncJob(CopyJob): """sync job that copies the source objects that does not exist in the destination bucket to the destination""" - def estimate_cost(self): - raise NotImplementedError() - def gen_transfer_pairs( self, chunker: Optional[Chunker] = None ) -> Generator[Tuple[ObjectStoreObject or FileSystemInterface, ObjectStoreObject or FileSystemInterface], None, None]: diff --git a/tests/integration/test_cost_estimate.py b/tests/integration/test_cost_estimate.py new file mode 100644 index 000000000..8aa3ccc0b --- /dev/null +++ b/tests/integration/test_cost_estimate.py @@ -0,0 +1,46 @@ +import pytest +from skyplane.api.client import SkyplaneClient +import uuid +import os + + +def test_cost_estimate(): + client = SkyplaneClient() + obj_store = client.object_store() + src_region = "gcp:us-central1-a" + src_provider = "gcp" + dst_region = "aws:us-east-1" + dst_provider = "aws" + + # setup buckets + key = str(uuid.uuid4()).replace("-", "") + bucket_name = str(uuid.uuid4()).replace("-", "") + src_filename = f"src_{key}" + file_size = int(1e6) # 1 MB + + # create bucket + src_bucket = obj_store.create_bucket(src_region, bucket_name) + dst_bucket = obj_store.create_bucket(dst_region, bucket_name) + assert obj_store.bucket_exists(bucket_name, src_provider), f"Bucket {bucket_name} does not exist" + assert obj_store.bucket_exists(bucket_name, dst_provider), f"Bucket {bucket_name} does not exist" + + # upload object + with open(src_filename, "wb") as fout: + fout.write(os.urandom(file_size)) + obj_store.upload_object(src_filename, bucket_name, src_provider, key) + assert obj_store.exists(bucket_name, src_provider, key), f"Object {key} does not exist in bucket {bucket_name}" + + # setup transfer + dp = client.dataplane(src_provider, src_region.split(":")[1], dst_provider, dst_region.split(":")[1], n_vms=1) + dp.queue_copy(src_bucket + "/" + key, dst_bucket + "/" + key, recursive=False) + cost = dp.estimate_total_cost() + assert cost == file_size * 0.12 / 1e9, f"Cost estimate is incorrect: {cost}, should be {file_size * 0.09 / 1e9}" + + # cleanup + obj_store.delete_bucket(bucket_name, src_provider) + obj_store.delete_bucket(bucket_name, dst_provider) + assert not obj_store.bucket_exists(bucket_name, src_provider), f"Bucket {bucket_name} still exists" + assert not obj_store.bucket_exists(bucket_name, dst_provider), f"Bucket {bucket_name} still exists" + + # cleanup + os.remove(src_filename) diff --git a/tests/unit_aws/test_hdfs.py b/tests/unit_aws/test_hdfs.py index 232e43a73..6d2054780 100644 --- a/tests/unit_aws/test_hdfs.py +++ b/tests/unit_aws/test_hdfs.py @@ -7,7 +7,6 @@ def test_hdfs(): - # TODO: Create HDFS unit test client = boto3.client("emr", "us-east-1") diff --git a/tests/unit_gcs/test_dataproc.py b/tests/unit_gcs/test_dataproc.py index d3594305a..b57434db4 100644 --- a/tests/unit_gcs/test_dataproc.py +++ b/tests/unit_gcs/test_dataproc.py @@ -10,7 +10,6 @@ def test_dataproc(): - cluster_name = f"skyplane-dataproc-test" region = "us-central1" # project_id = cloud_config.gcp_project_id From 00d0667076b7ffa0a8885bfe5146766e93fcd67e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 14 Mar 2023 16:30:46 -0700 Subject: [PATCH 087/186] add transfer pairs --- skyplane/api/transfer_job.py | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 150626cdd..d33d51941 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -355,6 +355,11 @@ def verify(self): """Verifies the transfer completed, otherwise raises TransferFailedException.""" raise NotImplementedError("Verify not implemented") + def gen_transfer_pairs( + self, chunker: Optional[Chunker] = None + ) -> Generator[Tuple[ObjectStoreObject or FileSystemInterface, ObjectStoreObject or FileSystemInterface], None, None]: + raise NotImplementedError("Generate transfer pairs not implemented") + def size_gb(self): """Return the size of the transfer in GB""" total_size = 0 From 400214abe54c1aebdad36eaab423c92891aa961a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 15 Mar 2023 13:44:26 -0700 Subject: [PATCH 088/186] add logging for error --- skyplane/api/dataplane.py | 1 + skyplane/api/transfer_job.py | 4 +++- 2 files changed, 4 insertions(+), 1 deletion(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 219e2293a..65f6b79ff 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -192,6 +192,7 @@ def _start_gateway( def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): + print(self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index d33d51941..efec863df 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -456,7 +456,9 @@ def dispatch( ) end = time.time() if reply.status != 200: - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.error(f"Failed to dispatch chunks {server.instance_name()}, copying gateway logs....") + dataplane.copy_gateway_logs() + raise Exception(f"ERROR Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) From 92f5d4166c2f5e3b8a62964d46603f500a2da786 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 15 Mar 2023 13:50:11 -0700 Subject: [PATCH 089/186] error prints --- skyplane/broadcast/gateway/operators/gateway_receiver.py | 1 + 1 file changed, 1 insertion(+) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 70ddd949b..8ef079513 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -191,6 +191,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): while True: try: f.write(to_write) + f.flush() # check size file_size = os.path.getsize(fpath) From 4fb9a0f1d3e2640e2cc59dc80e58f558207089a4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 15 Mar 2023 15:34:42 -0700 Subject: [PATCH 090/186] file size fix? --- .../broadcast/gateway/operators/gateway_receiver.py | 13 ++++++++----- 1 file changed, 8 insertions(+), 5 deletions(-) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 8ef079513..1c65b314f 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -156,11 +156,11 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region # wait for space - while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - print( - f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" - ) - time.sleep(0.1) + #while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + # print( + # f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + # ) + # time.sleep(0.1) # get data # self.chunk_store.state_queue_download(chunk_header.chunk_id) @@ -190,6 +190,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # try to write data until successful while True: try: + f.seek(0, 0) f.write(to_write) f.flush() @@ -197,6 +198,8 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): file_size = os.path.getsize(fpath) if file_size == chunk_header.data_len: break + elif file_size >= chunk_header.data_len: + raise ValueError(f"[Gateway] File size {file_size} greater than chunk size {chunk_header.data_len}") except Exception as e: print(e) From 5805021a17780b34e3f2d2255a43d1d78420ec27 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 15 Mar 2023 16:37:39 -0700 Subject: [PATCH 091/186] fix error? idk --- .../gateway/operators/gateway_receiver.py | 26 ++++++++++++++++--- 1 file changed, 23 insertions(+), 3 deletions(-) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 4c999fe3a..b1d1cd5e2 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -153,9 +153,9 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # wait for space # TODO: implement same fix as for gen_data - while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - logger.debug(f"[reciever] Chunk store full, waiting before recieving more chunks") - time.sleep(0.1) + #while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + # logger.debug(f"[reciever] Chunk store full, waiting before recieving more chunks") + # time.sleep(0.1) # get data # self.chunk_store.state_queue_download(chunk_header.chunk_id) @@ -180,6 +180,26 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): ) ) to_write = bytes(to_write) + + # try to write and check size, otherwise re-try + while True: + try: + f.seek(0, 0) + f.write(to_write) + f.flush() + + # check size + file_size = os.path.getsize(fpath) + if file_size == chunk_header.data_len: + break + except Exception as e: + print(e) + + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) + time.sleep(1) + f.write(to_write) assert ( socket_data_len == 0 and chunk_received_size == chunk_header.data_len From ad1a491729e28661f88def64804277fd67f2836b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 9 Apr 2023 19:41:22 -0700 Subject: [PATCH 092/186] initial implementation --- skyplane/api/client.py | 7 + skyplane/api/dataplane.py | 98 +++--- skyplane/api/tracker.py | 21 +- skyplane/broadcast/bc_dataplane.py | 2 +- skyplane/broadcast/bc_plan.py | 2 +- skyplane/broadcast/gateway/gateway_program.py | 15 +- skyplane/compute/server.py | 90 +++--- .../azure_storage_account_interface.py | 1 + skyplane/obj_store/gcs_interface.py | 1 + skyplane/obj_store/s3_interface.py | 1 + skyplane/planner/planner.py | 118 +++++-- skyplane/planner/solver.py | 2 +- skyplane/planner/topology.py | 295 +++++++----------- 13 files changed, 342 insertions(+), 311 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 455f72216..744178a75 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -13,6 +13,8 @@ from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path +from skyplane.api.pipeline import Pipeline + if TYPE_CHECKING: from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig, TransferConfig @@ -62,6 +64,11 @@ def __init__( gcp_auth=self.gcp_auth, ) + def pipeline(self): + """Create a pipeline object to queue jobs""" + return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config) + return Pipeline() + def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ A simple version of Skyplane copy. It automatically waits for transfer to complete diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index ebf82eef8..9e72551bd 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -9,13 +9,15 @@ import nacl.secret import nacl.utils import urllib3 +from pathlib import Path from typing import TYPE_CHECKING, Dict, List, Optional from skyplane import compute from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -from skyplane.planner.topology import ReplicationTopology, ReplicationTopologyGateway +#from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.topology import TopologyPlan, TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -53,7 +55,7 @@ class Dataplane: def __init__( self, clientid: str, - topology: ReplicationTopology, + topology: TopologyPlan, provisioner: "Provisioner", transfer_config: TransferConfig, log_dir: str, @@ -71,15 +73,12 @@ def __init__( """ self.clientid = clientid self.topology = topology - self.src_region_tag = self.topology.source_region() - self.dst_region_tag = self.topology.sink_region() - regions = Counter([node.region for node in self.topology.gateway_nodes]) - self.max_instances = int(regions[max(regions, key=regions.get)]) self.provisioner = provisioner self.transfer_config = transfer_config self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) self.provisioning_lock = threading.Lock() self.provisioned = False + self.log_dir = Path(log_dir) self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) @@ -91,41 +90,48 @@ def __init__( # pending tracker tasks self.jobs_to_dispatch: List[TransferJob] = [] self.pending_transfers: List[TransferProgressTracker] = [] - self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} def _start_gateway( self, gateway_docker_image: str, - gateway_node: ReplicationTopologyGateway, + gateway_node: TopologyPlanGateway, gateway_server: compute.Server, - gateway_log_dir: Optional[PathLike] = None, + gateway_log_dir: Optional[PathLike], authorize_ssh_pub_key: Optional[str] = None, e2ee_key_bytes: Optional[str] = None, ): # map outgoing ports setup_args = {} - for n, v in self.topology.get_outgoing_paths(gateway_node).items(): - if isinstance(n, ReplicationTopologyGateway): - # use private ips for gcp to gcp connection - src_provider, dst_provider = gateway_node.region.split(":")[0], n.region.split(":")[0] - if src_provider == dst_provider and src_provider == "gcp": - setup_args[self.bound_nodes[n].private_ip()] = v - else: - setup_args[self.bound_nodes[n].public_ip()] = v - am_source = gateway_node in self.topology.source_instances() - am_sink = gateway_node in self.topology.sink_instances() + for gateway_id, n_conn in self.topology.get_outgoing_paths(gateway_node.gateway_id).items(): + node = self.topology.get_gateway(gateway_id) + # use private ips for gcp to gcp connection + src_provider, dst_provider = gateway_node.region.split(":")[0], node.region.split(":")[0] + if src_provider == dst_provider and src_provider == "gcp": + setup_args[self.bound_nodes[node].private_ip()] = n_conn + else: + setup_args[self.bound_nodes[node].public_ip()] = n_conn logger.fs.debug(f"[Dataplane._start_gateway] Setup args for {gateway_node}: {setup_args}") - # start gateway if gateway_log_dir: gateway_server.init_log_files(gateway_log_dir) if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) + + # write gateway programs + gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}") + with open(gateway_program_filename, "w") as f: + f.write(gateway_node.gateway_program.to_dict(), default=lambda obj: obj.__dict__) + print("gateway", gateway_program_filename) + + # start gateway gateway_server.start_gateway( setup_args, gateway_docker_image=gateway_docker_image, - e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=self.transfer_config.use_bbr, + gateway_program_path=gateway_program_filename, + gateway_info_path=f"{gateway_log_dir}/gateway_info.json", + e2ee_key_bytes=None, # TODO: remove + use_bbr=self.transfer_config.use_bbr, # TODO: remove use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) @@ -134,7 +140,6 @@ def provision( self, allow_firewall: bool = True, gateway_docker_image: str = os.environ.get("SKYPLANE_DOCKER_IMAGE", gateway_docker_image()), - gateway_log_dir: Optional[PathLike] = None, authorize_ssh_pub_key: Optional[str] = None, max_jobs: int = 16, spinner: bool = False, @@ -146,25 +151,32 @@ def provision( :type allow_firewall: bool :param gateway_docker_image: Docker image token in github :type gateway_docker_image: str - :param gateway_log_dir: path to the log directory in the remote gatweways - :type gateway_log_dir: PathLike :param authorize_ssh_pub_key: authorization ssh key to the remote gateways :type authorize_ssh_pub_key: str :param max_jobs: maximum number of provision jobs to launch concurrently (default: 16) :type max_jobs: int - :param spinner: whether to show the spinner during the job (default: False) + :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions :type spinner: bool """ with self.provisioning_lock: if self.provisioned: logger.error("Cannot provision dataplane, already provisioned!") return - aws_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.nodes if n.region.startswith("aws:")) - azure_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.nodes if n.region.startswith("azure:")) - gcp_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.nodes if n.region.startswith("gcp:")) + + # initialize clouds + aws_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("aws:")) + azure_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("azure:")) + gcp_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("gcp:")) + + self.provisioner.init_global( + aws=len(aws_nodes_to_provision) > 0, + azure=len(azure_nodes_to_provision) > 0, + gcp=len(gcp_nodes_to_provision) > 0, + ) # create VMs from the topology - for node in self.topology.gateway_nodes: + for node in self.topology.get_gateways(): cloud_provider, region = node.region.split(":") self.provisioner.add_task( cloud_provider=cloud_provider, @@ -174,13 +186,6 @@ def provision( autoterminate_minutes=self.transfer_config.autoterminate_minutes, ) - # initialize clouds - self.provisioner.init_global( - aws=len(aws_nodes_to_provision) > 0, - azure=len(azure_nodes_to_provision) > 0, - gcp=len(gcp_nodes_to_provision) > 0, - ) - # provision VMs uuids = self.provisioner.provision( authorize_firewall=allow_firewall, @@ -194,10 +199,14 @@ def provision( for s in servers: servers_by_region[s.region_tag].append(s) print(servers_by_region) - for node in self.topology.gateway_nodes: + for node in self.topology.get_gateways(): print(node.region) instance = servers_by_region[node.region].pop() self.bound_nodes[node] = instance + + # set ip addresses (for gateway program generation) + self.topology.set_ip_addresses(node.gateway_id, self.bound_nodes[node].private_ip(), self.bound_nodes[node].public_ip()) + logger.fs.debug(f"[Dataplane.provision] bound_nodes = {self.bound_nodes}") gateway_bound_nodes = self.bound_nodes.copy() @@ -208,10 +217,21 @@ def provision( logger.fs.info(f"Using docker image {gateway_docker_image}") e2ee_key_bytes = nacl.utils.random(nacl.secret.SecretBox.KEY_SIZE) + # create gateway logging dir + gateway_program_dir = f"{self.log_dir}/programs/" + Path(gateway_program_dir).mkdir(exist_ok=True, parents=True) + print("writing programs", gateway_program_dir) + + # write gateway info file + gateway_info_path = f"{self.log_dir}/gateway_info.json" + with open(gateway_info_path, "w") as f: + json.dump(self.topology.get_gateway_info_json(), f, indent=4) + + # start gateways in parallel jobs = [] for node, server in gateway_bound_nodes.items(): jobs.append( - partial(self._start_gateway, gateway_docker_image, node, server, gateway_log_dir, authorize_ssh_pub_key, e2ee_key_bytes) + partial(self._start_gateway, gateway_docker_image, node, server, gateway_program_dir, authorize_ssh_pub_key, e2ee_key_bytes) ) logger.fs.debug(f"[Dataplane.provision] Starting gateways on {len(jobs)} servers") do_parallel(lambda fn: fn(), jobs, n=-1, spinner=spinner, spinner_persist=spinner, desc="Starting gateway container on VMs") diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 078577889..2e1707a78 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -118,13 +118,13 @@ def __str__(self): def run(self): """Dispatch and start the transfer jobs""" - src_cloud_provider = self.dataplane.src_region_tag.split(":")[0] - dst_cloud_provider = self.dataplane.dst_region_tag.split(":")[0] + src_cloud_provider = self.dataplane.topology.src_region_tag.split(":")[0] + dst_cloud_provider = self.dataplane.topology.dest_region_tags[0].split(":")[0] args = { "cmd": ",".join([job.__class__.__name__ for job in self.jobs.values()]), "recursive": ",".join([str(job.recursive) for job in self.jobs.values()]), "multipart": self.transfer_config.multipart_enabled, - "instances_per_region": self.dataplane.max_instances, + "instances_per_region": 1, # TODO: read this from config file "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), "dst_instance_type": getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class"), "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), @@ -151,7 +151,7 @@ def run(self): ) except Exception as e: UsageClient.log_exception( - "dispatch job", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "dispatch job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms ) raise e @@ -167,14 +167,14 @@ def run(self): "monitor transfer", reformat_err, args, - self.dataplane.src_region_tag, - self.dataplane.dst_region_tag, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, session_start_timestamp_ms, ) raise err except Exception as e: UsageClient.log_exception( - "monitor transfer", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "monitor transfer", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dst_region_tags, session_start_timestamp_ms ) raise e end_time = int(time.time()) @@ -185,7 +185,7 @@ def run(self): job.finalize() except Exception as e: UsageClient.log_exception( - "finalize job", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "finalize job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms ) raise e @@ -195,7 +195,7 @@ def run(self): job.verify() except Exception as e: UsageClient.log_exception( - "verify job", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "verify job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms ) raise e @@ -206,7 +206,7 @@ def run(self): } self.hooks.on_transfer_end(transfer_stats) UsageClient.log_transfer( - transfer_stats, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + transfer_stats, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms ) @imports.inject("pandas") @@ -214,6 +214,7 @@ def monitor_transfer(pd, self): """Monitor the tranfer by copying remote gateway logs and show transfer stats by hooks""" # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress sinks = self.dataplane.topology.sink_instances() + print("sink instances", sinks) sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py index f0a794a33..182771a50 100644 --- a/skyplane/broadcast/bc_dataplane.py +++ b/skyplane/broadcast/bc_dataplane.py @@ -11,7 +11,7 @@ from skyplane import compute from skyplane.api.dataplane import Dataplane from skyplane.api.config import TransferConfig -from skyplane.planner.topology import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.api.tracker import TransferHook from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py index e5da5a227..87b4b4950 100644 --- a/skyplane/broadcast/bc_plan.py +++ b/skyplane/broadcast/bc_plan.py @@ -5,7 +5,7 @@ from skyplane.chunk import ChunkRequest from skyplane.obj_store.object_store_interface import ObjectStoreObject -from skyplane.planner.topology import ( +from skyplane.planner.topology_old import ( ReplicationTopology, ReplicationTopologyNode, ReplicationTopologyGateway, diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index b2f329df1..3da724472 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -32,9 +32,9 @@ def __repr__(self): class GatewaySend(GatewayOperator): - def __init__(self, ip_address: str, region: str, num_connections: int = 32, compress: bool = False, encrypt: bool = False): + def __init__(self, target_gateway_id: str, region: str, num_connections: int = 32, compress: bool = False, encrypt: bool = False): super().__init__("send") - self.ip_address = ip_address + self.target_gateway_id = target_gateway_id # gateway to send to self.region = region # region to send to self.num_connections = num_connections # default this for now self.compress = compress @@ -94,18 +94,25 @@ class GatewayProgram: We intend to extend GatewayProgram to eventually support operations on chunk data. """ + ip_address = None + def __init__(self): self._plan = defaultdict(list) self._ops = {} - def add_operators(self, ops: List[GatewayOperator], parent_op: Optional[GatewayOperator] = None, partition_id: Optional[Tuple] = None): + def get_operators(self) -> List[GatewayOperator]: + return list(self._ops.values()) + + def add_operators(self, ops: List[GatewayOperator], parent_handle: Optional[str] = None, partition_id: int = None): + parent_op = self._ops[parent_handle] if parent_handle else None ops_handles = [] for op in ops: ops_handles.append(self.add_operator(op, parent_op, partition_id)) return ops_handles - def add_operator(self, op: GatewayOperator, parent_op: Optional[GatewayOperator] = None, partition_id: Optional[Tuple] = None): + def add_operator(self, op: GatewayOperator, parent_handle: Optional[str] = None, partition_id: int = None): + parent_op = self._ops[parent_handle] if parent_handle else None if not parent_op: # root operation self._plan[partition_id].append(op) else: diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 05a4cbf6e..26e1192ba 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -19,6 +19,7 @@ from skyplane.utils.fn import PathLike, wait_for from skyplane.utils.retry import retry_backoff from skyplane.utils.timer import Timer +from skyplane.planner.topology import TopologyPlanGateway tmp_log_dir = Path("/tmp/skyplane") @@ -274,9 +275,13 @@ def pull_docker(self, gateway_docker_image): def start_gateway( self, - outgoing_ports: Dict[str, int], # maps ip to number of connections along route + #outgoing_ports: Dict[str, int], # maps ip to number of connections along route gateway_docker_image: str, - gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region + #gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region + #gateway: TopologyPlanGateway, + #gateway_program_dir: str, + gateway_program_path: str, + gateway_info_path: str, log_viewer_port=8888, use_bbr=False, use_compression=False, @@ -334,39 +339,54 @@ def check_stderr(tup): docker_envs["E2EE_KEY_FILE"] = f"/pkg/data/{e2ee_key_file}" docker_run_flags += f" -v /tmp/{e2ee_key_file}:/pkg/data/{e2ee_key_file}" - # NOTE: (BC) upload gateway specification for this gateway - if gateway_programs: - # for ip, program in gateway_programs.items(): - # print(ip) - # pprint(program.to_dict()) - - region_tag = self.region_tag.replace(":", "_") - filename = f"gateway_programs_{region_tag}.json" - write_json_dir = tmp_log_dir / "gw_programs" - write_json_dir.mkdir(exist_ok=True, parents=True) - write_json_path = write_json_dir / filename - with open(write_json_path, "w") as f: - f.write(json.dumps(gateway_programs[self.region_tag], default=lambda obj: obj.__dict__)) - - # write gateway programs at all regions into a single file (for visualization) - write_json_complete_path = write_json_dir / "gateway_programs_complete.json" - with open(write_json_complete_path, "w") as f: - f.write(json.dumps(gateway_programs, default=lambda obj: obj.__dict__)) - - self.upload_file(write_json_path, f"/tmp/{filename}") - docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{filename}" - docker_run_flags += f" -v /tmp/{filename}:/pkg/data/{filename}" - gateway_daemon_cmd = ( - f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - ) - print("has gateway program", gateway_daemon_cmd) - else: - # not use broadcast gateway programs, pass in outgoing ports - gateway_daemon_cmd = ( - f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - ) - gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" - print("no gateway program", gateway_daemon_cmd) + + # upload gateway programs and gateway info + gateway_program_file = os.path.basename(gateway_program_path) + gateway_info_file = os.path.basename(gateway_info_path) + self.upload_file(gateway_program_path, f"/tmp/{gateway_program_file}") # upload gateway program + self.upload_file(gateway_info_path, f"/tmp/{gateway_info_file}") # upload gateway info + docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{gateway_program_file}" + docker_envs["GATEWAY_INFO_FILE"] = f"/pkg/data/{gateway_info_file}" + docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/{gateway_program_file}" + docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/{gateway_info_file}" + gateway_daemon_cmd = ( + f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + ) + print("has gateway program", gateway_daemon_cmd) + + ## NOTE: (BC) upload gateway specification for this gateway + #if gateway_programs: + # # for ip, program in gateway_programs.items(): + # # print(ip) + # # pprint(program.to_dict()) + + # region_tag = self.region_tag.replace(":", "_") + # filename = f"gateway_programs_{region_tag}.json" + # write_json_dir = tmp_log_dir / "gw_programs" + # write_json_dir.mkdir(exist_ok=True, parents=True) + # write_json_path = write_json_dir / filename + # with open(write_json_path, "w") as f: + # f.write(json.dumps(gateway_programs[self.region_tag], default=lambda obj: obj.__dict__)) + + # # write gateway programs at all regions into a single file (for visualization) + # write_json_complete_path = write_json_dir / "gateway_programs_complete.json" + # with open(write_json_complete_path, "w") as f: + # f.write(json.dumps(gateway_programs, default=lambda obj: obj.__dict__)) + + # self.upload_file(write_json_path, f"/tmp/{filename}") + # docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{filename}" + # docker_run_flags += f" -v /tmp/{filename}:/pkg/data/{filename}" + # gateway_daemon_cmd = ( + # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + # ) + # print("has gateway program", gateway_daemon_cmd) + #else: + # # not use broadcast gateway programs, pass in outgoing ports + # gateway_daemon_cmd = ( + # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + # ) + # gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" + # print("no gateway program", gateway_daemon_cmd) docker_run_flags += " " + " ".join(f"--env {k}={v}" for k, v in docker_envs.items()) diff --git a/skyplane/obj_store/azure_storage_account_interface.py b/skyplane/obj_store/azure_storage_account_interface.py index 12d9a019a..be1d4a00e 100644 --- a/skyplane/obj_store/azure_storage_account_interface.py +++ b/skyplane/obj_store/azure_storage_account_interface.py @@ -11,6 +11,7 @@ class AzureStorageAccountInterface: def __init__(self, account_name: str): self.auth = compute.AzureAuthentication() self.account_name = account_name + self.provider = "azure" @lru_cache(maxsize=1) def storage_account_obj(self): diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 690d164c9..bb66feca8 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -26,6 +26,7 @@ def __init__(self, bucket_name: str): self.auth = compute.GCPAuthentication() self._gcs_client = self.auth.get_storage_client() self._requests_session = requests.Session() + self.provider = "gcp" def path(self): return f"gs://{self.bucket_name}" diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index b9c84e02f..75db0283c 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -23,6 +23,7 @@ def __init__(self, bucket_name: str): self.requester_pays = False self.bucket_name = bucket_name self._cached_s3_clients = {} + self.provider = "aws" def path(self): return f"s3://{self.bucket_name}" diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index e304cbe51..a6be0ffb9 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -1,45 +1,100 @@ from importlib.resources import path +from typing import List, Optional, Tuple + from skyplane import compute -from skyplane.planner.solver import ThroughputProblem -from skyplane.planner.topology import ReplicationTopology +from skyplane.planner.topology_old import ReplicationTopology +from skyplane.planner.topology import TopologyPlan +from skyplane.broadcast.gateway.gateway_program import GatewayProgram, GatewayMuxOr, GatewayReadObjectStore, GatewayReceive, GatewayWriteObjectStore, GatewaySend -class Planner: - def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str): - self.src_provider = src_provider - self.src_region = src_region - self.dst_provider = dst_provider - self.dst_region = dst_region +from skyplane.api.transfer_job import TransferJob - def plan(self) -> ReplicationTopology: + +class Planner: + def plan(self) -> TopologyPlan: raise NotImplementedError + +class DirectPlanner(Planner): -class DirectPlanner(Planner): - def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): + def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections - super().__init__(src_provider, src_region, dst_provider, dst_region) - - def plan(self) -> ReplicationTopology: - src_region_tag = f"{self.src_provider}:{self.src_region}" - dst_region_tag = f"{self.dst_provider}:{self.dst_region}" - if src_region_tag == dst_region_tag: # intra-region transfer w/o solver - topo = ReplicationTopology() + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + + # jobs must have same sources and destinations + src_region_tag = jobs[0].src_iface.region_tag() + dst_region_tag = jobs[0].dst_iface.region_tag() + for job in jobs[1:]: + assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" + assert job.dst_iface.region_tag() == dst_region_tag, "All jobs must have same destination region" + + print(src_region_tag, dst_region_tag) + + plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=[dst_region_tag]) + # TODO: use VM limits to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions + for i in range(self.n_instances): + plan.add_gateway(src_region_tag) + plan.add_gateway(dst_region_tag) + + # ids of gateways in dst region + dst_gateways = plan.get_region_gateways(dst_region_tag) + + src_program = GatewayProgram() + dst_program = GatewayProgram() + + for job in jobs: + src_bucket = job.src_iface.bucket + dst_bucket = job.dst_iface.bucket + + # give each job a different partition id, so we can read/write to different buckets + partition_id = jobs.index(job) + + # source region gateway program + obj_store_read = src_program.add_operator(GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id) + mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=obj_store_read, partition_id=partition_id) for i in range(self.n_instances): - topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) - topo.add_instance_objstore_edge(src_region_tag, i, src_region_tag) - topo.cost_per_gb = 0 - return topo - else: # inter-region transfer w/ solver - topo = ReplicationTopology() - for i in range(self.n_instances): - topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) - topo.add_instance_instance_edge(src_region_tag, i, dst_region_tag, i, self.n_connections) - topo.add_instance_objstore_edge(dst_region_tag, i, dst_region_tag) - topo.cost_per_gb = compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) - return topo + src_program.add_operator(GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=src_region_tag, num_connections=self.n_connections), parent_handle=mux_or, partition_id=partition_id) + + # dst region gateway program + recv_op = dst_program.add_operator(GatewayReceive(), partition_id=partition_id) + dst_program.add_operator(GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id) + + # set gateway programs + plan.set_gateway_program(src_region_tag, src_program) + plan.set_gateway_program(dst_region_tag, dst_program) + + return plan + + +#class DirectPlanner(Planner): +# def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): +# self.n_instances = n_instances +# self.n_connections = n_connections +# super().__init__(src_provider, src_region, dst_provider, dst_region) +# +# def plan(self) -> ReplicationTopology: +# src_region_tag = f"{self.src_provider}:{self.src_region}" +# dst_region_tag = f"{self.dst_provider}:{self.dst_region}" +# if src_region_tag == dst_region_tag: # intra-region transfer w/o solver +# topo = ReplicationTopology() +# for i in range(self.n_instances): +# topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) +# topo.add_instance_objstore_edge(src_region_tag, i, src_region_tag) +# topo.cost_per_gb = 0 +# return topo +# else: # inter-region transfer w/ solver +# topo = ReplicationTopology() +# for i in range(self.n_instances): +# topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) +# topo.add_instance_instance_edge(src_region_tag, i, dst_region_tag, i, self.n_connections) +# topo.add_instance_objstore_edge(dst_region_tag, i, dst_region_tag) +# topo.cost_per_gb = compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) +# return topo class ILPSolverPlanner(Planner): @@ -60,7 +115,7 @@ def __init__( def plan(self) -> ReplicationTopology: from skyplane.planner.solver_ilp import ThroughputSolverILP - + from skyplane.planner.solver import ThroughputProblem problem = ThroughputProblem( src=f"{self.src_provider}:{self.src_region}", dst=f"{self.dst_provider}:{self.dst_region}", @@ -96,6 +151,7 @@ def __init__( def plan(self) -> ReplicationTopology: from skyplane.planner.solver_ron import ThroughputSolverRON + from skyplane.planner.solver import ThroughputProblem problem = ThroughputProblem( src=self.src_region, diff --git a/skyplane/planner/solver.py b/skyplane/planner/solver.py index 9de1796b1..c329b920e 100644 --- a/skyplane/planner/solver.py +++ b/skyplane/planner/solver.py @@ -8,7 +8,7 @@ from typing import Dict, List, Optional, Tuple from skyplane import compute -from skyplane.planner.topology import ReplicationTopology +from skyplane.planner.topology_old import ReplicationTopology from skyplane.utils import logger from skyplane.utils.definitions import GB diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index a0d92a81a..12aa3fb20 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -1,203 +1,120 @@ -import json -import shutil -from dataclasses import dataclass +from skyplane.broadcast.gateway.gateway_program import GatewayProgram, GatewaySend, GatewayWriteLocal, GatewayWriteObjectStore +from typing import List -from typing import Dict, List, Optional, Set, Tuple - -from skyplane.utils import logger - - -@dataclass -class ReplicationTopologyNode: - region: str - - def to_dict(self) -> Dict: - """Serialize to dict with type information.""" - return {"type": self.__class__.__name__, "fields": self.__dict__} - - @classmethod - def from_dict(cls, topology_dict: Dict) -> "ReplicationTopologyNode": - """Deserialize from dict with type information.""" - if topology_dict["type"] == "ReplicationTopologyGateway": - return ReplicationTopologyGateway.from_dict_fields(topology_dict["fields"]) - elif topology_dict["type"] == "ReplicationTopologyObjectStore": - return ReplicationTopologyObjectStore.from_dict_fields(topology_dict["fields"]) - else: - raise ValueError("Unknown topology node type: {}".format(topology_dict["type"])) - - @classmethod - def from_dict_fields(cls, fields: Dict): - """Deserialize from dict with type information.""" - return cls(**fields) +class TopologyPlanGateway: + """ + Represents a gateway in the topology plan. + """ -@dataclass -class ReplicationTopologyGateway(ReplicationTopologyNode): - instance: int + def __init__(self, region: str, gateway_id: str): + self.region = region + self.gateway_id = gateway_id + self.gateway_program = None - def __hash__(self) -> int: - return hash((self.region, self.instance)) + # ip addresses + self.private_ip_address = None + self.public_ip_address = None + def set_private_ip_address(self, private_ip_address: str): + """ Set the IP address of the gateway (not determined until provisioning is complete) + """ + self.private_ip_address = private_ip_address -@dataclass -class ReplicationTopologyObjectStore(ReplicationTopologyNode): - def __hash__(self) -> int: - return hash(self.region) + def set_public_ip_address(self, public_ip_address: str): + """ Set the public IP address of the gateway (not determined until provisioning is complete) + """ + self.public_ip_address = public_ip_address + def set_gateway_program(self, gateway_program: GatewayProgram): + """ Set the gateway program for the gateway """ + self.gateway_program = gateway_program -class ReplicationTopology: +class TopologyPlan: """ - ReplicationTopology stores a DAG where nodes are an instance in a cloud region - (e.g. "aws:us-east-1", instance 0) and edges denote a connection to another - cloud region (e.g. ("aws:us-east-1", 0) -> ("aws:us-west-2", 1) with an - associated number of connections (e.g. 64). + The TopologyPlan constains a list of gateway programs corresponding to each gateway in the dataplane. """ - def __init__( - self, - edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int]]] = None, - cost_per_gb: Optional[float] = None, - ): - self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int]] = edges or [] - self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) - self.cost_per_gb: Optional[float] = cost_per_gb - - @property - def gateway_nodes(self) -> Set[ReplicationTopologyGateway]: - return {n for n in self.nodes if isinstance(n, ReplicationTopologyGateway)} + def __init__(self, src_region_tag: str, dest_region_tags: List[str]): + self.src_region_tag = src_region_tag + self.dest_region_tags = dest_region_tags + self.gateways = {} @property - def obj_store_nodes(self) -> Set[ReplicationTopologyObjectStore]: - return {n for n in self.nodes if isinstance(n, ReplicationTopologyObjectStore)} - - def add_instance_instance_edge(self, src_region: str, src_instance: int, dest_region: str, dest_instance: int, num_connections: int): - """Add relay edge between two instances.""" - src_gateway = ReplicationTopologyGateway(src_region, src_instance) - dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) - self.edges.append((src_gateway, dest_gateway, int(num_connections))) - self.nodes.add(src_gateway) - self.nodes.add(dest_gateway) - - def add_objstore_instance_edge(self, src_region: str, dest_region: str, dest_instance: int): - """Add object store to instance node (i.e. source bucket to source gateway).""" - src_objstore = ReplicationTopologyObjectStore(src_region) - dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) - self.edges.append((src_objstore, dest_gateway, 0)) - self.nodes.add(src_objstore) - self.nodes.add(dest_gateway) - - def add_instance_objstore_edge(self, src_region: str, src_instance: int, dest_region: str): - """Add instance to object store edge (i.e. destination gateway to destination bucket).""" - src_gateway = ReplicationTopologyGateway(src_region, src_instance) - dest_objstore = ReplicationTopologyObjectStore(dest_region) - self.edges.append((src_gateway, dest_objstore, 0)) - self.nodes.add(src_gateway) - self.nodes.add(dest_objstore) - - def get_outgoing_paths(self, src: ReplicationTopologyNode): - """Return nodes that follow src in the topology.""" - return {dest_gateway: num_connections for src_gateway, dest_gateway, num_connections in self.edges if src_gateway == src} - - def get_incoming_paths(self, dest: ReplicationTopologyNode): - """Return nodes that precede dest in the topology.""" - return {src_gateway: num_connections for dest_gateway, src_gateway, num_connections in self.edges if dest_gateway == dest} - - def source_instances(self) -> Set[ReplicationTopologyGateway]: - nodes = self.nodes - {v for u, v, _ in self.edges if not isinstance(u, ReplicationTopologyObjectStore)} - return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} - - def sink_instances(self) -> Set[ReplicationTopologyGateway]: - nodes = self.nodes - {u for u, v, _ in self.edges if not isinstance(v, ReplicationTopologyObjectStore)} - return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} - - def source_region(self) -> str: - instances = list(self.source_instances()) - assert all( - i.region == instances[0].region for i in instances - ), f"All source instances must be in the same region, but found {instances}" - return instances[0].region - - def sink_region(self) -> str: - instances = list(self.sink_instances()) - assert all(i.region == instances[0].region for i in instances), "All sink instances must be in the same region" - return instances[0].region - - def per_region_count(self) -> Dict[str, int]: - counts = {} - for node in self.nodes: - if isinstance(node, ReplicationTopologyGateway): - counts[node.region] = counts.get(node.region, 0) + 1 - return counts - - def to_json(self): - """ - Returns a JSON representation of the topology. - """ - edges = [] - for e in self.edges: - edges.append({"src": e[0].to_dict(), "dest": e[1].to_dict(), "num_connections": int(e[2])}) - return json.dumps(dict(replication_topology_edges=edges)) + def regions(self) -> List[str]: + """Get all regions in the topology plan""" + return list(set([gateway.region for gateway in self.gateways.values()])) + + def add_gateway(self, region: str): + """Create gateway in specified region""" + print(region) + gateway_id = region + str(len([gateway for gateway in self.gateways.values() if gateway.region == region])) + assert gateway_id not in self.gateways + gateway = TopologyPlanGateway(region, gateway_id) + self.gateways[gateway_id] = gateway + return gateway + + def get_region_gateways(self, region: str): + """Get all gateways in a region""" + return [gateway for gateway in self.gateways.values() if gateway.region == region] + + def get_gateways(self) -> List[TopologyPlanGateway]: + """Get all gateways""" + return list(self.gateways.values()) + + def get_gateway(self, gateway_id: str) -> TopologyPlanGateway: + return self.gateways[gateway_id] + + def set_gateway_program(self, region: str, gateway_program: GatewayProgram): + """Update all gateways in a region with specified gateway program""" + for gateway in self.get_region_gateways(region): + gateway.set_gateway_program(gateway_program) + + def set_ip_addresses(self, gateway_id: str, private_ip_address: str, public_ip_address: str): + """Set IP address of a gateway""" + self.gateways[gateway_id].set_private_ip_address(private_ip_address) + self.gateways[gateway_id].set_public_ip_address(public_ip_address) + + def generate_gateway_program(self, region: str): + """Generate gateway program for all gateways in a region""" + # TODO: eventually let gateways in same region have different programs + for gateway in self.get_region_gateways(region): + return gateway.generate_gateway_program() + + def get_outgoing_paths(self, gateway_id: str): + """Get all outgoing paths from a gateway""" + outgoing_paths = {} + for operator in self.gateways[gateway_id].gateway_program.get_operators(): + if isinstance(operator, GatewaySend): + # get id of gateway that operator is sending to + assert operator.target_gateway_id in self.gateways, f"Gateway {operator.target_gateway_id} not found in gateway list {self.gateways}" + outgoing_paths[operator.target_gateway_id] = operator.num_connections + return outgoing_paths + + def get_gateway_program_json(self, gateway_id: str): + """Get gateway program for a gateway""" + return self.gateways[gateway_id].gateway_program.to_json() + + def get_gateway_info_json(self): + """ Return JSON mapping between gateway ids to public ip, public ip, provider, and region""" + gateway_info = {} + for gateway in self.gateways.values(): + gateway_info[gateway.gateway_id] = { + "private_ip_address": gateway.private_ip_address, + "public_ip_address": gateway.public_ip_address, + "region": gateway.region, + "provider": gateway.provider + } + return gateway_info + + + def sink_instances(self): + """Return list of gateways that have a sink operator (GatewayWriteObjectStore, GatewayWriteLocal)""" + nodes = [] + for gateway in self.gateways.values(): + for operator in gateway.gateway_program.get_operators(): + if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): + nodes.append(gateway) + break + return nodes - @classmethod - def from_json(cls, json_str: str): - """ - Returns a ReplicationTopology from a JSON string. - """ - in_dict = json.loads(json_str) - assert "replication_topology_edges" in in_dict - edges = [] - for edge in in_dict["replication_topology_edges"]: - edges.append( - (ReplicationTopologyNode.from_dict(edge["src"]), ReplicationTopologyNode.from_dict(edge["dest"]), edge["num_connections"]) - ) - return ReplicationTopology(edges) - - def to_graphviz(self): - import graphviz as gv # pytype: disable=import-error - - # if dot is not installed - has_dot = shutil.which("dot") is not None - if not has_dot: - logger.error("Graphviz is not installed. Please install it to plot the solution (sudo apt install graphviz).") - return None - - g = gv.Digraph(name="throughput_graph") - g.attr(rankdir="LR") - subgraphs = {} - for src_gateway, dest_gateway, n_connections in self.edges: - # group node instances by region - src_region, src_instance = ( - src_gateway.region, - src_gateway.instance if isinstance(src_gateway, ReplicationTopologyGateway) else "objstore", - ) - dest_region, dest_instance = ( - dest_gateway.region, - dest_gateway.instance if isinstance(dest_gateway, ReplicationTopologyGateway) else "objstore", - ) - src_region, dest_region = src_region.replace(":", "/"), dest_region.replace(":", "/") - src_node = f"{src_region}, {src_instance}" - dest_node = f"{dest_region}, {dest_instance}" - - # make a subgraph for each region - if src_region not in subgraphs: - subgraphs[src_region] = gv.Digraph(name=f"cluster_{src_region}") - subgraphs[src_region].attr(label=src_region) - if dest_region not in subgraphs: - subgraphs[dest_region] = gv.Digraph(name=f"cluster_{dest_region}") - subgraphs[dest_region].attr(label=dest_region) - - # add nodes - subgraphs[src_region].node(src_node, label=str(src_instance), shape="box") - subgraphs[dest_region].node(dest_node, label=str(dest_instance), shape="box") - - # add edges - g.edge( - src_node, - dest_node, - label=f"{n_connections} connections" if src_instance != "objstore" and dest_instance != "objstore" else None, - ) - - for subgraph in subgraphs.values(): - g.subgraph(subgraph) - - return g From e9bc6436e21448742e9d17d9c507bbd8e7e76f13 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 9 Apr 2023 19:51:19 -0700 Subject: [PATCH 093/186] add pipeline file --- skyplane/api/dataplane.py | 2 +- skyplane/api/pipeline.py | 148 +++++++++++++++++++++++++++++++++++ skyplane/planner/topology.py | 34 +++++--- skyplane/test_pipeline.py | 10 +++ 4 files changed, 181 insertions(+), 13 deletions(-) create mode 100644 skyplane/api/pipeline.py create mode 100644 skyplane/test_pipeline.py diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 9e72551bd..13e6e5779 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -177,7 +177,7 @@ def provision( # create VMs from the topology for node in self.topology.get_gateways(): - cloud_provider, region = node.region.split(":") + cloud_provider, region = node.region_tag.split(":") self.provisioner.add_task( cloud_provider=cloud_provider, region=region, diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py new file mode 100644 index 000000000..4317284f1 --- /dev/null +++ b/skyplane/api/pipeline.py @@ -0,0 +1,148 @@ +import json +import os +import threading +from collections import defaultdict, Counter +from datetime import datetime +from functools import partial +from datetime import datetime + +import nacl.secret +import nacl.utils +import urllib3 +from typing import TYPE_CHECKING, Dict, List, Optional + +from skyplane import compute +from skyplane.api.tracker import TransferProgressTracker, TransferHook +from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob +from skyplane.api.config import TransferConfig +from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.planner import DirectPlanner +from skyplane.utils import logger +from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir +from skyplane.utils.fn import PathLike, do_parallel + +from skyplane.api.dataplane import Dataplane + +if TYPE_CHECKING: + from skyplane.api.provisioner import Provisioner + + +class Pipeline: + """A pipeline object stores and executes a set of transfer jobs.""" + + def __init__( + self, + clientid: str, + provisioner: "Provisioner", + transfer_config: TransferConfig, + debug: bool = False, + ): + """ + :param clientid: the uuid of the local host to create the dataplane + :type clientid: str + :param provisioner: the provisioner to launch the VMs + :type provisioner: Provisioner + :param transfer_config: the configuration during the transfer + :type transfer_config: TransferConfig + """ + self.clientid = clientid + # TODO: set max instances with VM CPU limits and/or config + self.max_instances = 1 + self.provisioner = provisioner + self.transfer_config = transfer_config + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + self.provisioning_lock = threading.Lock() + self.provisioned = False + self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") + self.transfer_dir.mkdir(exist_ok=True, parents=True) + + # transfer logs + self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") + self.transfer_dir.mkdir(exist_ok=True, parents=True) + self.debug = debug + + # pending tracker tasks + self.jobs_to_dispatch: List[TransferJob] = [] + self.pending_transfers: List[TransferProgressTracker] = [] + self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + + def start(self): + + # TODO: Set number of connections properly (or not at all) + planner = DirectPlanner(self.max_instances, 32) + + # create plan from set of jobs scheduled + topo = planner.plan(self.jobs_to_dispatch) + + # create dataplane from plan + dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=self.debug) + dp.provision(spinner=True) + dp.run() + + def queue_copy( + self, + src: str, + dst: str, + recursive: bool = False, + ) -> str: + """ + Add a copy job to job list. + Return the uuid of the job. + + :param src: source prefix to copy from + :type src: str + :param dst: the destination of the transfer + :type dst: str + :param recursive: if true, will copy objects at folder prefix recursively (default: False) + :type recursive: bool + """ + job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + + def queue_sync( + self, + src: str, + dst: str, + ) -> str: + """ + Add a sync job to job list. + Return the uuid of the job. + + :param src: Source prefix to copy from + :type src: str + :param dst: The destination of the transfer + :type dst: str + :param recursive: If true, will copy objects at folder prefix recursively (default: False) + :type recursive: bool + """ + job = SyncJob(src, dst, recursive=True, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + + def run_async(self, hooks: Optional[TransferHook] = None) -> TransferProgressTracker: + """Start the transfer asynchronously. The main thread will not be blocked. + + :param hooks: Tracks the status of the transfer + :type hooks: TransferHook + """ + if not self.provisioned: + logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") + tracker = TransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) + self.pending_transfers.append(tracker) + tracker.start() + logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") + self.jobs_to_dispatch = [] + return tracker + + def run(self, hooks: Optional[TransferHook] = None): + """Start the transfer in the main thread. Wait until the transfer is complete. + + :param hooks: Tracks the status of the transfer + :type hooks: TransferHook + """ + tracker = self.run_async(hooks) + logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") + tracker.join() diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 12aa3fb20..606baa40c 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -7,8 +7,8 @@ class TopologyPlanGateway: Represents a gateway in the topology plan. """ - def __init__(self, region: str, gateway_id: str): - self.region = region + def __init__(self, region_tag: str, gateway_id: str): + self.region_tag = region_tag self.gateway_id = gateway_id self.gateway_program = None @@ -16,6 +16,16 @@ def __init__(self, region: str, gateway_id: str): self.private_ip_address = None self.public_ip_address = None + @property + def provider(self): + """Get the provider of the gateway""" + return self.region.split(":")[0] + + @property + def region(self): + """Get the region of the gateway""" + return self.region_tag.split(":")[1] + def set_private_ip_address(self, private_ip_address: str): """ Set the IP address of the gateway (not determined until provisioning is complete) """ @@ -45,18 +55,18 @@ def regions(self) -> List[str]: """Get all regions in the topology plan""" return list(set([gateway.region for gateway in self.gateways.values()])) - def add_gateway(self, region: str): + def add_gateway(self, region_tag: str): """Create gateway in specified region""" - print(region) - gateway_id = region + str(len([gateway for gateway in self.gateways.values() if gateway.region == region])) + print(region_tag) + gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region == region_tag])) assert gateway_id not in self.gateways - gateway = TopologyPlanGateway(region, gateway_id) + gateway = TopologyPlanGateway(region_tag, gateway_id) self.gateways[gateway_id] = gateway return gateway - def get_region_gateways(self, region: str): + def get_region_gateways(self, region_tag: str): """Get all gateways in a region""" - return [gateway for gateway in self.gateways.values() if gateway.region == region] + return [gateway for gateway in self.gateways.values() if gateway.region_tag == region_tag] def get_gateways(self) -> List[TopologyPlanGateway]: """Get all gateways""" @@ -65,9 +75,9 @@ def get_gateways(self) -> List[TopologyPlanGateway]: def get_gateway(self, gateway_id: str) -> TopologyPlanGateway: return self.gateways[gateway_id] - def set_gateway_program(self, region: str, gateway_program: GatewayProgram): + def set_gateway_program(self, region_tag: str, gateway_program: GatewayProgram): """Update all gateways in a region with specified gateway program""" - for gateway in self.get_region_gateways(region): + for gateway in self.get_region_gateways(region_tag): gateway.set_gateway_program(gateway_program) def set_ip_addresses(self, gateway_id: str, private_ip_address: str, public_ip_address: str): @@ -75,10 +85,10 @@ def set_ip_addresses(self, gateway_id: str, private_ip_address: str, public_ip_a self.gateways[gateway_id].set_private_ip_address(private_ip_address) self.gateways[gateway_id].set_public_ip_address(public_ip_address) - def generate_gateway_program(self, region: str): + def generate_gateway_program(self, region_tag: str): """Generate gateway program for all gateways in a region""" # TODO: eventually let gateways in same region have different programs - for gateway in self.get_region_gateways(region): + for gateway in self.get_region_gateways(region_tag): return gateway.generate_gateway_program() def get_outgoing_paths(self, gateway_id: str): diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py new file mode 100644 index 000000000..dfaa52051 --- /dev/null +++ b/skyplane/test_pipeline.py @@ -0,0 +1,10 @@ +from skyplane.api.client import SkyplaneClient +from skyplane.api.pipeline import Pipeline + +client = SkyplaneClient() + +pipeline = client.pipeline() + +pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") + +pipeline.start() \ No newline at end of file From 1a4c225fb97c5c34e0c94b0735723e024892e7f0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 9 Apr 2023 22:09:17 -0700 Subject: [PATCH 094/186] reformat --- skyplane/api/client.py | 2 +- skyplane/api/dataplane.py | 50 ++++---- skyplane/api/pipeline.py | 12 +- skyplane/api/tracker.py | 40 +++++-- skyplane/api/transfer_job.py | 3 + skyplane/api/usage.py | 19 ++- skyplane/broadcast/gateway/gateway_daemon.py | 11 +- skyplane/broadcast/gateway/gateway_program.py | 24 +++- .../gateway/operators/gateway_receiver.py | 4 +- skyplane/compute/server.py | 33 +++--- skyplane/planner/planner.py | 50 +++++--- skyplane/planner/topology.py | 111 ++++++++++-------- skyplane/test_pipeline.py | 2 +- 13 files changed, 222 insertions(+), 139 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 744178a75..72a2c6dc4 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -64,7 +64,7 @@ def __init__( gcp_auth=self.gcp_auth, ) - def pipeline(self): + def pipeline(self): """Create a pipeline object to queue jobs""" return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config) return Pipeline() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 13e6e5779..42e09a72b 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -16,7 +16,8 @@ from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -#from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway + +# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.planner.topology import TopologyPlan, TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir @@ -88,7 +89,6 @@ def __init__( self.debug = debug # pending tracker tasks - self.jobs_to_dispatch: List[TransferJob] = [] self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} @@ -117,21 +117,22 @@ def _start_gateway( gateway_server.init_log_files(gateway_log_dir) if authorize_ssh_pub_key: gateway_server.copy_public_key(authorize_ssh_pub_key) - + # write gateway programs - gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}") + gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}.json") + print(gateway_node.gateway_program.to_dict()) with open(gateway_program_filename, "w") as f: - f.write(gateway_node.gateway_program.to_dict(), default=lambda obj: obj.__dict__) - print("gateway", gateway_program_filename) + f.write(gateway_node.gateway_program.to_json()) + print("gateway", gateway_program_filename) # start gateway gateway_server.start_gateway( - setup_args, + # setup_args, gateway_docker_image=gateway_docker_image, gateway_program_path=gateway_program_filename, - gateway_info_path=f"{gateway_log_dir}/gateway_info.json", - e2ee_key_bytes=None, # TODO: remove - use_bbr=self.transfer_config.use_bbr, # TODO: remove + gateway_info_path=f"{gateway_log_dir}/gateway_info.json", + e2ee_key_bytes=None, # TODO: remove + use_bbr=self.transfer_config.use_bbr, # TODO: remove use_compression=self.transfer_config.use_compression, use_socket_tls=self.transfer_config.use_socket_tls, ) @@ -155,7 +156,7 @@ def provision( :type authorize_ssh_pub_key: str :param max_jobs: maximum number of provision jobs to launch concurrently (default: 16) :type max_jobs: int - :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region + :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions :type spinner: bool """ @@ -168,7 +169,7 @@ def provision( aws_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("aws:")) azure_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("azure:")) gcp_nodes_to_provision = list(n.region.split(":")[0] for n in self.topology.get_gateways() if n.region.startswith("gcp:")) - + self.provisioner.init_global( aws=len(aws_nodes_to_provision) > 0, azure=len(azure_nodes_to_provision) > 0, @@ -200,8 +201,8 @@ def provision( servers_by_region[s.region_tag].append(s) print(servers_by_region) for node in self.topology.get_gateways(): - print(node.region) - instance = servers_by_region[node.region].pop() + print(node.region_tag) + instance = servers_by_region[node.region_tag].pop() self.bound_nodes[node] = instance # set ip addresses (for gateway program generation) @@ -218,14 +219,15 @@ def provision( e2ee_key_bytes = nacl.utils.random(nacl.secret.SecretBox.KEY_SIZE) # create gateway logging dir - gateway_program_dir = f"{self.log_dir}/programs/" + gateway_program_dir = f"{self.log_dir}/programs" Path(gateway_program_dir).mkdir(exist_ok=True, parents=True) print("writing programs", gateway_program_dir) - # write gateway info file - gateway_info_path = f"{self.log_dir}/gateway_info.json" + # write gateway info file + gateway_info_path = f"{gateway_program_dir}/gateway_info.json" with open(gateway_info_path, "w") as f: json.dump(self.topology.get_gateway_info_json(), f, indent=4) + print("write info json", gateway_info_path) # start gateways in parallel jobs = [] @@ -256,7 +258,8 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): """ with self.provisioning_lock: if self.debug: - logger.fs.info("Copying gateway logs to {self.transfer_dir}") + logger.fs.info(f"Copying gateway logs to {self.transfer_dir}") + print(f"Copying gateway logs to {self.transfer_dir}") self.copy_gateway_logs() if not self.provisioned: @@ -352,7 +355,7 @@ def queue_sync( self.jobs_to_dispatch.append(job) return job.uuid - def run_async(self, hooks: Optional[TransferHook] = None) -> TransferProgressTracker: + def run_async(self, jobs: List[TransferJob], hooks: Optional[TransferHook] = None) -> TransferProgressTracker: """Start the transfer asynchronously. The main thread will not be blocked. :param hooks: Tracks the status of the transfer @@ -360,19 +363,18 @@ def run_async(self, hooks: Optional[TransferHook] = None) -> TransferProgressTra """ if not self.provisioned: logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") - tracker = TransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) + tracker = TransferProgressTracker(self, jobs, self.transfer_config, hooks) self.pending_transfers.append(tracker) tracker.start() - logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") - self.jobs_to_dispatch = [] + logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(jobs)} jobs") return tracker - def run(self, hooks: Optional[TransferHook] = None): + def run(self, jobs: List[TransferJob], hooks: Optional[TransferHook] = None): """Start the transfer in the main thread. Wait until the transfer is complete. :param hooks: Tracks the status of the transfer :type hooks: TransferHook """ - tracker = self.run_async(hooks) + tracker = self.run_async(jobs, hooks) logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") tracker.join() diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 4317284f1..80e54fb25 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -66,18 +66,18 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} - def start(self): - + def start(self): # TODO: Set number of connections properly (or not at all) planner = DirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled topo = planner.plan(self.jobs_to_dispatch) - # create dataplane from plan - dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=self.debug) - dp.provision(spinner=True) - dp.run() + # create dataplane from plan + dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) + dp.provision(spinner=True) + dp.run(self.jobs_to_dispatch) + dp.deprovision(spinner=True) def queue_copy( self, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 2e1707a78..778a6dd99 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -124,7 +124,7 @@ def run(self): "cmd": ",".join([job.__class__.__name__ for job in self.jobs.values()]), "recursive": ",".join([str(job.recursive) for job in self.jobs.values()]), "multipart": self.transfer_config.multipart_enabled, - "instances_per_region": 1, # TODO: read this from config file + "instances_per_region": 1, # TODO: read this from config file "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), "dst_instance_type": getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class"), "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), @@ -151,7 +151,12 @@ def run(self): ) except Exception as e: UsageClient.log_exception( - "dispatch job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms + "dispatch job", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) raise e @@ -174,7 +179,12 @@ def run(self): raise err except Exception as e: UsageClient.log_exception( - "monitor transfer", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dst_region_tags, session_start_timestamp_ms + "monitor transfer", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) raise e end_time = int(time.time()) @@ -185,7 +195,12 @@ def run(self): job.finalize() except Exception as e: UsageClient.log_exception( - "finalize job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms + "finalize job", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) raise e @@ -195,7 +210,12 @@ def run(self): job.verify() except Exception as e: UsageClient.log_exception( - "verify job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms + "verify job", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) raise e @@ -206,7 +226,11 @@ def run(self): } self.hooks.on_transfer_end(transfer_stats) UsageClient.log_transfer( - transfer_stats, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags, session_start_timestamp_ms + transfer_stats, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags, + session_start_timestamp_ms, ) @imports.inject("pandas") @@ -224,7 +248,7 @@ def monitor_transfer(pd, self): errors = self.dataplane.check_error_logs() if any(errors.values()): logger.warning("Copying gateway logs...") - self.dataplane.copy_logs() + self.dataplane.copy_gateway_logs() self.errors = errors raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) @@ -275,7 +299,7 @@ def get_chunk_status(args): logs = [] for log_entry in json.loads(reply.data.decode("utf-8"))["chunk_status_log"]: log_entry["region"] = node.region - log_entry["instance"] = node.instance + log_entry["instance"] = node.gateway_id log_entry["time"] = datetime.fromisoformat(log_entry["time"]) log_entry["state"] = ChunkState.from_str(log_entry["state"]) logs.append(log_entry) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 418a5ce5e..d65721ce1 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -41,6 +41,7 @@ def __init__( dst_iface: ObjectStoreInterface, transfer_config: TransferConfig, concurrent_multipart_chunk_threads: int = 64, + num_partitions: int = 1, ): """ :param src_iface: source object store interface @@ -57,6 +58,7 @@ def __init__( self.transfer_config = transfer_config self.multipart_upload_requests = [] self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads + self.num_partitions = num_partitions def _run_multipart_chunk_thread( self, @@ -97,6 +99,7 @@ def _run_multipart_chunk_thread( dest_key=dest_object.key, chunk_id=uuid.uuid4().hex, file_offset_bytes=offset, + partition_id=str(part_num % self.num_partitions), chunk_length_bytes=file_size_bytes, part_number=part_num, upload_id=upload_id, diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 1e17fe370..76eababd9 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -11,7 +11,7 @@ import requests from rich import print as rprint -from typing import Optional, Dict +from typing import Optional, Dict, List import skyplane from skyplane.utils.definitions import tmp_log_dir @@ -136,7 +136,7 @@ def log_exception( exception: Exception, args: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tag: Optional[str] = None, # TODO: fix this for mult-dest session_start_timestamp_ms: Optional[int] = None, ): if cls.enabled(): @@ -146,7 +146,7 @@ def log_exception( error_dict=error_dict, arguments_dict=args, src_region_tag=src_region_tag, - dest_region_tag=dest_region_tag, + dest_region_tags=dest_region_tag, session_start_timestamp_ms=session_start_timestamp_ms, ) destination = client.write_usage_data(stats) @@ -283,17 +283,16 @@ def make_error( error_dict: Dict, arguments_dict: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tags: Optional[List[str]] = [], session_start_timestamp_ms: Optional[int] = None, ): if src_region_tag is None: src_provider, src_region = None, None else: src_provider, src_region = src_region_tag.split(":") - if dest_region_tag is None: - dest_provider, dest_region = None, None - else: - dest_provider, dest_region = dest_region_tag.split(":") + + dest_providers = [tag.split(":")[0] for tag in dest_region_tags] + dest_regions = [tag.split(":")[1] for tag in dest_region_tags] return UsageStatsToReport( skyplane_version=skyplane.__version__, @@ -302,9 +301,9 @@ def make_error( client_id=self.client_id, session_id=self.session_id, source_region=src_region, - destination_region=dest_region, + destination_region=dest_regions[0], # TODO: fix this source_cloud_provider=src_provider, - destination_cloud_provider=dest_provider, + destination_cloud_provider=dest_providers[0], # TODO: FIX THIS os=sys.platform, session_start_timestamp_ms=session_start_timestamp_ms if session_start_timestamp_ms else int(time.time() * 1000), arguments_dict=arguments_dict, diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 152ad154c..6038bbbee 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -43,6 +43,12 @@ def __init__( gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() gateway_program = json.load(open(gateway_program_path, "r")) + pprint(gateway_program) + + # read gateway info + gateway_info_path = Path(os.environ["GATEWAY_INFO_FILE"]).expanduser() + self.gateway_info = json.load(open(gateway_info_path, "r")) + print("starting gateway daemon", gateway_program_path) pprint(gateway_program) assert len(gateway_program) > 0, f"Cannot have empty gateway program {gateway_program}" @@ -206,10 +212,13 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ size_mb=op["size_mb"], ) elif op["op_type"] == "send": + # TODO: handle private ips for GCP->GCP + target_gateway_info = self.gateway_info[op["target_gateway_id"]] + print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) operators[handle] = GatewaySender( handle, region=self.region, - ip_addr=op["ip_address"], + ip_addr=target_gateway_info["private_ip_address"], input_queue=input_queue, output_queue=output_queue, error_event=self.error_event, diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/broadcast/gateway/gateway_program.py index 3da724472..c6617d0de 100644 --- a/skyplane/broadcast/gateway/gateway_program.py +++ b/skyplane/broadcast/gateway/gateway_program.py @@ -122,12 +122,28 @@ def add_operator(self, op: GatewayOperator, parent_handle: Optional[str] = None, return op.handle def to_dict(self): - plan_dict = {} + """ + Return dictionary representation of all partitions and gateway partitions. + Partitions with equivalent programs are grouped together to save space. + """ + program_all = [] for partition_id, op_list in self._plan.items(): - plan_dict[partition_id] = [] + # build gateway program representation + program = [] for op in op_list: - plan_dict[partition_id].append(op.to_dict()) - return plan_dict + program.append(op.to_dict()) + + # check if any existing + exists = False + for p in program_all: + if p["value"] == program: # equivalent partition exists + p["partitions"].append(partition_id) + exists = True + break + if not exists: + program_all.append({"value": program, "partitions": [partition_id]}) + + return program_all def to_json(self): return json.dumps(self.to_dict()) diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py index 1c65b314f..3743c35ab 100644 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ b/skyplane/broadcast/gateway/operators/gateway_receiver.py @@ -156,7 +156,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region # wait for space - #while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + # while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: # print( # f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" # ) @@ -198,7 +198,7 @@ def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): file_size = os.path.getsize(fpath) if file_size == chunk_header.data_len: break - elif file_size >= chunk_header.data_len: + elif file_size >= chunk_header.data_len: raise ValueError(f"[Gateway] File size {file_size} greater than chunk size {chunk_header.data_len}") except Exception as e: print(e) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 26e1192ba..0b6468e90 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -275,12 +275,12 @@ def pull_docker(self, gateway_docker_image): def start_gateway( self, - #outgoing_ports: Dict[str, int], # maps ip to number of connections along route + # outgoing_ports: Dict[str, int], # maps ip to number of connections along route gateway_docker_image: str, - #gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region - #gateway: TopologyPlanGateway, - #gateway_program_dir: str, - gateway_program_path: str, + # gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region + # gateway: TopologyPlanGateway, + # gateway_program_dir: str, + gateway_program_path: str, gateway_info_path: str, log_viewer_port=8888, use_bbr=False, @@ -339,23 +339,22 @@ def check_stderr(tup): docker_envs["E2EE_KEY_FILE"] = f"/pkg/data/{e2ee_key_file}" docker_run_flags += f" -v /tmp/{e2ee_key_file}:/pkg/data/{e2ee_key_file}" - - # upload gateway programs and gateway info - gateway_program_file = os.path.basename(gateway_program_path) - gateway_info_file = os.path.basename(gateway_info_path) - self.upload_file(gateway_program_path, f"/tmp/{gateway_program_file}") # upload gateway program - self.upload_file(gateway_info_path, f"/tmp/{gateway_info_file}") # upload gateway info - docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{gateway_program_file}" - docker_envs["GATEWAY_INFO_FILE"] = f"/pkg/data/{gateway_info_file}" - docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/{gateway_program_file}" - docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/{gateway_info_file}" + # upload gateway programs and gateway info + gateway_program_file = os.path.basename(gateway_program_path).replace(":", "_") + gateway_info_file = os.path.basename(gateway_info_path).replace(":", "_") + self.upload_file(gateway_program_path, f"/tmp/{gateway_program_file}") # upload gateway program + self.upload_file(gateway_info_path, f"/tmp/{gateway_info_file}") # upload gateway info + docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/gateway_program.json" + docker_envs["GATEWAY_INFO_FILE"] = f"/pkg/data/gateway_info.json" + docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/gateway_program.json" + docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/gateway_info.json" gateway_daemon_cmd = ( f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" ) print("has gateway program", gateway_daemon_cmd) ## NOTE: (BC) upload gateway specification for this gateway - #if gateway_programs: + # if gateway_programs: # # for ip, program in gateway_programs.items(): # # print(ip) # # pprint(program.to_dict()) @@ -380,7 +379,7 @@ def check_stderr(tup): # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" # ) # print("has gateway program", gateway_daemon_cmd) - #else: + # else: # # not use broadcast gateway programs, pass in outgoing ports # gateway_daemon_cmd = ( # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index a6be0ffb9..431873a8c 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -6,7 +6,14 @@ from skyplane.planner.topology_old import ReplicationTopology from skyplane.planner.topology import TopologyPlan -from skyplane.broadcast.gateway.gateway_program import GatewayProgram, GatewayMuxOr, GatewayReadObjectStore, GatewayReceive, GatewayWriteObjectStore, GatewaySend +from skyplane.broadcast.gateway.gateway_program import ( + GatewayProgram, + GatewayMuxOr, + GatewayReadObjectStore, + GatewayReceive, + GatewayWriteObjectStore, + GatewaySend, +) from skyplane.api.transfer_job import TransferJob @@ -14,64 +21,70 @@ class Planner: def plan(self) -> TopologyPlan: raise NotImplementedError - -class DirectPlanner(Planner): +class DirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - - # jobs must have same sources and destinations + # jobs must have same sources and destinations src_region_tag = jobs[0].src_iface.region_tag() dst_region_tag = jobs[0].dst_iface.region_tag() - for job in jobs[1:]: + for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" assert job.dst_iface.region_tag() == dst_region_tag, "All jobs must have same destination region" print(src_region_tag, dst_region_tag) plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=[dst_region_tag]) - # TODO: use VM limits to determine how many instances to create in each region + # TODO: use VM limits to determine how many instances to create in each region # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions for i in range(self.n_instances): plan.add_gateway(src_region_tag) plan.add_gateway(dst_region_tag) - # ids of gateways in dst region + # ids of gateways in dst region dst_gateways = plan.get_region_gateways(dst_region_tag) src_program = GatewayProgram() dst_program = GatewayProgram() for job in jobs: - src_bucket = job.src_iface.bucket - dst_bucket = job.dst_iface.bucket + src_bucket = job.src_iface.bucket() + dst_bucket = job.dst_iface.bucket() - # give each job a different partition id, so we can read/write to different buckets + # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) - - # source region gateway program - obj_store_read = src_program.add_operator(GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id) + + # source region gateway program + obj_store_read = src_program.add_operator( + GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id + ) mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=obj_store_read, partition_id=partition_id) for i in range(self.n_instances): - src_program.add_operator(GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=src_region_tag, num_connections=self.n_connections), parent_handle=mux_or, partition_id=partition_id) + src_program.add_operator( + GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=src_region_tag, num_connections=self.n_connections), + parent_handle=mux_or, + partition_id=partition_id, + ) # dst region gateway program recv_op = dst_program.add_operator(GatewayReceive(), partition_id=partition_id) - dst_program.add_operator(GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id) + dst_program.add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id + ) # set gateway programs plan.set_gateway_program(src_region_tag, src_program) plan.set_gateway_program(dst_region_tag, dst_program) - return plan + return plan -#class DirectPlanner(Planner): +# class DirectPlanner(Planner): # def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): # self.n_instances = n_instances # self.n_connections = n_connections @@ -116,6 +129,7 @@ def __init__( def plan(self) -> ReplicationTopology: from skyplane.planner.solver_ilp import ThroughputSolverILP from skyplane.planner.solver import ThroughputProblem + problem = ThroughputProblem( src=f"{self.src_provider}:{self.src_region}", dst=f"{self.dst_provider}:{self.dst_region}", diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 606baa40c..304f08d50 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -1,13 +1,21 @@ -from skyplane.broadcast.gateway.gateway_program import GatewayProgram, GatewaySend, GatewayWriteLocal, GatewayWriteObjectStore +from skyplane.broadcast.gateway.gateway_program import ( + GatewayProgram, + GatewaySend, + GatewayWriteLocal, + GatewayWriteObjectStore, + GatewayGenData, + GatewayReadObjectStore, +) from typing import List -class TopologyPlanGateway: + +class TopologyPlanGateway: """ Represents a gateway in the topology plan. """ - def __init__(self, region_tag: str, gateway_id: str): + def __init__(self, region_tag: str, gateway_id: str): self.region_tag = region_tag self.gateway_id = gateway_id self.gateway_program = None @@ -17,45 +25,44 @@ def __init__(self, region_tag: str, gateway_id: str): self.public_ip_address = None @property - def provider(self): + def provider(self): """Get the provider of the gateway""" return self.region.split(":")[0] - + @property - def region(self): + def region(self): """Get the region of the gateway""" return self.region_tag.split(":")[1] - def set_private_ip_address(self, private_ip_address: str): - """ Set the IP address of the gateway (not determined until provisioning is complete) - """ + def set_private_ip_address(self, private_ip_address: str): + """Set the IP address of the gateway (not determined until provisioning is complete)""" self.private_ip_address = private_ip_address def set_public_ip_address(self, public_ip_address: str): - """ Set the public IP address of the gateway (not determined until provisioning is complete) - """ + """Set the public IP address of the gateway (not determined until provisioning is complete)""" self.public_ip_address = public_ip_address - def set_gateway_program(self, gateway_program: GatewayProgram): - """ Set the gateway program for the gateway """ + def set_gateway_program(self, gateway_program: GatewayProgram): + """Set the gateway program for the gateway""" self.gateway_program = gateway_program -class TopologyPlan: + +class TopologyPlan: """ - The TopologyPlan constains a list of gateway programs corresponding to each gateway in the dataplane. + The TopologyPlan constains a list of gateway programs corresponding to each gateway in the dataplane. """ - def __init__(self, src_region_tag: str, dest_region_tags: List[str]): + def __init__(self, src_region_tag: str, dest_region_tags: List[str]): self.src_region_tag = src_region_tag self.dest_region_tags = dest_region_tags self.gateways = {} @property - def regions(self) -> List[str]: + def regions(self) -> List[str]: """Get all regions in the topology plan""" return list(set([gateway.region for gateway in self.gateways.values()])) - def add_gateway(self, region_tag: str): + def add_gateway(self, region_tag: str): """Create gateway in specified region""" print(region_tag) gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region == region_tag])) @@ -64,67 +71,77 @@ def add_gateway(self, region_tag: str): self.gateways[gateway_id] = gateway return gateway - def get_region_gateways(self, region_tag: str): + def get_region_gateways(self, region_tag: str): """Get all gateways in a region""" return [gateway for gateway in self.gateways.values() if gateway.region_tag == region_tag] - - def get_gateways(self) -> List[TopologyPlanGateway]: + + def get_gateways(self) -> List[TopologyPlanGateway]: """Get all gateways""" return list(self.gateways.values()) - - def get_gateway(self, gateway_id: str) -> TopologyPlanGateway: + + def get_gateway(self, gateway_id: str) -> TopologyPlanGateway: return self.gateways[gateway_id] - - def set_gateway_program(self, region_tag: str, gateway_program: GatewayProgram): + + def set_gateway_program(self, region_tag: str, gateway_program: GatewayProgram): """Update all gateways in a region with specified gateway program""" - for gateway in self.get_region_gateways(region_tag): + for gateway in self.get_region_gateways(region_tag): gateway.set_gateway_program(gateway_program) def set_ip_addresses(self, gateway_id: str, private_ip_address: str, public_ip_address: str): """Set IP address of a gateway""" self.gateways[gateway_id].set_private_ip_address(private_ip_address) self.gateways[gateway_id].set_public_ip_address(public_ip_address) - - def generate_gateway_program(self, region_tag: str): + + def generate_gateway_program(self, region_tag: str): """Generate gateway program for all gateways in a region""" # TODO: eventually let gateways in same region have different programs - for gateway in self.get_region_gateways(region_tag): + for gateway in self.get_region_gateways(region_tag): return gateway.generate_gateway_program() - def get_outgoing_paths(self, gateway_id: str): + def get_outgoing_paths(self, gateway_id: str): """Get all outgoing paths from a gateway""" outgoing_paths = {} - for operator in self.gateways[gateway_id].gateway_program.get_operators(): - if isinstance(operator, GatewaySend): + for operator in self.gateways[gateway_id].gateway_program.get_operators(): + if isinstance(operator, GatewaySend): # get id of gateway that operator is sending to - assert operator.target_gateway_id in self.gateways, f"Gateway {operator.target_gateway_id} not found in gateway list {self.gateways}" + assert ( + operator.target_gateway_id in self.gateways + ), f"Gateway {operator.target_gateway_id} not found in gateway list {self.gateways}" outgoing_paths[operator.target_gateway_id] = operator.num_connections return outgoing_paths - - def get_gateway_program_json(self, gateway_id: str): + + def get_gateway_program_json(self, gateway_id: str): """Get gateway program for a gateway""" return self.gateways[gateway_id].gateway_program.to_json() - - def get_gateway_info_json(self): - """ Return JSON mapping between gateway ids to public ip, public ip, provider, and region""" + + def get_gateway_info_json(self): + """Return JSON mapping between gateway ids to public ip, public ip, provider, and region""" gateway_info = {} - for gateway in self.gateways.values(): + for gateway in self.gateways.values(): gateway_info[gateway.gateway_id] = { "private_ip_address": gateway.private_ip_address, "public_ip_address": gateway.public_ip_address, - "region": gateway.region, - "provider": gateway.provider + "region": gateway.region, + "provider": gateway.provider, } return gateway_info - - def sink_instances(self): + def sink_instances(self): """Return list of gateways that have a sink operator (GatewayWriteObjectStore, GatewayWriteLocal)""" nodes = [] - for gateway in self.gateways.values(): - for operator in gateway.gateway_program.get_operators(): - if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): + for gateway in self.gateways.values(): + for operator in gateway.gateway_program.get_operators(): + if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): nodes.append(gateway) - break + break return nodes + def source_instances(self): + """Return list of gateways that have a source operator (GatewayReadObjectStore, GatewayReadLocal, GatewayGenData)""" + nodes = [] + for gateway in self.gateways.values(): + for operator in gateway.gateway_program.get_operators(): + if isinstance(operator, GatewayReadObjectStore) or isinstance(operator, GatewayGenData): + nodes.append(gateway) + break + return nodes diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index dfaa52051..835aec67c 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -7,4 +7,4 @@ pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") -pipeline.start() \ No newline at end of file +pipeline.start() From 8b80f258c5b0c6599135bcf70ce7fec0db390059 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 11 Apr 2023 14:43:53 -0700 Subject: [PATCH 095/186] add upload id pipelining for multipart --- skyplane/api/client.py | 1 + skyplane/api/tracker.py | 1 + skyplane/api/transfer_job.py | 163 +++++++++++------- skyplane/broadcast/gateway/gateway_daemon.py | 5 + .../broadcast/gateway/gateway_daemon_api.py | 20 ++- .../gateway/operators/gateway_operator.py | 34 ++-- skyplane/obj_store/gcs_interface.py | 3 +- skyplane/obj_store/object_store_interface.py | 4 +- 8 files changed, 150 insertions(+), 81 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 72a2c6dc4..41632da0c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -56,6 +56,7 @@ def __init__( # set up logging self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") + print("logging:", self.log_dir / "client.log") self.provisioner = Provisioner( host_uuid=self.clientid, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 778a6dd99..ffd48e342 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -250,6 +250,7 @@ def monitor_transfer(pd, self): logger.warning("Copying gateway logs...") self.dataplane.copy_gateway_logs() self.errors = errors + print("ERRORS", errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) log_df = pd.DataFrame(self._query_chunk_status()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index d65721ce1..905fce9e3 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -9,7 +9,7 @@ from collections import defaultdict from dataclasses import dataclass, field from queue import Queue -from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar +from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar, Dict import urllib3 from rich import print as rprint @@ -32,13 +32,19 @@ T = TypeVar("T") +class GatewayMessage: + def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): + self.chunk = chunk + self.upload_id_mapping = upload_id_mapping + + class Chunker: """class that chunks the original files and makes the chunk requests""" def __init__( self, src_iface: ObjectStoreInterface, - dst_iface: ObjectStoreInterface, + dst_ifaces: List[ObjectStoreInterface], transfer_config: TransferConfig, concurrent_multipart_chunk_threads: int = 64, num_partitions: int = 1, @@ -54,7 +60,7 @@ def __init__( :type concurrent_multipart_chunk_threads: int """ self.src_iface = src_iface - self.dst_iface = dst_iface + self.dst_ifaces = dst_ifaces self.transfer_config = transfer_config self.multipart_upload_requests = [] self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads @@ -64,21 +70,29 @@ def _run_multipart_chunk_thread( self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", - out_queue: "Queue[Chunk]", + out_queue_chunks: "Queue[GatewayMessage]", ): """Chunks large files into many small chunks.""" - region = self.dst_iface.region_tag() - bucket = self.dst_iface.bucket() while not exit_event.is_set(): try: input_data = in_queue.get(block=False, timeout=0.1) except queue.Empty: continue - # get source and destination object and then compute number of chunks src_object, dest_object = input_data + + # create multipart upload request per destination + upload_id_mapping = {} + for dst_iface in self.dst_ifaces: + bucket = dst_iface.bucket() + upload_id = self.dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + + # store mapping between key and upload id for each region + upload_id_mapping[bucket.region_tag()] = (dest_object.key, upload_id) + out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue + + # get source and destination object and then compute number of chunks mime_type = self.src_iface.get_obj_mime_type(src_object.key) - upload_id = self.dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) num_chunks = math.ceil(src_object.size / chunk_size_bytes) if num_chunks > self.transfer_config.multipart_max_chunks: @@ -102,35 +116,43 @@ def _run_multipart_chunk_thread( partition_id=str(part_num % self.num_partitions), chunk_length_bytes=file_size_bytes, part_number=part_num, - upload_id=upload_id, + # upload_id=upload_id, + multi_part=True, ) + assert upload_id is not None, f"Upload id cannot be None for multipart upload for {src_object.key}" + assert part_num is not None, f"Partition cannot be none {part_num}" offset += file_size_bytes parts.append(part_num) part_num += 1 - out_queue.put(chunk) - - self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket)) + out_queue_chunks.put(GatewayMessage(chunk=chunk)) + + # store multipart ids + for dst_iface in self.dst_ifaces: + bucket = dst_iface.bucket() + region = bucket.region_tag() + upload_id = upload_id_mapping[region] + self.multipart_upload_requests.append( + dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) + ) - def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: - """Converts a generator of chunks to a generator of chunk requests. - - :param gen_in: generator that generates chunk requests - :type gen_in: Generator - """ - src_region = self.src_iface.region_tag() - dest_region = self.dst_iface.region_tag() - src_bucket = self.src_iface.bucket() - dest_bucket = self.dst_iface.bucket() - for chunk in gen_in: - yield ChunkRequest( - chunk=chunk, - src_region=src_region, - dst_region=dest_region, - src_object_store_bucket=src_bucket, - dst_object_store_bucket=dest_bucket, - src_type="object_store", - dst_type="object_store", - ) + # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: + # """Converts a generator of chunks to a generator of chunk requests. + + # :param gen_in: generator that generates chunk requests + # :type gen_in: Generator + # """ + # src_region = self.src_iface.region_tag() + # src_bucket = self.src_iface.bucket() + # for chunk in gen_in: + # yield ChunkRequest( + # chunk=chunk, + # src_region=src_region, + # #dst_region=dest_region, + # src_object_store_bucket=src_bucket, + # #dst_object_store_bucket=dest_bucket, + # src_type="object_store", + # #dst_type="object_store", + # ) @staticmethod def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, recursive: bool = False): @@ -203,8 +225,9 @@ def transfer_pair_generator( """ if not self.src_iface.bucket_exists(): raise exceptions.MissingBucketException(f"Source bucket {self.src_iface.path()} does not exist or is not readable.") - if not self.dst_iface.bucket_exists(): - raise exceptions.MissingBucketException(f"Destination bucket {self.dst_iface.path()} does not exist or is not readable.") + for dst_iface in self.dst_ifaces: + if not dst_iface.bucket_exists(): + raise exceptions.MissingBucketException(f"Destination bucket {dst_iface.path()} does not exist or is not readable.") # query all source region objects logger.fs.debug(f"Querying objects in {self.src_iface.path()}") @@ -218,15 +241,16 @@ def transfer_pair_generator( raise e from None # make destination object - dest_provider, dest_region = self.dst_iface.region_tag().split(":") - if dest_provider == "aws": - dest_obj = S3Object(dest_provider, self.dst_iface.bucket(), dest_key) - elif dest_provider == "azure": - dest_obj = AzureBlobObject(dest_provider, self.dst_iface.bucket(), dest_key) - elif dest_provider == "gcp": - dest_obj = GCSObject(dest_provider, self.dst_iface.bucket(), dest_key) - else: - raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + # dest_provider, dest_region = self.dst_iface.region_tag().split(":") + # if dest_provider == "aws": + # dest_obj = S3Object(dest_provider, self.dst_iface.bucket(), dest_key) + # elif dest_provider == "azure": + # dest_obj = AzureBlobObject(dest_provider, self.dst_iface.bucket(), dest_key) + # elif dest_provider == "gcp": + # dest_obj = GCSObject(dest_provider, self.dst_iface.bucket(), dest_key) + # else: + # raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + dest_obj = ObjectStoreObject(key=dest_key) n_objs += 1 logger.fs.debug(f"Yield: {obj}, {dest_obj}") yield obj, dest_obj @@ -237,14 +261,14 @@ def transfer_pair_generator( def chunk( self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] - ) -> Generator[Chunk, None, None]: + ) -> Generator[GatewayMessage, None, None]: """Break transfer list into chunks. :param transfer_pair_generator: generator of pairs of objects to transfer :type transfer_pair_generator: Generator """ multipart_send_queue: Queue[Tuple[ObjectStoreObject, ObjectStoreObject]] = Queue() - multipart_chunk_queue: Queue[Chunk] = Queue() + multipart_chunk_queue: Queue[GatewayMessage] = Queue() multipart_exit_event = threading.Event() multipart_chunk_threads = [] @@ -264,11 +288,14 @@ def chunk( if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put((src_obj, dst_obj)) else: - yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, + yield GatewayMessage( + chunk=Chunk( + src_key=src_obj.key, + dest_key=dst_obj.key, + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=src_obj.size, + partition_id=0, # TODO: fix this to distribute across multiple partitions + ) ) if self.transfer_config.multipart_enabled: @@ -457,7 +484,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup :type chunker: Chunker """ if chunker is None: # used for external access to transfer pair list - chunker = Chunker(self.src_iface, self.dst_iface, TransferConfig()) + chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) def dispatch( @@ -475,14 +502,14 @@ def dispatch( :param dispatch_batch_size: maximum size of the buffer to temporarily store the generators (default: 1000) :type dispatch_batch_size: int """ - chunker = Chunker(self.src_iface, self.dst_iface, transfer_config) + chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) transfer_pair_generator = self.gen_transfer_pairs(chunker) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) - chunk_requests = chunker.to_chunk_requests(chunks) + # chunk_requests = chunker.to_chunk_requests(chunks) batches = chunker.batch_generator( - chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) # dispatch chunk requests @@ -491,9 +518,29 @@ def dispatch( n_multiparts = 0 start = time.time() for batch in batches: - end = time.time() - logger.fs.debug(f"Queried {len(batch)} chunks in {end - start:.2f} seconds") - start = time.time() + # send upload_id mappings to sink gateways + upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] + dst_gateways = dataplane.sink_gateways() + for dst_gateway in dst_gateways: + # collect upload id mappings per region + mappings = {} + for region_mapping in upload_id_batch: + for region_tag, (key, id) in region_mapping.items(): + mappings[key] = id + + # send mapping to gateway + reply = self.http_pool.request( + "POST", + f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", + body=json.dumps(mappings).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + # TODO: assume that only destination nodes would write to the obj store + if reply.status != 200: + raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}") + + # send chunk requests to source gateways + chunk_batch = [cr.chunk.as_dict() for cr in batch if cr.chunk is not None] min_idx = bytes_dispatched.index(min(bytes_dispatched)) server = src_gateways[min_idx] n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) @@ -502,7 +549,7 @@ def dispatch( reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), + body=json.dumps(chunk_batch).encode("utf-8"), headers={"Content-Type": "application/json"}, ) end = time.time() diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py index 6038bbbee..864062064 100644 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ b/skyplane/broadcast/gateway/gateway_daemon.py @@ -1,4 +1,5 @@ import argparse +from multiprocessing import Manager from pprint import pprint import atexit import json @@ -43,6 +44,8 @@ def __init__( gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() gateway_program = json.load(open(gateway_program_path, "r")) + self.upload_id_map = Manager().dict() + pprint(gateway_program) # read gateway info @@ -97,6 +100,7 @@ def __init__( self.error_queue, terminal_operators=self.terminal_operators, num_required_terminal=self.num_required_terminal, + upload_id_map=self.upload_id_map, ) self.api_server.start() atexit.register(self.api_server.shutdown) @@ -242,6 +246,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ chunk_store=self.chunk_store, bucket_name=op["bucket_name"], bucket_region=op["bucket_region"], + upload_id_map=self.upload_id_map, ) total_p += op["num_connections"] elif op["op_type"] == "write_local": diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index 9d50b6365..e6b7bb6f9 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -40,6 +40,7 @@ def __init__( error_queue: Queue, terminal_operators: Dict[str, List[str]], num_required_terminal: Dict[str, int], + upload_id_map: Dict[str, str], host="0.0.0.0", port=8081, ): @@ -53,6 +54,7 @@ def __init__( self.num_required_terminal = num_required_terminal self.error_list: List[TracebackException] = [] self.error_list_lock = threading.Lock() + upload_id_map = upload_id_map # load routes self.register_global_routes(self.app) @@ -247,7 +249,7 @@ def get_chunk_request(chunk_id: int): # add a new chunk request with default state registered @app.route("/api/v1/chunk_requests", methods=["POST"]) def add_chunk_request(): - logging.info(f"[gateway_api] Recieved chunk request {request.json}") + print(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue @@ -282,13 +284,21 @@ def get_chunk_status_log(): # post the upload ids mapping @app.route("/api/v1/upload_id_maps", methods=["POST"]) def update_upload_ids_mapping(): + # TODO: beware that this assumes that only a single thread on the client is making requests + # if concurrent calls are made, this needs to be processed as chunk requests are logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") - upload_id_file_path = self.chunk_store.get_upload_id_map_path() + # upload_id_file_path = self.chunk_store.get_upload_id_map_path() - with upload_id_file_path.open("w") as f: - f.write(json.dumps(request.json)) + # with upload_id_file_path.open("w") as f: + # f.write(json.dumps(request.json)) + + # update upload id mapping + upload_ids = json.load(request.json) + for key, id in upload_ids.items(): + self.upload_ids[key] = id + + print(f"Added upload id mappings {upload_ids}") - print(f"[gateway_api] Gateway add upload IDs to {upload_id_file_path}") return jsonify({"status": "ok"}) def register_error_routes(self, app): diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index b1ae03fde..50fc43df9 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -526,6 +526,8 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, + # upload_id_requests: Queue[Dict[str, str]], # queue of upload_id mappings from client + upload_id_map: Dict[str, str], # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, @@ -542,24 +544,26 @@ def process(self, chunk_req: ChunkRequest): f"[{self.handle}:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" ) + # TODO: cache object store interface obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) if chunk_req.chunk.multi_part: - key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key - logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") - - map_file_path = self.chunk_store.get_upload_id_map_path() - if not os.path.exists(map_file_path): - logger.debug(f"[obj_store:{self.worker_id}]: map path {map_file_path} does not exists") - return False - - with open(map_file_path, "rb") as f: - upload_ids_map = json.load(f) - - # logger.debug(f"[obj_store:{self.worker_id}] all upload id map: {upload_ids_map}") - upload_id = str(upload_ids_map[key_to_upload_id]) - logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map to upload id: {upload_id}, type: {type(upload_id)}") - + assert chunk_req.chunk.key in self.upload_id_map, f"Upload id for {chunk_req.chunk.key} not found" + upload_id = self.upload_id_map[chunk_req.chunk.key] + # key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key + # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") + + # map_file_path = self.chunk_store.get_upload_id_map_path() + # if not os.path.exists(map_file_path): + # logger.debug(f"[obj_store:{self.worker_id}]: map path {map_file_path} does not exists") + # return False + + # with open(map_file_path, "rb") as f: + # upload_ids_map = json.load(f) + + ## logger.debug(f"[obj_store:{self.worker_id}] all upload id map: {upload_ids_map}") + # upload_id = str(upload_ids_map[key_to_upload_id]) + # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map to upload id: {upload_id}, type: {type(upload_id)}") else: upload_id = None diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index bb66feca8..f5f7cda86 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -216,7 +216,8 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload return # multipart upload - assert part_number is not None and upload_id is not None + assert part_number is not None, f"Part number cannot be none for multipart upload: {part_number}, {upload_id}" + assert upload_id is not None, f"Upload ID cannot be none for multipart upload: {part_number}, {upload_id}" # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index c9baf35be..b68d867d5 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -7,9 +7,9 @@ class ObjectStoreObject: """Defines object in object store.""" - provider: str - bucket: str key: str + provider: str = None + bucket: str = None size: Optional[int] = None last_modified: Optional[str] = None mime_type: Optional[str] = None From d46b2d2b701c4489ad8a24847fd4b7f7dea2f918 Mon Sep 17 00:00:00 2001 From: Asim Biswal Date: Tue, 11 Apr 2023 22:57:44 +0000 Subject: [PATCH 096/186] initial TransferJob rework (multicast) --- skyplane/api/pipeline.py | 24 ++++++++++++++++ skyplane/api/transfer_job.py | 55 ++++++++++++++++++++++++++++++------ 2 files changed, 71 insertions(+), 8 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 80e54fb25..8edd56e8a 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -35,6 +35,7 @@ def __init__( clientid: str, provisioner: "Provisioner", transfer_config: TransferConfig, + cloud_regions: dict, debug: bool = False, ): """ @@ -46,6 +47,7 @@ def __init__( :type transfer_config: TransferConfig """ self.clientid = clientid + self.cloud_regions = cloud_regions # TODO: set max instances with VM CPU limits and/or config self.max_instances = 1 self.provisioner = provisioner @@ -101,6 +103,28 @@ def queue_copy( self.jobs_to_dispatch.append(job) return job.uuid + def queue_copy( + self, + src: str, + dst: List[str], + recursive: bool = False, + ) -> str: + """ + Add a broadcast replication job to job list. + Return the uuid of the job. + + :param src: source prefix to copy from + :type src: str + :param dst: the destinations of the transfer + :type dst: List[str] + :param recursive: if true, will copy objects at folder prefix recursively (default: False) + :type recursive: bool + """ + job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) + logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") + self.jobs_to_dispatch.append(job) + return job.uuid + def queue_sync( self, src: str, diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 905fce9e3..7e540b452 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -389,11 +389,41 @@ class TransferJob(ABC): :type uuid: str """ - src_path: str - dst_path: str - recursive: bool = False - requester_pays: bool = False - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + @abstractmethod + def __init__( + src_path: str + dst_path: str + recursive: bool = False + requester_pays: bool = False + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + ): + self.src_path = src_path + self.dst_path = dst_path + self.recursive = recursive + self.requester_pays = requester_pays + self.uuid = uuid + + + @abstractmethod + def __init__( + src_path: str + dst_path: List[str] + recursive: bool = False + requester_pays: bool = False + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + ): + self.src_path = src_path + self.dst_path = dst_path + self.recursive = recursive + self.requester_pays = requester_pays + self.uuid = uuid + + @property + def transfer_type(self) -> str: + if isinstance(self.dst_path, str): + return "unicast" + else: + return "multicast" @property def src_prefix(self) -> Optional[str]: @@ -416,15 +446,24 @@ def src_iface(self) -> ObjectStoreInterface: def dst_prefix(self) -> Optional[str]: """Return the destination prefix""" if not hasattr(self, "_dst_prefix"): - self._dst_prefix = parse_path(self.dst_path)[2] + if self.transfer_type == "unicast": + self._dst_prefix = parse_path(self.dst_path)[2] + else: + self._dst_prefix = [parse_path(path)[2] for path in self.dst_path] return self._dst_prefix @property def dst_iface(self) -> ObjectStoreInterface: """Return the destination object store interface""" if not hasattr(self, "_dst_iface"): - provider_dst, bucket_dst, _ = parse_path(self.dst_path) - self._dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + if self.transfer_type == "unicast": + provider_dst, bucket_dst, _ = parse_path(self.dst_path) + self._dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + else: + self._dst_iface = [] + for path in self.dst_path: + provider_dst, bucket_dst, _ = parse_path(path) + self._dst_iface.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) return self._dst_iface def dispatch(self, dataplane: "Dataplane", **kwargs) -> Generator[ChunkRequest, None, None]: From e313be2f08c9caf2540c1e88e55847966ac31352 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 12 Apr 2023 12:07:16 -0700 Subject: [PATCH 097/186] fix transfer generation, but gateway wont start --- skyplane/api/client.py | 1 - skyplane/api/pipeline.py | 4 +- skyplane/api/transfer_job.py | 106 +++++++++++++++++++--------- skyplane/obj_store/gcs_interface.py | 4 +- skyplane/planner/planner.py | 13 ++-- 5 files changed, 85 insertions(+), 43 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 41632da0c..67f117e43 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -68,7 +68,6 @@ def __init__( def pipeline(self): """Create a pipeline object to queue jobs""" return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config) - return Pipeline() def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 8edd56e8a..f215f9e9a 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -35,7 +35,7 @@ def __init__( clientid: str, provisioner: "Provisioner", transfer_config: TransferConfig, - cloud_regions: dict, + #cloud_regions: dict, debug: bool = False, ): """ @@ -47,7 +47,7 @@ def __init__( :type transfer_config: TransferConfig """ self.clientid = clientid - self.cloud_regions = cloud_regions + #self.cloud_regions = cloud_regions # TODO: set max instances with VM CPU limits and/or config self.max_instances = 1 self.provisioner = provisioner diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 7e540b452..e6819cfed 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -11,6 +11,8 @@ from queue import Queue from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar, Dict +from abc import ABC, abstractmethod + import urllib3 from rich import print as rprint @@ -85,7 +87,7 @@ def _run_multipart_chunk_thread( upload_id_mapping = {} for dst_iface in self.dst_ifaces: bucket = dst_iface.bucket() - upload_id = self.dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + upload_id = dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) # store mapping between key and upload id for each region upload_id_mapping[bucket.region_tag()] = (dest_object.key, upload_id) @@ -182,6 +184,7 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, else: return dest_prefix else: + print(f"source_key: {source_key}, source_prefix: {source_prefix}, dest_prefix: {dest_prefix}") # todo: don't print output here rprint(f"\n:x: [bold red]In order to transfer objects using a prefix, you must use the --recursive or -r flag.[/bold red]") rprint(f"[yellow]If you meant to transfer a single object, pass the full source object key.[/yellow]") @@ -235,6 +238,7 @@ def transfer_pair_generator( for obj in self.src_iface.list_objects(src_prefix): if prefilter_fn is None or prefilter_fn(obj): try: + print("object key", obj.key, src_prefix) dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) except exceptions.MissingObjectException as e: logger.fs.exception(e) @@ -389,12 +393,13 @@ class TransferJob(ABC): :type uuid: str """ - @abstractmethod + #@abstractmethod def __init__( - src_path: str - dst_path: str - recursive: bool = False - requester_pays: bool = False + self, + src_path: str, + dst_path: str, + recursive: bool = False, + requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): self.src_path = src_path @@ -404,12 +409,13 @@ def __init__( self.uuid = uuid - @abstractmethod + #@abstractmethod def __init__( - src_path: str - dst_path: List[str] - recursive: bool = False - requester_pays: bool = False + self, + src_path: str, + dst_path: List[str], + recursive: bool = False, + requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): self.src_path = src_path @@ -430,6 +436,7 @@ def src_prefix(self) -> Optional[str]: """Return the source prefix""" if not hasattr(self, "_src_prefix"): self._src_prefix = parse_path(self.src_path)[2] + print("src_prefix", self.src_path, self._src_prefix) return self._src_prefix @property @@ -453,18 +460,18 @@ def dst_prefix(self) -> Optional[str]: return self._dst_prefix @property - def dst_iface(self) -> ObjectStoreInterface: + def dst_ifaces(self) -> List[ObjectStoreInterface]: """Return the destination object store interface""" if not hasattr(self, "_dst_iface"): if self.transfer_type == "unicast": provider_dst, bucket_dst, _ = parse_path(self.dst_path) - self._dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + self._dst_ifaces = [ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)] else: - self._dst_iface = [] + self._dst_ifaces = [] for path in self.dst_path: provider_dst, bucket_dst, _ = parse_path(path) - self._dst_iface.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) - return self._dst_iface + self._dst_ifaces.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) + return self._dst_ifaces def dispatch(self, dataplane: "Dataplane", **kwargs) -> Generator[ChunkRequest, None, None]: """Dispatch transfer job to specified gateways.""" @@ -503,8 +510,35 @@ class CopyJob(TransferJob): :type multipart_transfer_list: list """ - transfer_list: list = field(default_factory=list) - multipart_transfer_list: list = field(default_factory=list) + def __init__( + self, + src_path: str, + dst_path: str, + recursive: bool = False, + requester_pays: bool = False, + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + ): + super().__init__(src_path, dst_path, recursive, requester_pays, uuid) + self.transfer_list = [] + self.multipart_transfer_list = [] + + + #@abstractmethod + def __init__( + self, + src_path: str, + dst_path: List[str], + recursive: bool = False, + requester_pays: bool = False, + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + ): + super().__init__(src_path, dst_path, recursive, requester_pays, uuid) + self.transfer_list = [] + self.multipart_transfer_list = [] + + + #transfer_list: list = field(default_factory=list) + #multipart_transfer_list: list = field(default_factory=list) @property def http_pool(self): @@ -626,14 +660,15 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list} - for obj in self.dst_iface.list_objects(self.dst_prefix): - # check metadata (src.size == dst.size) && (src.modified <= dst.modified) - src_obj = dst_keys.get(obj.key) - if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: - del dst_keys[obj.key] - if dst_keys: - failed_keys = [obj.key for obj in dst_keys.values()] - raise exceptions.TransferFailedException(f"{len(dst_keys)} objects failed verification {failed_keys}") + for dst_iface in self.dst_ifaces: + for obj in dst_iface.list_objects(self.dst_prefix): + # check metadata (src.size == dst.size) && (src.modified <= dst.modified) + src_obj = dst_keys.get(obj.key) + if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: + del dst_keys[obj.key] + if dst_keys: + failed_keys = [obj.key for obj in dst_keys.values()] + raise exceptions.TransferFailedException(f"{len(dst_keys)} objects failed verification {failed_keys}") @dataclass @@ -650,7 +685,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup :type chunker: Chunker """ if chunker is None: # used for external access to transfer pair list - chunker = Chunker(self.src_iface, self.dst_iface, TransferConfig()) + chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) # enrich destination objects with metadata for src_obj, dest_obj in self._enrich_dest_objs(transfer_pair_gen, self.dst_prefix): @@ -667,14 +702,15 @@ def _enrich_dest_objs( :param transfer_pairs: generator of transfer pairs :type transfer_pairs: Generator """ - logger.fs.debug(f"Querying objects in {self.dst_iface.bucket()}") - if not hasattr(self, "_found_dest_objs"): - self._found_dest_objs = {obj.key: obj for obj in self.dst_iface.list_objects(dest_prefix)} - for src_obj, dest_obj in transfer_pairs: - if dest_obj.key in self._found_dest_objs: - dest_obj.size = self._found_dest_objs[dest_obj.key].size - dest_obj.last_modified = self._found_dest_objs[dest_obj.key].last_modified - yield src_obj, dest_obj + for dst_iface in self.dst_ifaces: + logger.fs.debug(f"Querying objects in {dst_iface.bucket()}") + if not hasattr(self, "_found_dest_objs"): + self._found_dest_objs = {obj.key: obj for obj in dst_iface.list_objects(dest_prefix)} + for src_obj, dest_obj in transfer_pairs: + if dest_obj.key in self._found_dest_objs: + dest_obj.size = self._found_dest_objs[dest_obj.key].size + dest_obj.last_modified = self._found_dest_objs[dest_obj.key].last_modified + yield src_obj, dest_obj @classmethod def _post_filter_fn(cls, src_obj: ObjectStoreObject, dest_obj: ObjectStoreObject) -> bool: diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index f5f7cda86..97271024d 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -16,6 +16,8 @@ class GCSObject(ObjectStoreObject): + + provider = "gcs" def full_path(self): return os.path.join(f"gs://{self.bucket}", self.key) @@ -107,7 +109,7 @@ def delete_bucket(self): def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: blobs = self._gcs_client.list_blobs(self.bucket_name, prefix=prefix) for blob in blobs: - yield GCSObject("gcs", self.bucket_name, blob.name, blob.size, blob.updated, mime_type=getattr(blob, "content_type", None)) + yield GCSObject(blob.name, bucket=self.bucket_name, size=blob.size, last_modified=blob.updated, mime_type=getattr(blob, "content_type", None)) def delete_objects(self, keys: List[str]): for key in keys: diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 431873a8c..ef6b054a3 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -30,12 +30,17 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - # jobs must have same sources and destinations + + # make sure only single destination + for job in jobs: + assert len(job.dst_ifaces) == 1, f"DirectPlanner only support single destination jobs, got {len(job.dst_ifaces)}" + src_region_tag = jobs[0].src_iface.region_tag() - dst_region_tag = jobs[0].dst_iface.region_tag() + dst_region_tag = jobs[0].dst_ifaces[0].region_tag() + # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" - assert job.dst_iface.region_tag() == dst_region_tag, "All jobs must have same destination region" + assert job.dst_ifaces[0].region_tag() == dst_region_tag, "All jobs must have same destination region" print(src_region_tag, dst_region_tag) @@ -54,7 +59,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: for job in jobs: src_bucket = job.src_iface.bucket() - dst_bucket = job.dst_iface.bucket() + dst_bucket = job.dst_ifaces[0].bucket() # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) From c34277d05abb00be00284ab7d35957b7d77eb55a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 12 Apr 2023 12:43:17 -0700 Subject: [PATCH 098/186] add deprovisioning and copy error logs --- skyplane/api/pipeline.py | 10 ++++++++-- skyplane/api/transfer_job.py | 16 +++++++++------- skyplane/broadcast/gateway/gateway_daemon_api.py | 7 ++++--- skyplane/compute/server.py | 3 +++ 4 files changed, 24 insertions(+), 12 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index f215f9e9a..4fa49acb4 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -77,8 +77,14 @@ def start(self): # create dataplane from plan dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) - dp.provision(spinner=True) - dp.run(self.jobs_to_dispatch) + try: + dp.provision(spinner=True) + dp.run(self.jobs_to_dispatch) + except Exception as e: + print(e) + print("copy gateway logs") + dp.copy_gateway_logs() + print("deprovisioning dataplane...") dp.deprovision(spinner=True) def queue_copy( diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index e6819cfed..2c35b6c85 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -82,6 +82,7 @@ def _run_multipart_chunk_thread( continue src_object, dest_object = input_data + mime_type = self.src_iface.get_obj_mime_type(src_object.key) # create multipart upload request per destination upload_id_mapping = {} @@ -90,11 +91,10 @@ def _run_multipart_chunk_thread( upload_id = dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) # store mapping between key and upload id for each region - upload_id_mapping[bucket.region_tag()] = (dest_object.key, upload_id) + upload_id_mapping[dst_iface.region_tag()] = (dest_object.key, upload_id) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue # get source and destination object and then compute number of chunks - mime_type = self.src_iface.get_obj_mime_type(src_object.key) chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) num_chunks = math.ceil(src_object.size / chunk_size_bytes) if num_chunks > self.transfer_config.multipart_max_chunks: @@ -131,7 +131,7 @@ def _run_multipart_chunk_thread( # store multipart ids for dst_iface in self.dst_ifaces: bucket = dst_iface.bucket() - region = bucket.region_tag() + region = dst_iface.region_tag() upload_id = upload_id_mapping[region] self.multipart_upload_requests.append( dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) @@ -597,9 +597,11 @@ def dispatch( for dst_gateway in dst_gateways: # collect upload id mappings per region mappings = {} - for region_mapping in upload_id_batch: - for region_tag, (key, id) in region_mapping.items(): - mappings[key] = id + for message in upload_id_batch: + for region_tag, (key, id) in message.upload_id_mapping.items(): + print(region_tag, dst_gateway.region_tag) + if region_tag == dst_gateway.region_tag: + mappings[key] = id # send mapping to gateway reply = self.http_pool.request( @@ -610,7 +612,7 @@ def dispatch( ) # TODO: assume that only destination nodes would write to the obj store if reply.status != 200: - raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}") + raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") # send chunk requests to source gateways chunk_batch = [cr.chunk.as_dict() for cr in batch if cr.chunk is not None] diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py index e6b7bb6f9..1a5220ff8 100644 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ b/skyplane/broadcast/gateway/gateway_daemon_api.py @@ -54,7 +54,7 @@ def __init__( self.num_required_terminal = num_required_terminal self.error_list: List[TracebackException] = [] self.error_list_lock = threading.Lock() - upload_id_map = upload_id_map + self.upload_id_map = upload_id_map # load routes self.register_global_routes(self.app) @@ -293,9 +293,10 @@ def update_upload_ids_mapping(): # f.write(json.dumps(request.json)) # update upload id mapping - upload_ids = json.load(request.json) + print(request.json) + upload_ids = request.json for key, id in upload_ids.items(): - self.upload_ids[key] = id + self.upload_id_map[key] = id print(f"Added upload id mappings {upload_ids}") diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 0b6468e90..e9bde2c99 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -393,6 +393,9 @@ def check_stderr(tup): gateway_daemon_cmd += f" {'--disable-e2ee' if e2ee_key_bytes is None else ''}" gateway_daemon_cmd += f" {'--disable-tls' if not use_socket_tls else ''}" escaped_gateway_daemon_cmd = gateway_daemon_cmd.replace('"', '\\"') + print( + f'sudo docker run {docker_run_flags} --name skyplane_gateway {gateway_docker_image} /bin/bash -c "{escaped_gateway_daemon_cmd}"' + ) docker_launch_cmd = ( f'sudo docker run {docker_run_flags} --name skyplane_gateway {gateway_docker_image} /bin/bash -c "{escaped_gateway_daemon_cmd}"' ) From 643a2032d6b0c72a64b8750b1857ff28c83aa03f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 12 Apr 2023 16:52:19 -0700 Subject: [PATCH 099/186] half way through removing chunk req --- skyplane/api/tracker.py | 10 +++++----- skyplane/api/transfer_job.py | 13 +++++++------ skyplane/chunk.py | 14 +++++++------- 3 files changed, 19 insertions(+), 18 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index ffd48e342..80ad0672f 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -133,7 +133,7 @@ def run(self): session_start_timestamp_ms = int(time.time() * 1000) try: # pre-dispatch chunks to begin pre-buffering chunks - cr_streams = { + chunk_streams = { job_uuid: job.dispatch(self.dataplane, transfer_config=self.transfer_config) for job_uuid, job in self.jobs.items() } for job_uuid, job in self.jobs.items(): @@ -141,10 +141,10 @@ def run(self): self.job_chunk_requests[job_uuid] = {} self.job_pending_chunk_ids[job_uuid] = set() self.job_complete_chunk_ids[job_uuid] = set() - for cr in cr_streams[job_uuid]: - chunks_dispatched = [cr.chunk] - self.job_chunk_requests[job_uuid][cr.chunk.chunk_id] = cr - self.job_pending_chunk_ids[job_uuid].add(cr.chunk.chunk_id) + for chunk in chunk_streams[job_uuid]: + chunks_dispatched = [chunk] + self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk + self.job_pending_chunk_ids[job_uuid].add(chunk.chunk_id) self.hooks.on_chunk_dispatched(chunks_dispatched) logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 2c35b6c85..10d08d573 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -473,7 +473,7 @@ def dst_ifaces(self) -> List[ObjectStoreInterface]: self._dst_ifaces.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) return self._dst_ifaces - def dispatch(self, dataplane: "Dataplane", **kwargs) -> Generator[ChunkRequest, None, None]: + def dispatch(self, dataplane: "Dataplane", **kwargs) -> Generator[Chunk, None, None]: """Dispatch transfer job to specified gateways.""" raise NotImplementedError("Dispatch not implemented") @@ -565,7 +565,7 @@ def dispatch( dataplane: "Dataplane", transfer_config: TransferConfig, dispatch_batch_size: int = 100, # 6.4 GB worth of chunks - ) -> Generator[ChunkRequest, None, None]: + ) -> Generator[Chunk, None, None]: """Dispatch transfer job to specified gateways. :param dataplane: dataplane that starts the transfer job @@ -615,16 +615,17 @@ def dispatch( raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") # send chunk requests to source gateways - chunk_batch = [cr.chunk.as_dict() for cr in batch if cr.chunk is not None] + chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] + print(chunk_batch) min_idx = bytes_dispatched.index(min(bytes_dispatched)) server = src_gateways[min_idx] - n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) + n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) bytes_dispatched[min_idx] += n_bytes start = time.time() reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps(chunk_batch).encode("utf-8"), + body=json.dumps([chunk.as_dict() for chunk in chunk_batch]).encode("utf-8"), headers={"Content-Type": "application/json"}, ) end = time.time() @@ -633,7 +634,7 @@ def dispatch( logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) - yield from batch + yield from chunk_batch # copy new multipart transfers to the multipart transfer list updated_len = len(chunker.multipart_upload_requests) diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 643b9a7f7..5f5f2965f 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -45,10 +45,10 @@ class ChunkRequest: """A ChunkRequest stores all local state in the Gateway pertaining to a ChunkRequest.""" chunk: Chunk - src_region: str - dst_region: str - src_type: str # enum of {"object_store", "random", "read_local"} - dst_type: str # enum of {"object_store", "save_local"} + src_region: Optional[str] = None + dst_region: Optional[str] = None + src_type: Optional[str] = None # enum of {"object_store", "random", "read_local"} + dst_type: Optional[str] = None # enum of {"object_store", "save_local"} src_random_size_mb: Optional[int] = None src_object_store_bucket: Optional[str] = None dst_object_store_bucket: Optional[str] = None @@ -67,9 +67,9 @@ def as_dict(self): return dict_out @staticmethod - def from_dict(in_dict: Dict): - in_dict["chunk"] = Chunk.from_dict(in_dict["chunk"]) - return ChunkRequest(**in_dict) + def from_dict(in_dict: Dict): + #in_dict["chunk"] = Chunk.from_dict(in_dict) + return ChunkRequest(**{"chunk": Chunk.from_dict(in_dict)}) @total_ordering From 9d5895613f33099e71851a5d850605255bedcb3d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 14 Apr 2023 16:01:57 -0700 Subject: [PATCH 100/186] direct transfer works --- skyplane/api/dataplane.py | 1 + skyplane/api/tracker.py | 12 +++++++----- skyplane/api/transfer_job.py | 8 ++++++-- skyplane/api/usage.py | 12 +++++++----- .../broadcast/gateway/operators/gateway_operator.py | 9 ++++++--- 5 files changed, 27 insertions(+), 15 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 42e09a72b..bc33a792e 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -203,6 +203,7 @@ def provision( for node in self.topology.get_gateways(): print(node.region_tag) instance = servers_by_region[node.region_tag].pop() + print("instance", instance) self.bound_nodes[node] = instance # set ip addresses (for gateway program generation) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 80ad0672f..269881622 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -259,9 +259,10 @@ def monitor_transfer(pd, self): time.sleep(0.05) continue + # TODO: have visualization for completition across all destinations is_complete_rec = ( - lambda row: row["state"] == ChunkState.upload_complete - and row["instance"] in [s.instance for s in sinks] + lambda row: row["state"] == ChunkState.complete + #and row["instance"] in [s.instance for s in sinks] and row["region"] in [s.region for s in sinks] ) sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] @@ -276,7 +277,7 @@ def monitor_transfer(pd, self): ) completed_chunks = [] for id in new_chunk_ids: - completed_chunks.append(self.job_chunk_requests[job_uuid][id].chunk) + completed_chunks.append(self.job_chunk_requests[job_uuid][id]) self.hooks.on_chunk_completed(completed_chunks) self.job_complete_chunk_ids[job_uuid] = self.job_complete_chunk_ids[job_uuid].union(job_complete_chunk_ids) self.job_pending_chunk_ids[job_uuid] = self.job_pending_chunk_ids[job_uuid].difference(job_complete_chunk_ids) @@ -304,6 +305,7 @@ def get_chunk_status(args): log_entry["time"] = datetime.fromisoformat(log_entry["time"]) log_entry["state"] = ChunkState.from_str(log_entry["state"]) logs.append(log_entry) + return logs rows = [] @@ -340,9 +342,9 @@ def query_bytes_dispatched(self): for job_uuid in self.job_complete_chunk_ids.keys(): bytes_total_per_job[job_uuid] = sum( [ - cr.chunk.chunk_length_bytes + cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.job_complete_chunk_ids[job_uuid] + if cr.chunk_id in self.job_complete_chunk_ids[job_uuid] ] ) return sum(bytes_total_per_job.values()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 10d08d573..d4c64db18 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -596,6 +596,7 @@ def dispatch( dst_gateways = dataplane.sink_gateways() for dst_gateway in dst_gateways: # collect upload id mappings per region + print("upload id batch", upload_id_batch) mappings = {} for message in upload_id_batch: for region_tag, (key, id) in message.upload_id_mapping.items(): @@ -603,6 +604,8 @@ def dispatch( if region_tag == dst_gateway.region_tag: mappings[key] = id + print("mappings", mappings) + # send mapping to gateway reply = self.http_pool.request( "POST", @@ -616,12 +619,12 @@ def dispatch( # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] - print(chunk_batch) min_idx = bytes_dispatched.index(min(bytes_dispatched)) server = src_gateways[min_idx] n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) bytes_dispatched[min_idx] += n_bytes start = time.time() + assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", @@ -656,7 +659,8 @@ def finalize(self): def complete_fn(batch): for req in batch: - obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + print("request", req) + obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"][1]) do_parallel(complete_fn, batches, n=-1) diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 76eababd9..0a9582512 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -158,7 +158,7 @@ def log_transfer( transfer_stats: Optional[Dict], args: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tags: Optional[str] = None, session_start_timestamp_ms: Optional[int] = None, ): if cls.enabled(): @@ -167,7 +167,7 @@ def log_transfer( arguments_dict=args, transfer_stats=transfer_stats, src_region_tag=src_region_tag, - dest_region_tag=dest_region_tag, + dest_region_tags=dest_region_tags, session_start_timestamp_ms=session_start_timestamp_ms, ) destination = client.write_usage_data(stats) @@ -250,17 +250,19 @@ def make_stat( arguments_dict: Optional[Dict] = None, transfer_stats: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tags: Optional[str] = None, session_start_timestamp_ms: Optional[int] = None, ): if src_region_tag is None: src_provider, src_region = None, None else: src_provider, src_region = src_region_tag.split(":") - if dest_region_tag is None: + if dest_region_tags is None: dest_provider, dest_region = None, None else: - dest_provider, dest_region = dest_region_tag.split(":") + + # TODO: have usage stats view for multiple destinations + dest_provider, dest_region = dest_region_tags[0].split(":") return UsageStatsToReport( skyplane_version=skyplane.__version__, diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py index 50fc43df9..c971a3927 100644 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ b/skyplane/broadcast/gateway/operators/gateway_operator.py @@ -274,7 +274,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): chunk_ids = [chunk_req.chunk.chunk_id] chunk_reqs = [chunk_req] with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): - register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") + + # TODO: remove chunk request wrapper + register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs]).encode("utf-8") print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") # while True: # try: @@ -537,6 +539,7 @@ def __init__( handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region ) self.chunk_store = chunk_store + self.upload_id_map = upload_id_map def process(self, chunk_req: ChunkRequest): fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) @@ -548,8 +551,8 @@ def process(self, chunk_req: ChunkRequest): obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) if chunk_req.chunk.multi_part: - assert chunk_req.chunk.key in self.upload_id_map, f"Upload id for {chunk_req.chunk.key} not found" - upload_id = self.upload_id_map[chunk_req.chunk.key] + assert chunk_req.chunk.dest_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.dest_key} not found {self.upload_id_map}" + upload_id = self.upload_id_map[chunk_req.chunk.dest_key] # key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") From c8f99b62002b979c5704934e7704f284bfc897d4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 14 Apr 2023 16:05:58 -0700 Subject: [PATCH 101/186] remove docker script for old gateway --- Dockerfile | 2 +- Dockerfile.broadcast | 40 -- scripts/pack_docker.sh | 4 +- scripts/pack_docker_broadcast.sh | 27 - skyplane/broadcast/gateway/cert.py | 20 - skyplane/broadcast/gateway/chunk_store.py | 98 --- skyplane/broadcast/gateway/gateway_daemon.py | 355 ----------- .../broadcast/gateway/gateway_daemon_api.py | 345 ----------- .../gateway/operators/gateway_operator.py | 585 ------------------ .../gateway/operators/gateway_receiver.py | 222 ------- skyplane/gateway/chunk_store.py | 187 +++--- skyplane/gateway/gateway_daemon.py | 394 ++++++++---- skyplane/gateway/gateway_daemon_api.py | 176 ++++-- skyplane/gateway/gateway_obj_store.py | 171 ----- .../gateway/gateway_program.py | 0 .../{broadcast => }/gateway/gateway_queue.py | 0 skyplane/gateway/gateway_receiver.py | 189 ------ skyplane/gateway/gateway_sender.py | 219 ------- 18 files changed, 490 insertions(+), 2544 deletions(-) delete mode 100644 Dockerfile.broadcast delete mode 100755 scripts/pack_docker_broadcast.sh delete mode 100644 skyplane/broadcast/gateway/cert.py delete mode 100644 skyplane/broadcast/gateway/chunk_store.py delete mode 100644 skyplane/broadcast/gateway/gateway_daemon.py delete mode 100644 skyplane/broadcast/gateway/gateway_daemon_api.py delete mode 100644 skyplane/broadcast/gateway/operators/gateway_operator.py delete mode 100644 skyplane/broadcast/gateway/operators/gateway_receiver.py delete mode 100644 skyplane/gateway/gateway_obj_store.py rename skyplane/{broadcast => }/gateway/gateway_program.py (100%) rename skyplane/{broadcast => }/gateway/gateway_queue.py (100%) delete mode 100644 skyplane/gateway/gateway_receiver.py delete mode 100644 skyplane/gateway/gateway_sender.py diff --git a/Dockerfile b/Dockerfile index 26a7b0014..c680058ad 100644 --- a/Dockerfile +++ b/Dockerfile @@ -37,4 +37,4 @@ WORKDIR /pkg COPY . . RUN pip3 install --no-dependencies -e ".[aws,azure,gcp,gateway]" -CMD /etc/init.d/stunnel4 start; python3 /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks --outgoing-ports '{}' --region local \ No newline at end of file +CMD /etc/init.d/stunnel4 start; python3 /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks --outgoing-ports '{}' --region local diff --git a/Dockerfile.broadcast b/Dockerfile.broadcast deleted file mode 100644 index e4d931e97..000000000 --- a/Dockerfile.broadcast +++ /dev/null @@ -1,40 +0,0 @@ -# syntax=docker/dockerfile:1 -FROM python:3.11-slim - -# install apt packages -RUN --mount=type=cache,target=/var/cache/apt apt update \ - && apt-get install --no-install-recommends -y curl ca-certificates stunnel4 gcc libc-dev \ - && apt-get clean \ - && rm -rf /var/lib/apt/lists/* - -# configure stunnel -RUN mkdir -p /etc/stunnel \ - && openssl genrsa -out key.pem 2048 \ - && openssl req -new -x509 -key key.pem -out cert.pem -days 1095 -subj "/C=US/ST=California/L=San Francisco" \ - && cat key.pem cert.pem >> /etc/stunnel/stunnel.pem \ - && rm key.pem cert.pem \ - && mkdir -p /usr/local/var/run/ \ - && echo "client = no" >> /etc/stunnel/stunnel.conf \ - && echo "[gateway]" >> /etc/stunnel/stunnel.conf \ - && echo "accept = 8080" >> /etc/stunnel/stunnel.conf \ - && echo "connect = 8081" >> /etc/stunnel/stunnel.conf \ - && echo "cert = /etc/stunnel/stunnel.pem" >> /etc/stunnel/stunnel.conf - -# increase number of open files and concurrent TCP connections -RUN (echo 'net.ipv4.ip_local_port_range = 12000 65535' >> /etc/sysctl.conf) \ - && (echo 'fs.file-max = 1048576' >> /etc/sysctl.conf) \ - && mkdir -p /etc/security/ \ - && (echo '* soft nofile 1048576' >> /etc/security/limits.conf) \ - && (echo '* hard nofile 1048576' >> /etc/security/limits.conf) \ - && (echo 'root soft nofile 1048576' >> /etc/security/limits.conf) \ - && (echo 'root hard nofile 1048576' >> /etc/security/limits.conf) - -# install gateway -COPY scripts/requirements-gateway.txt /tmp/requirements-gateway.txt -RUN --mount=type=cache,target=/root/.cache/pip pip3 install --no-cache-dir -r /tmp/requirements-gateway.txt && rm -r /tmp/requirements-gateway.txt - -WORKDIR /pkg -COPY . . -RUN pip3 install --no-dependencies -e ".[aws,azure,gcp,gateway]" - -CMD /etc/init.d/stunnel4 start; python3 /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks --outgoing-ports '{}' --region local diff --git a/scripts/pack_docker.sh b/scripts/pack_docker.sh index 6bbe7e921..583ee51ea 100755 --- a/scripts/pack_docker.sh +++ b/scripts/pack_docker.sh @@ -12,7 +12,7 @@ set +e >&2 echo -e "${BGreen}Building docker image${NC}" set -e ->&2 sudo DOCKER_BUILDKIT=1 docker build -t skyplane --platform linux/x86_64 . +>&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile.broadcast -t skyplane --platform linux/x86_64 . set +e DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" @@ -24,4 +24,4 @@ set -e set +e >&2 echo -e "${BGreen}SKYPLANE_DOCKER_IMAGE=$DOCKER_URL${NC}" -echo $DOCKER_URL \ No newline at end of file +echo $DOCKER_URL diff --git a/scripts/pack_docker_broadcast.sh b/scripts/pack_docker_broadcast.sh deleted file mode 100755 index 583ee51ea..000000000 --- a/scripts/pack_docker_broadcast.sh +++ /dev/null @@ -1,27 +0,0 @@ -#!/bin/bash - - -# color output -BGreen='\033[1;32m' -BRed='\033[1;31m' -NC='\033[0m' # No Color - -set -e -[ "$#" -eq 1 ] || (>&2 echo -e "${BRed}1 argument required (your Github username), $# provided${NC}"; exit 1) -set +e - ->&2 echo -e "${BGreen}Building docker image${NC}" -set -e ->&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile.broadcast -t skyplane --platform linux/x86_64 . -set +e - -DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" ->&2 echo -e "${BGreen}Uploading docker image to $DOCKER_URL${NC}" -set -e ->&2 sudo docker tag skyplane $DOCKER_URL ->&2 sudo docker push $DOCKER_URL ->&2 sudo docker system prune -f -set +e - ->&2 echo -e "${BGreen}SKYPLANE_DOCKER_IMAGE=$DOCKER_URL${NC}" -echo $DOCKER_URL diff --git a/skyplane/broadcast/gateway/cert.py b/skyplane/broadcast/gateway/cert.py deleted file mode 100644 index 83af5dfd0..000000000 --- a/skyplane/broadcast/gateway/cert.py +++ /dev/null @@ -1,20 +0,0 @@ -from OpenSSL import crypto - - -# Based on https://stackoverflow.com/questions/27164354/create-a-self-signed-x509-certificate-in-python -def generate_self_signed_certificate(output_cert_file, output_key_file): - k = crypto.PKey() - k.generate_key(crypto.TYPE_RSA, 4096) - - cert = crypto.X509() - cert.get_subject().CN = "skyplane" - cert.set_serial_number(1000) - cert.gmtime_adj_notBefore(0) - cert.gmtime_adj_notAfter(30 * 24 * 60 * 60) # valid for 30 days - cert.set_issuer(cert.get_subject()) - cert.set_pubkey(k) - cert.sign(k, "sha512") - with open(output_cert_file, "wt") as f: - f.write(crypto.dump_certificate(crypto.FILETYPE_PEM, cert).decode("utf-8")) - with open(output_key_file, "wt") as f: - f.write(crypto.dump_privatekey(crypto.FILETYPE_PEM, k).decode("utf-8")) diff --git a/skyplane/broadcast/gateway/chunk_store.py b/skyplane/broadcast/gateway/chunk_store.py deleted file mode 100644 index 68aaadc4c..000000000 --- a/skyplane/broadcast/gateway/chunk_store.py +++ /dev/null @@ -1,98 +0,0 @@ -import subprocess -from datetime import datetime -from multiprocessing import Queue -from os import PathLike -from pathlib import Path -from typing import Dict, Optional - -from skyplane.utils import logger - -from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue - - -class ChunkStore: - def __init__(self, chunk_dir: PathLike): - self.chunk_dir = Path(chunk_dir) - self.chunk_dir.mkdir(parents=True, exist_ok=True) - - self.region_key_upload_id_mappings: Dict[str, str] = {} - - # delete existing chunks - for chunk_file in self.chunk_dir.glob("*.chunk"): - logger.warning(f"Deleting existing chunk file {chunk_file}") - chunk_file.unlink() - - # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) - self.chunk_requests: Dict[str, GatewayQueue] = {} - - # queue of chunk status updates coming from operators (passed to gateway API) - self.chunk_status_queue: Queue[Dict] = Queue() - - def set_upload_ids_map(self, maps: Dict[str, str]): - self.region_key_upload_id_mappings.update(maps) - - def get_upload_ids_map(self): - return self.region_key_upload_id_mappings - - def add_partition(self, partition_id: str): - """Create a queue for this partition.""" - if partition_id in self.chunk_requests: - raise ValueError(f"Partition {partition_id} already exists") - self.chunk_requests[partition_id] = GatewayQueue() - - def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): - """Create a queue for this partition.""" - print("Adding partition", partition_id, queue) - if partition_id in self.chunk_requests: - raise ValueError(f"Partition {partition_id} already exists") - self.chunk_requests[partition_id] = queue - print(self.chunk_requests) - - def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): - """Enqueue new chunk request from Gateway API""" - if chunk_request.chunk.partition_id not in self.chunk_requests: - raise ValueError( - f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?" - ) - self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) - self.log_chunk_state(chunk_request, state) - - def log_chunk_state( - self, - chunk_req: ChunkRequest, - new_status: ChunkState, - worker_id: Optional[int] = None, - operator_handle: Optional[str] = None, - metadata: Optional[Dict] = None, - ): - """Add dict containing chunk status change (coming from operators) to queue""" - rec = { - "chunk_id": chunk_req.chunk.chunk_id, - "partition": chunk_req.chunk.partition_id, - "state": new_status.name, - "time": str(datetime.utcnow().isoformat()), - "handle": operator_handle, - "worker_id": worker_id, - } - if metadata is not None: - rec.update(metadata) - self.chunk_status_queue.put(rec) - - # Memory space calculation - def remaining_bytes(self): - try: - remaining_bytes = ( - int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 - ) - return remaining_bytes - except Exception as e: - raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() - print(f"{str(e)}: failed to parse {raw_output}") - return 0 - - def get_upload_id_map_path(self) -> Path: - return self.chunk_dir / f"upload_id_map.json" - - def get_chunk_file_path(self, chunk_id: str) -> Path: - return self.chunk_dir / f"{chunk_id}.chunk" diff --git a/skyplane/broadcast/gateway/gateway_daemon.py b/skyplane/broadcast/gateway/gateway_daemon.py deleted file mode 100644 index 864062064..000000000 --- a/skyplane/broadcast/gateway/gateway_daemon.py +++ /dev/null @@ -1,355 +0,0 @@ -import argparse -from multiprocessing import Manager -from pprint import pprint -import atexit -import json -import os -import signal -import sys -from multiprocessing import Event, Queue -from os import PathLike -from pathlib import Path -from typing import Dict, List, Optional - -from skyplane.utils import logger - -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue, GatewayANDQueue -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.gateway_daemon_api import GatewayDaemonAPI -from skyplane.broadcast.gateway.operators.gateway_operator import ( - GatewaySender, - GatewayRandomDataGen, - GatewayWriteLocal, - GatewayObjStoreReadOperator, - GatewayObjStoreWriteOperator, - GatewayWaitReciever, -) -from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver -from skyplane.utils import logger -from collections import defaultdict - - -# TODO: add default partition ID to main -# create gateway br -class GatewayDaemon: - def __init__( - self, - region: str, - chunk_dir: PathLike, - max_incoming_ports=64, - use_tls=True, - use_e2ee=False, - ): - # read gateway program - gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() - gateway_program = json.load(open(gateway_program_path, "r")) - - self.upload_id_map = Manager().dict() - - pprint(gateway_program) - - # read gateway info - gateway_info_path = Path(os.environ["GATEWAY_INFO_FILE"]).expanduser() - self.gateway_info = json.load(open(gateway_info_path, "r")) - - print("starting gateway daemon", gateway_program_path) - pprint(gateway_program) - assert len(gateway_program) > 0, f"Cannot have empty gateway program {gateway_program}" - - self.use_tls = use_tls - - # todo max_incoming_ports should be configurable rather than static - self.region = region - self.max_incoming_ports = max_incoming_ports - - # the chunk store managest the incoming queue of chunks and outgoing queue of chunk status updates - self.chunk_store = ChunkStore(chunk_dir) - - self.error_event = Event() - self.error_queue = Queue() - if use_e2ee: - e2ee_key_path = Path(os.environ["E2EE_KEY_FILE"]).expanduser() - with open(e2ee_key_path, "rb") as f: - self.e2ee_key_bytes = f.read() - else: - self.e2ee_key_bytes = None - - # create gateway operators - self.terminal_operators = defaultdict(list) # track terminal operators per partition - self.num_required_terminal = {} - self.operators = self.create_gateway_operators(gateway_program) - - # single gateway reciever - self.gateway_receiver = GatewayReceiver( - "reciever", - region=region, - chunk_store=self.chunk_store, - error_event=self.error_event, - error_queue=self.error_queue, - max_pending_chunks=max_incoming_ports, - use_tls=self.use_tls, - use_compression=False, # use_compression, - e2ee_key_bytes=self.e2ee_key_bytes, - ) - - # API server - self.api_server = GatewayDaemonAPI( - self.chunk_store, - self.gateway_receiver, - self.error_event, - self.error_queue, - terminal_operators=self.terminal_operators, - num_required_terminal=self.num_required_terminal, - upload_id_map=self.upload_id_map, - ) - self.api_server.start() - atexit.register(self.api_server.shutdown) - logger.info(f"[gateway_daemon] API started at {self.api_server.url}") - - def print_operator_graph(self): - def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): - if queue is None: - return - print(f"{prefix} {partition}: Input queue:", queue, "handles:", queue.get_handles()) - for handle in queue.get_handles(): - print(f"{prefix} {partition}: Operator {handle}") - # TODO: causes error sometimes for mux_or - next_queue = self.operators[handle].output_queue - print_operator_graph_helper(partition, next_queue, prefix + "--") - - for partition, queue in self.chunk_store.chunk_requests.items(): - print(f"Partition {partition}, {queue}") - print_operator_graph_helper(partition, queue, "") - - def create_gateway_operators(self, gateway_program: Dict): - """Create a gateway plan from a gateway program""" - - operators = {} - - def create_output_queue(operator: Dict): - # create output data queue - if len(operator["children"]) == 0: - return None - print("get output queue", operator["op_type"], operator["children"][0]["op_type"]) - if operator["children"][0]["op_type"] == "mux_and": - return GatewayANDQueue() - return GatewayQueue() - - def get_child_operators(operator): - if len(operator["children"]) == 0: - return [] - if operator["children"][0]["op_type"] == "mux_and" or operator["children"][0]["op_type"] == "mux_or": - return operator["children"][0]["children"] - return operator["children"] - - def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str]): - total_p = 0 - for op in program: - handle = op["op_type"] + "_" + op["handle"] - print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") - input_queue.register_handle(handle) - - # get child operators - child_operators = get_child_operators(op) - - if op["op_type"] == "mux_or": - # parent must have been mux_and - assert isinstance( - input_queue, GatewayANDQueue - ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" - - # recurse to children with single queue - total_p += create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_ids) - continue - - # create output data queue - output_queue = create_output_queue(op) - if isinstance(output_queue, GatewayANDQueue): - # update number of operations that must be completed - for partition in partition_ids: - self.num_required_terminal[str(partition)] = self.num_required_terminal[str(partition)] - 1 + len(child_operators) - - print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") - print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") - if output_queue is None: - # track what opeartors need to complete processing the chunk - for partition in partition_ids: - self.terminal_operators[str(partition)].append(handle) - - # create operators - if op["op_type"] == "receive": - # wait for chunks from reciever - operators[handle] = GatewayWaitReciever( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - n_processes=1, # dummy wait thread, not actual reciever - chunk_store=self.chunk_store, - error_event=self.error_event, - error_queue=self.error_queue, - ) - total_p += 1 - elif op["op_type"] == "read_object_store": - operators[handle] = GatewayObjStoreReadOperator( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - error_queue=self.error_queue, - error_event=self.error_event, - n_processes=op["num_connections"], - chunk_store=self.chunk_store, - bucket_name=op["bucket_name"], - bucket_region=op["bucket_region"], - ) - total_p += op["num_connections"] - elif op["op_type"] == "gen_data": - operators[handle] = GatewayRandomDataGen( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - error_queue=self.error_queue, - error_event=self.error_event, - chunk_store=self.chunk_store, - size_mb=op["size_mb"], - ) - elif op["op_type"] == "send": - # TODO: handle private ips for GCP->GCP - target_gateway_info = self.gateway_info[op["target_gateway_id"]] - print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) - operators[handle] = GatewaySender( - handle, - region=self.region, - ip_addr=target_gateway_info["private_ip_address"], - input_queue=input_queue, - output_queue=output_queue, - error_event=self.error_event, - error_queue=self.error_queue, - chunk_store=self.chunk_store, - use_tls=self.use_tls, - use_compression=False, # operator["compress"], - e2ee_key_bytes=self.e2ee_key_bytes, - n_processes=op["num_connections"], - ) - total_p += op["num_connections"] - elif op["op_type"] == "write_object_store": - operators[handle] = GatewayObjStoreWriteOperator( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - error_queue=self.error_queue, - error_event=self.error_event, - n_processes=op["num_connections"], - chunk_store=self.chunk_store, - bucket_name=op["bucket_name"], - bucket_region=op["bucket_region"], - upload_id_map=self.upload_id_map, - ) - total_p += op["num_connections"] - elif op["op_type"] == "write_local": - operators[handle] = GatewayWriteLocal( - handle=handle, - region=self.region, - input_queue=input_queue, - output_queue=output_queue, - error_queue=self.error_queue, - error_event=self.error_event, - chunk_store=self.chunk_store, - ) - total_p += 1 - else: - raise ValueError(f"Unsupported op_type {op['op_type']}") - # recursively create for child operators - total_p += create_gateway_operators_helper(output_queue, child_operators, partition_ids) - return total_p - - pprint(gateway_program) - - # create operator tree for each partition - total_p = 0 - for program_group in gateway_program: - partitions = program_group["partitions"] - program = program_group["value"] - - print("partitions", partitions) - # create initial queue for partition - if program[0]["op_type"] == "mux_and": - queue = GatewayANDQueue() - print(f"First operator is mux_and: queue {queue}") - assert len(program) == 1, f"mux_and cannot have siblings" - program = program[0]["children"] - for partition in partitions: - self.num_required_terminal[str(partition)] = len(program) - else: - queue = GatewayQueue() - print(f"First operator is ", program[0], "queue", queue) - - for partition in partitions: - self.num_required_terminal[str(partition)] = 1 - - # link all partitions to same queue reference - for partition in partitions: - self.chunk_store.add_partition(str(partition), queue) - - # create DAG for this partition group - total_p += create_gateway_operators_helper( - self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition - program, # single partition program - partitions, - ) - # print("TOTAL NUMBER OF PROCESSES", total_p) - return operators - - def run(self): - exit_flag = Event() - - def exit_handler(signum, frame): - logger.warning("[gateway_daemon] Received signal {}. Exiting...".format(signum)) - exit_flag.set() - for operator in self.operators.values(): - operator.stop_workers() - sys.exit(0) - - for operator in self.operators.values(): - logger.info(f"[gateway_daemon] Starting gateway operator {operator.handle} workers") - operator.start_workers() - - signal.signal(signal.SIGINT, exit_handler) - signal.signal(signal.SIGTERM, exit_handler) - - logger.info("[gateway_daemon] Starting daemon loop") - try: - while not exit_flag.is_set() and not self.error_event.is_set(): - self.api_server.pull_chunk_status_queue() - except Exception as e: - self.error_queue.put(e) - self.error_event.set() - logger.error(f"[gateway_daemon] Exception in daemon loop: {e}") - logger.exception(e) - - # shut down workers except for API to report status - logger.info("[gateway_daemon] Exiting all workers except for API") - for operator in self.operators.values(): - operator.stop_workers() - logger.info("[gateway_daemon] Done") - - -if __name__ == "__main__": - parser = argparse.ArgumentParser(description="Skyplane Gateway Daemon") - parser.add_argument("--region", type=str, required=True, help="Region tag (provider:region") - parser.add_argument("--chunk-dir", type=Path, default="/tmp/skyplane/chunks", help="Directory to store chunks") - parser.add_argument("--disable-tls", action="store_true") - parser.add_argument("--use-compression", action="store_true") # TODO: remove - parser.add_argument("--disable-e2ee", action="store_true") # TODO: remove - args = parser.parse_args() - - os.makedirs(args.chunk_dir) - daemon = GatewayDaemon( - region=args.region, - chunk_dir=args.chunk_dir, - use_tls=not args.disable_tls, - ) - daemon.run() diff --git a/skyplane/broadcast/gateway/gateway_daemon_api.py b/skyplane/broadcast/gateway/gateway_daemon_api.py deleted file mode 100644 index 1a5220ff8..000000000 --- a/skyplane/broadcast/gateway/gateway_daemon_api.py +++ /dev/null @@ -1,345 +0,0 @@ -import logging -from collections import defaultdict -import logging.handlers -import os -import threading -from multiprocessing import Queue -from queue import Empty -from traceback import TracebackException -from typing import Dict, List, Tuple, Optional -import json -from flask import Flask, jsonify, request -from werkzeug.serving import make_server - -from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver -from skyplane.utils import logger - - -class GatewayDaemonAPI(threading.Thread): - """ - API documentation: - * GET /api/v1/status - returns status of API - * GET /api/v1/servers - returns list of running servers - * POST /api/v1/servers - starts a new server - * DELETE /api/v1/servers/ - stops a server - * GET /api/v1/chunk_requests - returns list of chunk requests (use {'state': ''} to filter) - * GET /api/v1/chunk_requests/ - returns chunk request - * POST /api/v1/chunk_requests - adds a new chunk request - * PUT /api/v1/chunk_requests/ - updates chunk request - * GET /api/v1/chunk_status_log - returns list of chunk status log entries - * POST /api/v1/upload_id_maps - post a json which contains mapping of region:bucket:key to upload id to each server - """ - - def __init__( - self, - chunk_store: ChunkStore, - gateway_receiver: GatewayReceiver, - error_event, - error_queue: Queue, - terminal_operators: Dict[str, List[str]], - num_required_terminal: Dict[str, int], - upload_id_map: Dict[str, str], - host="0.0.0.0", - port=8081, - ): - super().__init__() - self.app = Flask("gateway_metadata_server") - self.chunk_store = chunk_store - self.gateway_receiver = gateway_receiver - self.error_event = error_event - self.error_queue = error_queue - self.terminal_operators = terminal_operators - self.num_required_terminal = num_required_terminal - self.error_list: List[TracebackException] = [] - self.error_list_lock = threading.Lock() - self.upload_id_map = upload_id_map - - # load routes - self.register_global_routes(self.app) - self.register_server_routes(self.app) - self.register_request_routes(self.app) - self.register_error_routes(self.app) - self.register_socket_profiling_routes(self.app) - - # make server - self.host = host - self.port = port - self.url = "http://{}:{}".format(host, port) - - # chunk status log - self.state_update_lock = threading.Lock() - self.chunk_status: Dict[int, str] = {} # TODO: maintain as chunk_status_log is dumped - self.chunk_requests: Dict[str, ChunkRequest] = {} - self.sender_compressed_sizes: Dict[str, Tuple[int, int]] = {} # TODO: maintain as chunks are completed - self.chunk_status_log: List[Dict] = [] - self.chunk_completions = defaultdict(list) - - # socket profiles - # TODO: actually fill these out - self.sender_socket_profiles: List[Dict] = [] - self.sender_socket_profiles_lock = threading.Lock() - self.receiver_socket_profiles: List[Dict] = [] - self.receiver_socket_profiles_lock = threading.Lock() - - logging.getLogger("werkzeug").setLevel(logging.DEBUG) - self.server = make_server(host, port, self.app, threaded=True) - - def pull_chunk_status_queue(self, timeout=0.5): - with self.state_update_lock: - while True: - try: - elem = self.chunk_store.chunk_status_queue.get(timeout=timeout) - except Empty: - # print("[gateway_api] Chunk status queue empty, no more updates") - break - - handle = elem["handle"] - state = elem["state"] - chunk_id = elem["chunk_id"] - partition = elem["partition"] - - if chunk_id not in self.chunk_status: - self.chunk_status[chunk_id] = ChunkState.registered.name - - if self.chunk_status[chunk_id] == ChunkState.complete.name: - assert not os.path.exists(chunk_file_path), f"Chunk path still exists even though completed {chunk_file_path}" - continue - - # if terminal operator, then mark a chunk completion - if handle in self.terminal_operators[elem["partition"]] and state == ChunkState.complete.name: - self.chunk_completions[chunk_id].append(handle) - - # if all terminal operators complete, then mark chunk complete - if ( - self.chunk_status.get(chunk_id, None) != ChunkState.complete.name - and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] - ): - # TODO: set this somewhere else - self.chunk_status[chunk_id] = ChunkState.complete.name - - print(f"[gateway_api] chunk {chunk_id}: complete, all operators have uploaded {self.terminal_operators}") - # remove chunk file - chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) - if os.path.exists(chunk_file_path): - logging.info(f"[gateway_api] Removing chunk file {chunk_file_path}") - chunk_file_path.unlink() - - # record compressed size - if "metadata" in elem and "compressed_size_bytes" in elem["metadata"] and "uncompressed_size_bytes" in elem["metadata"]: - self.sender_compressed_sizes[chunk_id] = ( - elem["metadata"]["compressed_size_bytes"], - elem["metadata"]["uncompressed_size_bytes"], - ) - else: - if elem["state"] == ChunkState.complete.name: - print( - f"[gateway_api] After {handle}, chunk {chunk_id}, partition {partition}: not complete " - + f"operators {self.chunk_completions[chunk_id]} have uploaded " - + f"out of {self.terminal_operators}. " - + f"Required completitions = {self.num_required_terminal[partition]}" - ) - - # else: - # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") - self.chunk_status_log.append(elem) - - def run(self): - self.server.serve_forever() - - def shutdown(self): - self.server.shutdown() - - def register_global_routes(self, app): - @app.route("/", methods=["GET"]) - def get_index(): - return jsonify({"version": "v1"}) - - @app.route("/api/v1", methods=["GET"]) - def get_v1_index(): - output = "" - for rule in sorted(self.app.url_map.iter_rules(), key=lambda r: r.rule): - if rule.endpoint != "static": - methods = set(m for m in rule.methods if m not in ["HEAD", "OPTIONS"]) - output += f"{rule.rule}: {methods}
" - return output - - @app.route("/api/v1/status", methods=["GET"]) - def get_status(): - return jsonify({"status": "ok"}) - - @app.route("/api/v1/shutdown", methods=["POST"]) - def shutdown(): - self.shutdown() - logger.error("Shutdown complete. Hard exit.") - os._exit(1) - - def register_server_routes(self, app): - @app.route("/api/v1/servers", methods=["GET"]) - def get_server_ports(): - return jsonify({"server_ports": self.gateway_receiver.server_ports}) - - @app.route("/api/v1/servers", methods=["POST"]) - def add_server(): - new_port = self.gateway_receiver.start_server() - return jsonify({"server_port": new_port}) - - @app.route("/api/v1/servers/", methods=["DELETE"]) - def remove_server(port: int): - try: - self.gateway_receiver.stop_server(port) - return jsonify({"status": "ok"}) - except ValueError as e: - return jsonify({"error": str(e)}), 400 - - def register_request_routes(self, app): - def make_chunk_req_payload(chunk_req: ChunkRequest): - state = self.chunk_status[chunk_req.chunk.chunk_id] - state_name = state if state is not None else "unknown" - return {"req": chunk_req.as_dict(), "state": state_name} - - def get_chunk_reqs(state=None) -> Dict[int, Dict]: - out = {} - for chunk_id in list(self.chunk_status.keys()): - chunk_state = self.chunk_status[chunk_id] - if state is None or chunk_state == state: - chunk_req = self.chunk_requests[chunk_id] - out[chunk_id] = make_chunk_req_payload(chunk_req) - return out - - def add_chunk_req(body, state): - if isinstance(body, dict): - chunk_req = ChunkRequest.from_dict(body) - self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.add_chunk_request(chunk_req, state) - return 1 - elif isinstance(body, list): - for row in body: - chunk_req = ChunkRequest.from_dict(row) - self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.add_chunk_request(chunk_req, state) - return len(body) - - @app.route("/api/v1/chunk_requests", methods=["GET"]) - def get_chunk_requests(): - state_param = request.args.get("state") - if state_param is not None: - try: - state = ChunkState.from_str(state_param) - except ValueError: - return jsonify({"error": "invalid state"}), 400 - return jsonify({"chunk_requests": get_chunk_reqs(state)}) - else: - return jsonify({"chunk_requests": get_chunk_reqs()}) - - @app.route("/api/v1/incomplete_chunk_requests", methods=["GET"]) - def get_incomplete_chunk_requests(): - return jsonify({"chunk_requests": {k: v for k, v in get_chunk_reqs().items() if v["state"] != "upload_complete"}}) - - # lookup chunk request given chunk worker_id - @app.route("/api/v1/chunk_requests/", methods=["GET"]) - def get_chunk_request(chunk_id: int): - chunk_req = self.chunk_requests.get(chunk_id) - if chunk_req: - return jsonify({"chunk_requests": [make_chunk_req_payload(chunk_req)]}) - else: - return jsonify({"error": f"Chunk {chunk_id} not found"}), 404 - - # add a new chunk request with default state registered - @app.route("/api/v1/chunk_requests", methods=["POST"]) - def add_chunk_request(): - print(f"[gateway_api] Recieved chunk request {request.json}") - state_param = request.args.get("state", "registered") - n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) - # TODO: Add to chunk manager queue - return jsonify({"status": "ok", "n_added": n_added}) - - # update chunk request - @app.route("/api/v1/chunk_requests/", methods=["PUT"]) - def update_chunk_request(chunk_id: str): - chunk_req = self.chunk_requests.get(chunk_id) - if chunk_req is None: - return jsonify({"error": f"Chunk {chunk_id} not found"}), 404 - else: - if "state" in request.args: - try: - state = ChunkState.from_str(request.args.get("state")) - except ValueError: - return jsonify({"error": "invalid state"}), 400 - self.chunk_store.log_chunk_state(chunk_req, state) - return jsonify({"status": "ok"}) - else: - return jsonify({"error": "update not supported"}), 400 - - # list chunk status log - @app.route("/api/v1/chunk_status_log", methods=["GET"]) - def get_chunk_status_log(): - n_entries = len(self.chunk_status_log) - status_log_copy = [] # copy to support concurrent access - for i in range(n_entries): - status_log_copy.append(self.chunk_status_log[i]) - return jsonify({"chunk_status_log": status_log_copy}) - - # post the upload ids mapping - @app.route("/api/v1/upload_id_maps", methods=["POST"]) - def update_upload_ids_mapping(): - # TODO: beware that this assumes that only a single thread on the client is making requests - # if concurrent calls are made, this needs to be processed as chunk requests are - logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") - # upload_id_file_path = self.chunk_store.get_upload_id_map_path() - - # with upload_id_file_path.open("w") as f: - # f.write(json.dumps(request.json)) - - # update upload id mapping - print(request.json) - upload_ids = request.json - for key, id in upload_ids.items(): - self.upload_id_map[key] = id - - print(f"Added upload id mappings {upload_ids}") - - return jsonify({"status": "ok"}) - - def register_error_routes(self, app): - @app.route("/api/v1/errors", methods=["GET"]) - def get_errors(): - with self.error_list_lock: - while True: - try: - elem = self.error_queue.get_nowait() - self.error_list.append(elem) - except Empty: - break - # convert TracebackException to list - error_list_str = [str(e) for e in self.error_list] - return jsonify({"errors": error_list_str}) - - def register_socket_profiling_routes(self, app): - @app.route("/api/v1/profile/socket/receiver", methods=["GET"]) - def get_receiver_socket_profiles(): - with self.receiver_socket_profiles_lock: - while True: - try: - elem = self.gateway_receiver.socket_profiler_event_queue.get_nowait() - self.receiver_socket_profiles.append(elem) - except Empty: - break - return jsonify({"socket_profiles": self.receiver_socket_profiles}) - - @app.route("/api/v1/profile/compression", methods=["GET"]) - def get_receiver_compression_profile(): - total_size_compressed_bytes, total_size_uncompressed_bytes = 0, 0 - for _, (compressed_size, uncompressed_size) in self.sender_compressed_sizes.items(): - total_size_compressed_bytes += compressed_size - total_size_uncompressed_bytes += uncompressed_size - return jsonify( - { - "compressed_bytes_sent": total_size_compressed_bytes, - "uncompressed_bytes_sent": total_size_uncompressed_bytes, - "compression_ratio": total_size_uncompressed_bytes / total_size_compressed_bytes - if total_size_compressed_bytes > 0 - else 0, - } - ) diff --git a/skyplane/broadcast/gateway/operators/gateway_operator.py b/skyplane/broadcast/gateway/operators/gateway_operator.py deleted file mode 100644 index c971a3927..000000000 --- a/skyplane/broadcast/gateway/operators/gateway_operator.py +++ /dev/null @@ -1,585 +0,0 @@ -import json -import os -from typing import List -import queue -import socket -import ssl -import time -import traceback -from functools import partial -from multiprocessing import Event, Process -from typing import Dict, List, Optional - -import urllib3 -import nacl.secret -from abc import ABC, abstractmethod - -from skyplane.config_paths import cloud_config -from skyplane.utils.definitions import MB -from skyplane.utils import logger -from skyplane.utils.retry import retry_backoff -from skyplane.utils.timer import Timer -from skyplane.obj_store.object_store_interface import ObjectStoreInterface - -from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue -from skyplane.broadcast.gateway.chunk_store import ChunkStore - - -class GatewayOperator(ABC): - def __init__( - self, - handle: str, - region: str, # TODO: remove - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - chunk_store: ChunkStore, - n_processes: Optional[int] = 1, - ): - self.handle = handle - self.region = region - self.input_queue = input_queue - self.output_queue = output_queue - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.n_processes = n_processes - - urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning) - - # args for worker function - self.args = () - - # shared state - # TODO: move this outside of GateWaySender to share between processes? - self.processes = [] - self.exit_flags = [Event() for _ in range(self.n_processes)] - - # process-local state - self.worker_id: Optional[int] = None - - def start_workers(self): - for i in range(self.n_processes): - p = Process(target=self.worker_loop, args=(i,) + self.args) - p.start() - self.processes.append(p) - - def stop_workers(self): - for i in range(self.n_processes): - self.exit_flags[i].set() - for p in self.processes: - p.join() - self.processes = [] - - def worker_loop(self, worker_id: int, *args): - self.worker_id = worker_id - while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): - try: - # get chunk from input queue - try: - # will only get data for that handle - chunk_req = self.input_queue.get_nowait(self.handle) - except queue.Empty: - continue - - # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") - - # TODO: status logging - self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") - - # process chunk - succ = self.process(chunk_req, *args) - - # place in output queue - if succ: - # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - # print(self.handle) - self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) - if self.output_queue is not None: - # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") - self.output_queue.put(chunk_req) - else: - print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") - else: - # failed to process - re-queue - time.sleep(0.1) - # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") - self.input_queue.put(chunk_req) - - except Exception as e: - logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") - self.error_queue.put(traceback.format_exc()) - self.error_event.set() - self.exit_flags[worker_id].set() - - # run worker exit function - self.worker_exit(worker_id) - - def worker_exit(self, worker_id: int): - pass - - @abstractmethod - def process(self, chunk_req: ChunkRequest, **args): - pass - - -class GatewayWaitReciever(GatewayOperator): - def __init__(self, *args, **kwargs): - super().__init__(*args, **kwargs) - - # TODO: alternative (potentially better performnace) implementation: connect via queue with GatewayReciever to listen - # for download completition events - join with chunk request queue from ChunkStore - def process(self, chunk_req: ChunkRequest): - chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) - if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue - # logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") - return False - - # check to see if file is completed downloading - # Successfully recieved chunk 38400a29812142a486eaefcdebedf371, 161867776 0, 67108864 - with open(chunk_file_path, "rb") as f: - data = f.read() - if len(data) < chunk_req.chunk.chunk_length_bytes: - # download not complete - return False - assert ( - len(data) == chunk_req.chunk.chunk_length_bytes - ), f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" - print( - f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}" - ) - return True - - -class GatewaySender(GatewayOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - chunk_store: ChunkStore, - ip_addr: str, - use_tls: Optional[bool] = True, - use_compression: Optional[bool] = True, - e2ee_key_bytes: Optional[bytes] = None, - n_processes: Optional[int] = 32, - ): - super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - self.ip_addr = ip_addr - self.use_tls = use_tls - self.use_compression = use_compression - self.e2ee_key_bytes = e2ee_key_bytes - self.args = (ip_addr,) - - # provider = region.split(":")[0] - # if provider == "aws" or provider == "gcp": - # self.n_processes = 32 - # elif provider == "azure": - # self.n_processes = 24 # due to throttling limits from authentication - - # encryption - if e2ee_key_bytes is None: - self.e2ee_secretbox = None - else: - self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) - - # SSL context - if use_tls: - self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) - self.ssl_context.check_hostname = False - self.ssl_context.verify_mode = ssl.CERT_NONE - logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") - else: - self.ssl_context = None - - # process-local state - self.sender_port: Optional[int] = None - self.destination_ports: Dict[str, int] = {} # ip_address -> int - self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket - self.sent_chunk_ids: Dict[str, List[int]] = {} # ip_address -> list of chunk_ids - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE") - - def worker_exit(self, worker_id: int): - # close destination sockets - logger.info(f"[sender:{worker_id}] exiting, closing sockets") - for dst_socket in self.destination_sockets.values(): - dst_socket.close() - - # wait for all chunks to reach state "downloaded" - # TODO: remove/replace for broadcast - def wait_for_chunks(): - cr_status = {} - for ip, ip_chunk_ids in self.sent_chunk_ids.items(): - response = self.http_pool.request("GET", f"https://{ip}:8080/api/v1/incomplete_chunk_requests") - assert response.status == 200, f"{response.status} {response.data}" - host_state = json.loads(response.data.decode("utf-8"))["chunk_requests"] - for chunk_id in ip_chunk_ids: - if chunk_id in host_state: - cr_status[chunk_id] = host_state[chunk_id]["state"] - return all(status not in ["registered", "download_queued", "download_in_progress"] for status in cr_status.values()) - - logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") - wait_success = False - for _ in range(60): - try: - if wait_for_chunks(): - wait_success = True - break - except Exception as e: - logger.error(f"[Gateway Sender wait_for_chunks()] Exception: {e}") - - time.sleep(5) # originally 1 - if not wait_success: - raise Exception("Timed out waiting for chunks to reach state 'downloaded'") - logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") - - # close servers - logger.info(f"[sender:{worker_id}] exiting, closing servers") - for dst_host, dst_port in self.destination_ports.items(): - response = self.http_pool.request("DELETE", f"https://{dst_host}:8080/api/v1/servers/{dst_port}") - assert response.status == 200 and json.loads(response.data.decode("utf-8")) == {"status": "ok"} - logger.info(f"[sender:{worker_id}] closed destination socket {dst_host}:{dst_port}") - - def make_socket(self, dst_host): - response = self.http_pool.request("POST", f"https://{dst_host}:8080/api/v1/servers") - assert response.status == 200, f"{response.status} {response.data.decode('utf-8')}" - self.destination_ports[dst_host] = int(json.loads(response.data.decode("utf-8"))["server_port"]) - sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) - sock.connect((dst_host, self.destination_ports[dst_host])) - original_timeout = sock.gettimeout() - sock.settimeout(30.0) # For the TLS handshake - logger.info(f"[sender:{self.worker_id}] started new server connection to {dst_host}:{self.destination_ports[dst_host]}") - if self.ssl_context is not None: - sock = self.ssl_context.wrap_socket(sock) - logger.info(f"[sender:{self.worker_id}] finished TLS handshake to {dst_host}:{self.destination_ports[dst_host]}") - sock.settimeout(original_timeout) - sock.setsockopt(socket.IPPROTO_TCP, socket.TCP_NODELAY, 1) - return sock - - # send chunks to other instances - def process(self, chunk_req: ChunkRequest, dst_host: str): - """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" - # notify server of upcoming ChunkRequests - - print(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") - - # TODO: does this function need to be implemented to work for a list of chunks? - - chunk_ids = [chunk_req.chunk.chunk_id] - chunk_reqs = [chunk_req] - with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): - - # TODO: remove chunk request wrapper - register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs]).encode("utf-8") - print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - # while True: - # try: - # response = self.http_pool.request( - # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - # ) - # break - # except Exception as e: - # print("sender post error", e) - # time.sleep(1) - - response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - ) - - assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") - - # contact server to set up socket connection - if self.destination_ports.get(dst_host) is None: - print(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") - self.destination_sockets[dst_host] = retry_backoff( - partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout - ) - print(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") - sock = self.destination_sockets[dst_host] - - # TODO: cleanup so this isn't a loop - for idx, chunk_req in enumerate(chunk_reqs): - # self.chunk_store.state_start_upload(chunk_id, f"sender:{self.worker_id}") - chunk_id = chunk_req.chunk.chunk_id - chunk = chunk_req.chunk - chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_id) - - # read data from disk (and optionally compress if sending from source region) - with open(chunk_file_path, "rb") as f: - data = f.read() - assert len(data) == chunk.chunk_length_bytes, f"chunk {chunk_id} has size {len(data)} but should be {chunk.chunk_length_bytes}" - - wire_length = len(data) - # compressed_length = None - # if self.use_compression and self.region == chunk_req.src_region: - # data = lz4.frame.compress(data) - # wire_length = len(data) - # compressed_length = wire_length - # if self.e2ee_secretbox is not None and self.region == chunk_req.src_region: - # data = self.e2ee_secretbox.encrypt(data) - # wire_length = len(data) - - # send chunk header - header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") - header.to_socket(sock) - print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") - - # send chunk data - assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" - # file_size = os.path.getsize(chunk_file_path) - - with Timer() as t: - sock.sendall(data) - - # logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {chunk.chunk_length_bytes * 8 / t.elapsed / MB:.2f}Mbps") - print(f"[sender:{self.worker_id}]:{chunk_id} sent at {wire_length * 8 / t.elapsed / MB:.2f}Mbps") - - if dst_host not in self.sent_chunk_ids: - self.sent_chunk_ids[dst_host] = [] - self.sent_chunk_ids[dst_host].append(chunk_req.chunk.chunk_id) - - # success, so return true - return True - - -class GatewayRandomDataGen(GatewayOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - chunk_store: ChunkStore, - size_mb: int, - n_processes: Optional[int] = 1, - ): - super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - self.size_mb = size_mb - - def process(self, chunk_req: ChunkRequest): - # wait until enough space available - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - size_bytes = int(self.size_mb * MB) - assert size_bytes > 0, f"Invalid size {size_bytes} for fallocate" - - while True: - # create file with random data - try: - os.system(f"fallocate -l {size_bytes} {fpath}") - file_size = os.path.getsize(fpath) - if file_size == size_bytes: - break - except Exception: - print(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") - time.sleep(0.1) - continue - - logger.info(f"[{self.handle}:{self.worker_id}] Wrote chunk {chunk_req.chunk.chunk_id} with size {file_size} to {fpath}") - chunk_req.chunk.chunk_length_bytes = os.path.getsize(fpath) - - return True - - -class GatewayWriteLocal(GatewayOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - chunk_store: ChunkStore, - n_processes: int = 1, - ): - super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - - def process(self, chunk_req: ChunkRequest): - # do nothing (already written locally) - return True - - -class GatewayObjStoreOperator(GatewayOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - n_processes: Optional[int] = 1, - chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, - ): - super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) - self.bucket_name = bucket_name - self.bucket_region = bucket_region - self.src_requester_pays = cloud_config.get_flag("requester_pays") - - # process-local state - self.worker_id: Optional[int] = None - self.obj_store_interfaces: Dict[str, ObjectStoreInterface] = {} - - # interact with object store - def get_obj_store_interface(self, region: str, bucket: str) -> ObjectStoreInterface: - key = f"{region}:{bucket}" - if key not in self.obj_store_interfaces: - logger.warning(f"[gateway_daemon] ObjectStoreInterface not cached for {key}") - try: - self.obj_store_interfaces[key] = ObjectStoreInterface.create(region, bucket) - except Exception as e: - raise ValueError(f"Failed to create obj store interface {str(e)}") - return self.obj_store_interfaces[key] - - -class GatewayObjStoreReadOperator(GatewayObjStoreOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - n_processes: int = 32, - chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, - ): - super().__init__( - handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region - ) - - def process(self, chunk_req: ChunkRequest, **args): - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - # wait for free space - logger.debug(f"[{self.handle}:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") - - obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) - - if self.src_requester_pays: - obj_store_interface.set_requester_bool(True) - - # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - # time.sleep(0.1) - - assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" - while True: - # if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - # time.sleep(0.1) - # continue - try: - md5sum = retry_backoff( - partial( - obj_store_interface.download_object, - chunk_req.chunk.src_key, - fpath, - chunk_req.chunk.file_offset_bytes, - chunk_req.chunk.chunk_length_bytes, - generate_md5=True, - ), - max_retries=1, # TODO: fix this - not a good solution - ) - - # ensure properly downloaded - file_size = os.path.getsize(fpath) - if file_size == chunk_req.chunk.chunk_length_bytes: - break - else: - print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) - - except Exception as e: - print("Failed", e) - time.sleep(1) - - # update md5sum for chunk requests - # TODO: create checksum operator - # if not md5sum: - # logger.error(f"[obj_store:{self.worker_id}] Checksum was not generated for {chunk_req.chunk.src_key}") - # else: - # self.chunk_store.update_chunk_checksum(chunk_req.chunk.chunk_id, md5sum) - - recieved_chunk_size = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).stat().st_size - assert ( - recieved_chunk_size == chunk_req.chunk.chunk_length_bytes - ), f"Downloaded chunk {chunk_req.chunk.chunk_id} to {fpath} has incorrect size (expected {chunk_req.chunk.chunk_length_bytes} but got {recieved_chunk_size}, {chunk_req.chunk.chunk_length_bytes})" - logger.debug(f"[obj_store:{self.worker_id}] Downloaded {chunk_req.chunk.chunk_id} from {self.bucket_name}") - return True - - -class GatewayObjStoreWriteOperator(GatewayObjStoreOperator): - def __init__( - self, - handle: str, - region: str, - input_queue: GatewayQueue, - output_queue: GatewayQueue, - error_event, - error_queue: GatewayQueue, - # upload_id_requests: Queue[Dict[str, str]], # queue of upload_id mappings from client - upload_id_map: Dict[str, str], # map of upload_id mappings from client - n_processes: Optional[int] = 32, - chunk_store: Optional[ChunkStore] = None, - bucket_name: Optional[str] = None, - bucket_region: Optional[str] = None, - ): - super().__init__( - handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region - ) - self.chunk_store = chunk_store - self.upload_id_map = upload_id_map - - def process(self, chunk_req: ChunkRequest): - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - logger.debug( - f"[{self.handle}:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" - ) - - # TODO: cache object store interface - obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) - - if chunk_req.chunk.multi_part: - assert chunk_req.chunk.dest_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.dest_key} not found {self.upload_id_map}" - upload_id = self.upload_id_map[chunk_req.chunk.dest_key] - # key_to_upload_id = self.bucket_region + ":" + self.bucket_name + ":" + chunk_req.chunk.dest_key - # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, multi-part is enabled") - - # map_file_path = self.chunk_store.get_upload_id_map_path() - # if not os.path.exists(map_file_path): - # logger.debug(f"[obj_store:{self.worker_id}]: map path {map_file_path} does not exists") - # return False - - # with open(map_file_path, "rb") as f: - # upload_ids_map = json.load(f) - - ## logger.debug(f"[obj_store:{self.worker_id}] all upload id map: {upload_ids_map}") - # upload_id = str(upload_ids_map[key_to_upload_id]) - # logger.debug(f"[obj_store:{self.worker_id}] key {key_to_upload_id}, map to upload id: {upload_id}, type: {type(upload_id)}") - else: - upload_id = None - - retry_backoff( - partial( - obj_store_interface.upload_object, - fpath, - chunk_req.chunk.dest_key, - chunk_req.chunk.part_number, - upload_id, - check_md5=chunk_req.chunk.md5_hash, - ), - max_retries=1, - ) - logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") - return True diff --git a/skyplane/broadcast/gateway/operators/gateway_receiver.py b/skyplane/broadcast/gateway/operators/gateway_receiver.py deleted file mode 100644 index 3743c35ab..000000000 --- a/skyplane/broadcast/gateway/operators/gateway_receiver.py +++ /dev/null @@ -1,222 +0,0 @@ -import os -import signal -import socket -import ssl -import time -import traceback -from contextlib import closing -from multiprocessing import Event, Process, Value, Queue -from typing import Optional, Tuple - -import nacl.secret - -from skyplane.utils.definitions import MB -from skyplane.utils import logger -from skyplane.utils.timer import Timer - -from skyplane.chunk import WireProtocolHeader -from skyplane.broadcast.gateway.cert import generate_self_signed_certificate -from skyplane.broadcast.gateway.chunk_store import ChunkStore - - -class GatewayReceiver: - def __init__( - self, - handle: str, - region: str, - chunk_store: ChunkStore, - error_event, - error_queue: Queue, - recv_block_size=4 * MB, - max_pending_chunks=1, - use_tls: Optional[bool] = True, - use_compression: Optional[bool] = True, - e2ee_key_bytes: Optional[bytes] = None, - ): - self.handle = handle - self.region = region - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.recv_block_size = recv_block_size - self.max_pending_chunks = max_pending_chunks - print("Max pending chunks", self.max_pending_chunks) - self.use_compression = use_compression - if e2ee_key_bytes is None: - self.e2ee_secretbox = None - else: - self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) - self.server_processes = [] - self.server_ports = [] - self.next_gateway_worker_id = 0 - self.socket_profiler_event_queue = Queue() - - # SSL context - if use_tls: - generate_self_signed_certificate("temp.cert", "temp.key") - self.ssl_context = ssl.create_default_context(ssl.Purpose.CLIENT_AUTH) - self.ssl_context.check_hostname = False - self.ssl_context.verify_mode = ssl.CERT_NONE - self.ssl_context.load_cert_chain("temp.cert", "temp.key") - logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") - else: - self.ssl_context = None - - # private state per worker - self.worker_id: Optional[int] = None - - def start_server(self): - started_event = Event() - port = Value("i", 0) - - def server_worker(worker_id: int): - self.worker_id = worker_id - with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: - sock.bind(("0.0.0.0", 0)) - socket_port = sock.getsockname()[1] - port.value = socket_port - exit_flag = Event() - - def signal_handler(signal, frame): - exit_flag.set() - - signal.signal(signal.SIGINT, signal_handler) - - sock.listen() - if self.ssl_context is not None: - ssl_sock = self.ssl_context.wrap_socket(sock, server_side=True) - else: - ssl_sock = sock - started_event.set() - logger.info(f"[receiver:{socket_port}] Waiting for connection") - ssl_conn, addr = ssl_sock.accept() - logger.info(f"[receiver:{socket_port}] Accepted connection from {addr}") - while not exit_flag.is_set() and not self.error_event.is_set(): - try: - self.recv_chunks(ssl_conn, addr) - except Exception as e: - logger.warning(f"[receiver:{socket_port}] Error: {str(e)}") - self.error_queue.put(traceback.format_exc()) - exit_flag.set() - self.error_event.set() - logger.warning(f"[receiver:{socket_port}] Exiting on signal") - ssl_conn.close() - - gateway_id = self.next_gateway_worker_id - self.next_gateway_worker_id += 1 - p = Process(target=server_worker, args=(gateway_id,)) - p.start() - started_event.wait() - self.server_processes.append(p) - self.server_ports.append(port.value) - logger.info(f"[receiver:{port.value}] Started server)") - return port.value - - def stop_server(self, port: int): - matched_process = None - for server_port, server_process in zip(self.server_ports, self.server_processes): - if server_port == port: - matched_process = server_process - break - if matched_process is None: - raise ValueError(f"No server found on port {port}") - else: - os.kill(matched_process.pid, signal.SIGINT) - matched_process.join(30) - matched_process.terminate() - self.server_processes.remove(matched_process) - self.server_ports.remove(port) - logger.warning(f"[server:{port}] Stopped server") - return port - - def stop_servers(self): - for port in self.server_ports: - self.stop_server(port) - assert len(self.server_ports) == 0 - assert len(self.server_processes) == 0 - - def stop_workers(self): - self.stop_servers() - - def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): - server_port = conn.getsockname()[1] - chunks_received = [] - init_space = self.chunk_store.remaining_bytes() - print("Init space", init_space) - while True: - # receive header and write data to file - logger.debug(f"[receiver:{server_port}] Blocking for next header") - chunk_header = WireProtocolHeader.from_socket(conn) - logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} Got chunk header {chunk_header}") - - # TODO: this wont work - # chunk_request = self.chunk_store.get_chunk_request(chunk_header.chunk_id) - - # should_decrypt = self.e2ee_secretbox is not None and chunk_request.dst_region == self.region - # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region - - # wait for space - # while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - # print( - # f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" - # ) - # time.sleep(0.1) - - # get data - # self.chunk_store.state_queue_download(chunk_header.chunk_id) - # self.chunk_store.state_start_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") - logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} wire header length {chunk_header.data_len}") - with Timer() as t: - fpath = self.chunk_store.get_chunk_file_path(chunk_header.chunk_id) - with fpath.open("wb") as f: - socket_data_len = chunk_header.data_len - chunk_received_size = 0 - to_write = bytearray(socket_data_len) - to_write_view = memoryview(to_write) - while socket_data_len > 0: - nbytes = conn.recv_into(to_write_view[chunk_received_size:], min(socket_data_len, self.recv_block_size)) - socket_data_len -= nbytes - chunk_received_size += nbytes - self.socket_profiler_event_queue.put( - dict( - receiver_id=self.worker_id, - chunk_id=chunk_header.chunk_id, - time_ms=t.elapsed * 1000.0, - bytes=chunk_received_size, - ) - ) - to_write = bytes(to_write) - - # try to write data until successful - while True: - try: - f.seek(0, 0) - f.write(to_write) - f.flush() - - # check size - file_size = os.path.getsize(fpath) - if file_size == chunk_header.data_len: - break - elif file_size >= chunk_header.data_len: - raise ValueError(f"[Gateway] File size {file_size} greater than chunk size {chunk_header.data_len}") - except Exception as e: - print(e) - - print( - f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" - ) - time.sleep(1) - assert ( - socket_data_len == 0 and chunk_received_size == chunk_header.data_len - ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" - - logger.debug(f"Recieved chunk {chunk_header.chunk_id} size {chunk_header.data_len}") - - # todo check hash - # self.chunk_store.state_finish_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") - chunks_received.append(chunk_header.chunk_id) - - if chunk_header.n_chunks_left_on_socket == 0: - logger.debug(f"[receiver:{server_port}] End of stream reached") - return diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 905858a3a..68aaadc4c 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -1,14 +1,14 @@ import subprocess from datetime import datetime -from multiprocessing import Manager, Queue +from multiprocessing import Queue from os import PathLike from pathlib import Path -from queue import Empty +from typing import Dict, Optional -from typing import Dict, List, Optional +from skyplane.utils import logger from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.utils import logger +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue class ChunkStore: @@ -16,126 +16,83 @@ def __init__(self, chunk_dir: PathLike): self.chunk_dir = Path(chunk_dir) self.chunk_dir.mkdir(parents=True, exist_ok=True) + self.region_key_upload_id_mappings: Dict[str, str] = {} + # delete existing chunks for chunk_file in self.chunk_dir.glob("*.chunk"): logger.warning(f"Deleting existing chunk file {chunk_file}") chunk_file.unlink() - # multiprocess-safe concurrent structures - self.manager = Manager() - self.chunk_requests: Dict[str, ChunkRequest] = self.manager.dict() # type: ignore - self.chunk_status: Dict[str, ChunkState] = self.manager.dict() # type: ignore + # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) + self.chunk_requests: Dict[str, GatewayQueue] = {} - # state log + # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() - # metric log - self.sender_compressed_sizes: Dict[str, float] = self.manager.dict() # type: ignore - - def get_chunk_file_path(self, chunk_id: str) -> Path: - return self.chunk_dir / f"{chunk_id}.chunk" - - ### - # ChunkState management - ### - def get_chunk_state(self, chunk_id: str) -> Optional[ChunkState]: - return self.chunk_status[chunk_id] if chunk_id in self.chunk_status else None - - def set_chunk_state(self, chunk_id: str, new_status: ChunkState, log_metadata: Optional[Dict] = None): - self.chunk_status[chunk_id] = new_status - rec = {"chunk_id": chunk_id, "state": new_status.name, "time": str(datetime.utcnow().isoformat())} - if log_metadata is not None: - rec.update(log_metadata) + def set_upload_ids_map(self, maps: Dict[str, str]): + self.region_key_upload_id_mappings.update(maps) + + def get_upload_ids_map(self): + return self.region_key_upload_id_mappings + + def add_partition(self, partition_id: str): + """Create a queue for this partition.""" + if partition_id in self.chunk_requests: + raise ValueError(f"Partition {partition_id} already exists") + self.chunk_requests[partition_id] = GatewayQueue() + + def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): + """Create a queue for this partition.""" + print("Adding partition", partition_id, queue) + if partition_id in self.chunk_requests: + raise ValueError(f"Partition {partition_id} already exists") + self.chunk_requests[partition_id] = queue + print(self.chunk_requests) + + def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): + """Enqueue new chunk request from Gateway API""" + if chunk_request.chunk.partition_id not in self.chunk_requests: + raise ValueError( + f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?" + ) + self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) + self.log_chunk_state(chunk_request, state) + + def log_chunk_state( + self, + chunk_req: ChunkRequest, + new_status: ChunkState, + worker_id: Optional[int] = None, + operator_handle: Optional[str] = None, + metadata: Optional[Dict] = None, + ): + """Add dict containing chunk status change (coming from operators) to queue""" + rec = { + "chunk_id": chunk_req.chunk.chunk_id, + "partition": chunk_req.chunk.partition_id, + "state": new_status.name, + "time": str(datetime.utcnow().isoformat()), + "handle": operator_handle, + "worker_id": worker_id, + } + if metadata is not None: + rec.update(metadata) self.chunk_status_queue.put(rec) - def drain_chunk_status_queue(self) -> List[Dict]: - out_events = [] - while True: - try: - elem = self.chunk_status_queue.get_nowait() - out_events.append(elem) - except Empty: - break - return out_events - - def state_queue_download(self, chunk_id: str): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.registered, ChunkState.download_queued]: - self.set_chunk_state(chunk_id, ChunkState.download_queued) - else: - raise ValueError(f"Invalid transition queue_download from {state} (id={chunk_id})") - - def state_start_download(self, chunk_id: str, receiver_id: Optional[str] = None): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.download_queued, ChunkState.download_in_progress]: - self.set_chunk_state(chunk_id, ChunkState.download_in_progress, {"receiver_id": receiver_id}) - else: - raise ValueError(f"Invalid transition start_download from {state}") - - def state_finish_download(self, chunk_id: str, receiver_id: Optional[str] = None): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.download_in_progress, ChunkState.downloaded]: - self.set_chunk_state(chunk_id, ChunkState.downloaded, {"receiver_id": receiver_id}) - else: - raise ValueError(f"Invalid transition finish_download from {state} (id={chunk_id})") - - def state_queue_upload(self, chunk_id: str): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.downloaded, ChunkState.upload_queued]: - self.set_chunk_state(chunk_id, ChunkState.upload_queued) - else: - raise ValueError(f"Invalid transition upload_queued from {state} (id={chunk_id})") - - def state_start_upload(self, chunk_id: str, sender_id: Optional[str] = None): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.upload_queued, ChunkState.upload_in_progress]: - self.set_chunk_state(chunk_id, ChunkState.upload_in_progress, {"sender_id": sender_id}) - else: - raise ValueError(f"Invalid transition start_upload from {state} (id={chunk_id})") - - def state_finish_upload(self, chunk_id: str, sender_id: Optional[str] = None, compressed_size_bytes: Optional[int] = None): - state = self.get_chunk_state(chunk_id) - if state in [ChunkState.upload_in_progress, ChunkState.upload_complete]: - self.set_chunk_state(chunk_id, ChunkState.upload_complete, {"sender_id": sender_id}) - if compressed_size_bytes is not None: - self.sender_compressed_sizes[chunk_id] = compressed_size_bytes - else: - raise ValueError(f"Invalid transition finish_upload from {state} (id={chunk_id})") - - def state_fail(self, chunk_id: str): - if self.get_chunk_state(chunk_id) != ChunkState.upload_complete: - self.set_chunk_state(chunk_id, ChunkState.failed) - else: - raise ValueError(f"Invalid transition fail from {self.get_chunk_state(chunk_id)} (id={chunk_id})") - - ### - # Chunk management - ### - def get_chunk_requests(self, status: Optional[ChunkState] = None) -> List[ChunkRequest]: - if status is None: - return list(self.chunk_requests.values()) - else: - return [req for i, req in self.chunk_requests.items() if self.get_chunk_state(i) == status] - - def get_chunk_request(self, chunk_id: str) -> ChunkRequest: - if chunk_id not in self.chunk_requests: - raise ValueError(f"ChunkRequest {chunk_id} not found") - return self.chunk_requests[chunk_id] - - def add_chunk_request(self, chunk_request: ChunkRequest, state=ChunkState.registered): - self.set_chunk_state(chunk_request.chunk.chunk_id, state) - self.chunk_requests[chunk_request.chunk.chunk_id] = chunk_request - - def update_chunk_checksum(self, chunk_id: str, checksum: Optional[bytes]): - cr = self.chunk_requests[chunk_id] - cr.chunk.checksum = checksum - self.chunk_requests[chunk_id] = cr - - def update_chunk_mime_type(self, chunk_id: str, mime_type: Optional[str]): - cr = self.chunk_requests[chunk_id] - cr.chunk.mime_type = mime_type - self.chunk_requests[chunk_id] = cr - # Memory space calculation def remaining_bytes(self): - return int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + try: + remaining_bytes = ( + int(subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip().split()[-1]) * 1024 + ) + return remaining_bytes + except Exception as e: + raw_output = subprocess.check_output(["df", "-k", "--output=avail", self.chunk_dir]).decode().strip() + print(f"{str(e)}: failed to parse {raw_output}") + return 0 + + def get_upload_id_map_path(self) -> Path: + return self.chunk_dir / f"upload_id_map.json" + + def get_chunk_file_path(self, chunk_id: str) -> Path: + return self.chunk_dir / f"{chunk_id}.chunk" diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index e3bc412d2..864062064 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -1,162 +1,329 @@ import argparse +from multiprocessing import Manager +from pprint import pprint import atexit import json import os import signal import sys -import threading -import time from multiprocessing import Event, Queue from os import PathLike from pathlib import Path -from threading import BoundedSemaphore +from typing import Dict, List, Optional -from typing import Dict +from skyplane.utils import logger -from skyplane.chunk import ChunkState -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.gateway.gateway_daemon_api import GatewayDaemonAPI -from skyplane.gateway.gateway_obj_store import GatewayObjStoreConn -from skyplane.gateway.gateway_receiver import GatewayReceiver -from skyplane.gateway.gateway_sender import GatewaySender +from skyplane.broadcast.gateway.gateway_queue import GatewayQueue, GatewayANDQueue +from skyplane.broadcast.gateway.chunk_store import ChunkStore +from skyplane.broadcast.gateway.gateway_daemon_api import GatewayDaemonAPI +from skyplane.broadcast.gateway.operators.gateway_operator import ( + GatewaySender, + GatewayRandomDataGen, + GatewayWriteLocal, + GatewayObjStoreReadOperator, + GatewayObjStoreWriteOperator, + GatewayWaitReciever, +) +from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger -from skyplane.utils.definitions import MB +from collections import defaultdict +# TODO: add default partition ID to main +# create gateway br class GatewayDaemon: def __init__( self, region: str, - outgoing_ports: Dict[str, int], chunk_dir: PathLike, - max_inflight_chunks=64, + max_incoming_ports=64, use_tls=True, - use_compression=False, - use_e2ee=True, + use_e2ee=False, ): - # todo max_inflight_chunks should be configurable rather than static + # read gateway program + gateway_program_path = Path(os.environ["GATEWAY_PROGRAM_FILE"]).expanduser() + gateway_program = json.load(open(gateway_program_path, "r")) + + self.upload_id_map = Manager().dict() + + pprint(gateway_program) + + # read gateway info + gateway_info_path = Path(os.environ["GATEWAY_INFO_FILE"]).expanduser() + self.gateway_info = json.load(open(gateway_info_path, "r")) + + print("starting gateway daemon", gateway_program_path) + pprint(gateway_program) + assert len(gateway_program) > 0, f"Cannot have empty gateway program {gateway_program}" + + self.use_tls = use_tls + + # todo max_incoming_ports should be configurable rather than static self.region = region - self.max_inflight_chunks = max_inflight_chunks + self.max_incoming_ports = max_incoming_ports + + # the chunk store managest the incoming queue of chunks and outgoing queue of chunk status updates self.chunk_store = ChunkStore(chunk_dir) + self.error_event = Event() self.error_queue = Queue() if use_e2ee: e2ee_key_path = Path(os.environ["E2EE_KEY_FILE"]).expanduser() with open(e2ee_key_path, "rb") as f: - e2ee_key_bytes = f.read() + self.e2ee_key_bytes = f.read() else: - e2ee_key_bytes = None + self.e2ee_key_bytes = None + + # create gateway operators + self.terminal_operators = defaultdict(list) # track terminal operators per partition + self.num_required_terminal = {} + self.operators = self.create_gateway_operators(gateway_program) + + # single gateway reciever self.gateway_receiver = GatewayReceiver( - region, - self.chunk_store, - self.error_event, - self.error_queue, - max_pending_chunks=max_inflight_chunks, - use_tls=use_tls, - use_compression=use_compression, - e2ee_key_bytes=e2ee_key_bytes, + "reciever", + region=region, + chunk_store=self.chunk_store, + error_event=self.error_event, + error_queue=self.error_queue, + max_pending_chunks=max_incoming_ports, + use_tls=self.use_tls, + use_compression=False, # use_compression, + e2ee_key_bytes=self.e2ee_key_bytes, ) - self.gateway_sender = GatewaySender( - region, + + # API server + self.api_server = GatewayDaemonAPI( self.chunk_store, + self.gateway_receiver, self.error_event, self.error_queue, - outgoing_ports=outgoing_ports, - use_tls=use_tls, - use_compression=use_compression, - e2ee_key_bytes=e2ee_key_bytes, + terminal_operators=self.terminal_operators, + num_required_terminal=self.num_required_terminal, + upload_id_map=self.upload_id_map, ) - provider = region.split(":")[0] - if provider == "azure": - n_conn = 24 # due to throttling limits from authentication - else: - n_conn = 32 - self.obj_store_conn = GatewayObjStoreConn(self.chunk_store, self.error_event, self.error_queue, max_conn=n_conn) - - # Download thread pool - self.dl_pool_semaphore = BoundedSemaphore(value=128) - self.ul_pool_semaphore = BoundedSemaphore(value=128) - - # API server - self.api_server = GatewayDaemonAPI(self.chunk_store, self.gateway_receiver, self.error_event, self.error_queue) self.api_server.start() atexit.register(self.api_server.shutdown) logger.info(f"[gateway_daemon] API started at {self.api_server.url}") + def print_operator_graph(self): + def print_operator_graph_helper(partition, queue: GatewayQueue, prefix: str): + if queue is None: + return + print(f"{prefix} {partition}: Input queue:", queue, "handles:", queue.get_handles()) + for handle in queue.get_handles(): + print(f"{prefix} {partition}: Operator {handle}") + # TODO: causes error sometimes for mux_or + next_queue = self.operators[handle].output_queue + print_operator_graph_helper(partition, next_queue, prefix + "--") + + for partition, queue in self.chunk_store.chunk_requests.items(): + print(f"Partition {partition}, {queue}") + print_operator_graph_helper(partition, queue, "") + + def create_gateway_operators(self, gateway_program: Dict): + """Create a gateway plan from a gateway program""" + + operators = {} + + def create_output_queue(operator: Dict): + # create output data queue + if len(operator["children"]) == 0: + return None + print("get output queue", operator["op_type"], operator["children"][0]["op_type"]) + if operator["children"][0]["op_type"] == "mux_and": + return GatewayANDQueue() + return GatewayQueue() + + def get_child_operators(operator): + if len(operator["children"]) == 0: + return [] + if operator["children"][0]["op_type"] == "mux_and" or operator["children"][0]["op_type"] == "mux_or": + return operator["children"][0]["children"] + return operator["children"] + + def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ids: List[str]): + total_p = 0 + for op in program: + handle = op["op_type"] + "_" + op["handle"] + print(f"Input queue {input_queue}, adding handle {handle} (current handles {input_queue.get_handles()}") + input_queue.register_handle(handle) + + # get child operators + child_operators = get_child_operators(op) + + if op["op_type"] == "mux_or": + # parent must have been mux_and + assert isinstance( + input_queue, GatewayANDQueue + ), f"Parent must have been mux_and {handle}, instead was {input_queue} {gateway_program}" + + # recurse to children with single queue + total_p += create_gateway_operators_helper(input_queue.get_handle_queue(handle), child_operators, partition_ids) + continue + + # create output data queue + output_queue = create_output_queue(op) + if isinstance(output_queue, GatewayANDQueue): + # update number of operations that must be completed + for partition in partition_ids: + self.num_required_terminal[str(partition)] = self.num_required_terminal[str(partition)] - 1 + len(child_operators) + + print(f"Input queue {input_queue} handle {handle}: created output queue {output_queue}") + print(f"Input queue {input_queue} handle {handle}: has children {child_operators}") + if output_queue is None: + # track what opeartors need to complete processing the chunk + for partition in partition_ids: + self.terminal_operators[str(partition)].append(handle) + + # create operators + if op["op_type"] == "receive": + # wait for chunks from reciever + operators[handle] = GatewayWaitReciever( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + n_processes=1, # dummy wait thread, not actual reciever + chunk_store=self.chunk_store, + error_event=self.error_event, + error_queue=self.error_queue, + ) + total_p += 1 + elif op["op_type"] == "read_object_store": + operators[handle] = GatewayObjStoreReadOperator( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + error_queue=self.error_queue, + error_event=self.error_event, + n_processes=op["num_connections"], + chunk_store=self.chunk_store, + bucket_name=op["bucket_name"], + bucket_region=op["bucket_region"], + ) + total_p += op["num_connections"] + elif op["op_type"] == "gen_data": + operators[handle] = GatewayRandomDataGen( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + error_queue=self.error_queue, + error_event=self.error_event, + chunk_store=self.chunk_store, + size_mb=op["size_mb"], + ) + elif op["op_type"] == "send": + # TODO: handle private ips for GCP->GCP + target_gateway_info = self.gateway_info[op["target_gateway_id"]] + print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) + operators[handle] = GatewaySender( + handle, + region=self.region, + ip_addr=target_gateway_info["private_ip_address"], + input_queue=input_queue, + output_queue=output_queue, + error_event=self.error_event, + error_queue=self.error_queue, + chunk_store=self.chunk_store, + use_tls=self.use_tls, + use_compression=False, # operator["compress"], + e2ee_key_bytes=self.e2ee_key_bytes, + n_processes=op["num_connections"], + ) + total_p += op["num_connections"] + elif op["op_type"] == "write_object_store": + operators[handle] = GatewayObjStoreWriteOperator( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + error_queue=self.error_queue, + error_event=self.error_event, + n_processes=op["num_connections"], + chunk_store=self.chunk_store, + bucket_name=op["bucket_name"], + bucket_region=op["bucket_region"], + upload_id_map=self.upload_id_map, + ) + total_p += op["num_connections"] + elif op["op_type"] == "write_local": + operators[handle] = GatewayWriteLocal( + handle=handle, + region=self.region, + input_queue=input_queue, + output_queue=output_queue, + error_queue=self.error_queue, + error_event=self.error_event, + chunk_store=self.chunk_store, + ) + total_p += 1 + else: + raise ValueError(f"Unsupported op_type {op['op_type']}") + # recursively create for child operators + total_p += create_gateway_operators_helper(output_queue, child_operators, partition_ids) + return total_p + + pprint(gateway_program) + + # create operator tree for each partition + total_p = 0 + for program_group in gateway_program: + partitions = program_group["partitions"] + program = program_group["value"] + + print("partitions", partitions) + # create initial queue for partition + if program[0]["op_type"] == "mux_and": + queue = GatewayANDQueue() + print(f"First operator is mux_and: queue {queue}") + assert len(program) == 1, f"mux_and cannot have siblings" + program = program[0]["children"] + for partition in partitions: + self.num_required_terminal[str(partition)] = len(program) + else: + queue = GatewayQueue() + print(f"First operator is ", program[0], "queue", queue) + + for partition in partitions: + self.num_required_terminal[str(partition)] = 1 + + # link all partitions to same queue reference + for partition in partitions: + self.chunk_store.add_partition(str(partition), queue) + + # create DAG for this partition group + total_p += create_gateway_operators_helper( + self.chunk_store.chunk_requests[str(partition)], # incoming chunk requests for partition + program, # single partition program + partitions, + ) + # print("TOTAL NUMBER OF PROCESSES", total_p) + return operators + def run(self): exit_flag = Event() def exit_handler(signum, frame): logger.warning("[gateway_daemon] Received signal {}. Exiting...".format(signum)) exit_flag.set() - self.gateway_receiver.stop_servers() - self.gateway_sender.stop_workers() - self.obj_store_conn.stop_workers() + for operator in self.operators.values(): + operator.stop_workers() sys.exit(0) - logger.info("[gateway_daemon] Starting gateway sender workers") - self.gateway_sender.start_workers() - self.obj_store_conn.start_workers() + for operator in self.operators.values(): + logger.info(f"[gateway_daemon] Starting gateway operator {operator.handle} workers") + operator.start_workers() + signal.signal(signal.SIGINT, exit_handler) signal.signal(signal.SIGTERM, exit_handler) logger.info("[gateway_daemon] Starting daemon loop") try: while not exit_flag.is_set() and not self.error_event.is_set(): - # queue object uploads and relays - for chunk_req in self.chunk_store.get_chunk_requests(ChunkState.downloaded): - if self.region == chunk_req.dst_region and chunk_req.dst_type == "save_local": # do nothing, save to ChunkStore - self.chunk_store.state_queue_upload(chunk_req.chunk.chunk_id) - self.chunk_store.state_start_upload(chunk_req.chunk.chunk_id, "save_local") - self.chunk_store.state_finish_upload(chunk_req.chunk.chunk_id, "save_local") - self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).unlink() - elif self.region == chunk_req.dst_region and chunk_req.dst_type == "object_store": - self.chunk_store.state_queue_upload(chunk_req.chunk.chunk_id) - self.obj_store_conn.queue_upload_request(chunk_req) - elif self.region != chunk_req.dst_region: - self.gateway_sender.queue_request(chunk_req) - self.chunk_store.state_queue_upload(chunk_req.chunk.chunk_id) - else: - self.chunk_store.state_fail(chunk_req.chunk.chunk_id) - self.error_queue.put(ValueError("[gateway_daemon] Unknown destination type")) - self.error_event.set() - - # queue object store downloads and relays (if space is available) - for chunk_req in self.chunk_store.get_chunk_requests(ChunkState.registered): - if self.region == chunk_req.src_region and chunk_req.src_type == "read_local": # do nothing, read from local ChunkStore - self.chunk_store.state_queue_download(chunk_req.chunk.chunk_id) - self.chunk_store.state_start_download(chunk_req.chunk.chunk_id, "read_local") - self.chunk_store.state_finish_download(chunk_req.chunk.chunk_id, "read_local") - elif self.region == chunk_req.src_region and chunk_req.src_type == "random": - size_mb = chunk_req.src_random_size_mb - assert chunk_req.src_random_size_mb is not None, "Random chunk size not set" - if self.chunk_store.remaining_bytes() >= size_mb * MB * self.max_inflight_chunks: - - def fn(chunk_req, size_mb): - while self.chunk_store.remaining_bytes() < size_mb * MB * self.max_inflight_chunks: - time.sleep(0.1) - self.chunk_store.state_start_download(chunk_req.chunk.chunk_id, "random") - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - with self.dl_pool_semaphore: - size_bytes = int(size_mb * MB) - assert size_bytes > 0, f"Invalid size {size_bytes} for fallocate" - os.system(f"fallocate -l {size_bytes} {fpath}") - chunk_req.chunk.chunk_length_bytes = os.path.getsize(fpath) - self.chunk_store.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.state_finish_download(chunk_req.chunk.chunk_id, "random") - - self.chunk_store.state_queue_download(chunk_req.chunk.chunk_id) - threading.Thread(target=fn, args=(chunk_req, size_mb)).start() - elif self.region == chunk_req.src_region and chunk_req.src_type == "object_store": - self.chunk_store.state_queue_download(chunk_req.chunk.chunk_id) - self.obj_store_conn.queue_download_request(chunk_req) - elif self.region != chunk_req.src_region: # do nothing, waiting for chunk to be be ready_to_upload - continue - else: - self.chunk_store.state_fail(chunk_req.chunk.chunk_id) - self.error_queue.put(ValueError("[gateway_daemon] Unknown source type")) - self.error_event.set() - time.sleep(0.1) # yield + self.api_server.pull_chunk_status_queue() except Exception as e: self.error_queue.put(e) self.error_event.set() @@ -165,31 +332,24 @@ def fn(chunk_req, size_mb): # shut down workers except for API to report status logger.info("[gateway_daemon] Exiting all workers except for API") - self.gateway_sender.stop_workers() - self.gateway_receiver.stop_servers() - self.obj_store_conn.stop_workers() + for operator in self.operators.values(): + operator.stop_workers() logger.info("[gateway_daemon] Done") if __name__ == "__main__": parser = argparse.ArgumentParser(description="Skyplane Gateway Daemon") parser.add_argument("--region", type=str, required=True, help="Region tag (provider:region") - parser.add_argument( - "--outgoing-ports", type=str, required=True, help="JSON encoded path mapping destination ip to number of outgoing ports" - ) parser.add_argument("--chunk-dir", type=Path, default="/tmp/skyplane/chunks", help="Directory to store chunks") parser.add_argument("--disable-tls", action="store_true") - parser.add_argument("--use-compression", action="store_true") - parser.add_argument("--disable-e2ee", action="store_true") + parser.add_argument("--use-compression", action="store_true") # TODO: remove + parser.add_argument("--disable-e2ee", action="store_true") # TODO: remove args = parser.parse_args() os.makedirs(args.chunk_dir) daemon = GatewayDaemon( region=args.region, - outgoing_ports=json.loads(args.outgoing_ports), chunk_dir=args.chunk_dir, use_tls=not args.disable_tls, - use_compression=args.use_compression, - use_e2ee=not args.disable_e2ee, ) daemon.run() diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 88f723a6c..1a5220ff8 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -1,18 +1,19 @@ import logging +from collections import defaultdict import logging.handlers import os import threading from multiprocessing import Queue from queue import Empty from traceback import TracebackException - +from typing import Dict, List, Tuple, Optional +import json from flask import Flask, jsonify, request -from typing import Dict, List from werkzeug.serving import make_server from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.gateway.gateway_receiver import GatewayReceiver +from skyplane.broadcast.gateway.chunk_store import ChunkStore +from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger @@ -24,14 +25,24 @@ class GatewayDaemonAPI(threading.Thread): * POST /api/v1/servers - starts a new server * DELETE /api/v1/servers/ - stops a server * GET /api/v1/chunk_requests - returns list of chunk requests (use {'state': ''} to filter) - * GET /api/v1/chunk_requests/ - returns chunk request + * GET /api/v1/chunk_requests/ - returns chunk request * POST /api/v1/chunk_requests - adds a new chunk request - * PUT /api/v1/chunk_requests/ - updates chunk request + * PUT /api/v1/chunk_requests/ - updates chunk request * GET /api/v1/chunk_status_log - returns list of chunk status log entries + * POST /api/v1/upload_id_maps - post a json which contains mapping of region:bucket:key to upload id to each server """ def __init__( - self, chunk_store: ChunkStore, gateway_receiver: GatewayReceiver, error_event, error_queue: Queue, host="0.0.0.0", port=8081 + self, + chunk_store: ChunkStore, + gateway_receiver: GatewayReceiver, + error_event, + error_queue: Queue, + terminal_operators: Dict[str, List[str]], + num_required_terminal: Dict[str, int], + upload_id_map: Dict[str, str], + host="0.0.0.0", + port=8081, ): super().__init__() self.app = Flask("gateway_metadata_server") @@ -39,8 +50,11 @@ def __init__( self.gateway_receiver = gateway_receiver self.error_event = error_event self.error_queue = error_queue + self.terminal_operators = terminal_operators + self.num_required_terminal = num_required_terminal self.error_list: List[TracebackException] = [] self.error_list_lock = threading.Lock() + self.upload_id_map = upload_id_map # load routes self.register_global_routes(self.app) @@ -55,18 +69,82 @@ def __init__( self.url = "http://{}:{}".format(host, port) # chunk status log + self.state_update_lock = threading.Lock() + self.chunk_status: Dict[int, str] = {} # TODO: maintain as chunk_status_log is dumped + self.chunk_requests: Dict[str, ChunkRequest] = {} + self.sender_compressed_sizes: Dict[str, Tuple[int, int]] = {} # TODO: maintain as chunks are completed self.chunk_status_log: List[Dict] = [] - self.chunk_status_log_lock = threading.Lock() + self.chunk_completions = defaultdict(list) # socket profiles + # TODO: actually fill these out self.sender_socket_profiles: List[Dict] = [] self.sender_socket_profiles_lock = threading.Lock() self.receiver_socket_profiles: List[Dict] = [] self.receiver_socket_profiles_lock = threading.Lock() - logging.getLogger("werkzeug").setLevel(logging.WARNING) + logging.getLogger("werkzeug").setLevel(logging.DEBUG) self.server = make_server(host, port, self.app, threaded=True) + def pull_chunk_status_queue(self, timeout=0.5): + with self.state_update_lock: + while True: + try: + elem = self.chunk_store.chunk_status_queue.get(timeout=timeout) + except Empty: + # print("[gateway_api] Chunk status queue empty, no more updates") + break + + handle = elem["handle"] + state = elem["state"] + chunk_id = elem["chunk_id"] + partition = elem["partition"] + + if chunk_id not in self.chunk_status: + self.chunk_status[chunk_id] = ChunkState.registered.name + + if self.chunk_status[chunk_id] == ChunkState.complete.name: + assert not os.path.exists(chunk_file_path), f"Chunk path still exists even though completed {chunk_file_path}" + continue + + # if terminal operator, then mark a chunk completion + if handle in self.terminal_operators[elem["partition"]] and state == ChunkState.complete.name: + self.chunk_completions[chunk_id].append(handle) + + # if all terminal operators complete, then mark chunk complete + if ( + self.chunk_status.get(chunk_id, None) != ChunkState.complete.name + and len(self.chunk_completions[chunk_id]) == self.num_required_terminal[partition] + ): + # TODO: set this somewhere else + self.chunk_status[chunk_id] = ChunkState.complete.name + + print(f"[gateway_api] chunk {chunk_id}: complete, all operators have uploaded {self.terminal_operators}") + # remove chunk file + chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) + if os.path.exists(chunk_file_path): + logging.info(f"[gateway_api] Removing chunk file {chunk_file_path}") + chunk_file_path.unlink() + + # record compressed size + if "metadata" in elem and "compressed_size_bytes" in elem["metadata"] and "uncompressed_size_bytes" in elem["metadata"]: + self.sender_compressed_sizes[chunk_id] = ( + elem["metadata"]["compressed_size_bytes"], + elem["metadata"]["uncompressed_size_bytes"], + ) + else: + if elem["state"] == ChunkState.complete.name: + print( + f"[gateway_api] After {handle}, chunk {chunk_id}, partition {partition}: not complete " + + f"operators {self.chunk_completions[chunk_id]} have uploaded " + + f"out of {self.terminal_operators}. " + + f"Required completitions = {self.num_required_terminal[partition]}" + ) + + # else: + # print(f"[gateway_api] chunk {chunk_id}: after {handle} state = {elem['state']}") + self.chunk_status_log.append(elem) + def run(self): self.server.serve_forever() @@ -74,12 +152,10 @@ def shutdown(self): self.server.shutdown() def register_global_routes(self, app): - # index route returns API version @app.route("/", methods=["GET"]) def get_index(): return jsonify({"version": "v1"}) - # index for v1 api routes, return all available routes as HTML page with links @app.route("/api/v1", methods=["GET"]) def get_v1_index(): output = "" @@ -89,12 +165,10 @@ def get_v1_index(): output += f"{rule.rule}: {methods}
" return output - # status route returns if API is up @app.route("/api/v1/status", methods=["GET"]) def get_status(): return jsonify({"status": "ok"}) - # shutdown route @app.route("/api/v1/shutdown", methods=["POST"]) def shutdown(): self.shutdown() @@ -102,18 +176,15 @@ def shutdown(): os._exit(1) def register_server_routes(self, app): - # list running gateway servers w/ ports @app.route("/api/v1/servers", methods=["GET"]) def get_server_ports(): return jsonify({"server_ports": self.gateway_receiver.server_ports}) - # add a new server @app.route("/api/v1/servers", methods=["POST"]) def add_server(): new_port = self.gateway_receiver.start_server() return jsonify({"server_port": new_port}) - # remove a server @app.route("/api/v1/servers/", methods=["DELETE"]) def remove_server(port: int): try: @@ -124,28 +195,32 @@ def remove_server(port: int): def register_request_routes(self, app): def make_chunk_req_payload(chunk_req: ChunkRequest): - state = self.chunk_store.get_chunk_state(chunk_req.chunk.chunk_id) - state_name = state.name if state is not None else "unknown" + state = self.chunk_status[chunk_req.chunk.chunk_id] + state_name = state if state is not None else "unknown" return {"req": chunk_req.as_dict(), "state": state_name} - def get_chunk_reqs(state=None) -> Dict[str, Dict]: + def get_chunk_reqs(state=None) -> Dict[int, Dict]: out = {} - for chunk_req in self.chunk_store.get_chunk_requests(state): - out[chunk_req.chunk.chunk_id] = make_chunk_req_payload(chunk_req) + for chunk_id in list(self.chunk_status.keys()): + chunk_state = self.chunk_status[chunk_id] + if state is None or chunk_state == state: + chunk_req = self.chunk_requests[chunk_id] + out[chunk_id] = make_chunk_req_payload(chunk_req) return out def add_chunk_req(body, state): if isinstance(body, dict): - self.chunk_store.add_chunk_request(ChunkRequest.from_dict(body), state) + chunk_req = ChunkRequest.from_dict(body) + self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req + self.chunk_store.add_chunk_request(chunk_req, state) return 1 elif isinstance(body, list): - for chunk_req in body: - self.chunk_store.add_chunk_request(ChunkRequest.from_dict(chunk_req), state) + for row in body: + chunk_req = ChunkRequest.from_dict(row) + self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req + self.chunk_store.add_chunk_request(chunk_req, state) return len(body) - # list all chunk requests - # body json options: - # if state is set in body, then filter by state @app.route("/api/v1/chunk_requests", methods=["GET"]) def get_chunk_requests(): state_param = request.args.get("state") @@ -163,9 +238,9 @@ def get_incomplete_chunk_requests(): return jsonify({"chunk_requests": {k: v for k, v in get_chunk_reqs().items() if v["state"] != "upload_complete"}}) # lookup chunk request given chunk worker_id - @app.route("/api/v1/chunk_requests/", methods=["GET"]) - def get_chunk_request(chunk_id: str): - chunk_req = self.chunk_store.get_chunk_request(chunk_id) + @app.route("/api/v1/chunk_requests/", methods=["GET"]) + def get_chunk_request(chunk_id: int): + chunk_req = self.chunk_requests.get(chunk_id) if chunk_req: return jsonify({"chunk_requests": [make_chunk_req_payload(chunk_req)]}) else: @@ -174,14 +249,16 @@ def get_chunk_request(chunk_id: str): # add a new chunk request with default state registered @app.route("/api/v1/chunk_requests", methods=["POST"]) def add_chunk_request(): + print(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) + # TODO: Add to chunk manager queue return jsonify({"status": "ok", "n_added": n_added}) # update chunk request @app.route("/api/v1/chunk_requests/", methods=["PUT"]) def update_chunk_request(chunk_id: str): - chunk_req = self.chunk_store.get_chunk_request(chunk_id) + chunk_req = self.chunk_requests.get(chunk_id) if chunk_req is None: return jsonify({"error": f"Chunk {chunk_id} not found"}), 404 else: @@ -190,7 +267,7 @@ def update_chunk_request(chunk_id: str): state = ChunkState.from_str(request.args.get("state")) except ValueError: return jsonify({"error": "invalid state"}), 400 - self.chunk_store.set_chunk_state(chunk_id, state) + self.chunk_store.log_chunk_state(chunk_req, state) return jsonify({"status": "ok"}) else: return jsonify({"error": "update not supported"}), 400 @@ -198,9 +275,32 @@ def update_chunk_request(chunk_id: str): # list chunk status log @app.route("/api/v1/chunk_status_log", methods=["GET"]) def get_chunk_status_log(): - with self.chunk_status_log_lock: - self.chunk_status_log.extend(self.chunk_store.drain_chunk_status_queue()) - return jsonify({"chunk_status_log": self.chunk_status_log}) + n_entries = len(self.chunk_status_log) + status_log_copy = [] # copy to support concurrent access + for i in range(n_entries): + status_log_copy.append(self.chunk_status_log[i]) + return jsonify({"chunk_status_log": status_log_copy}) + + # post the upload ids mapping + @app.route("/api/v1/upload_id_maps", methods=["POST"]) + def update_upload_ids_mapping(): + # TODO: beware that this assumes that only a single thread on the client is making requests + # if concurrent calls are made, this needs to be processed as chunk requests are + logging.debug(f"[gateway_api] Recieved id mapping request {request.json}") + # upload_id_file_path = self.chunk_store.get_upload_id_map_path() + + # with upload_id_file_path.open("w") as f: + # f.write(json.dumps(request.json)) + + # update upload id mapping + print(request.json) + upload_ids = request.json + for key, id in upload_ids.items(): + self.upload_id_map[key] = id + + print(f"Added upload id mappings {upload_ids}") + + return jsonify({"status": "ok"}) def register_error_routes(self, app): @app.route("/api/v1/errors", methods=["GET"]) @@ -231,9 +331,9 @@ def get_receiver_socket_profiles(): @app.route("/api/v1/profile/compression", methods=["GET"]) def get_receiver_compression_profile(): total_size_compressed_bytes, total_size_uncompressed_bytes = 0, 0 - for k, v in self.chunk_store.sender_compressed_sizes.items(): - total_size_compressed_bytes += v - total_size_uncompressed_bytes += self.chunk_store.get_chunk_request(k).chunk.chunk_length_bytes + for _, (compressed_size, uncompressed_size) in self.sender_compressed_sizes.items(): + total_size_compressed_bytes += compressed_size + total_size_uncompressed_bytes += uncompressed_size return jsonify( { "compressed_bytes_sent": total_size_compressed_bytes, diff --git a/skyplane/gateway/gateway_obj_store.py b/skyplane/gateway/gateway_obj_store.py deleted file mode 100644 index 6a5ceb2a4..000000000 --- a/skyplane/gateway/gateway_obj_store.py +++ /dev/null @@ -1,171 +0,0 @@ -import queue -import time -import traceback -from dataclasses import dataclass -from functools import partial -from multiprocessing import Event, Manager, Process, Value, Queue - -from typing import Dict, Optional - -from skyplane.chunk import ChunkRequest -from skyplane.config_paths import cloud_config -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.utils import logger -from skyplane.utils.retry import retry_backoff - - -@dataclass -class ObjStoreRequest: - chunk_req: ChunkRequest - req_type: str - - -class GatewayObjStoreConn: - def __init__(self, chunk_store: ChunkStore, error_event, error_queue: Queue, max_conn=1): - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.n_processes = max_conn - self.processes = [] - self.src_requester_pays = cloud_config.get_flag("requester_pays") - - # shared state - self.manager = Manager() - self.next_worker_id = Value("i", 0) - self.worker_download_queue: queue.Queue[ObjStoreRequest] = self.manager.Queue() - self.worker_upload_queue: queue.Queue[ObjStoreRequest] = self.manager.Queue() - self.exit_flags = [Event() for _ in range(self.n_processes)] - - # process-local state - self.worker_id: Optional[int] = None - self.obj_store_interfaces: Dict[str, ObjectStoreInterface] = {} - - # interact with object store - def get_obj_store_interface(self, region: str, bucket: str) -> ObjectStoreInterface: - key = f"{region}:{bucket}" - if key not in self.obj_store_interfaces: - logger.warning(f"[gateway_daemon] ObjectStoreInterface not cached for {key}") - try: - self.obj_store_interfaces[key] = ObjectStoreInterface.create(region, bucket) - except Exception as e: - raise ValueError(f"Failed to create obj store interface {str(e)}") - return self.obj_store_interfaces[key] - - def start_workers(self): - for i in range(self.n_processes): - p = Process(target=self.worker_loop, args=(i,)) - p.start() - self.processes.append(p) - - def stop_workers(self): - for i in range(self.n_processes): - self.exit_flags[i].set() - for p in self.processes: - p.join() - self.processes = [] - - def worker_loop(self, worker_id: int): - self.worker_id = worker_id - while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): - try: - # first try to get an upload request - try: - request = self.worker_upload_queue.get_nowait() - chunk_req = request.chunk_req - req_type = request.req_type - except queue.Empty: - # try to get a download request - try: - request = self.worker_download_queue.get_nowait() - chunk_req = request.chunk_req - req_type = request.req_type - except queue.Empty: - continue - fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) - - if req_type == "upload": - assert chunk_req.dst_type == "object_store" - bucket = chunk_req.dst_object_store_bucket - self.chunk_store.state_start_upload(chunk_req.chunk.chunk_id, f"obj_store:{self.worker_id}") - logger.debug( - f"[obj_store:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {bucket}, key {chunk_req.chunk.dest_key}" - ) - - obj_store_interface = self.get_obj_store_interface(chunk_req.dst_region, bucket) - retry_backoff( - partial( - obj_store_interface.upload_object, - fpath, - chunk_req.chunk.dest_key, - chunk_req.chunk.part_number, - chunk_req.chunk.upload_id, - check_md5=chunk_req.chunk.md5_hash, - mime_type=chunk_req.chunk.mime_type, - ), - max_retries=4, - ) - chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) - self.chunk_store.state_finish_upload(chunk_req.chunk.chunk_id, f"obj_store:{self.worker_id}") - chunk_file_path.unlink() - logger.info(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {bucket}") - elif req_type == "download": - assert chunk_req.src_type == "object_store" - - # wait for free space - while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: - time.sleep(0.1) - - bucket = chunk_req.src_object_store_bucket - self.chunk_store.state_start_download(chunk_req.chunk.chunk_id, f"obj_store:{self.worker_id}") - logger.debug(f"[obj_store:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {bucket}") - - obj_store_interface = self.get_obj_store_interface(chunk_req.src_region, bucket) - - if self.src_requester_pays: - obj_store_interface.set_requester_bool(True) - mime_type, md5sum = retry_backoff( - partial( - obj_store_interface.download_object, - chunk_req.chunk.src_key, - fpath, - chunk_req.chunk.file_offset_bytes, - chunk_req.chunk.chunk_length_bytes, - generate_md5=True, - ), - max_retries=4, - ) - - # update md5sum for chunk requests - if not md5sum: - logger.error(f"[obj_store:{self.worker_id}] Checksum was not generated for {chunk_req.chunk.src_key}") - else: - self.chunk_store.update_chunk_checksum(chunk_req.chunk.chunk_id, md5sum) - if not mime_type: - logger.error(f"[obj_store:{self.worker_id}] Mime type was not generated for {chunk_req.chunk.src_key}") - else: - self.chunk_store.update_chunk_mime_type(chunk_req.chunk.chunk_id, mime_type) - - self.chunk_store.state_finish_download(chunk_req.chunk.chunk_id, f"obj_store:{self.worker_id}") - recieved_chunk_size = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).stat().st_size - assert ( - recieved_chunk_size == chunk_req.chunk.chunk_length_bytes - ), f"Downloaded chunk {chunk_req.chunk.chunk_id} to {fpath} has incorrect size (expected {chunk_req.chunk.chunk_length_bytes} but got {recieved_chunk_size}, {chunk_req.chunk.chunk_length_bytes})" - logger.debug( - f"[obj_store:{self.worker_id}] Downloaded {chunk_req.chunk.chunk_id} from {bucket} with {md5sum} and {mime_type}" - ) - else: - raise ValueError(f"Invalid location for chunk req, {req_type}: {chunk_req.src_type}->{chunk_req.dst_type}") - except Exception as e: - logger.exception(f"[obj_store:{self.worker_id}] Exception in worker loop: {str(e)}") - self.error_queue.put(traceback.format_exc()) - self.exit_flags[worker_id].set() - self.error_event.set() - # close destination sockets - logger.info(f"[obj_store:{worker_id}] exiting") - - def queue_upload_request(self, chunk_request: ChunkRequest): - self.worker_upload_queue.put(ObjStoreRequest(chunk_request, "upload")) - - def queue_download_request(self, chunk_request: ChunkRequest): - self.worker_download_queue.put(ObjStoreRequest(chunk_request, "download")) diff --git a/skyplane/broadcast/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py similarity index 100% rename from skyplane/broadcast/gateway/gateway_program.py rename to skyplane/gateway/gateway_program.py diff --git a/skyplane/broadcast/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py similarity index 100% rename from skyplane/broadcast/gateway/gateway_queue.py rename to skyplane/gateway/gateway_queue.py diff --git a/skyplane/gateway/gateway_receiver.py b/skyplane/gateway/gateway_receiver.py deleted file mode 100644 index 4ff8223d8..000000000 --- a/skyplane/gateway/gateway_receiver.py +++ /dev/null @@ -1,189 +0,0 @@ -import os -import signal -import socket -import ssl -import time -import traceback -from contextlib import closing -from multiprocessing import Event, Process, Value, Queue - -import lz4.frame -import nacl.secret -from typing import Optional, Tuple - -from skyplane.chunk import WireProtocolHeader -from skyplane.gateway.cert import generate_self_signed_certificate -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.utils import logger -from skyplane.utils.definitions import MB -from skyplane.utils.timer import Timer - - -class GatewayReceiver: - def __init__( - self, - region: str, - chunk_store: ChunkStore, - error_event, - error_queue: Queue, - recv_block_size=4 * MB, - max_pending_chunks=1, - use_tls: bool = True, - use_compression: bool = True, - e2ee_key_bytes: Optional[bytes] = None, - ): - self.region = region - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.recv_block_size = recv_block_size - self.max_pending_chunks = max_pending_chunks - self.use_compression = use_compression - if e2ee_key_bytes is None: - self.e2ee_secretbox = None - else: - self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) - self.server_processes = [] - self.server_ports = [] - self.next_gateway_worker_id = 0 - self.socket_profiler_event_queue = Queue() - - # SSL context - if use_tls: - generate_self_signed_certificate("temp.cert", "temp.key") - self.ssl_context = ssl.create_default_context(ssl.Purpose.CLIENT_AUTH) - self.ssl_context.check_hostname = False - self.ssl_context.verify_mode = ssl.CERT_NONE - self.ssl_context.load_cert_chain("temp.cert", "temp.key") - logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") - else: - self.ssl_context = None - - # private state per worker - self.worker_id: Optional[int] = None - - def start_server(self): - started_event = Event() - port = Value("i", 0) - - def server_worker(worker_id: int): - self.worker_id = worker_id - with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: - sock.bind(("0.0.0.0", 0)) - socket_port = sock.getsockname()[1] - port.value = socket_port - exit_flag = Event() - - def signal_handler(signal, frame): - exit_flag.set() - - signal.signal(signal.SIGINT, signal_handler) - - sock.listen() - if self.ssl_context is not None: - ssl_sock = self.ssl_context.wrap_socket(sock, server_side=True) - else: - ssl_sock = sock - started_event.set() - logger.info(f"[receiver:{socket_port}] Waiting for connection") - ssl_conn, addr = ssl_sock.accept() - logger.info(f"[receiver:{socket_port}] Accepted connection from {addr}") - while not exit_flag.is_set() and not self.error_event.is_set(): - try: - self.recv_chunks(ssl_conn, addr) - except Exception as e: - logger.warning(f"[receiver:{socket_port}] Error: {str(e)}") - self.error_queue.put(traceback.format_exc()) - exit_flag.set() - self.error_event.set() - logger.warning(f"[receiver:{socket_port}] Exiting on signal") - ssl_conn.close() - - gateway_id = self.next_gateway_worker_id - self.next_gateway_worker_id += 1 - p = Process(target=server_worker, args=(gateway_id,)) - p.start() - started_event.wait() - self.server_processes.append(p) - self.server_ports.append(port.value) - logger.info(f"[receiver:{port.value}] Started server)") - return port.value - - def stop_server(self, port: int): - matched_process = None - for server_port, server_process in zip(self.server_ports, self.server_processes): - if server_port == port: - matched_process = server_process - break - if matched_process is None: - raise ValueError(f"No server found on port {port}") - else: - os.kill(matched_process.pid, signal.SIGINT) - matched_process.join(30) - matched_process.terminate() - self.server_processes.remove(matched_process) - self.server_ports.remove(port) - logger.warning(f"[server:{port}] Stopped server") - return port - - def stop_servers(self): - for port in self.server_ports: - self.stop_server(port) - assert len(self.server_ports) == 0 - assert len(self.server_processes) == 0 - - def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): - server_port = conn.getsockname()[1] - chunks_received = [] - while True: - # receive header and write data to file - chunk_header = WireProtocolHeader.from_socket(conn) - chunk_request = self.chunk_store.get_chunk_request(chunk_header.chunk_id) - should_decrypt = self.e2ee_secretbox is not None and chunk_request.dst_region == self.region - should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region - - # wait for space - while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: - time.sleep(0.1) - - # get data - self.chunk_store.state_queue_download(chunk_header.chunk_id) - self.chunk_store.state_start_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") - logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} wire header length {chunk_header.data_len}") - with Timer() as t: - with self.chunk_store.get_chunk_file_path(chunk_header.chunk_id).open("wb") as f: - socket_data_len = chunk_header.data_len - chunk_received_size = 0 - chunk_received_size_decompressed = 0 - to_write = bytearray(socket_data_len) - to_write_view = memoryview(to_write) - while socket_data_len > 0: - nbytes = conn.recv_into(to_write_view[chunk_received_size:], min(socket_data_len, self.recv_block_size)) - socket_data_len -= nbytes - chunk_received_size += nbytes - self.socket_profiler_event_queue.put( - dict( - receiver_id=self.worker_id, - chunk_id=chunk_header.chunk_id, - time_ms=t.elapsed * 1000.0, - bytes=chunk_received_size, - ) - ) - to_write = bytes(to_write) - if should_decrypt: - to_write = self.e2ee_secretbox.decrypt(to_write) - if should_decompress: - data_batch_decompressed = lz4.frame.decompress(to_write) - chunk_received_size_decompressed += len(data_batch_decompressed) - to_write = data_batch_decompressed - f.write(to_write) - assert ( - socket_data_len == 0 and chunk_received_size == chunk_header.data_len - ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" - - # todo check hash - self.chunk_store.state_finish_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") - chunks_received.append(chunk_header.chunk_id) - - if chunk_header.n_chunks_left_on_socket == 0: - return diff --git a/skyplane/gateway/gateway_sender.py b/skyplane/gateway/gateway_sender.py deleted file mode 100644 index a748f3bc0..000000000 --- a/skyplane/gateway/gateway_sender.py +++ /dev/null @@ -1,219 +0,0 @@ -import json -import queue -import socket -import ssl -import time -import traceback -from functools import partial -from multiprocessing import Event, Process, Queue - -import lz4.frame -import nacl.secret -import urllib3 -from typing import Dict, List, Optional - -from skyplane.chunk import ChunkRequest -from skyplane.gateway.chunk_store import ChunkStore -from skyplane.utils import logger -from skyplane.utils.definitions import MB -from skyplane.utils.retry import retry_backoff -from skyplane.utils.timer import Timer - - -class GatewaySender: - def __init__( - self, - region: str, - chunk_store: ChunkStore, - error_event, - error_queue: Queue, - outgoing_ports: Dict[str, int], - use_tls: bool = True, - use_compression: bool = True, - e2ee_key_bytes: Optional[bytes] = None, - ): - urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning) - self.region = region - self.chunk_store = chunk_store - self.error_event = error_event - self.error_queue = error_queue - self.outgoing_ports = outgoing_ports - self.use_compression = use_compression - if e2ee_key_bytes is None: - self.e2ee_secretbox = None - else: - self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) - self.n_processes = sum(outgoing_ports.values()) - self.processes = [] - - # SSL context - if use_tls: - self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) - self.ssl_context.check_hostname = False - self.ssl_context.verify_mode = ssl.CERT_NONE - logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") - else: - self.ssl_context = None - - # shared state - self.worker_queue: queue.Queue[str] = Queue() - self.exit_flags = [Event() for _ in range(self.n_processes)] - - # process-local state - self.worker_id: Optional[int] = None - self.sender_port: Optional[int] = None - self.destination_ports: Dict[str, int] = {} # ip_address -> int - self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket - self.sent_chunk_ids: Dict[str, List[str]] = {} # ip_address -> list of chunk_ids - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE") - - def start_workers(self): - for ip, num_connections in self.outgoing_ports.items(): - for i in range(num_connections): - p = Process(target=self.worker_loop, args=(i, ip)) - p.start() - self.processes.append(p) - - def stop_workers(self): - for i in range(self.n_processes): - self.exit_flags[i].set() - for p in self.processes: - p.join() - self.processes = [] - - def worker_loop(self, worker_id: int, dest_ip: str): - self.worker_id = worker_id - while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): - try: - try: - next_chunk_id = self.worker_queue.get_nowait() - except queue.Empty: - continue - - logger.debug(f"[sender:{self.worker_id}] Sending chunk ID {next_chunk_id} to IP {dest_ip}") - self.chunk_store.get_chunk_request(next_chunk_id) - self.send_chunks([next_chunk_id], dest_ip) - if dest_ip not in self.sent_chunk_ids: - self.sent_chunk_ids[dest_ip] = [] - self.sent_chunk_ids[dest_ip].append(next_chunk_id) - except Exception as e: - logger.error(f"[sender:{self.worker_id}] Exception: {e}") - self.error_queue.put(traceback.format_exc()) - self.error_event.set() - self.exit_flags[worker_id].set() - - # close destination sockets - logger.info(f"[sender:{worker_id}] exiting, closing sockets") - for dst_socket in self.destination_sockets.values(): - dst_socket.close() - - # wait for all chunks to reach state "downloaded" - def wait_for_chunks(): - cr_status = {} - for ip, ip_chunk_ids in self.sent_chunk_ids.items(): - response = self.http_pool.request("GET", f"https://{ip}:8080/api/v1/incomplete_chunk_requests") - assert response.status == 200, f"{response.status_code} {response.data}" - host_state = json.loads(response.data.decode("utf-8"))["chunk_requests"] - for chunk_id in ip_chunk_ids: - if chunk_id in host_state: - cr_status[chunk_id] = host_state[chunk_id]["state"] - return all(status not in ["registered", "download_queued", "download_in_progress"] for status in cr_status.values()) - - logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") - wait_success = False - for _ in range(60): - if wait_for_chunks(): - wait_success = True - break - time.sleep(1) - if not wait_success: - raise Exception("Timed out waiting for chunks to reach state 'downloaded'") - logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") - - # close servers - logger.info(f"[sender:{worker_id}] exiting, closing servers") - for dst_host, dst_port in self.destination_ports.items(): - response = self.http_pool.request("DELETE", f"https://{dst_host}:8080/api/v1/servers/{dst_port}") - assert response.status == 200 and json.loads(response.data.decode("utf-8")) == {"status": "ok"} - logger.info(f"[sender:{worker_id}] closed destination socket {dst_host}:{dst_port}") - - def queue_request(self, chunk_request: ChunkRequest): - self.worker_queue.put(chunk_request.chunk.chunk_id) - - def make_socket(self, dst_host): - response = self.http_pool.request("POST", f"https://{dst_host}:8080/api/v1/servers") - assert response.status == 200, f"{response.status} {response.data.decode('utf-8')}" - self.destination_ports[dst_host] = int(json.loads(response.data.decode("utf-8"))["server_port"]) - sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) - sock.connect((dst_host, self.destination_ports[dst_host])) - original_timeout = sock.gettimeout() - sock.settimeout(30.0) # For the TLS handshake - logger.info(f"[sender:{self.worker_id}] started new server connection to {dst_host}:{self.destination_ports[dst_host]}") - if self.ssl_context is not None: - sock = self.ssl_context.wrap_socket(sock) - logger.info(f"[sender:{self.worker_id}] finished TLS handshake to {dst_host}:{self.destination_ports[dst_host]}") - sock.settimeout(original_timeout) - sock.setsockopt(socket.IPPROTO_TCP, socket.TCP_NODELAY, 1) - return sock - - # send chunks to other instances - def send_chunks(self, chunk_ids: List[str], dst_host: str): - """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" - # notify server of upcoming ChunkRequests - with Timer(f"prepare to pre-register chunks {chunk_ids} to {dst_host}"): - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} pre-registering chunks") - chunk_reqs = [self.chunk_store.get_chunk_request(chunk_id) for chunk_id in chunk_ids] - register_body = json.dumps([c.as_dict() for c in chunk_reqs]).encode("utf-8") - with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): - response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - ) - assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} registered chunks") - - # contact server to set up socket connection - if self.destination_ports.get(dst_host) is None: - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} creating new socket") - self.destination_sockets[dst_host] = retry_backoff( - partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout - ) - logger.debug(f"[sender:{self.worker_id}]:{chunk_ids} created new socket") - sock = self.destination_sockets[dst_host] - - for idx, chunk_id in enumerate(chunk_ids): - self.chunk_store.state_start_upload(chunk_id, f"sender:{self.worker_id}") - chunk_req = self.chunk_store.get_chunk_request(chunk_id) - chunk = chunk_req.chunk - chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_id) - - # read data from disk (and optionally compress if sending from source region) - with open(chunk_file_path, "rb") as f: - data = f.read() - assert len(data) == chunk.chunk_length_bytes, f"chunk {chunk_id} has size {len(data)} but should be {chunk.chunk_length_bytes}" - - wire_length = len(data) - compressed_length = None - if self.use_compression and self.region == chunk_req.src_region: - data = lz4.frame.compress(data) - wire_length = len(data) - compressed_length = wire_length - if self.e2ee_secretbox is not None and self.region == chunk_req.src_region: - data = self.e2ee_secretbox.encrypt(data) - wire_length = len(data) - - # send chunk header - header = chunk.to_wire_header( - n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=(compressed_length is not None) - ) - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sending chunk header") - header.to_socket(sock) - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent chunk header") - - # send chunk data - assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" - with Timer() as t: - sock.sendall(data) - - logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {chunk.chunk_length_bytes * 8 / t.elapsed / MB:.2f}Mbps") - self.chunk_store.state_finish_upload(chunk_id, f"sender:{self.worker_id}", compressed_size_bytes=compressed_length) - chunk_file_path.unlink() From 1c80d39a349a5fcd6c6ab16a2cdabfcad0ab005b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 14 Apr 2023 16:06:24 -0700 Subject: [PATCH 102/186] reformat --- skyplane/api/pipeline.py | 6 +++--- skyplane/api/tracker.py | 2 +- skyplane/api/transfer_job.py | 25 ++++++++++++------------- skyplane/api/usage.py | 1 - skyplane/chunk.py | 8 ++++---- skyplane/obj_store/gcs_interface.py | 10 ++++++++-- skyplane/planner/planner.py | 3 +-- 7 files changed, 29 insertions(+), 26 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 4fa49acb4..cfe374152 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -35,7 +35,7 @@ def __init__( clientid: str, provisioner: "Provisioner", transfer_config: TransferConfig, - #cloud_regions: dict, + # cloud_regions: dict, debug: bool = False, ): """ @@ -47,7 +47,7 @@ def __init__( :type transfer_config: TransferConfig """ self.clientid = clientid - #self.cloud_regions = cloud_regions + # self.cloud_regions = cloud_regions # TODO: set max instances with VM CPU limits and/or config self.max_instances = 1 self.provisioner = provisioner @@ -81,7 +81,7 @@ def start(self): dp.provision(spinner=True) dp.run(self.jobs_to_dispatch) except Exception as e: - print(e) + print(e) print("copy gateway logs") dp.copy_gateway_logs() print("deprovisioning dataplane...") diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 269881622..d600c2272 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -262,7 +262,7 @@ def monitor_transfer(pd, self): # TODO: have visualization for completition across all destinations is_complete_rec = ( lambda row: row["state"] == ChunkState.complete - #and row["instance"] in [s.instance for s in sinks] + # and row["instance"] in [s.instance for s in sinks] and row["region"] in [s.region for s in sinks] ) sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index d4c64db18..4f0aa31cf 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -393,14 +393,14 @@ class TransferJob(ABC): :type uuid: str """ - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_path: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path self.dst_path = dst_path @@ -408,15 +408,14 @@ def __init__( self.requester_pays = requester_pays self.uuid = uuid - - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_path: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path self.dst_path = dst_path @@ -516,29 +515,27 @@ def __init__( dst_path: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_path, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_path: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_path, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - - #transfer_list: list = field(default_factory=list) - #multipart_transfer_list: list = field(default_factory=list) + # transfer_list: list = field(default_factory=list) + # multipart_transfer_list: list = field(default_factory=list) @property def http_pool(self): @@ -615,7 +612,9 @@ def dispatch( ) # TODO: assume that only destination nodes would write to the obj store if reply.status != 200: - raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") + raise Exception( + f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}" + ) # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 0a9582512..39afaa6d1 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -260,7 +260,6 @@ def make_stat( if dest_region_tags is None: dest_provider, dest_region = None, None else: - # TODO: have usage stats view for multiple destinations dest_provider, dest_region = dest_region_tags[0].split(":") diff --git a/skyplane/chunk.py b/skyplane/chunk.py index 5f5f2965f..af2dbe110 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -47,8 +47,8 @@ class ChunkRequest: chunk: Chunk src_region: Optional[str] = None dst_region: Optional[str] = None - src_type: Optional[str] = None # enum of {"object_store", "random", "read_local"} - dst_type: Optional[str] = None # enum of {"object_store", "save_local"} + src_type: Optional[str] = None # enum of {"object_store", "random", "read_local"} + dst_type: Optional[str] = None # enum of {"object_store", "save_local"} src_random_size_mb: Optional[int] = None src_object_store_bucket: Optional[str] = None dst_object_store_bucket: Optional[str] = None @@ -67,8 +67,8 @@ def as_dict(self): return dict_out @staticmethod - def from_dict(in_dict: Dict): - #in_dict["chunk"] = Chunk.from_dict(in_dict) + def from_dict(in_dict: Dict): + # in_dict["chunk"] = Chunk.from_dict(in_dict) return ChunkRequest(**{"chunk": Chunk.from_dict(in_dict)}) diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 97271024d..bd8b1a003 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -16,8 +16,8 @@ class GCSObject(ObjectStoreObject): - provider = "gcs" + def full_path(self): return os.path.join(f"gs://{self.bucket}", self.key) @@ -109,7 +109,13 @@ def delete_bucket(self): def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: blobs = self._gcs_client.list_blobs(self.bucket_name, prefix=prefix) for blob in blobs: - yield GCSObject(blob.name, bucket=self.bucket_name, size=blob.size, last_modified=blob.updated, mime_type=getattr(blob, "content_type", None)) + yield GCSObject( + blob.name, + bucket=self.bucket_name, + size=blob.size, + last_modified=blob.updated, + mime_type=getattr(blob, "content_type", None), + ) def delete_objects(self, keys: List[str]): for key in keys: diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index ef6b054a3..41f5ec4cd 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -30,9 +30,8 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - # make sure only single destination - for job in jobs: + for job in jobs: assert len(job.dst_ifaces) == 1, f"DirectPlanner only support single destination jobs, got {len(job.dst_ifaces)}" src_region_tag = jobs[0].src_iface.region_tag() From ec19129f4cebaafd103f78002a52b6c7e681bd3e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 16 Apr 2023 12:48:27 -0400 Subject: [PATCH 103/186] fix broadcast important --- skyplane/api/pipeline.py | 31 +++---------- skyplane/compute/server.py | 2 +- skyplane/gateway/chunk_store.py | 2 +- skyplane/gateway/gateway_daemon.py | 10 ++--- skyplane/planner/planner.py | 71 +++++++++++++++++++++++++++++- skyplane/planner/topology.py | 2 +- skyplane/test_pipeline.py | 6 ++- 7 files changed, 88 insertions(+), 36 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index cfe374152..bf2fc0a39 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -16,7 +16,7 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.planner.planner import DirectPlanner +from skyplane.planner.planner import MultiDestDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -70,7 +70,8 @@ def __init__( def start(self): # TODO: Set number of connections properly (or not at all) - planner = DirectPlanner(self.max_instances, 32) + #planner = DirectPlanner(self.max_instances, 32) + planner = MultiDestDirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled topo = planner.plan(self.jobs_to_dispatch) @@ -90,7 +91,7 @@ def start(self): def queue_copy( self, src: str, - dst: str, + dst: List[str], recursive: bool = False, ) -> str: """ @@ -104,28 +105,8 @@ def queue_copy( :param recursive: if true, will copy objects at folder prefix recursively (default: False) :type recursive: bool """ - job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - - def queue_copy( - self, - src: str, - dst: List[str], - recursive: bool = False, - ) -> str: - """ - Add a broadcast replication job to job list. - Return the uuid of the job. - - :param src: source prefix to copy from - :type src: str - :param dst: the destinations of the transfer - :type dst: List[str] - :param recursive: if true, will copy objects at folder prefix recursively (default: False) - :type recursive: bool - """ + if isinstance(dst, str): + dst = [dst] job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") self.jobs_to_dispatch.append(job) diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index e9bde2c99..20eee5280 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -14,7 +14,7 @@ from skyplane import compute from skyplane.compute.const_cmds import make_autoshutdown_script, make_dozzle_command, make_sysctl_tcp_tuning_command from skyplane.config_paths import config_path, cloud_config, __config_root__ -from skyplane.broadcast.gateway.gateway_program import GatewayProgram +from skyplane.gateway.gateway_program import GatewayProgram from skyplane.utils import logger from skyplane.utils.fn import PathLike, wait_for from skyplane.utils.retry import retry_backoff diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 68aaadc4c..9c787e1e4 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -8,7 +8,7 @@ from skyplane.utils import logger from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue +from skyplane.gateway.gateway_queue import GatewayQueue class ChunkStore: diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index 864062064..f9c3d76b2 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -13,18 +13,18 @@ from skyplane.utils import logger -from skyplane.broadcast.gateway.gateway_queue import GatewayQueue, GatewayANDQueue -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.gateway_daemon_api import GatewayDaemonAPI -from skyplane.broadcast.gateway.operators.gateway_operator import ( +from skyplane.gateway.gateway_queue import GatewayQueue, GatewayANDQueue +from skyplane.gateway.chunk_store import ChunkStore +from skyplane.gateway.gateway_daemon_api import GatewayDaemonAPI +from skyplane.gateway.operators.gateway_operator import ( GatewaySender, GatewayRandomDataGen, GatewayWriteLocal, GatewayObjStoreReadOperator, GatewayObjStoreWriteOperator, GatewayWaitReciever, + GatewayReceiver, ) -from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger from collections import defaultdict diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 41f5ec4cd..156aa8d70 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -6,7 +6,7 @@ from skyplane.planner.topology_old import ReplicationTopology from skyplane.planner.topology import TopologyPlan -from skyplane.broadcast.gateway.gateway_program import ( +from skyplane.gateway.gateway_program import ( GatewayProgram, GatewayMuxOr, GatewayReadObjectStore, @@ -23,7 +23,7 @@ def plan(self) -> TopologyPlan: raise NotImplementedError -class DirectPlanner(Planner): +class SingleDestDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -87,6 +87,73 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan +class MultiDestDirectPlanner(Planner): + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + + src_region_tag = jobs[0].src_iface.region_tag() + dst_region_tags = [iface.region_tag() for iface in jobs[0]] + # jobs must have same sources and destinations + for job in jobs[1:]: + assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" + assert [iface.region_tag() for iface in job]== dst_region_tags, "Add jobs must have same destination set" + + print(src_region_tag, dst_region_tags) + + plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) + # TODO: use VM limits to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions + for i in range(self.n_instances): + plan.add_gateway(src_region_tag) + for dst_region_tag in dst_region_tags: + plan.add_gateway(dst_region_tag) + + # initialize gateway programs per region + dst_program = {dst_region: GatewayProgram() for dst_region in dst_region_tags} + src_program = GatewayProgram() + + # iterate through all jobs + for job in jobs: + src_bucket = job.src_iface.bucket() + dst_bucket = job.dst_ifaces[0].bucket() + + # give each job a different partition id, so we can read/write to different buckets + partition_id = jobs.index(job) + + # source region gateway program + obj_store_read = src_program.add_operator( + GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id + ) + # send to all destination + mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) + # send to one gateway in destination + for dst_region_tag in dst_region_tags: + dst_gateways = plan.get_region_gateways(dst_region_tag) + mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) + for i in range(self.n_instances): + src_program.add_operator( + GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections), + parent_handle=mux_and, + partition_id=partition_id, + ) + + # each gateway also recieves data from source + recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) + dst_program.add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id + ) + + # set gateway programs + plan.set_gateway_program(src_region_tag, src_program) + for dst_region_tag, program in dst_program.items(): + plan.set_gateway_program(dst_region_tag, program) + + return plan + # class DirectPlanner(Planner): # def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 304f08d50..f81d67d04 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -1,4 +1,4 @@ -from skyplane.broadcast.gateway.gateway_program import ( +from skyplane.gateway.gateway_program import ( GatewayProgram, GatewaySend, GatewayWriteLocal, diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index 835aec67c..1b95f3aec 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -5,6 +5,10 @@ pipeline = client.pipeline() -pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") +# single direct transfer +#pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") + +# 2 destination transfer +pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"]) pipeline.start() From 3f68bb56bf93551d588e22378c83ba3e6bccfa5f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 20 Apr 2023 17:03:26 -0700 Subject: [PATCH 104/186] working multicast but broken transfer tracking --- scripts/pack_docker.sh | 2 +- skyplane/api/client.py | 2 +- skyplane/api/dataplane.py | 5 +- skyplane/api/pipeline.py | 22 ++- skyplane/api/tracker.py | 116 ++++++++++---- skyplane/api/transfer_job.py | 213 +++++++++++++++---------- skyplane/api/usage.py | 14 +- skyplane/cli/impl/progress_bar.py | 4 +- skyplane/compute/server.py | 2 +- skyplane/gateway/gateway_daemon.py | 2 +- skyplane/gateway/gateway_daemon_api.py | 4 +- skyplane/obj_store/gcs_interface.py | 17 +- skyplane/planner/planner.py | 17 +- skyplane/planner/topology.py | 10 +- skyplane/test_pipeline.py | 1 + 15 files changed, 276 insertions(+), 155 deletions(-) diff --git a/scripts/pack_docker.sh b/scripts/pack_docker.sh index 583ee51ea..0d093c8be 100755 --- a/scripts/pack_docker.sh +++ b/scripts/pack_docker.sh @@ -12,7 +12,7 @@ set +e >&2 echo -e "${BGreen}Building docker image${NC}" set -e ->&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile.broadcast -t skyplane --platform linux/x86_64 . +>&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile -t skyplane --platform linux/x86_64 . set +e DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 67f117e43..553ce16de 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -8,7 +8,7 @@ from skyplane.api.provisioner import Provisioner from skyplane.api.usage import get_clientid from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.planner.planner import DirectPlanner, ILPSolverPlanner, RONSolverPlanner +from skyplane.planner.planner import MultiDestDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index bc33a792e..b6563aa53 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -203,7 +203,7 @@ def provision( for node in self.topology.get_gateways(): print(node.region_tag) instance = servers_by_region[node.region_tag].pop() - print("instance", instance) + print("instance", instance, node.region_tag) self.bound_nodes[node] = instance # set ip addresses (for gateway program generation) @@ -269,6 +269,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): try: for task in self.pending_transfers: logger.fs.warning(f"Before deprovisioning, waiting for jobs to finish: {list(task.jobs.keys())}") + print("Waiting for task join") task.join() except KeyboardInterrupt: logger.warning("Interrupted while waiting for transfers to finish, deprovisioning anyway.") @@ -306,7 +307,7 @@ def source_gateways(self) -> List[compute.Server]: def sink_gateways(self) -> List[compute.Server]: """Returns a list of sink gateway nodes""" - return [self.bound_nodes[n] for n in self.topology.sink_instances()] if self.provisioned else [] + return {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} if self.provisioned else {} def copy_log(self, instance): instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index bf2fc0a39..8d65d50d1 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -1,4 +1,5 @@ import json +import time import os import threading from collections import defaultdict, Counter @@ -11,6 +12,7 @@ import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional +from skyplane.cli.impl.progress_bar import ProgressBarTransferHook from skyplane import compute from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob @@ -80,7 +82,25 @@ def start(self): dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) try: dp.provision(spinner=True) - dp.run(self.jobs_to_dispatch) + tracker = dp.run_async(self.jobs_to_dispatch, hooks=ProgressBarTransferHook()) + + while True: + # handle errors + if tracker.errors: + for ip, error_list in tracker.errors.items(): + for error in error_list: + raise ValueError(f"Error on {ip}: {error}") + break + + bytes_remaining, _ = tracker.query_bytes_remaining() + timestamp = time.strftime("%H:%M:%S", time.localtime()) + if bytes_remaining is None: + print(f"{timestamp} Transfer not yet started") + elif bytes_remaining > 0: + print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + else: + break + time.sleep(10) except Exception as e: print(e) print("copy gateway logs") diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d600c2272..a568e7b49 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -1,4 +1,5 @@ import functools +from pprint import pprint import json import time from abc import ABC @@ -8,6 +9,8 @@ import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional, Set +from concurrent.futures import ThreadPoolExecutor, as_completed + from skyplane import exceptions from skyplane.api.config import TransferConfig from skyplane.chunk import ChunkRequest, ChunkState, Chunk @@ -162,32 +165,78 @@ def run(self): self.hooks.on_dispatch_end() - # Record only the transfer time - start_time = int(time.time()) - try: - self.monitor_transfer() - except exceptions.SkyplaneGatewayException as err: - reformat_err = Exception(err.pretty_print_str()[37:]) - UsageClient.log_exception( - "monitor transfer", - reformat_err, - args, - self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, - session_start_timestamp_ms, - ) - raise err - except Exception as e: - UsageClient.log_exception( - "monitor transfer", - e, - args, - self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, - session_start_timestamp_ms, - ) - raise e - end_time = int(time.time()) + def monitor_single_dst_helper(dst_region): + start_time = time.time() + try: + self.monitor_transfer(dst_region) + except exceptions.SkyplaneGatewayException as err: + reformat_err = Exception(err.pretty_print_str()[37:]) + UsageClient.log_exception( + "monitor transfer", + reformat_err, + args, + self.dataplane.topology.src_region_tag, + [dst_region], + session_start_timestamp_ms, + ) + raise err + except Exception as e: + UsageClient.log_exception( + "monitor transfer", e, args, self.dataplane.topology.src_region_tag, dst_region, session_start_timestamp_ms + ) + raise e + end_time = time.time() + + runtime_s = end_time - start_time + # transfer successfully completed + transfer_stats = { + "dst_region": dst_region, + "total_runtime_s": round(runtime_s, 4), + } + print("Individual transfer statistics") + pprint(transfer_stats) + + results = [] + dest_regions = self.dataplane.topology.dest_region_tags + with ThreadPoolExecutor(max_workers=len(dest_regions)) as executor: + e2e_start_time = time.time() + try: + future_list = [executor.submit(monitor_single_dst_helper, dest) for dest in dest_regions] + for future in as_completed(future_list): + results.append(future.result()) + except Exception as e: + raise e + finally: + print("copying gateway logs") + + + # old monitoring code + ## Record only the transfer time + #start_time = int(time.time()) + #try: + # self.monitor_transfer() + #except exceptions.SkyplaneGatewayException as err: + # reformat_err = Exception(err.pretty_print_str()[37:]) + # UsageClient.log_exception( + # "monitor transfer", + # reformat_err, + # args, + # self.dataplane.topology.src_region_tag, + # self.dataplane.topology.dest_region_tags, + # session_start_timestamp_ms, + # ) + # raise err + #except Exception as e: + # UsageClient.log_exception( + # "monitor transfer", + # e, + # args, + # self.dataplane.topology.src_region_tag, + # self.dataplane.topology.dest_region_tags, + # session_start_timestamp_ms, + # ) + # raise e + #end_time = int(time.time()) try: for job in self.jobs.values(): @@ -234,12 +283,14 @@ def run(self): ) @imports.inject("pandas") - def monitor_transfer(pd, self): + def monitor_transfer(pd, self, region_tag): """Monitor the tranfer by copying remote gateway logs and show transfer stats by hooks""" # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress - sinks = self.dataplane.topology.sink_instances() + region_sinks = self.dataplane.topology.sink_instances() + sinks = region_sinks[region_tag] print("sink instances", sinks) - sink_regions = set([sink.region for sink in sinks]) + #for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): + #sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -263,11 +314,12 @@ def monitor_transfer(pd, self): is_complete_rec = ( lambda row: row["state"] == ChunkState.complete # and row["instance"] in [s.instance for s in sinks] - and row["region"] in [s.region for s in sinks] + and row["region_tag"] in [s.region_tag for s in sinks] ) sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] - completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region"].unique()) == set(sink_regions)) + completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index + #print(f"region {region_tag} completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids for job_uuid, job in self.jobs.items(): @@ -300,7 +352,7 @@ def get_chunk_status(args): ) logs = [] for log_entry in json.loads(reply.data.decode("utf-8"))["chunk_status_log"]: - log_entry["region"] = node.region + log_entry["region_tag"] = node.region_tag log_entry["instance"] = node.gateway_id log_entry["time"] = datetime.fromisoformat(log_entry["time"]) log_entry["state"] = ChunkState.from_str(log_entry["state"]) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 4f0aa31cf..527a39e5f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -33,6 +33,12 @@ T = TypeVar("T") +class TransferPair: + + "Represents transfer pair between source and destination" + def __init__(self, src: ObjectStoreObject, dsts: Dict[str, List[ObjectStoreObject]]): + self.src = src + self.dsts = dsts # map region_tag -> List[ObjectStoreObject] class GatewayMessage: def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): @@ -77,21 +83,25 @@ def _run_multipart_chunk_thread( """Chunks large files into many small chunks.""" while not exit_event.is_set(): try: - input_data = in_queue.get(block=False, timeout=0.1) + transfer_pair = in_queue.get(block=False, timeout=0.1) except queue.Empty: continue - src_object, dest_object = input_data + src_object = transfer_pair.src + dest_objects = transfer_pair.dsts + print("dest objects", dest_objects, transfer_pair) mime_type = self.src_iface.get_obj_mime_type(src_object.key) # create multipart upload request per destination upload_id_mapping = {} - for dst_iface in self.dst_ifaces: - bucket = dst_iface.bucket() - upload_id = dst_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - + for dest_iface in self.dst_ifaces: + #dest_object = dest_objects[dest_iface.region_tag()] + upload_id = dest_iface.initiate_multipart_upload(src_object.key, mime_type=mime_type) + print(f"Created upload id for key {src_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region - upload_id_mapping[dst_iface.region_tag()] = (dest_object.key, upload_id) + upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) + print("Region", dest_iface.region_tag(), "upload id", upload_id) + print("UPLOAD ID", upload_id_mapping) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue # get source and destination object and then compute number of chunks @@ -112,7 +122,7 @@ def _run_multipart_chunk_thread( assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" chunk = Chunk( src_key=src_object.key, - dest_key=dest_object.key, + dest_key=src_object.key, #dest_object.key, # TODO: upload basename (no prefix) chunk_id=uuid.uuid4().hex, file_offset_bytes=offset, partition_id=str(part_num % self.num_partitions), @@ -129,12 +139,12 @@ def _run_multipart_chunk_thread( out_queue_chunks.put(GatewayMessage(chunk=chunk)) # store multipart ids - for dst_iface in self.dst_ifaces: - bucket = dst_iface.bucket() - region = dst_iface.region_tag() - upload_id = upload_id_mapping[region] + for dest_iface in self.dst_ifaces: + bucket = dest_iface.bucket() + region = dest_iface.region_tag() + dest_key, upload_id = upload_id_mapping[region] self.multipart_upload_requests.append( - dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) + dict(upload_id=upload_id, key=dest_key, parts=parts, region=region, bucket=bucket) ) # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: @@ -211,10 +221,11 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, def transfer_pair_generator( self, src_prefix: str, - dst_prefix: str, + dst_prefixes: str, recursive: bool, prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, - ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + #) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + ) -> Generator[TransferPair, None, None]: """Query source region and return list of objects to transfer. :param src_prefix: source bucket folder prefix @@ -237,12 +248,30 @@ def transfer_pair_generator( n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): if prefilter_fn is None or prefilter_fn(obj): - try: - print("object key", obj.key, src_prefix) - dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) - except exceptions.MissingObjectException as e: - logger.fs.exception(e) - raise e from None + print("object key", obj.key, src_prefix) + + # collect list of destination objects + dest_objs = {} + for dst_iface in self.dst_ifaces: + dest_provider, dest_region = dst_iface.region_tag().split(":") + dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] + try: + dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) + except exceptions.MissingObjectException as e: + logger.fs.exception(e) + raise e from None + + if dest_provider == "aws": + dest_obj = S3Object(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + elif dest_provider == "azure": + dest_obj = AzureBlobObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + elif dest_provider == "gcp": + dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + else: + raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + + dest_objs[dst_iface.region_tag()] = dest_obj + # make destination object # dest_provider, dest_region = self.dst_iface.region_tag().split(":") @@ -254,17 +283,18 @@ def transfer_pair_generator( # dest_obj = GCSObject(dest_provider, self.dst_iface.bucket(), dest_key) # else: # raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - dest_obj = ObjectStoreObject(key=dest_key) + #dest_obj = ObjectStoreObject(key=dest_key) + n_objs += 1 - logger.fs.debug(f"Yield: {obj}, {dest_obj}") - yield obj, dest_obj + logger.fs.debug(f"Yield: {obj}, {dest_objs}") + yield TransferPair(src=obj, dsts=dest_objs) if n_objs == 0: logger.error("Specified object does not exist.\n") raise exceptions.MissingObjectException(f"No objects were found in the specified prefix") def chunk( - self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] + self, transfer_pair_generator: Generator[TransferPair, None, None] ) -> Generator[GatewayMessage, None, None]: """Break transfer list into chunks. @@ -276,6 +306,7 @@ def chunk( multipart_exit_event = threading.Event() multipart_chunk_threads = [] + # start chunking threads if self.transfer_config.multipart_enabled: for _ in range(self.concurrent_multipart_chunk_threads): @@ -288,16 +319,17 @@ def chunk( multipart_chunk_threads.append(t) # begin chunking loop - for src_obj, dst_obj in transfer_pair_generator: + for transfer_pair in transfer_pair_generator: + src_obj = transfer_pair.src if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: - multipart_send_queue.put((src_obj, dst_obj)) + multipart_send_queue.put(transfer_pair) else: yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, - dest_key=dst_obj.key, + dest_key=src_obj.key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, + chunk_length_bytes=transfer_pair.src.size, partition_id=0, # TODO: fix this to distribute across multiple partitions ) ) @@ -383,8 +415,8 @@ class TransferJob(ABC): :param src_path: source full path :type src_path: str - :param dst_path: destination full path - :type dst_path: str + :param dst_paths: destination full path + :type dst_paths: str :param recursive: if true, will transfer objects at folder prefix recursively (default: False) :type recursive: bool :param requester_pays: if set, will support requester pays buckets. (default: False) @@ -393,39 +425,40 @@ class TransferJob(ABC): :type uuid: str """ - # @abstractmethod + #@abstractmethod def __init__( self, src_path: str, - dst_path: str, + dst_paths: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): self.src_path = src_path - self.dst_path = dst_path + self.dst_paths = dst_paths self.recursive = recursive self.requester_pays = requester_pays self.uuid = uuid - # @abstractmethod + + #@abstractmethod def __init__( self, src_path: str, - dst_path: List[str], + dst_paths: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): self.src_path = src_path - self.dst_path = dst_path + self.dst_paths = dst_paths self.recursive = recursive self.requester_pays = requester_pays self.uuid = uuid @property def transfer_type(self) -> str: - if isinstance(self.dst_path, str): + if isinstance(self.dst_paths, str): return "unicast" else: return "multicast" @@ -449,13 +482,13 @@ def src_iface(self) -> ObjectStoreInterface: return self._src_iface @property - def dst_prefix(self) -> Optional[str]: + def dst_prefixes(self) -> Optional[str]: """Return the destination prefix""" if not hasattr(self, "_dst_prefix"): if self.transfer_type == "unicast": - self._dst_prefix = parse_path(self.dst_path)[2] + self._dst_prefix = [parse_path(self.dst_paths[0])[2]] else: - self._dst_prefix = [parse_path(path)[2] for path in self.dst_path] + self._dst_prefix = [parse_path(path)[2] for path in self.dst_paths] return self._dst_prefix @property @@ -463,11 +496,11 @@ def dst_ifaces(self) -> List[ObjectStoreInterface]: """Return the destination object store interface""" if not hasattr(self, "_dst_iface"): if self.transfer_type == "unicast": - provider_dst, bucket_dst, _ = parse_path(self.dst_path) + provider_dst, bucket_dst, _ = parse_path(self.dst_paths[0]) self._dst_ifaces = [ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)] else: self._dst_ifaces = [] - for path in self.dst_path: + for path in self.dst_paths: provider_dst, bucket_dst, _ = parse_path(path) self._dst_ifaces.append(ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst)) return self._dst_ifaces @@ -512,30 +545,32 @@ class CopyJob(TransferJob): def __init__( self, src_path: str, - dst_path: str, + dst_paths: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): - super().__init__(src_path, dst_path, recursive, requester_pays, uuid) + super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - # @abstractmethod + + #@abstractmethod def __init__( self, src_path: str, - dst_path: List[str], + dst_paths: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) ): - super().__init__(src_path, dst_path, recursive, requester_pays, uuid) + super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - # transfer_list: list = field(default_factory=list) - # multipart_transfer_list: list = field(default_factory=list) + + #transfer_list: list = field(default_factory=list) + #multipart_transfer_list: list = field(default_factory=list) @property def http_pool(self): @@ -547,7 +582,7 @@ def http_pool(self): def estimate_cost(self): raise NotImplementedError() - def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. :param chunker: chunker that makes the chunk requests @@ -555,7 +590,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) - yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) + yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) def dispatch( self, @@ -573,7 +608,7 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - transfer_pair_generator = self.gen_transfer_pairs(chunker) + transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) # chunk_requests = chunker.to_chunk_requests(chunks) @@ -590,31 +625,31 @@ def dispatch( for batch in batches: # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] - dst_gateways = dataplane.sink_gateways() - for dst_gateway in dst_gateways: - # collect upload id mappings per region - print("upload id batch", upload_id_batch) - mappings = {} - for message in upload_id_batch: - for region_tag, (key, id) in message.upload_id_mapping.items(): - print(region_tag, dst_gateway.region_tag) - if region_tag == dst_gateway.region_tag: - mappings[key] = id - - print("mappings", mappings) - - # send mapping to gateway - reply = self.http_pool.request( - "POST", - f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", - body=json.dumps(mappings).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - # TODO: assume that only destination nodes would write to the obj store - if reply.status != 200: - raise Exception( - f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}" + region_dst_gateways = dataplane.sink_gateways() + print("REGION DEST", region_dst_gateways) + for region_tag, dst_gateways in region_dst_gateways.items(): + print("upload id batch", [cr.upload_id_mapping for cr in upload_id_batch]) + for dst_gateway in dst_gateways: + # collect upload id mappings per region + mappings = {} + for message in upload_id_batch: + for region_tag, (key, id) in message.upload_id_mapping.items(): + print(region_tag, dst_gateway.region_tag) + if region_tag == dst_gateway.region_tag: + mappings[key] = id + + print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) + print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) + # send mapping to gateway + reply = self.http_pool.request( + "POST", + f"{dst_gateway.gateway_api_url}/api/v1/upload_id_maps", + body=json.dumps(mappings).encode("utf-8"), + headers={"Content-Type": "application/json"}, ) + # TODO: assume that only destination nodes would write to the obj store + if reply.status != 200: + raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] @@ -658,23 +693,25 @@ def finalize(self): def complete_fn(batch): for req in batch: - print("request", req) - obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"][1]) + obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) do_parallel(complete_fn, batches, n=-1) def verify(self): """Verify the integrity of the transfered destination objects""" - dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list} for dst_iface in self.dst_ifaces: - for obj in dst_iface.list_objects(self.dst_prefix): + i = self.dst_ifaces.index(dst_iface) + # keys for this destination + dst_keys = {dst_o[i].key: src_o for src_o, dst_o in self.transfer_list} + dst_prefix = self.dst_prefixes[i] + for obj in dst_iface.list_objects(dst_prefix): # check metadata (src.size == dst.size) && (src.modified <= dst.modified) src_obj = dst_keys.get(obj.key) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] if dst_keys: failed_keys = [obj.key for obj in dst_keys.values()] - raise exceptions.TransferFailedException(f"{len(dst_keys)} objects failed verification {failed_keys}") + raise exceptions.TransferFailedException(f"Destination {dst_iface.region_tag()}: {len(dst_keys)} objects failed verification {failed_keys}") @dataclass @@ -692,9 +729,9 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) - transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) + transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # enrich destination objects with metadata - for src_obj, dest_obj in self._enrich_dest_objs(transfer_pair_gen, self.dst_prefix): + for src_obj, dest_obj in self._enrich_dest_objs(transfer_pair_gen, self.dst_prefixes): if self._post_filter_fn(src_obj, dest_obj): yield src_obj, dest_obj diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 39afaa6d1..3ce564ce0 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -146,7 +146,7 @@ def log_exception( error_dict=error_dict, arguments_dict=args, src_region_tag=src_region_tag, - dest_region_tags=dest_region_tag, + dest_region_tag=dest_region_tag, session_start_timestamp_ms=session_start_timestamp_ms, ) destination = client.write_usage_data(stats) @@ -284,7 +284,7 @@ def make_error( error_dict: Dict, arguments_dict: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tags: Optional[List[str]] = [], + dest_region_tag: Optional[str] = None, session_start_timestamp_ms: Optional[int] = None, ): if src_region_tag is None: @@ -292,8 +292,10 @@ def make_error( else: src_provider, src_region = src_region_tag.split(":") - dest_providers = [tag.split(":")[0] for tag in dest_region_tags] - dest_regions = [tag.split(":")[1] for tag in dest_region_tags] + if dest_region_tag is None: + dest_provider, dest_region = None, None + else: + dest_provider, dest_region = dest_region_tag.split(":") return UsageStatsToReport( skyplane_version=skyplane.__version__, @@ -302,9 +304,9 @@ def make_error( client_id=self.client_id, session_id=self.session_id, source_region=src_region, - destination_region=dest_regions[0], # TODO: fix this + destination_region=dest_region, # TODO: fix this source_cloud_provider=src_provider, - destination_cloud_provider=dest_providers[0], # TODO: FIX THIS + destination_cloud_provider=dest_provider, # TODO: FIX THIS os=sys.platform, session_start_timestamp_ms=session_start_timestamp_ms if session_start_timestamp_ms else int(time.time() * 1000), arguments_dict=arguments_dict, diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 0a8b823dd..a70bb8556 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -1,13 +1,13 @@ -import skyplane from typing import List from rich.progress import Progress, SpinnerColumn, TextColumn, BarColumn, DownloadColumn, TransferSpeedColumn, TimeRemainingColumn from skyplane import exceptions from skyplane.chunk import Chunk from skyplane.cli.impl.common import console, print_stats_completed from skyplane.utils.definitions import format_bytes +from skyplane.api.tracker import TransferHook -class ProgressBarTransferHook(skyplane.TransferHook): +class ProgressBarTransferHook(TransferHook): def on_dispatch_start(self): return diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 20eee5280..db4614c30 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -349,7 +349,7 @@ def check_stderr(tup): docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/gateway_program.json" docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/gateway_info.json" gateway_daemon_cmd = ( - f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" + f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" ) print("has gateway program", gateway_daemon_cmd) diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index f9c3d76b2..39563f36d 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -23,8 +23,8 @@ GatewayObjStoreReadOperator, GatewayObjStoreWriteOperator, GatewayWaitReciever, - GatewayReceiver, ) +from skyplane.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger from collections import defaultdict diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 1a5220ff8..cd6e04107 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -12,8 +12,8 @@ from werkzeug.serving import make_server from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.broadcast.gateway.chunk_store import ChunkStore -from skyplane.broadcast.gateway.operators.gateway_receiver import GatewayReceiver +from skyplane.gateway.chunk_store import ChunkStore +from skyplane.gateway.operators.gateway_receiver import GatewayReceiver from skyplane.utils import logger diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index bd8b1a003..e04db63c4 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -229,13 +229,16 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None - response = self.send_xml_request( - dst_object_name, - {"uploadId": upload_id, "partNumber": part_number}, - "PUT", - headers=headers, - data=open(src_file_path, "rb"), - ) + try: + response = self.send_xml_request( + dst_object_name, + {"uploadId": upload_id, "partNumber": part_number}, + "PUT", + headers=headers, + data=open(src_file_path, "rb"), + ) + except Exception as e: + raise ValueError(f"Failed to upload {dst_object_name} to bucket {self.bucket_name} upload id {upload_id}: {e}") # check response if "ETag" not in response.headers: diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 156aa8d70..bd5210a65 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -9,9 +9,10 @@ from skyplane.gateway.gateway_program import ( GatewayProgram, GatewayMuxOr, + GatewayMuxAnd, GatewayReadObjectStore, - GatewayReceive, GatewayWriteObjectStore, + GatewayReceive, GatewaySend, ) @@ -96,7 +97,7 @@ def __init__(self, n_instances: int, n_connections: int): def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_region_tag = jobs[0].src_iface.region_tag() - dst_region_tags = [iface.region_tag() for iface in jobs[0]] + dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" @@ -119,7 +120,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # iterate through all jobs for job in jobs: src_bucket = job.src_iface.bucket() - dst_bucket = job.dst_ifaces[0].bucket() # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) @@ -130,20 +130,23 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # send to all destination mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) - # send to one gateway in destination - for dst_region_tag in dst_region_tags: + for dst_iface in job.dst_ifaces: + dst_region_tag = dst_iface.region_tag() + dst_bucket = dst_iface.bucket() dst_gateways = plan.get_region_gateways(dst_region_tag) + + # can send to any gateway in region mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) for i in range(self.n_instances): src_program.add_operator( GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections), - parent_handle=mux_and, + parent_handle=mux_or, partition_id=partition_id, ) # each gateway also recieves data from source recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) - dst_program.add_operator( + dst_program[dst_region_tag].add_operator( GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id ) diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index f81d67d04..fb89510ce 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -6,7 +6,7 @@ GatewayGenData, GatewayReadObjectStore, ) -from typing import List +from typing import List, Dict class TopologyPlanGateway: @@ -126,13 +126,15 @@ def get_gateway_info_json(self): } return gateway_info - def sink_instances(self): + def sink_instances(self) -> Dict[str, List[TopologyPlanGateway]]: """Return list of gateways that have a sink operator (GatewayWriteObjectStore, GatewayWriteLocal)""" - nodes = [] + nodes = {} for gateway in self.gateways.values(): for operator in gateway.gateway_program.get_operators(): if isinstance(operator, GatewayWriteObjectStore) or isinstance(operator, GatewayWriteLocal): - nodes.append(gateway) + if gateway.region_tag not in nodes: + nodes[gateway.region_tag] = [] + nodes[gateway.region_tag].append(gateway) break return nodes diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index 1b95f3aec..e84351398 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -9,6 +9,7 @@ #pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") # 2 destination transfer +# TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"]) pipeline.start() From 0858e876faad72a7796c699ecb61d1b5fc651db7 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 20 Apr 2023 20:16:36 -0700 Subject: [PATCH 105/186] add multi dest tracker --- skyplane/api/pipeline.py | 4 +- skyplane/api/tracker.py | 6 ++- skyplane/api/transfer_job.py | 2 + skyplane/cli/impl/progress_bar.py | 66 +++++++++++++++++++++++++++++++ 4 files changed, 75 insertions(+), 3 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 8d65d50d1..f66ac864e 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -12,7 +12,7 @@ import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional -from skyplane.cli.impl.progress_bar import ProgressBarTransferHook +from skyplane.cli.impl.progress_bar import ProgressBarTransferHook, MultiDestinationProgressBarTransferHook from skyplane import compute from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob @@ -82,7 +82,7 @@ def start(self): dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) try: dp.provision(spinner=True) - tracker = dp.run_async(self.jobs_to_dispatch, hooks=ProgressBarTransferHook()) + tracker = dp.run_async(self.jobs_to_dispatch, hooks=MultiDestinationProgressBarTransferHook(dp.topology.dest_region_tags)) while True: # handle errors diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index a568e7b49..a39d3a69b 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -238,6 +238,7 @@ def monitor_single_dst_helper(dst_region): # raise e #end_time = int(time.time()) + start_time = int(time.time()) try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") @@ -252,7 +253,9 @@ def monitor_single_dst_helper(dst_region): session_start_timestamp_ms, ) raise e + end_time = int(time.time()) + # verify transfer try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Verifying job {job.uuid}") @@ -322,6 +325,7 @@ def monitor_transfer(pd, self, region_tag): #print(f"region {region_tag} completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids + # TODO: do chunk-tracking per-destination for job_uuid, job in self.jobs.items(): job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) new_chunk_ids = ( @@ -330,7 +334,7 @@ def monitor_transfer(pd, self, region_tag): completed_chunks = [] for id in new_chunk_ids: completed_chunks.append(self.job_chunk_requests[job_uuid][id]) - self.hooks.on_chunk_completed(completed_chunks) + self.hooks.on_chunk_completed(completed_chunks, region_tag) self.job_complete_chunk_ids[job_uuid] = self.job_complete_chunk_ids[job_uuid].union(job_complete_chunk_ids) self.job_pending_chunk_ids[job_uuid] = self.job_pending_chunk_ids[job_uuid].difference(job_complete_chunk_ids) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 527a39e5f..07de8db5c 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -699,6 +699,8 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" + # TODO: fix this + return for dst_iface in self.dst_ifaces: i = self.dst_ifaces.index(dst_iface) # keys for this destination diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index a70bb8556..9940f603e 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -1,4 +1,5 @@ from typing import List +from collections import defaultdict from rich.progress import Progress, SpinnerColumn, TextColumn, BarColumn, DownloadColumn, TransferSpeedColumn, TimeRemainingColumn from skyplane import exceptions from skyplane.chunk import Chunk @@ -7,6 +8,71 @@ from skyplane.api.tracker import TransferHook +class MultiDestinationProgressBarTransferHook(TransferHook): + """ Transfer hook for multi-destination transfers. """ + + def on_dispatch_start(self): + return + + def __init__(self, dest_region_tags: List[str]): + self.spinner = Progress( + SpinnerColumn(), + TextColumn("Dispatching chunks...{task.description}"), + BarColumn(), + DownloadColumn(binary_units=True), + transient=True, + ) + self.dest_region_tags = dest_region_tags + self.pbar = None # map between region_tag and progress bar + self.transfer_task = {} + self.chunks_dispatched = 0 + self.bytes_dispatched = 0 + self.chunks_completed = defaultdict(int) + self.bytes_completed = defaultdict(int) + self.dispatch_task = self.spinner.add_task("", total=None) + self.spinner.start() + + def on_chunk_dispatched(self, chunks: List[Chunk]): + # update bytes_dispatched + if len(chunks) == 0: + self.bytes_dispatched = 0 + else: + self.bytes_dispatched += sum([chunk.chunk_length_bytes for chunk in chunks]) + self.chunks_dispatched += len(chunks) + # rerender spinners with updated text "Dispatching chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" + self.spinner.update(self.dispatch_task, description=f" (~{format_bytes(self.bytes_dispatched)} dispatched)") + + def on_dispatch_end(self): + self.spinner.stop() + self.pbar = Progress( + SpinnerColumn(), + TextColumn("Transfer progress{task.description}"), + BarColumn(), + DownloadColumn(binary_units=True), + TransferSpeedColumn(), + TimeRemainingColumn(), + transient=True, + ) + for region_tag in self.dest_region_tags: + self.transfer_task[region_tag] = self.pbar.add_task(region_tag, total=self.bytes_dispatched) + self.pbar.start() + + def on_chunk_completed(self, chunks: List[Chunk], region_tag: str): + if len(chunks) == 0: + self.bytes_completed[region_tag] = 0 + else: + self.chunks_completed[region_tag] += len(chunks) + self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) + self.pbar.update(self.transfer_task[region_tag], completed=self.bytes_completed[region_tag]) + + def on_transfer_end(self, transfer_stats): + self.pbar.stop() + print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) + + def on_transfer_error(self, error): + console.log(error) + raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) + class ProgressBarTransferHook(TransferHook): def on_dispatch_start(self): return From 460d78cf715feb2edcba6878426c268a9831b60b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 20 Apr 2023 20:30:06 -0700 Subject: [PATCH 106/186] reformat/cleanup --- scripts/requirements-broadcast-gateway.txt | 25 -------- skyplane/api/dataplane.py | 6 +- skyplane/api/pipeline.py | 4 +- skyplane/api/tracker.py | 17 +++-- skyplane/api/transfer_job.py | 75 +++++++++++----------- skyplane/api/usage.py | 6 +- skyplane/cli/impl/progress_bar.py | 9 +-- skyplane/compute/server.py | 4 +- skyplane/obj_store/gcs_interface.py | 4 +- skyplane/planner/planner.py | 18 ++++-- skyplane/test_pipeline.py | 7 +- 11 files changed, 78 insertions(+), 97 deletions(-) delete mode 100644 scripts/requirements-broadcast-gateway.txt diff --git a/scripts/requirements-broadcast-gateway.txt b/scripts/requirements-broadcast-gateway.txt deleted file mode 100644 index 47087b7fb..000000000 --- a/scripts/requirements-broadcast-gateway.txt +++ /dev/null @@ -1,25 +0,0 @@ -# cloud dependencies -# awscrt -azure-identity -# removed from gateway due to large size -# azure-mgmt-compute -# azure-mgmt-network -# azure-mgmt-resource -azure-mgmt-storage -azure-mgmt-authorization -azure-storage-blob>=12.0.0 -boto3 -google-api-python-client -google-auth -google-cloud-compute -google-cloud-storage -# shared dependencies -cachetools -paramiko -rich -# gateway dependencies -flask -lz4 -pyopenssl -werkzeug -numpy diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index b6563aa53..d27b6baec 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -307,7 +307,11 @@ def source_gateways(self) -> List[compute.Server]: def sink_gateways(self) -> List[compute.Server]: """Returns a list of sink gateway nodes""" - return {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} if self.provisioned else {} + return ( + {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} + if self.provisioned + else {} + ) def copy_log(self, instance): instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index f66ac864e..ab92ff95e 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -18,7 +18,7 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.planner.planner import MultiDestDirectPlanner +from skyplane.planner.planner import MultiDestDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -72,7 +72,7 @@ def __init__( def start(self): # TODO: Set number of connections properly (or not at all) - #planner = DirectPlanner(self.max_instances, 32) + # planner = DirectPlanner(self.max_instances, 32) planner = MultiDestDirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index a39d3a69b..da35f6d36 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -209,13 +209,12 @@ def monitor_single_dst_helper(dst_region): finally: print("copying gateway logs") - # old monitoring code ## Record only the transfer time - #start_time = int(time.time()) - #try: + # start_time = int(time.time()) + # try: # self.monitor_transfer() - #except exceptions.SkyplaneGatewayException as err: + # except exceptions.SkyplaneGatewayException as err: # reformat_err = Exception(err.pretty_print_str()[37:]) # UsageClient.log_exception( # "monitor transfer", @@ -226,7 +225,7 @@ def monitor_single_dst_helper(dst_region): # session_start_timestamp_ms, # ) # raise err - #except Exception as e: + # except Exception as e: # UsageClient.log_exception( # "monitor transfer", # e, @@ -236,7 +235,7 @@ def monitor_single_dst_helper(dst_region): # session_start_timestamp_ms, # ) # raise e - #end_time = int(time.time()) + # end_time = int(time.time()) start_time = int(time.time()) try: @@ -292,8 +291,8 @@ def monitor_transfer(pd, self, region_tag): region_sinks = self.dataplane.topology.sink_instances() sinks = region_sinks[region_tag] print("sink instances", sinks) - #for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): - #sink_regions = set([sink.region for sink in sinks]) + # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): + # sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -322,7 +321,7 @@ def monitor_transfer(pd, self, region_tag): sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index - #print(f"region {region_tag} completed", completed_chunk_ids) + # print(f"region {region_tag} completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 07de8db5c..cd2031eef 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -33,12 +33,14 @@ T = TypeVar("T") -class TransferPair: +class TransferPair: "Represents transfer pair between source and destination" + def __init__(self, src: ObjectStoreObject, dsts: Dict[str, List[ObjectStoreObject]]): self.src = src - self.dsts = dsts # map region_tag -> List[ObjectStoreObject] + self.dsts = dsts # map region_tag -> List[ObjectStoreObject] + class GatewayMessage: def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): @@ -95,7 +97,7 @@ def _run_multipart_chunk_thread( # create multipart upload request per destination upload_id_mapping = {} for dest_iface in self.dst_ifaces: - #dest_object = dest_objects[dest_iface.region_tag()] + # dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(src_object.key, mime_type=mime_type) print(f"Created upload id for key {src_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region @@ -122,7 +124,7 @@ def _run_multipart_chunk_thread( assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" chunk = Chunk( src_key=src_object.key, - dest_key=src_object.key, #dest_object.key, # TODO: upload basename (no prefix) + dest_key=src_object.key, # dest_object.key, # TODO: upload basename (no prefix) chunk_id=uuid.uuid4().hex, file_offset_bytes=offset, partition_id=str(part_num % self.num_partitions), @@ -143,9 +145,7 @@ def _run_multipart_chunk_thread( bucket = dest_iface.bucket() region = dest_iface.region_tag() dest_key, upload_id = upload_id_mapping[region] - self.multipart_upload_requests.append( - dict(upload_id=upload_id, key=dest_key, parts=parts, region=region, bucket=bucket) - ) + self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_key, parts=parts, region=region, bucket=bucket)) # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: # """Converts a generator of chunks to a generator of chunk requests. @@ -224,7 +224,7 @@ def transfer_pair_generator( dst_prefixes: str, recursive: bool, prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, - #) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + # ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: ) -> Generator[TransferPair, None, None]: """Query source region and return list of objects to transfer. @@ -252,7 +252,7 @@ def transfer_pair_generator( # collect list of destination objects dest_objs = {} - for dst_iface in self.dst_ifaces: + for dst_iface in self.dst_ifaces: dest_provider, dest_region = dst_iface.region_tag().split(":") dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] try: @@ -260,18 +260,17 @@ def transfer_pair_generator( except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None - + if dest_provider == "aws": - dest_obj = S3Object(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + dest_obj = S3Object(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) elif dest_provider == "azure": - dest_obj = AzureBlobObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + dest_obj = AzureBlobObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) elif dest_provider == "gcp": - dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) + dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: - raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - + raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + dest_objs[dst_iface.region_tag()] = dest_obj - # make destination object # dest_provider, dest_region = self.dst_iface.region_tag().split(":") @@ -283,7 +282,7 @@ def transfer_pair_generator( # dest_obj = GCSObject(dest_provider, self.dst_iface.bucket(), dest_key) # else: # raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - #dest_obj = ObjectStoreObject(key=dest_key) + # dest_obj = ObjectStoreObject(key=dest_key) n_objs += 1 logger.fs.debug(f"Yield: {obj}, {dest_objs}") @@ -293,9 +292,7 @@ def transfer_pair_generator( logger.error("Specified object does not exist.\n") raise exceptions.MissingObjectException(f"No objects were found in the specified prefix") - def chunk( - self, transfer_pair_generator: Generator[TransferPair, None, None] - ) -> Generator[GatewayMessage, None, None]: + def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> Generator[GatewayMessage, None, None]: """Break transfer list into chunks. :param transfer_pair_generator: generator of pairs of objects to transfer @@ -306,7 +303,6 @@ def chunk( multipart_exit_event = threading.Event() multipart_chunk_threads = [] - # start chunking threads if self.transfer_config.multipart_enabled: for _ in range(self.concurrent_multipart_chunk_threads): @@ -327,7 +323,7 @@ def chunk( yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, - dest_key=src_obj.key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) + dest_key=src_obj.key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, chunk_length_bytes=transfer_pair.src.size, partition_id=0, # TODO: fix this to distribute across multiple partitions @@ -425,14 +421,14 @@ class TransferJob(ABC): :type uuid: str """ - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_paths: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path self.dst_paths = dst_paths @@ -440,15 +436,14 @@ def __init__( self.requester_pays = requester_pays self.uuid = uuid - - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_paths: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path self.dst_paths = dst_paths @@ -548,29 +543,27 @@ def __init__( dst_paths: str, recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - - #@abstractmethod + # @abstractmethod def __init__( self, src_path: str, dst_paths: List[str], recursive: bool = False, requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - - #transfer_list: list = field(default_factory=list) - #multipart_transfer_list: list = field(default_factory=list) + # transfer_list: list = field(default_factory=list) + # multipart_transfer_list: list = field(default_factory=list) @property def http_pool(self): @@ -608,7 +601,7 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects + transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) # chunk_requests = chunker.to_chunk_requests(chunks) @@ -649,7 +642,9 @@ def dispatch( ) # TODO: assume that only destination nodes would write to the obj store if reply.status != 200: - raise Exception(f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}") + raise Exception( + f"Failed to update upload ids to the dst gateway {dst_gateway.instance_name()}: {reply.data.decode('utf-8')}" + ) # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] @@ -699,8 +694,8 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" - # TODO: fix this - return + # TODO: fix this + return for dst_iface in self.dst_ifaces: i = self.dst_ifaces.index(dst_iface) # keys for this destination @@ -713,7 +708,9 @@ def verify(self): del dst_keys[obj.key] if dst_keys: failed_keys = [obj.key for obj in dst_keys.values()] - raise exceptions.TransferFailedException(f"Destination {dst_iface.region_tag()}: {len(dst_keys)} objects failed verification {failed_keys}") + raise exceptions.TransferFailedException( + f"Destination {dst_iface.region_tag()}: {len(dst_keys)} objects failed verification {failed_keys}" + ) @dataclass diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 3ce564ce0..8fed9092f 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -284,7 +284,7 @@ def make_error( error_dict: Dict, arguments_dict: Optional[Dict] = None, src_region_tag: Optional[str] = None, - dest_region_tag: Optional[str] = None, + dest_region_tag: Optional[str] = None, session_start_timestamp_ms: Optional[int] = None, ): if src_region_tag is None: @@ -292,9 +292,9 @@ def make_error( else: src_provider, src_region = src_region_tag.split(":") - if dest_region_tag is None: + if dest_region_tag is None: dest_provider, dest_region = None, None - else: + else: dest_provider, dest_region = dest_region_tag.split(":") return UsageStatsToReport( diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 9940f603e..83271c830 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -9,11 +9,11 @@ class MultiDestinationProgressBarTransferHook(TransferHook): - """ Transfer hook for multi-destination transfers. """ + """Transfer hook for multi-destination transfers.""" def on_dispatch_start(self): - return - + return + def __init__(self, dest_region_tags: List[str]): self.spinner = Progress( SpinnerColumn(), @@ -23,7 +23,7 @@ def __init__(self, dest_region_tags: List[str]): transient=True, ) self.dest_region_tags = dest_region_tags - self.pbar = None # map between region_tag and progress bar + self.pbar = None # map between region_tag and progress bar self.transfer_task = {} self.chunks_dispatched = 0 self.bytes_dispatched = 0 @@ -73,6 +73,7 @@ def on_transfer_error(self, error): console.log(error) raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) + class ProgressBarTransferHook(TransferHook): def on_dispatch_start(self): return diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index db4614c30..aff5b700a 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -348,9 +348,7 @@ def check_stderr(tup): docker_envs["GATEWAY_INFO_FILE"] = f"/pkg/data/gateway_info.json" docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/gateway_program.json" docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/gateway_info.json" - gateway_daemon_cmd = ( - f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - ) + gateway_daemon_cmd = f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" print("has gateway program", gateway_daemon_cmd) ## NOTE: (BC) upload gateway specification for this gateway diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index e04db63c4..bcca1a5cb 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -229,7 +229,7 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload # send XML api request headers = {"Content-MD5": b64_md5sum} if check_md5 else None - try: + try: response = self.send_xml_request( dst_object_name, {"uploadId": upload_id, "partNumber": part_number}, @@ -237,7 +237,7 @@ def upload_object(self, src_file_path, dst_object_name, part_number=None, upload headers=headers, data=open(src_file_path, "rb"), ) - except Exception as e: + except Exception as e: raise ValueError(f"Failed to upload {dst_object_name} to bucket {self.bucket_name} upload id {upload_id}: {e}") # check response diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index bd5210a65..6b8e98215 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -88,6 +88,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan + class MultiDestDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances @@ -95,13 +96,12 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - src_region_tag = jobs[0].src_iface.region_tag() - dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] + dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" - assert [iface.region_tag() for iface in job]== dst_region_tags, "Add jobs must have same destination set" + assert [iface.region_tag() for iface in job] == dst_region_tags, "Add jobs must have same destination set" print(src_region_tag, dst_region_tags) @@ -130,16 +130,18 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # send to all destination mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) - for dst_iface in job.dst_ifaces: + for dst_iface in job.dst_ifaces: dst_region_tag = dst_iface.region_tag() dst_bucket = dst_iface.bucket() dst_gateways = plan.get_region_gateways(dst_region_tag) - # can send to any gateway in region + # can send to any gateway in region mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) for i in range(self.n_instances): src_program.add_operator( - GatewaySend(target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections), + GatewaySend( + target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections + ), parent_handle=mux_or, partition_id=partition_id, ) @@ -147,7 +149,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # each gateway also recieves data from source recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) dst_program[dst_region_tag].add_operator( - GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), + parent_handle=recv_op, + partition_id=partition_id, ) # set gateway programs diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index e84351398..cd0082542 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -6,10 +6,13 @@ pipeline = client.pipeline() # single direct transfer -#pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") +# pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") # 2 destination transfer # TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) -pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"]) +pipeline.queue_copy( + src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", + dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"], +) pipeline.start() From 9c121371c4b2eb6fa091c47d4733cced3400db16 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 20 Apr 2023 20:54:40 -0700 Subject: [PATCH 107/186] scaffold more planners --- skyplane/api/client.py | 2 +- skyplane/api/pipeline.py | 40 +++++------ skyplane/planner/planner.py | 137 +++++++++++------------------------- 3 files changed, 61 insertions(+), 118 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 553ce16de..abfa16a2c 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -8,7 +8,7 @@ from skyplane.api.provisioner import Provisioner from skyplane.api.usage import get_clientid from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.planner.planner import MultiDestDirectPlanner +from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index ab92ff95e..c82d2d256 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -17,8 +17,8 @@ from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.planner.planner import MultiDestDirectPlanner +#from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -73,7 +73,7 @@ def __init__( def start(self): # TODO: Set number of connections properly (or not at all) # planner = DirectPlanner(self.max_instances, 32) - planner = MultiDestDirectPlanner(self.max_instances, 32) + planner = MulticastDirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled topo = planner.plan(self.jobs_to_dispatch) @@ -84,23 +84,23 @@ def start(self): dp.provision(spinner=True) tracker = dp.run_async(self.jobs_to_dispatch, hooks=MultiDestinationProgressBarTransferHook(dp.topology.dest_region_tags)) - while True: - # handle errors - if tracker.errors: - for ip, error_list in tracker.errors.items(): - for error in error_list: - raise ValueError(f"Error on {ip}: {error}") - break - - bytes_remaining, _ = tracker.query_bytes_remaining() - timestamp = time.strftime("%H:%M:%S", time.localtime()) - if bytes_remaining is None: - print(f"{timestamp} Transfer not yet started") - elif bytes_remaining > 0: - print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - else: - break - time.sleep(10) + # while True: + # # handle errors + # if tracker.errors: + # for ip, error_list in tracker.errors.items(): + # for error in error_list: + # raise ValueError(f"Error on {ip}: {error}") + # break + + # bytes_remaining, _ = tracker.query_bytes_remaining() + # timestamp = time.strftime("%H:%M:%S", time.localtime()) + # if bytes_remaining is None: + # print(f"{timestamp} Transfer not yet started") + # elif bytes_remaining > 0: + # print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") + # else: + # break + # time.sleep(10) except Exception as e: print(e) print("copy gateway logs") diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 6b8e98215..f7f498a35 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -1,5 +1,4 @@ from importlib.resources import path - from typing import List, Optional, Tuple from skyplane import compute @@ -24,7 +23,7 @@ def plan(self) -> TopologyPlan: raise NotImplementedError -class SingleDestDirectPlanner(Planner): +class UnicastDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -89,7 +88,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan -class MultiDestDirectPlanner(Planner): +class MulticastDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -162,99 +161,43 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan -# class DirectPlanner(Planner): -# def __init__(self, src_provider: str, src_region, dst_provider: str, dst_region: str, n_instances: int, n_connections: int): -# self.n_instances = n_instances -# self.n_connections = n_connections -# super().__init__(src_provider, src_region, dst_provider, dst_region) -# -# def plan(self) -> ReplicationTopology: -# src_region_tag = f"{self.src_provider}:{self.src_region}" -# dst_region_tag = f"{self.dst_provider}:{self.dst_region}" -# if src_region_tag == dst_region_tag: # intra-region transfer w/o solver -# topo = ReplicationTopology() -# for i in range(self.n_instances): -# topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) -# topo.add_instance_objstore_edge(src_region_tag, i, src_region_tag) -# topo.cost_per_gb = 0 -# return topo -# else: # inter-region transfer w/ solver -# topo = ReplicationTopology() -# for i in range(self.n_instances): -# topo.add_objstore_instance_edge(src_region_tag, src_region_tag, i) -# topo.add_instance_instance_edge(src_region_tag, i, dst_region_tag, i, self.n_connections) -# topo.add_instance_objstore_edge(dst_region_tag, i, dst_region_tag) -# topo.cost_per_gb = compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) -# return topo - - -class ILPSolverPlanner(Planner): - def __init__( - self, - src_provider: str, - src_region, - dst_provider: str, - dst_region: str, - max_instances: int, - max_connections: int, - required_throughput_gbits: float, - ): - self.max_instances = max_instances - self.max_connections = max_connections +class UnicastILPPlanner(Planner): + def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): + self.n_instances = n_instances + self.n_connections = n_connections self.solver_required_throughput_gbits = required_throughput_gbits - super().__init__(src_provider, src_region, dst_provider, dst_region) - - def plan(self) -> ReplicationTopology: - from skyplane.planner.solver_ilp import ThroughputSolverILP - from skyplane.planner.solver import ThroughputProblem - - problem = ThroughputProblem( - src=f"{self.src_provider}:{self.src_region}", - dst=f"{self.dst_provider}:{self.dst_region}", - required_throughput_gbits=self.solver_required_throughput_gbits, - gbyte_to_transfer=1, - instance_limit=self.max_instances, - ) - - with path("skyplane.data", "throughput.csv") as solver_throughput_grid: - tput = ThroughputSolverILP(solver_throughput_grid) - solution = tput.solve_min_cost(problem, solver=ThroughputSolverILP.choose_solver(), save_lp_path=None) - if not solution.is_feasible: - raise ValueError("ILP solver failed to find a solution, try solving with fewer constraints") - topo, _ = tput.to_replication_topology(solution) - return topo - - -class RONSolverPlanner(Planner): - def __init__( - self, - src_provider: str, - src_region, - dst_provider: str, - dst_region: str, - max_instances: int, - max_connections: int, - required_throughput_gbits: float, - ): - self.max_instances = max_instances - self.max_connections = max_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + raise NotImplementedError("ILP solver not implemented yet") + + +class MulticastILPPlanner(Planner): + def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): + self.n_instances = n_instances + self.n_connections = n_connections self.solver_required_throughput_gbits = required_throughput_gbits - super().__init__(src_provider, src_region, dst_provider, dst_region) - - def plan(self) -> ReplicationTopology: - from skyplane.planner.solver_ron import ThroughputSolverRON - from skyplane.planner.solver import ThroughputProblem - - problem = ThroughputProblem( - src=self.src_region, - dst=self.dst_region, - required_throughput_gbits=self.solver_required_throughput_gbits, - gbyte_to_transfer=1, - instance_limit=self.max_instances, - ) - - with path("skyplane.data", "throughput.csv") as solver_throughput_grid: - tput = ThroughputSolverRON(solver_throughput_grid) - solution = tput.solve(problem) - topo, _ = tput.to_replication_topology(solution) - return topo + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + raise NotImplementedError("ILP solver not implemented yet") + + +class MulticastMDSTPlanner(Planner): + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + raise NotImplementedError("MDST solver not implemented yet") + + +class MulticastSteinerTreePlanner(Planner): + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + raise NotImplementedError("Steiner tree solver not implemented yet") From f0810638a93ef211b214c140281440316c35af87 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 23 Apr 2023 19:13:52 -0700 Subject: [PATCH 108/186] implement verification --- skyplane/api/pipeline.py | 1 + skyplane/api/transfer_job.py | 26 ++++++++++++++++++-------- skyplane/test_pipeline.py | 2 +- 3 files changed, 20 insertions(+), 9 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index c82d2d256..930823da5 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -105,6 +105,7 @@ def start(self): print(e) print("copy gateway logs") dp.copy_gateway_logs() + dp.copy_gateway_logs() print("deprovisioning dataplane...") dp.deprovision(spinner=True) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index cd2031eef..70338b8ac 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -37,9 +37,9 @@ class TransferPair: "Represents transfer pair between source and destination" - def __init__(self, src: ObjectStoreObject, dsts: Dict[str, List[ObjectStoreObject]]): + def __init__(self, src: ObjectStoreObject, dsts: Dict[str, ObjectStoreObject]): self.src = src - self.dsts = dsts # map region_tag -> List[ObjectStoreObject] + self.dsts = dsts # map region_tag -> ObjectStoreObject class GatewayMessage: @@ -695,21 +695,31 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" # TODO: fix this - return - for dst_iface in self.dst_ifaces: - i = self.dst_ifaces.index(dst_iface) - # keys for this destination - dst_keys = {dst_o[i].key: src_o for src_o, dst_o in self.transfer_list} + + for i in range (len(self.dst_ifaces)): + dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] + + print("verify", dst_iface.region_tag()) + + # gather destination key mapping for this region + dst_keys = {pair.dsts[dst_iface.region_tag()].key: pair.src for pair in self.transfer_list} + print("dst keys", dst_keys) + + # list and check destination prefix for obj in dst_iface.list_objects(dst_prefix): # check metadata (src.size == dst.size) && (src.modified <= dst.modified) src_obj = dst_keys.get(obj.key) + print("get", obj.key, src_obj) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] + else: + print("failed", dst_iface.bucket(), src_obj, obj) + if dst_keys: failed_keys = [obj.key for obj in dst_keys.values()] raise exceptions.TransferFailedException( - f"Destination {dst_iface.region_tag()}: {len(dst_keys)} objects failed verification {failed_keys}" + f"Destination {dst_iface.region_tag()} bucket {dst_iface.bucket()}: {len(dst_keys)} objects failed verification {failed_keys}" ) diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index cd0082542..a98809454 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -12,7 +12,7 @@ # TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) pipeline.queue_copy( src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", - dst=["gs://test-destination-2/", "gs://skyplane-broadcast-test-southamerica-east1-a/"], + dst=["gs://test-destination-2/OPT-66B/", "gs://skyplane-broadcast-test-southamerica-east1-a/OPT-66B/"], ) pipeline.start() From 123e799d1825c4bf31c7369b9dae73040caf651b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 00:25:43 -0700 Subject: [PATCH 109/186] fix different prefix --- skyplane/api/pipeline.py | 3 +- skyplane/api/transfer_job.py | 47 ++++++++++++++++------------- skyplane/gateway/gateway_daemon.py | 1 + skyplane/gateway/gateway_program.py | 3 +- skyplane/planner/planner.py | 8 +++-- skyplane/test_pipeline.py | 2 +- 6 files changed, 38 insertions(+), 26 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 930823da5..affc2a090 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -12,7 +12,6 @@ import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional -from skyplane.cli.impl.progress_bar import ProgressBarTransferHook, MultiDestinationProgressBarTransferHook from skyplane import compute from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob @@ -81,6 +80,8 @@ def start(self): # create dataplane from plan dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) try: + from skyplane.cli.impl.progress_bar import ProgressBarTransferHook, MultiDestinationProgressBarTransferHook + dp.provision(spinner=True) tracker = dp.run_async(self.jobs_to_dispatch, hooks=MultiDestinationProgressBarTransferHook(dp.topology.dest_region_tags)) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 70338b8ac..854c02103 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -37,9 +37,10 @@ class TransferPair: "Represents transfer pair between source and destination" - def __init__(self, src: ObjectStoreObject, dsts: Dict[str, ObjectStoreObject]): - self.src = src - self.dsts = dsts # map region_tag -> ObjectStoreObject + def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreObject], dst_key: str): + self.src_obj = src_obj + self.dst_objs = dst_objs + self.dst_key = dst_key # shared destination key across all chunks (differnt prefixes) class GatewayMessage: @@ -89,17 +90,17 @@ def _run_multipart_chunk_thread( except queue.Empty: continue - src_object = transfer_pair.src - dest_objects = transfer_pair.dsts - print("dest objects", dest_objects, transfer_pair) + src_object = transfer_pair.src_obj + dest_objects = transfer_pair.dst_objs + dest_key = transfer_pair.dst_key mime_type = self.src_iface.get_obj_mime_type(src_object.key) # create multipart upload request per destination upload_id_mapping = {} for dest_iface in self.dst_ifaces: - # dest_object = dest_objects[dest_iface.region_tag()] - upload_id = dest_iface.initiate_multipart_upload(src_object.key, mime_type=mime_type) - print(f"Created upload id for key {src_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + dest_object = dest_objects[dest_iface.region_tag()] + upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) print("Region", dest_iface.region_tag(), "upload id", upload_id) @@ -124,7 +125,7 @@ def _run_multipart_chunk_thread( assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" chunk = Chunk( src_key=src_object.key, - dest_key=src_object.key, # dest_object.key, # TODO: upload basename (no prefix) + dest_key=dest_key, # dest_object.key, # TODO: upload basename (no prefix) chunk_id=uuid.uuid4().hex, file_offset_bytes=offset, partition_id=str(part_num % self.num_partitions), @@ -144,8 +145,9 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: bucket = dest_iface.bucket() region = dest_iface.region_tag() - dest_key, upload_id = upload_id_mapping[region] - self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_key, parts=parts, region=region, bucket=bucket)) + dest_object = dest_objects[region] + _, upload_id = upload_id_mapping[region] + self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket)) # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: # """Converts a generator of chunks to a generator of chunk requests. @@ -248,15 +250,16 @@ def transfer_pair_generator( n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): if prefilter_fn is None or prefilter_fn(obj): - print("object key", obj.key, src_prefix) - # collect list of destination objects dest_objs = {} + dest_keys = [] for dst_iface in self.dst_ifaces: dest_provider, dest_region = dst_iface.region_tag().split(":") dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] try: dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) + assert dest_key[:len(dst_prefix)] == dst_prefix, f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" + dest_keys.append(dest_key[len(dst_prefix):]) except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None @@ -269,9 +272,11 @@ def transfer_pair_generator( dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - dest_objs[dst_iface.region_tag()] = dest_obj + assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" + + # make destination object # dest_provider, dest_region = self.dst_iface.region_tag().split(":") # if dest_provider == "aws": @@ -285,8 +290,8 @@ def transfer_pair_generator( # dest_obj = ObjectStoreObject(key=dest_key) n_objs += 1 - logger.fs.debug(f"Yield: {obj}, {dest_objs}") - yield TransferPair(src=obj, dsts=dest_objs) + #logger.fs.debug(f"Yield: {obj}, {dest_objs}") + yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key = dest_keys[0]) if n_objs == 0: logger.error("Specified object does not exist.\n") @@ -316,16 +321,16 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # begin chunking loop for transfer_pair in transfer_pair_generator: - src_obj = transfer_pair.src + src_obj = transfer_pair.src_obj if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, - dest_key=src_obj.key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) + dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, - chunk_length_bytes=transfer_pair.src.size, + chunk_length_bytes=transfer_pair.src_obj.size, partition_id=0, # TODO: fix this to distribute across multiple partitions ) ) @@ -703,7 +708,7 @@ def verify(self): print("verify", dst_iface.region_tag()) # gather destination key mapping for this region - dst_keys = {pair.dsts[dst_iface.region_tag()].key: pair.src for pair in self.transfer_list} + dst_keys = {pair.dst_objs[dst_iface.region_tag()].key: pair.src_obj for pair in self.transfer_list} print("dst keys", dst_keys) # list and check destination prefix diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index 39563f36d..98b739498 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -247,6 +247,7 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ bucket_name=op["bucket_name"], bucket_region=op["bucket_region"], upload_id_map=self.upload_id_map, + prefix=op["key_prefix"], ) total_p += op["num_connections"] elif op["op_type"] == "write_local": diff --git a/skyplane/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py index c6617d0de..d88fe1e81 100644 --- a/skyplane/gateway/gateway_program.py +++ b/skyplane/gateway/gateway_program.py @@ -64,11 +64,12 @@ def __init__(self, bucket_name: str, bucket_region: str, num_connections: int = class GatewayWriteObjectStore(GatewayOperator): - def __init__(self, bucket_name: str, bucket_region: str, num_connections: int = 32): + def __init__(self, bucket_name: str, bucket_region: str, num_connections: int = 32, key_prefix: Optional[str] = ""): super().__init__("write_object_store") self.bucket_name = bucket_name self.bucket_region = bucket_region self.num_connections = num_connections + self.key_prefix = key_prefix class GatewayWriteLocal(GatewayOperator): diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index f7f498a35..18aceb0a7 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -129,7 +129,10 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # send to all destination mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) - for dst_iface in job.dst_ifaces: + dst_prefixes = job.dst_prefixes + for i in range(len(job.dst_ifaces)): + dst_iface = job.dst_ifaces[i] + dst_prefix = dst_prefixes[i] dst_region_tag = dst_iface.region_tag() dst_bucket = dst_iface.bucket() dst_gateways = plan.get_region_gateways(dst_region_tag) @@ -146,9 +149,10 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # each gateway also recieves data from source + print("destination", dst_region_tag, "bucket", dst_bucket, "prefix", dst_prefix, "partition", partition_id) recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) dst_program[dst_region_tag].add_operator( - GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), parent_handle=recv_op, partition_id=partition_id, ) diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index a98809454..221bed0bc 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -12,7 +12,7 @@ # TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) pipeline.queue_copy( src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", - dst=["gs://test-destination-2/OPT-66B/", "gs://skyplane-broadcast-test-southamerica-east1-a/OPT-66B/"], + dst=["gs://test-destination-2/OPT-66B/", "gs://skyplane-broadcast-test-southamerica-east1-a/"], ) pipeline.start() From 4020e14315ccfb653e587ff851a8e94eed4530d1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 11:52:41 -0700 Subject: [PATCH 110/186] cleanup --- skyplane/api/client.py | 2 +- skyplane/api/pipeline.py | 5 +- skyplane/api/transfer_job.py | 25 +- skyplane/broadcast/__init__.py | 4 - skyplane/broadcast/bc_client.py | 235 - skyplane/broadcast/bc_dataplane.py | 410 - skyplane/broadcast/bc_plan.py | 126 - skyplane/broadcast/bc_planner.py | 1441 ---- skyplane/broadcast/bc_solver.py | 85 - skyplane/broadcast/impl/bc_chunker.py | 214 - skyplane/broadcast/impl/bc_tracker.py | 395 - skyplane/broadcast/impl/bc_transfer_job.py | 275 - skyplane/broadcast/profiles/cost.csv | 4971 ------------ skyplane/broadcast/profiles/old/cost.csv | 3970 ---------- .../broadcast/profiles/old/throughput.csv | 7054 ----------------- .../profiles/old/whole_throughput_11_28.csv | 4971 ------------ skyplane/broadcast/profiles/throughput.csv | 4971 ------------ skyplane/broadcast/test/bc_demo.py | 64 - skyplane/broadcast/test/bc_objstore.py | 172 - .../broadcast/test/test_random_broadcast.py | 128 - skyplane/broadcast/visualize_gw.py | 183 - 21 files changed, 18 insertions(+), 29683 deletions(-) delete mode 100644 skyplane/broadcast/__init__.py delete mode 100644 skyplane/broadcast/bc_client.py delete mode 100644 skyplane/broadcast/bc_dataplane.py delete mode 100644 skyplane/broadcast/bc_plan.py delete mode 100644 skyplane/broadcast/bc_planner.py delete mode 100644 skyplane/broadcast/bc_solver.py delete mode 100644 skyplane/broadcast/impl/bc_chunker.py delete mode 100644 skyplane/broadcast/impl/bc_tracker.py delete mode 100644 skyplane/broadcast/impl/bc_transfer_job.py delete mode 100644 skyplane/broadcast/profiles/cost.csv delete mode 100644 skyplane/broadcast/profiles/old/cost.csv delete mode 100755 skyplane/broadcast/profiles/old/throughput.csv delete mode 100644 skyplane/broadcast/profiles/old/whole_throughput_11_28.csv delete mode 100644 skyplane/broadcast/profiles/throughput.csv delete mode 100644 skyplane/broadcast/test/bc_demo.py delete mode 100644 skyplane/broadcast/test/bc_objstore.py delete mode 100644 skyplane/broadcast/test/test_random_broadcast.py delete mode 100644 skyplane/broadcast/visualize_gw.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index abfa16a2c..71cbce2fb 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -8,7 +8,7 @@ from skyplane.api.provisioner import Provisioner from skyplane.api.usage import get_clientid from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.planner.planner import MulticastDirectPlanner +from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import tmp_log_dir from skyplane.utils.path import parse_path diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index affc2a090..87e73ba0e 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -16,8 +16,9 @@ from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -#from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.planner.planner import MulticastDirectPlanner + +# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway +from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 854c02103..c15e620ed 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -37,10 +37,10 @@ class TransferPair: "Represents transfer pair between source and destination" - def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreObject], dst_key: str): + def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreObject], dst_key: str): self.src_obj = src_obj self.dst_objs = dst_objs - self.dst_key = dst_key # shared destination key across all chunks (differnt prefixes) + self.dst_key = dst_key # shared destination key across all chunks (differnt prefixes) class GatewayMessage: @@ -147,7 +147,9 @@ def _run_multipart_chunk_thread( region = dest_iface.region_tag() dest_object = dest_objects[region] _, upload_id = upload_id_mapping[region] - self.multipart_upload_requests.append(dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket)) + self.multipart_upload_requests.append( + dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) + ) # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: # """Converts a generator of chunks to a generator of chunk requests. @@ -252,14 +254,16 @@ def transfer_pair_generator( if prefilter_fn is None or prefilter_fn(obj): # collect list of destination objects dest_objs = {} - dest_keys = [] + dest_keys = [] for dst_iface in self.dst_ifaces: dest_provider, dest_region = dst_iface.region_tag().split(":") dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] try: dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) - assert dest_key[:len(dst_prefix)] == dst_prefix, f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" - dest_keys.append(dest_key[len(dst_prefix):]) + assert ( + dest_key[: len(dst_prefix)] == dst_prefix + ), f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" + dest_keys.append(dest_key[len(dst_prefix) :]) except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None @@ -276,7 +280,6 @@ def transfer_pair_generator( assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" - # make destination object # dest_provider, dest_region = self.dst_iface.region_tag().split(":") # if dest_provider == "aws": @@ -290,8 +293,8 @@ def transfer_pair_generator( # dest_obj = ObjectStoreObject(key=dest_key) n_objs += 1 - #logger.fs.debug(f"Yield: {obj}, {dest_objs}") - yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key = dest_keys[0]) + # logger.fs.debug(f"Yield: {obj}, {dest_objs}") + yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key=dest_keys[0]) if n_objs == 0: logger.error("Specified object does not exist.\n") @@ -701,7 +704,7 @@ def verify(self): """Verify the integrity of the transfered destination objects""" # TODO: fix this - for i in range (len(self.dst_ifaces)): + for i in range(len(self.dst_ifaces)): dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] @@ -718,7 +721,7 @@ def verify(self): print("get", obj.key, src_obj) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] - else: + else: print("failed", dst_iface.bucket(), src_obj, obj) if dst_keys: diff --git a/skyplane/broadcast/__init__.py b/skyplane/broadcast/__init__.py deleted file mode 100644 index 84bcf6da4..000000000 --- a/skyplane/broadcast/__init__.py +++ /dev/null @@ -1,4 +0,0 @@ -from pathlib import Path - -__root__ = Path(__file__).parent.parent -__all__ = ["__root__"] diff --git a/skyplane/broadcast/bc_client.py b/skyplane/broadcast/bc_client.py deleted file mode 100644 index e18c03384..000000000 --- a/skyplane/broadcast/bc_client.py +++ /dev/null @@ -1,235 +0,0 @@ -import uuid -import json -from datetime import datetime -from pathlib import Path - -from typing import TYPE_CHECKING, Optional, List - -from skyplane.api.client import tmp_log_dir -from skyplane.api.client import get_clientid -from skyplane.broadcast.bc_dataplane import BroadcastDataplane -from skyplane.broadcast.bc_planner import ( - BroadcastDirectPlanner, - BroadcastMDSTPlanner, - BroadcastHSTPlanner, - BroadcastILPSolverPlanner, - BroadcastSpiderPlanner, -) -from skyplane.api.provisioner import Provisioner -from skyplane.api.config import TransferConfig -from skyplane.utils import logger -from skyplane.utils.definitions import MB, GB - -if TYPE_CHECKING: - from skyplane.api.config import AWSConfig, AzureConfig, GCPConfig - - -class SkyplaneBroadcastClient: - def __init__( - self, - aws_config: Optional["AWSConfig"] = None, - azure_config: Optional["AzureConfig"] = None, - gcp_config: Optional["GCPConfig"] = None, - transfer_config: Optional[TransferConfig] = None, - log_dir: Optional[str] = None, - multipart_enabled: Optional[bool] = False, - # random generate data or not - generate_random: Optional[bool] = False, - num_random_chunks: Optional[int] = 64, - random_chunk_size_mb: Optional[int] = 8, - src_region: Optional[str] = None, - dst_regions: Optional[List[str]] = None, - ): - self.clientid = get_clientid() - self.aws_auth = aws_config.make_auth_provider() if aws_config else None - self.azure_auth = azure_config.make_auth_provider() if azure_config else None - self.gcp_auth = gcp_config.make_auth_provider() if gcp_config else None - self.transfer_config = ( - transfer_config - if transfer_config - else TransferConfig( - multipart_enabled=multipart_enabled, - gen_random_data=generate_random, - num_random_chunks=num_random_chunks, - random_chunk_size_mb=random_chunk_size_mb, - src_region=src_region, - dst_regions=dst_regions, - use_bbr=False, - ) - ) - print("transfer config: ", transfer_config) - self.log_dir = ( - tmp_log_dir / "transfer_logs" / f"{datetime.now().strftime('%Y%m%d_%H%M%S')}-{uuid.uuid4().hex[:8]}" - if log_dir is None - else Path(log_dir) - ) - - # set up logging - self.log_dir.mkdir(parents=True, exist_ok=True) - logger.open_log_file(self.log_dir / "client.log") - - self.provisioner = Provisioner( - host_uuid=self.clientid, - aws_auth=self.aws_auth, - azure_auth=self.azure_auth, - gcp_auth=self.gcp_auth, - ) - - def networkx_to_graphviz(self, src, dsts, g, label="partitions"): - import graphviz as gv - - """Convert `networkx` graph `g` to `graphviz.Digraph`. - - @type g: `networkx.Graph` or `networkx.DiGraph` - @rtype: `graphviz.Digraph` - """ - if g.is_directed(): - h = gv.Digraph() - else: - h = gv.Graph() - for u, d in g.nodes(data=True): - # u = u.split(",")[0] - if u.split(",")[0] == src: - h.node(str(u.replace(":", " ")), fillcolor="red", style="filled") - elif u.split(",")[0] in dsts: - h.node(str(u.replace(":", " ")), fillcolor="green", style="filled") - h.node(str(u.replace(":", " "))) - for u, v, d in g.edges(data=True): - # print('edge', u, v, d) - h.edge(str(u.replace(":", " ")), str(v.replace(":", " ")), label=str(d[label])) - h.render(directory="solution", view=True) - return h - - def broadcast_dataplane_from_gateway_program(self, gateway_program_path: str) -> BroadcastDataplane: - # load dataplane for existing gateway program - - # create topology - gw_program = json.load(open(gateway_program_path, "r")) - - return BroadcastDataplane( - clientid=self.clientid, - gateway_program_path=gateway_program_path, - provisioner=self.provisioner, - transfer_config=self.transfer_config, - ) - - # methods to create dataplane - def broadcast_dataplane( - self, - src_cloud_provider: str, - src_region: str, - dst_cloud_providers: List[str], - dst_regions: List[str], - type: str = "direct", - n_vms: int = 1, - num_connections: int = 256, - num_partitions: int = 10, - gbyte_to_transfer: float = 1, # TODO: do we need to input this when creating dataplane - # ILP specific parameters - target_time: float = 10, - filter_node: bool = False, - filter_edge: bool = False, - solve_iterative: bool = False, - # solve range (use aws/gcp/azure only nodes) - aws_only: bool = False, - gcp_only: bool = False, - azure_only: bool = False, - ) -> BroadcastDataplane: - print(f"\nAlgorithm: {type}") - if type == "Ndirect": - planner = BroadcastDirectPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan() - elif type == "MDST": - planner = BroadcastMDSTPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan() - elif type == "HST": - planner = BroadcastHSTPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan() - elif type == "SPIDER": - planner = BroadcastSpiderPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan() - elif type == "ILP": - planner = BroadcastILPSolverPlanner( - src_cloud_provider, - src_region, - dst_cloud_providers, - dst_regions, - n_vms, - num_connections, - num_partitions, - gbyte_to_transfer, - target_time, # target time budget - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - topo = planner.plan(filter_edge=filter_edge, filter_node=filter_node, solve_iterative=solve_iterative, solver_verbose=True) - else: - raise NotImplementedError(f"Dataplane type {type} not implemented") - - logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - # if type != "ILP": - print(f"Solution: {topo.nx_graph.edges.data()}") - print(topo.nx_graph.nodes) - print(src_region) - self.networkx_to_graphviz( - f"{src_cloud_provider}:{src_region}", - [f"{provider}:{region}" for provider, region in zip(dst_cloud_providers, dst_regions)], - topo.nx_graph, - ) - - print("Transfer src region: ", self.transfer_config.src_region) - print("Transfer dst regions: ", self.transfer_config.dst_regions) - - # TODO: remove the nx_graph representation, directly generate gateway program and pass in to BroadcastDataplane (i.e. topology=topo) - return BroadcastDataplane( - clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, log_dir=self.log_dir - ) diff --git a/skyplane/broadcast/bc_dataplane.py b/skyplane/broadcast/bc_dataplane.py deleted file mode 100644 index 182771a50..000000000 --- a/skyplane/broadcast/bc_dataplane.py +++ /dev/null @@ -1,410 +0,0 @@ -import threading -import json -import functools -from collections import Counter - -import urllib3 -import os - -from typing import TYPE_CHECKING, Dict, List, Optional, Tuple -from collections import defaultdict, Counter -from skyplane import compute -from skyplane.api.dataplane import Dataplane -from skyplane.api.config import TransferConfig -from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway -from skyplane.api.tracker import TransferHook -from skyplane.broadcast.impl.bc_tracker import BCTransferProgressTracker -from skyplane.broadcast.impl.bc_transfer_job import BCCopyJob, BCSyncJob, BCTransferJob -from skyplane.utils.definitions import gateway_docker_image -from pprint import pprint -from skyplane.broadcast.bc_plan import BroadcastReplicationTopology -from skyplane.broadcast.gateway.gateway_program import ( - GatewayProgram, - GatewaySend, - GatewayReceive, - GatewayReadObjectStore, - GatewayWriteObjectStore, - GatewayWriteLocal, - GatewayGenData, - GatewayMuxAnd, - GatewayMuxOr, - GatewayOperator, -) - -from skyplane.utils import logger -from skyplane.utils.fn import PathLike -import nacl.secret -import nacl.utils -import urllib3 - -if TYPE_CHECKING: - from skyplane.api.provisioner import Provisioner - - -class BroadcastDataplane(Dataplane): - # TODO: need to change this - """A Dataplane represents a concrete Skyplane broadcast network, including topology and VMs.""" - - def __init__( - self, - clientid: str, - provisioner: "Provisioner", - log_dir: str, - transfer_config: TransferConfig, - topology: Optional[BroadcastReplicationTopology] = None, # TODO: change this to incorporate gateway program - gateway_program_path: Optional[str] = None, - debug: bool = False, - ): - self.log_dir = log_dir - self.clientid = clientid - self.provisioner = provisioner - self.transfer_config = transfer_config - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) - self.provisioning_lock = threading.Lock() - self.provisioned = False - self.debug = debug - - # either set topology or gateway program - self.gateway_program_path = gateway_program_path - self.topology = topology - self.src_region_tag = self.topology.source_region() - self.dst_region_tags = self.topology.sink_regions() - regions = Counter([node.region for node in self.topology.gateway_nodes]) - self.max_instances = int(regions[max(regions, key=regions.get)]) - - # pending tracker tasks - self.jobs_to_dispatch: List[BCTransferJob] = [] - self.pending_transfers: List[BCTransferProgressTracker] = [] - self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} - - def get_ips_in_region(self, region: str): - public_ips = [self.bound_nodes[n].public_ip() for n in self.topology.gateway_nodes if n.region == region] - try: # NOTE: Azure does not have private ips implemented - private_ips = [self.bound_nodes[n].private_ip() for n in self.topology.gateway_nodes if n.region == region] - except Exception as e: - private_ips = public_ips - - return public_ips, private_ips - - def get_object_store_connection(self, region: str): - provider = region.split(":")[0] - if provider == "aws" or provider == "gcp": - # n_conn = 32 - n_conn = 32 - elif provider == "azure": - n_conn = 24 # due to throttling limits from authentication - return n_conn - - def add_operator_receive_send( - self, - solution_graph, - bc_pg: GatewayProgram, - region: str, - partition_ids: List[int], - obj_store: Optional[Tuple[str, str]] = None, - dst_op: Optional[GatewayReceive] = None, - gen_random_data: bool = False, - max_conn_per_vm: int = 256, - ) -> bool: - if dst_op is not None: - receive_op = dst_op - else: - if obj_store is None: - if gen_random_data: - receive_op = GatewayGenData(size_mb=self.transfer_config.random_chunk_size_mb) - else: - receive_op = GatewayReceive() - else: - receive_op = GatewayReadObjectStore( - bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) - ) - - # find set of regions & ips in each region to send to for this partition - g = solution_graph - - any_id = partition_ids[0] - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if str(any_id) in edge[-1]["partitions"]]) - - # if no regions to forward data to - if len(next_regions) == 0: - print( - f"Region {region}, any id: {any_id}, partition ids: {partition_ids}, has no next region to forward data to: {g.out_edges(region, data=True)}" - ) - return False - - # region name --> ips in this region - region_to_ips_map = {} - region_to_private_ips_map = {} - for next_region in next_regions: - region_to_ips_map[next_region], region_to_private_ips_map[next_region] = self.get_ips_in_region(next_region) - - # use muxand or muxor for partition_id - operation = "MUX_AND" if len(next_regions) > 1 else "MUX_OR" - mux_op = GatewayMuxAnd() if len(next_regions) > 1 else GatewayMuxOr() - - # non-dst node: add receive_op into gateway program - if dst_op is None: - bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) - - # MUX_AND: send this partition to multiple regions - if operation == "MUX_AND": - if dst_op is not None and dst_op.op_type == "mux_and": - mux_op = receive_op - else: # do not add any nested mux_and if dst_op parent is mux_and - bc_pg.add_operator(mux_op, receive_op, partition_id=tuple(partition_ids)) - - tot_senders = sum([len(next_region_ips) for next_region_ips in region_to_ips_map.values()]) - - for next_region, next_region_ips in region_to_ips_map.items(): - num_connections = int(max_conn_per_vm / tot_senders) - - if ( - next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp" - ): # gcp to gcp connection, use private ips - print("GCP to GCP connection, should use private ips") - send_ops = [ - GatewaySend(ip, num_connections=num_connections, region=next_region) - for ip in region_to_private_ips_map[next_region] - ] - else: - send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in next_region_ips] - - # if next region has >1 gateways, add MUX_OR - if len(next_region_ips) > 1: - mux_or_op = GatewayMuxOr() - bc_pg.add_operator(mux_or_op, mux_op, partition_id=tuple(partition_ids)) - bc_pg.add_operators(send_ops, mux_or_op, partition_id=tuple(partition_ids)) - else: # otherwise, the parent of send_op is mux_op ("MUX_AND") - assert len(send_ops) == 1 - bc_pg.add_operator(send_ops[0], mux_op, partition_id=tuple(partition_ids)) - else: - # only send this partition to a single region - assert len(region_to_ips_map) == 1 - - next_region = list(region_to_ips_map.keys())[0] - - if next_region.split(":")[0] == region.split(":")[0] and region.split(":")[0] == "gcp": - print("GCP to GCP connection, should use private ips") - ips = [ip for next_region_ips in region_to_private_ips_map.values() for ip in next_region_ips] - else: - ips = [ip for next_region_ips in region_to_ips_map.values() for ip in next_region_ips] - - num_connections = int(max_conn_per_vm / len(ips)) - send_ops = [GatewaySend(ip, num_connections=num_connections, region=next_region) for ip in ips] - - # if num of gateways > 1, then connect to MUX_OR - if len(ips) > 1: - bc_pg.add_operator(mux_op, receive_op, partition_id=tuple(partition_ids)) - bc_pg.add_operators(send_ops, mux_op) - else: - bc_pg.add_operators(send_ops, receive_op, partition_id=tuple(partition_ids)) - - # print("Number of connections: ", num_connections) - return True - - def add_dst_operator( - self, solution_graph, bc_pg: GatewayProgram, region: str, partition_ids: List[int], obj_store: Optional[Tuple[str, str]] = None - ): - receive_op = GatewayReceive() - bc_pg.add_operator(receive_op, partition_id=tuple(partition_ids)) - - # write - if obj_store is None: - write_op = GatewayWriteLocal() # not pass in the path for now - else: - write_op = GatewayWriteObjectStore( - bucket_name=obj_store[0], bucket_region=obj_store[1], num_connections=self.get_object_store_connection(region) - ) - - g = solution_graph - any_id = partition_ids[0] - next_regions = set([edge[1] for edge in g.out_edges(region, data=True) if str(any_id) in edge[-1]["partitions"]]) - - # if no regions to forward data to, just write - if len(next_regions) == 0: - bc_pg.add_operator(write_op, receive_op, partition_id=tuple(partition_ids)) - else: # otherwise, "and" --> write and forward - mux_and_op = GatewayMuxAnd() - bc_pg.add_operator(mux_and_op, receive_op, partition_id=tuple(partition_ids)) - bc_pg.add_operator(write_op, mux_and_op, partition_id=tuple(partition_ids)) - self.add_operator_receive_send(solution_graph, bc_pg, region, partition_ids, dst_op=mux_and_op) - - def remap_keys(self, mapping): - return [{"partitions": k, "value": v} for k, v in mapping.items()] - - @property - @functools.lru_cache(maxsize=None) - def current_gw_programs(self): - if self.gateway_program_path is not None: - # return existing gateway program file - return json.load(open(self.gateway_program_path, "r")) - - # TODO: create GatewayProgram based on algorithm output - # TODO: move this gateway program creation logic to when initiating BroadcastDataplane? - solution_graph = self.topology.nx_graph - - # print("Solution graph: ", solution_graph.edges.data()) - - num_partitions = self.topology.num_partitions - src = self.src_region_tag - dsts = self.dst_region_tags - - # region name --> gateway program shared by all gateways in this region - gateway_programs = {} - - # NOTE: assume all transfer object share the same (src, dsts)? might not be correct - one_transfer_job = self.jobs_to_dispatch[0] - if not self.transfer_config.gen_random_data: - src_obj_store = (one_transfer_job.src_bucket, one_transfer_job.src_region) - - dsts_obj_store_map = {} - # dst bucket, dst region - for b, r in one_transfer_job.dst_regions.items(): - dsts_obj_store_map[r] = (b, r) - - gen_random_data = False - else: - src_obj_store = None - dsts_obj_store_map = None - gen_random_data = True - - for node in solution_graph.nodes: - node_gateway_program = GatewayProgram() - - partition_to_next_regions = {} - for i in range(num_partitions): - partition_to_next_regions[i] = set( - [edge[1] for edge in solution_graph.out_edges(node, data=True) if str(i) in edge[-1]["partitions"]] - ) - - import collections - - keys_per_set = collections.defaultdict(list) - for key, value in partition_to_next_regions.items(): - keys_per_set[frozenset(value)].append(key) - - list_of_partitions = list(keys_per_set.values()) - - # source node: read from object store or generate random data, then forward data - for partitions in list_of_partitions: - # print("Processing partitions: ", partitions) - if node == src: - self.add_operator_receive_send( - solution_graph, node_gateway_program, node, partitions, obj_store=src_obj_store, gen_random_data=gen_random_data - ) - - # dst receive data, write to object store / write local (if obj_store=None), forward data if needed - elif node in dsts: - print("dest obj", dsts_obj_store_map) - dst_obj_store = None if dsts_obj_store_map is None else dsts_obj_store_map[node] - self.add_dst_operator(solution_graph, node_gateway_program, node, partitions, obj_store=dst_obj_store) - - # overlay node only forward data - else: - self.add_operator_receive_send(solution_graph, node_gateway_program, node, partitions, obj_store=None) - - gateway_programs[node] = self.remap_keys(node_gateway_program.to_dict()) - assert len(gateway_programs[node]) > 0, f"Empty gateway program {node}" - # print("PROGRAM", gateway_programs[node]) - - return gateway_programs - - def _start_gateway( - self, - gateway_docker_image: str, - gateway_node: ReplicationTopologyGateway, - gateway_server: compute.Server, - gateway_log_dir: Optional[PathLike] = None, - authorize_ssh_pub_key: Optional[str] = None, - e2ee_key_bytes: Optional[str] = None, - ): - am_source = gateway_node in self.topology.source_instances() - am_sink = gateway_node in self.topology.sink_instances() - - import traceback - - try: - print("Gateway", gateway_docker_image) - - # start gateway - if self.log_dir: - gateway_server.init_log_files(self.log_dir) - if authorize_ssh_pub_key: - gateway_server.copy_public_key(authorize_ssh_pub_key) - - gateway_server.start_gateway( - {}, # don't need setup arguments here to pass as outgoing_ports - gateway_programs=self.current_gw_programs, # NOTE: BC pass in gateway programs - gateway_docker_image=gateway_docker_image, - e2ee_key_bytes=e2ee_key_bytes if (self.transfer_config.use_e2ee and (am_source or am_sink)) else None, - use_bbr=False, - use_compression=self.transfer_config.use_compression, - use_socket_tls=self.transfer_config.use_socket_tls, - ) - except Exception as e: - print(traceback.format_exc()) - print(sys.exc_info()[2]) - print("ERROR: ", e) - - def source_gateways(self) -> List[compute.Server]: - return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] - - def sink_gateways(self) -> List[compute.Server]: - return [self.bound_nodes[n] for n in self.topology.sink_instances()] if self.provisioned else [] - - def queue_copy( - self, - src: str, - dsts: List[str], - recursive: bool = False, - ) -> str: - if len(src) != 0: - assert self.transfer_config.gen_random_data is False - job = BCCopyJob( - src, - dsts[0], - recursive, - dst_paths=dsts, - requester_pays=self.transfer_config.requester_pays, - transfer_config=self.transfer_config, - ) - else: - assert self.transfer_config.gen_random_data is True - job = BCCopyJob("", "", False, [], requester_pays=self.transfer_config.requester_pays, transfer_config=self.transfer_config) - - logger.fs.debug(f"[SkyplaneBroadcastClient] Queued copy job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - - def queue_sync( - self, - src: str, - dsts: List[str], - recursive: bool = False, - ) -> str: - job = BCSyncJob( - src, - dsts[0], - recursive, - dst_paths=dsts, - requester_pays=self.transfer_config.requester_pays, - transfer_config=self.transfer_config, - ) - logger.fs.debug(f"[SkyplaneBroadcastClient] Queued sync job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - - def run_async(self, hooks: Optional[TransferHook] = None) -> BCTransferProgressTracker: - if not self.provisioned: - logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") - tracker = BCTransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) - self.pending_transfers.append(tracker) - tracker.start() - logger.fs.info(f"[SkyplaneBroadcastClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") - self.jobs_to_dispatch = [] - return tracker - - def run(self, hooks: Optional[TransferHook] = None): - tracker = self.run_async(hooks) - logger.fs.debug(f"[SkyplaneBroadcastClient] Waiting for transfer to complete") - tracker.join() diff --git a/skyplane/broadcast/bc_plan.py b/skyplane/broadcast/bc_plan.py deleted file mode 100644 index 87b4b4950..000000000 --- a/skyplane/broadcast/bc_plan.py +++ /dev/null @@ -1,126 +0,0 @@ -from dataclasses import dataclass -from typing import List, Optional, Tuple, Set - -import networkx as nx - -from skyplane.chunk import ChunkRequest -from skyplane.obj_store.object_store_interface import ObjectStoreObject -from skyplane.planner.topology_old import ( - ReplicationTopology, - ReplicationTopologyNode, - ReplicationTopologyGateway, - ReplicationTopologyObjectStore, -) -from skyplane.utils.definitions import MB - - -@dataclass -class BroadcastReplicationJob: - source_region: str - dest_regions: List[str] - source_bucket: Optional[str] - dest_buckets: Optional[List[str]] - - # object transfer pairs (src, dest) - transfer_pairs: List[Tuple[ObjectStoreObject, ObjectStoreObject]] - - # progress tracking via a list of chunk_requests - chunk_requests: Optional[List[ChunkRequest]] = None - - # Generates random chunks for testing on the gateways - random_chunk_size_mb: Optional[int] = None - - @property - def transfer_size(self): - if not self.random_chunk_size_mb: - return sum(source_object.size for source_object, _ in self.transfer_pairs) - else: - return self.random_chunk_size_mb * len(self.transfer_pairs) * MB - - -class BroadcastReplicationTopology(ReplicationTopology): - """ - Multiple destinations - edges specify a which partition of data they are responsible for carrying - """ - - def __init__( - self, - nx_graph: nx.DiGraph, # TODO: remove this, maybe replace with List[GatewayPrograms], map[id --> GatewayProgramID] - num_partitions: int, # TODO: remove this - edges: Optional[List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]]] = None, # TODO: remove this - # NOTE: topology-related metric - cost_per_gb: Optional[float] = None, - tot_vms: Optional[int] = None, # TODO: remove this - tot_vm_price_per_s: Optional[float] = None, - ): - """ - Edge is represented by: - Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, int] -> [src_node, dst_node, num_conn, partition_index] - - """ - self.nx_graph = nx_graph - - self.num_partitions = num_partitions - - self.edges: List[Tuple[ReplicationTopologyNode, ReplicationTopologyNode, int, str]] = edges or [] - self.nodes: Set[ReplicationTopologyNode] = set(k[0] for k in self.edges) | set(k[1] for k in self.edges) - - self.cost_per_gb: Optional[float] = cost_per_gb - self.tot_vm_price_per_s: Optional[float] = tot_vm_price_per_s - self.tot_vms: Optional[int] = tot_vms - - def get_outgoing_paths(self, src: ReplicationTopologyNode): - """Return nodes that follow src in the topology.""" - return {dest_gateway: num_connections for src_gateway, dest_gateway, num_connections, _ in self.edges if src_gateway == src} - - def get_incoming_paths(self, dest: ReplicationTopologyNode): - """Return nodes that precede dest in the topology.""" - return {src_gateway: num_connections for dest_gateway, src_gateway, num_connections, _ in self.edges if dest_gateway == dest} - - def sink_regions(self) -> List[str]: - instances = list(self.sink_instances()) - # assert all(i.region == instances[0].region for i in instances), "All sink instances must be in the same region" - return [instance.region for instance in instances] - - def source_instances(self) -> Set[ReplicationTopologyGateway]: - nodes = self.nodes - {v for u, v, _, _ in self.edges if not isinstance(u, ReplicationTopologyObjectStore)} - return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} - - def sink_instances(self) -> Set[ReplicationTopologyGateway]: - nodes = {u for u, v, _, _ in self.edges if isinstance(v, ReplicationTopologyObjectStore)} - return {n for n in nodes if isinstance(n, ReplicationTopologyGateway)} - - def add_instance_instance_edge( - self, - src_region: str, - src_instance: int, - dest_region: str, - dest_instance: int, - num_connections: int, - partition_ids: List[str], - ): - """Add relay edge between two instances.""" - src_gateway = ReplicationTopologyGateway(src_region, src_instance) - dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) - for partition_id in partition_ids: - self.edges.append((src_gateway, dest_gateway, int(num_connections), partition_id)) - self.nodes.add(src_gateway) - self.nodes.add(dest_gateway) - - def add_objstore_instance_edge(self, src_region: str, dest_region: str, dest_instance: int, partition_ids: List[str]): - """Add object store to instance node (i.e. source bucket to source gateway).""" - src_objstore = ReplicationTopologyObjectStore(src_region) - dest_gateway = ReplicationTopologyGateway(dest_region, dest_instance) - for partition_id in partition_ids: - self.edges.append((src_objstore, dest_gateway, 0, partition_id)) - self.nodes.add(src_objstore) - self.nodes.add(dest_gateway) - - def add_instance_objstore_edge(self, src_region: str, src_instance: int, dest_region: str, partition_ids: List[str]): - """Add instance to object store edge (i.e. destination gateway to destination bucket).""" - src_gateway = ReplicationTopologyGateway(src_region, src_instance) - dest_objstore = ReplicationTopologyObjectStore(dest_region) - for partition_id in partition_ids: - self.edges.append((src_gateway, dest_objstore, 0, partition_id)) - self.nodes.add(src_gateway) - self.nodes.add(dest_objstore) diff --git a/skyplane/broadcast/bc_planner.py b/skyplane/broadcast/bc_planner.py deleted file mode 100644 index 75d8bd1aa..000000000 --- a/skyplane/broadcast/bc_planner.py +++ /dev/null @@ -1,1441 +0,0 @@ -import os -from random import sample -import subprocess -from pathlib import Path - -from skyplane.api.client import tmp_log_dir -from skyplane.broadcast.bc_plan import BroadcastReplicationTopology -from skyplane.broadcast.bc_solver import BroadcastProblem, BroadcastSolution, GBIT_PER_GBYTE - -from typing import List, Optional -from pprint import pprint -import networkx as nx -import pandas as pd -import numpy as np -from skyplane.utils import logger -from skyplane.broadcast import __root__ -import functools -import random -import colorama -from colorama import Fore, Style - - -class BroadcastPlanner: - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - cost_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "cost.csv", - tp_grid_path: Optional[Path] = __root__ / "broadcast" / "profiles" / "throughput.csv", - ): - self.src_provider = src_provider - self.src_region = src_region - self.dst_providers = dst_providers - self.dst_regions = dst_regions - self.num_instances = num_instances - self.num_connections = num_connections - self.num_partitions = num_partitions - self.gbyte_to_transfer = gbyte_to_transfer - - # need to input cost_grid and tp_grid - self.costs = pd.read_csv(cost_grid_path) - self.throughput = pd.read_csv(tp_grid_path) - - # remove subregion - # TODO: lookup subregions with matching region and duplicate (so lookups dont fail) - def remove_subregion(region): - print("region", region, region[-2:]) - if region[-2:] == "-a" or region[-2:] == "-b" or region[-2:] == "-c": - return region[:-2] - return region - - def map_subregions(df, source_key, dest_key): - # create subregion -> region map - regions = df[source_key].apply(lambda region: remove_subregion(region)) - region_map = {} - for full_region, region in zip(df[source_key].tolist(), regions.tolist()): - # TODO: include full set of regions (list) - region_map[region] = full_region - - regions = list(set(regions)) - zones = ["a", "b", "c"] - for region in regions: - for zone in zones: - subregion = f"{region}-{zone}" - if subregion not in df[source_key].values: - mapped_region = region_map[region] - if mapped_region == subregion: - continue - - # append new rows - print(f"Adding region {subregion} with {mapped_region}") - # print("ORIGINAL", df) - region_df = pd.DataFrame(df[(df[source_key] == mapped_region) | (df[dest_key] == mapped_region)]).reset_index( - drop=True - ) - region_df[source_key] = region_df[source_key].replace(mapped_region, subregion) - region_df[dest_key] = region_df[dest_key].replace(mapped_region, subregion) - # print("NEW", region_df) - # df = pd.concat([df, region_df], axis=1).reset_index() - df = df.append(region_df, ignore_index=True) - # print("combin", df) - - return df - - self.costs = map_subregions(self.costs.reset_index(), "src", "dest") - self.throughput = map_subregions(self.throughput.reset_index(), "src_region", "dst_region") - - # self.costs.src = self.costs.src.apply(lambda region: remove_subregion(region)) - # self.costs.dest = self.costs.dest.apply(lambda region: remove_subregion(region)) - # self.throughput.src_region = self.throughput.src_region.apply(lambda region: remove_subregion(region)) - # self.throughput.dst_region = self.throughput.dst_region.apply(lambda region: remove_subregion(region)) - - self.G = self.make_nx_graph(self.costs, self.throughput, num_instances) - - if aws_only: - self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "gcp" or i.split(":")[0] == "azure"]) - elif gcp_only: - self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "azure"]) - elif azure_only: - self.G.remove_nodes_from([i for i in self.G.nodes if i.split(":")[0] == "aws" or i.split(":")[0] == "gcp"]) - else: - return - - @functools.lru_cache(maxsize=None) - def get_path_cost(self, src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): - from skyplane.compute.cloud_provider import CloudProvider - - assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" - return CloudProvider.get_transfer_cost(src, dst) - - def make_nx_graph(self, cost, throughput, num_instances=1): - G = nx.DiGraph() - for _, row in throughput.iterrows(): - if row["src_region"] == row["dst_region"]: - continue - G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=num_instances * row["throughput_sent"] / 1e9) - - for _, row in cost.iterrows(): - if row["src"] in G and row["dest"] in G[row["src"]]: - G[row["src"]][row["dest"]]["cost"] = row["cost"] - else: - continue - - # update the cost using skyplane.compute tools if not in cost.csv [i.e. in utils.py] - for edge in G.edges.data(): - if edge[-1]["cost"] is None: - edge[-1]["cost"] = self.get_path_cost(edge[0], edge[1]) - - assert all([edge[-1]["cost"] is not None for edge in G.edges.data()]) - return G - - def get_throughput_grid(self): - return np.array([e[2] for e in self.G.edges(data="throughput")]) - - def get_cost_grid(self): - return np.array([e[2] for e in self.G.edges(data="cost")]) - - def get_topo_from_nxgraph( - self, num_partitions: int, gbyte_to_transfer: float, solution_graph: nx.DiGraph - ) -> BroadcastReplicationTopology: - """ - Convert solutions (i.e. networkx graph) to BroadcastReplicationTopology - """ - partition_ids = list(range(num_partitions)) - partition_ids = [str(id) for id in partition_ids] - partition_size_in_GB = gbyte_to_transfer / num_partitions - - source_region = self.src_provider + ":" + self.src_region - dst_regions = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - topo = BroadcastReplicationTopology(solution_graph, num_partitions) - cost_egress = 0.0 - - # adding edges from object store - for i in range(solution_graph.nodes[source_region]["num_vms"]): - topo.add_objstore_instance_edge(source_region, source_region, i, partition_ids) - - # adding edges between instances from networkx DiGraph solutions - for edge in solution_graph.edges.data(): - s, d = edge[0], edge[1] - partitions_on_edge = edge[-1]["partitions"] - cost_egress += len(partitions_on_edge) * partition_size_in_GB * edge[-1]["cost"] - - s_num_instances = solution_graph.nodes[s]["num_vms"] - d_num_instances = solution_graph.nodes[d]["num_vms"] - - # TODO: fix it, might be wrong; if # of src region gateways != # of dst region gateways, how add the edge? - for i in range(s_num_instances): - for j in range(d_num_instances): - topo.add_instance_instance_edge(s, i, d, j, 0, partitions_on_edge) # set num_connections = 0 for now - - # adding edges to object store - for dst_region in dst_regions: - for i in range(solution_graph.nodes[dst_region]["num_vms"]): - topo.add_instance_objstore_edge(dst_region, i, dst_region, partition_ids) - - tot_vm_price_per_s = 0 # total price per second - tot_vms = 0 # total number of vms - cost_map = {"gcp": 0.54, "aws": 0.54, "azure": 0.54} # cost per instance hours - - for node in solution_graph.nodes: - tot_vm_price_per_s += solution_graph.nodes[node]["num_vms"] * cost_map[node.split(":")[0]] / 3600 - tot_vms += solution_graph.nodes[node]["num_vms"] - - # set networkx solution graph in topo - assert gbyte_to_transfer > 0 - topo.cost_per_gb = cost_egress / gbyte_to_transfer # cost per gigabytes - topo.tot_vm_price_per_s = tot_vm_price_per_s - topo.tot_vms = tot_vms - topo.nx_graph = solution_graph - return topo - - def plan(self) -> BroadcastReplicationTopology: - raise NotImplementedError - - -class BroadcastDirectPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only, - gcp_only, - azure_only, - ) - - def plan(self) -> BroadcastReplicationTopology: - direct_graph = nx.DiGraph() - - src = self.src_provider + ":" + self.src_region - dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - for dst in dsts: - if src == dst: - cost_of_edge = 0 - else: - try: - cost_of_edge = self.G[src][dst]["cost"] - except Exception: - raise ValueError(f"Missing cost edge {src}->{dst}") - direct_graph.add_edge(src, dst, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge) - - for node in direct_graph.nodes: - direct_graph.nodes[node]["num_vms"] = self.num_instances - return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, direct_graph) - - -class BroadcastPlannerFromFile(BroadcastPlanner): - def __init__(self, filename: str, **kwargs): - self.filename = filename - super().__init__(**kwargs) - - def plan(self) -> BroadcastReplicationTopology: - gw_program = json.load(open(self.filename)) - - # loop through region - - # loop hough operators with recieve or gen data -> collect (instace, region) - graph = nx.DiGraph() - - -class BroadcastMDSTPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only, - gcp_only, - azure_only, - ) - - def plan(self) -> BroadcastReplicationTopology: - src = self.src_provider + ":" + self.src_region - dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - h = self.G.copy() - h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) - - DST_graph = nx.algorithms.tree.Edmonds(h.subgraph([src] + dsts)) - opt_DST = DST_graph.find_optimum(attr="cost", kind="min", preserve_attrs=True, style="arborescence") - - # Construct MDST graph - MDST_graph = nx.DiGraph() - for edge in list(opt_DST.edges()): - s, d = edge[0], edge[1] - cost_of_edge = self.G[s][d]["cost"] - MDST_graph.add_edge(s, d, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge) - - for node in MDST_graph.nodes: - MDST_graph.nodes[node]["num_vms"] = self.num_instances - - return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, MDST_graph) - - -class BroadcastHSTPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only, - gcp_only, - azure_only, - ) - - def plan(self, hop_limit=3000) -> BroadcastReplicationTopology: - # TODO: not usable now - source_v, dest_v = self.src_provider + ":" + self.src_region, [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - h = self.G.copy() - h.remove_edges_from(list(h.in_edges(source_v)) + list(nx.selfloop_edges(h))) - - nodes, edges = list(h.nodes), list(h.edges) - num_nodes, num_edges = len(nodes), len(edges) - id_to_name = {nodes.index(n) + 1: n for n in nodes} - - config_loc = tmp_log_dir / "write.set" - write_loc = tmp_log_dir / "test.stplog" - param_loc = tmp_log_dir / "test.stp" - - with open(config_loc, "w") as f: - f.write('stp/logfile = "use_probname"') - f.close() - - command = " ~/Documents/Packages/scipoptsuite-8.0.2/build/bin/applications/scipstp " - command += f"-f {param_loc} -s {config_loc} -l {write_loc}" - - def construct_stp(): - section_begin = '33D32945 STP File, STP Format Version 1.0\n\nSECTION Comment\nName "Relay: cloud regions"\nCreator "S. Liu"\n' - section_begin += f'Remark "Cloud region problem adapted from relay"\nEND\n\nSECTION Graph\n' - section_begin += f"Nodes {num_nodes}\nEdges {num_edges}\nHopLimit {hop_limit}\n" - - Edge_info = [] - cnt = 0 - for edge in edges: - s, d = nodes.index(edge[0]) + 1, nodes.index(edge[1]) + 1 - cost = h[edge[0]][edge[1]]["cost"] - cnt += 1 - Edge_info.append(f"A {s} {d} {cost}\n") - if cnt == num_edges: - Edge_info.append("END\n") - - s = nodes.index(source_v) + 1 - v = [nodes.index(i) + 1 for i in dest_v] - terminal_info = [f"T {i}\n" for i in v] - terminal_info.append("END\n\nEOF") - section_terminal = f"""\nSECTION Terminals\nRoot {s}\nTerminals {len(dest_v)}\n""" - - with open(param_loc, "w") as f: - f.write(section_begin) - for edge in Edge_info: - f.write(edge.lstrip()) - f.write(section_terminal) - for t in terminal_info: - f.write(t) - f.close() - return - - def read_result(loc): - di_stree_graph = nx.DiGraph() - with open(loc, "r") as f: - lines = f.readlines() - for line in lines: - if line.startswith("E") and len(line.split()) == 3: - l = line.split() - src_r, dst_r = id_to_name[int(l[1])], id_to_name[int(l[2])] - cost_of_edge = self.G[src_r][dst_r]["cost"] - di_stree_graph.add_edge( - src_r, dst_r, partitions=[str(i) for i in list(range(self.num_partitions))], cost=cost_of_edge - ) - - for node in di_stree_graph.nodes: - di_stree_graph.nodes[node]["num_vms"] = self.num_instances - - return di_stree_graph - - construct_stp() # construct problem to a file - process = subprocess.Popen(command, shell=True) # run the steiner tree solver - process.wait() - solution_graph = read_result(loc=write_loc) - - os.remove(config_loc) - os.remove(write_loc) - os.remove(param_loc) - return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, solution_graph) - - -class BroadcastSpiderPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - num_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances, - num_connections, - num_partitions, - gbyte_to_transfer, - aws_only, - gcp_only, - azure_only, - ) - - self.eg_lims = { - "aws": 5 * num_instances, - "gcp": 7 * num_instances, - "azure": 16 * num_instances, - } - self.in_lims = { - "aws": 10 * num_instances, - "gcp": 16 * num_instances, - "azure": 16 * num_instances, - } - - def evaluate(self, tree_set, bw, num_vms, num_partitions, data_vol=1): - print() - print("-" * 10 + " Evaluate\n") - - makespan = data_vol * 8 / sum(bw) - cost_per_instance_hr = 0.54 - - import math - - def split(my_list, weight_list): - sublists = [] - prev_index = 0 - for weight in weight_list: - next_index = prev_index + math.ceil((len(my_list) * weight)) - - sublists.append(my_list[prev_index:next_index]) - prev_index = next_index - - return sublists - - partitions = list(range(num_partitions)) - output_partitions = split(partitions, [b / sum(bw) for b in bw]) - print(f"Bw: {bw}, split: {output_partitions}") - - from itertools import islice - - egress_cost = 0 - complete_tree = nx.DiGraph() - - for i in range(len(tree_set)): - if len(output_partitions[i]) == 0: - continue # not assigning any partition to this tree - - egress_cost += sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * bw[i] / sum(bw) - - # give each tree the output partitions - for edge in tree_set[i].edges.data(): - src, dst = edge[0], edge[1] - complete_tree.add_edge( - src, dst, partitions=output_partitions[i], throughput=self.G[src][dst]["throughput"], cost=self.G[src][dst]["cost"] - ) - - print("Tree cost: ", sum([edge[-1]["cost"] for edge in tree_set[i].edges.data()]) * data_vol * (bw[i] / sum(bw))) - - for node in complete_tree.nodes: - complete_tree.nodes[node]["num_vms"] = num_vms - - print(f"SPIDER solution (tree node): ", complete_tree.nodes.data()) - print(f"SPIDER solution (tree edge): ", complete_tree.edges.data()) - - instance_cost = len(tree_set[0].nodes) * num_vms * (cost_per_instance_hr / 3600) * makespan - tot_cost = egress_cost + instance_cost - - print(f"{Fore.BLUE}Data vol = {Fore.YELLOW}{round(data_vol, 4)} GB or {round(data_vol*8, 4)} Gbits{Style.RESET_ALL}\n") - print(f"{Fore.BLUE}Bandwidth of each tree = {Fore.YELLOW}{[round(i, 4) for i in bw]}{Style.RESET_ALL}\n") - print(f"{Fore.BLUE}Total runtime = {Fore.YELLOW}{round(makespan, 4)} s{Style.RESET_ALL}") - print(f"{Fore.BLUE}Total throughput = {Fore.YELLOW}{round(sum(bw), 4)} Gbps{Style.RESET_ALL}\n") - print(f"{Fore.BLUE}Total egress cost (per GB) = {Fore.YELLOW}${round(egress_cost, 4)}{Style.RESET_ALL}") - print(f"{Fore.BLUE}Total instance cost = {Fore.YELLOW}${round(instance_cost, 4)}{Style.RESET_ALL}") - print(f"{Fore.BLUE}Total cost = {Fore.YELLOW}${round(tot_cost, 4)}{Style.RESET_ALL}") - - # return sum(bw), makespan, tot_cost, complete_tree - return complete_tree - - def validate_tree_set(self, tree_set, src, dsts, bw, egress_limits, ingress_limits, ro=[]): - for tree in tree_set: - assert len(tree.nodes) >= 1 + len(dsts) - assert len(tree.edges) == len(tree.nodes) - 1 - for node in [src] + dsts: - if not tree.has_node(node): - return False - # assert(tree.has_node(node)) - for node in [src] + dsts + ro: - sum_egress, sum_ingress = 0, 0 - for i in range(len(tree_set)): - sum_egress += len(tree_set[i].out_edges(node)) * bw[i] - sum_ingress += len(tree_set[i].in_edges(node)) * bw[i] - if not sum_egress <= egress_limits[node.split(":")[0]]: - return False - assert sum_ingress <= ingress_limits[node.split(":")[0]] - - print("Pass validation") - return True - - def SPIDER(self, h, src, dsts, egress_limits, ingress_limits, elim_set=None): - import copy - - N = set([src] + dsts) # set of nodes that each tree must span - Tree_set = [] # output: a set of trees - bw = [] # list of bandwidth for each tree - - if elim_set is None: - elim_set = {node: egress_limits[node.split(":")[0]] for node in h.nodes} # egress limit for each node in the graph - ilim_set = {node: ingress_limits[node.split(":")[0]] for node in h.nodes} - - while True: - CurrentTree = nx.DiGraph() # constructed tree - InTree = {src} # nodes of constructed tree - CurrentTreeBottleneck = float("inf") # bottleneck link - elim_copy = copy.deepcopy(elim_set) # copy of egress limit - ilim_copy = copy.deepcopy(ilim_set) # copy of ingress limit - - while not N.issubset(InTree): - M_n, R_n = {}, {} - for n in InTree: - # max outgoing bandwidth arc to nodes outside InTree - out_edges = [edge for edge in list(h.out_edges(n)) if edge[1] not in InTree] - out_edges_tput = [h[e[0]][e[1]]["throughput"] for e in out_edges] - max_out_tput = max(out_edges_tput, default=0) - - if max_out_tput <= 0 or elim_copy[n] <= 0: - continue - - M_n[n] = out_edges[out_edges_tput.index(max_out_tput)] - - if ilim_copy[M_n[n][1]] <= 0: - M_n[n] = None - continue - - R_n[n] = elim_copy[n] - min(max_out_tput, CurrentTreeBottleneck) - - if len(R_n) == 0: # all ineasible - break - - max_val_set = [i for i, j in R_n.items() if j == max(R_n.values())] - - # pick node x with max_j{R_j} - random.shuffle(max_val_set) - x = sample(max_val_set, 1)[0] - - # edge with max_j{b_xj} - Mx = M_n[x] - src_add, dst_add = Mx[0], Mx[1] - assert elim_copy[src_add] >= 0 - - # if add this edge to the tree, make sure that it won't exceed the egress limit - CurrentTreeBottleneck = min( - [CurrentTreeBottleneck, elim_copy[src_add], ilim_copy[dst_add], h[src_add][dst_add]["throughput"]] - ) - - print("Current bottleneck: ", CurrentTreeBottleneck) - if ( - elim_set[src_add] - CurrentTreeBottleneck >= 0 - and ilim_set[dst_add] - CurrentTreeBottleneck >= 0 - and CurrentTreeBottleneck > 0 - ): - print(f"Add edge: {src_add}, {dst_add}\n") - src_provider, dst_provider = src_add.split(":")[0], dst_add.split(":")[0] - flow = min([h[src_add][dst_add]["throughput"], egress_limits[src_provider], ingress_limits[dst_provider]]) - CurrentTree.add_edge(src_add, dst_add, cost=h[src_add][dst_add]["cost"], throughput=flow) - InTree.add(Mx[1]) # add dst of Mx to InTree list - for node in CurrentTree.nodes: - num_out_edges = len(CurrentTree.out_edges(node)) - num_in_edges = len(CurrentTree.in_edges(node)) - elim_copy[node] = elim_set[node] - CurrentTreeBottleneck * num_out_edges - ilim_copy[node] = ilim_set[node] - CurrentTreeBottleneck * num_in_edges - - if not CurrentTree.edges: - break - - # reduce the bandwidth on all edges of the tree by amount of bottleneck bandwidth - bottleneck = CurrentTreeBottleneck - src_node = set() - dst_node = set() - for edge in CurrentTree.edges: - h[edge[0]][edge[1]]["throughput"] -= bottleneck - src_node.add(edge[0]) - dst_node.add(edge[1]) - - # Extra check (capacity, tree nodes) - infeasible = any([elim_set[n] - bottleneck < 0 for n in src_node]) or len(CurrentTree.nodes) < 1 + len(dsts) - if not infeasible: - # print("Number of nodes: ", len(CurrentTree.nodes)) - if self.validate_tree_set(Tree_set + [CurrentTree], src, dsts, bw + [bottleneck], egress_limits, ingress_limits): - print("Feasible") - print(f"Throughput of tree {len(Tree_set)} is: {bottleneck} Gbps\n") - print("-" * 40) - bw.append(bottleneck) - Tree_set.append(CurrentTree) - for n in src_node: - elim_set[n] -= bottleneck - for n in dst_node: - ilim_set[n] -= bottleneck - else: - print("Infeasible, ignore above\n") - else: - print("Infeasible, ignore above\n") - continue - - return Tree_set, bw, h, elim_set - - def plan(self) -> BroadcastReplicationTopology: - src = self.src_provider + ":" + self.src_region - dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - h = nx.DiGraph(self.G.copy().subgraph(dsts + [src])) - h.remove_edges_from(list(h.in_edges(src)) + list(nx.selfloop_edges(h))) - Tree_set, bw, h, elim_set = self.SPIDER(h, src, dsts, egress_limits=self.eg_lims, ingress_limits=self.in_lims) - Spider_graph = self.evaluate(Tree_set, bw, self.num_instances, num_partitions=self.num_partitions, data_vol=1) - - return self.get_topo_from_nxgraph(self.num_partitions, self.gbyte_to_transfer, Spider_graph) - - -class BroadcastILPSolverPlanner(BroadcastPlanner): - def __init__( - self, - src_provider: str, - src_region, - dst_providers: List[str], - dst_regions: List[str], - max_instances: int, - num_connections: int, - num_partitions: int, - gbyte_to_transfer: float, - target_time: float, - aws_only: bool, - gcp_only: bool, - azure_only: bool, - ): - super().__init__( - src_provider, - src_region, - dst_providers, - dst_regions, - num_instances=max_instances, - num_connections=num_connections, - num_partitions=num_partitions, - gbyte_to_transfer=gbyte_to_transfer, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - - src = self.src_provider + ":" + self.src_region - dsts = [f"{p}:{r}" for p, r in zip(self.dst_providers, self.dst_regions)] - - self.problem = BroadcastProblem( - src=src, - dsts=dsts, - gbyte_to_transfer=gbyte_to_transfer, - instance_limit=max_instances, - num_partitions=num_partitions, - required_time_budget=target_time, - ) - - @staticmethod - def choose_solver(): - import cvxpy as cp - - try: - import gurobipy as _grb # pytype: disable=import-error - - return cp.GUROBI - except ImportError: - try: - import cylp as _cylp # pytype: disable=import-error - - logger.fs.warning("Gurobi not installed, using CoinOR instead.") - return cp.CBC - except ImportError: - logger.fs.warning("Gurobi and CoinOR not installed, using GLPK instead.") - return cp.GLPK - - def to_broadcast_replication_topology(self, solution: BroadcastSolution) -> BroadcastReplicationTopology: - """ - Convert ILP solution to BroadcastReplicationTopology - """ - v_result = solution.var_instances_per_region - result = np.array(solution.var_edge_partitions) - result_g = nx.DiGraph() # solution nx graph - for i in range(result.shape[0]): - edge = solution.var_edges[i] - partitions = [str(partition_i) for partition_i in range(result.shape[1]) if result[i][partition_i] > 0.5] - - if len(partitions) == 0: - continue - - src_node, dst_node = edge[0], edge[1] - result_g.add_edge( - src_node, - dst_node, - partitions=partitions, - throughput=self.G[src_node][dst_node]["throughput"], - cost=self.G[src_node][dst_node]["cost"], - ) - - for i in range(len(v_result)): - num_vms = int(v_result[i]) - node = solution.var_nodes[i] - if node in result_g.nodes: - result_g.nodes[node]["num_vms"] = num_vms - - # TODO: the generated topo itself is not used, but the networkx graph contains all information needed to generate gateway programs - print(f"Solution # of edges: {len(result_g.edges)}, # of nodes: {len(result_g.nodes)}") - print("solution (edge): ", result_g.edges.data()) - print() - print("solution (node):", result_g.nodes.data()) - print() - return self.get_topo_from_nxgraph(solution.problem.num_partitions, solution.problem.gbyte_to_transfer, result_g) - - def combine_partition_subgraphs(self, partition_g): - bg = nx.DiGraph() - for i in range(len(partition_g)): - for edge in partition_g[i].edges: - if edge[0] in bg and edge[1] in bg[edge[0]]: - bg[edge[0]][edge[1]]["partitions"].append(str(i)) - else: - e = self.G[edge[0].split(",")[0]][edge[1].split(",")[0]] - bg.add_edge(edge[0], edge[1], partitions=[str(i)], cost=e["cost"], throughput=e["throughput"]) - - for node in partition_g[i].nodes: - if "num_vms" not in bg.nodes[node]: - bg.nodes[node]["num_vms"] = 0 - bg.nodes[node]["num_vms"] += partition_g[i].nodes[node]["num_vms"] - - return bg - - def total_broadcast_cost(self, bg): - cost = 0 - for edge in bg.edges: - cost += len(bg[edge[0]][edge[1]]["partitions"]) * bg[edge[0]][edge[1]]["cost"] - return cost - - def create_topo_graph(self, p, v, g, edges, nodes): - result = p - v_result = v - result_g = nx.DiGraph() - - for i in range(result.shape[0]): - edge = edges[i] - - if result[i] == 0: - continue - for vm in [0]: # range(int(v_result[nodes.index(edge[0])])): # multiple VMs - result_g.add_edge(edge[0], edge[1], throughput=g[edge[0]][edge[1]]["throughput"], cost=g[edge[0]][edge[1]]["cost"]) - - remove_nodes = [] # number of vms is one but the - for i in range(len(v_result)): - num_vms = int(v_result[i]) - if nodes[i] in result_g.nodes: - result_g.nodes[nodes[i]]["num_vms"] = num_vms - else: - # print(f"Nodes: {nodes[i]}, number of vms: {num_vms}, not in result_g") --> why would this happen - remove_nodes.append(nodes[i]) - - print("Edge: ", result_g.edges.data()) - print("Node: ", result_g.nodes.data()) - print("Num of node: ", len(result_g.nodes)) - print("TOPO GRPAH RESULTS: ", v_result) - - print(f"Create topo: {result_g.edges.data()}") - print(f"Create topo node: {result_g.nodes.data()}") - return result_g - - def get_egress_ingress(self, g, nodes, edges, partition_size, p): - partition_size *= 8 # need to convert to gbits? - - num_edges = len(edges) - egress = [] - ingress = [] - for node in nodes: - node_i = nodes.index(node) - # egress - i = np.zeros(num_edges) - for e in g.edges: - if e[0] == node: # edge goes to dest - i[edges.index(e)] = 1 - egress.append(np.sum(i @ p) * partition_size) - - # ingress - i = np.zeros(num_edges) - for e in g.edges: - if e[1] == node: - i[edges.index(e)] = 1 - ingress.append(np.sum(i @ p) * partition_size) - - return egress, ingress - - def solve_partition( - self, - g, - cost, - tp, - nodes, - edges, - egress_limit, - ingress_limit, - existing_vms, # total number of existing VMs per region - existing_p, # total number of partitions along each edge - existing_egress, # total egress for each region - existing_ingress, # total ingress for each region - source_v, - dest_v, - partition_size_gb, - instance_cost_s, - max_vm_per_region, - s, - remaining_data_size_gb, # how much remaining data needs to be sent - filter_edge, # whether to filter all except 1-hop - ): - import cvxpy as cp - - num_edges = len(edges) - num_nodes = len(nodes) - num_dest = len(dest_v) - - # indicator matrix (must be 2-D) - p = cp.Variable((num_edges), boolean=True) # whether edge is carrying partition - n = cp.Variable((num_nodes), boolean=True) # whether node transfers partition - f = cp.Variable((num_nodes, num_nodes + 1), integer=True) # enforce flow conservation - - v = cp.Variable((num_nodes), integer=True) # number of VMs per region - - # optimization problem (minimize sum of costs) - egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * instance_cost_s * s - obj = cp.Minimize(egress_cost + instance_cost) - - constraints = [] - - # dirty hack to ban some regions - print(nodes) - # for banned_node in ["aws:eu-south-2"]: - # i = nodes.index(banned_node) - # constraints.append(v[i] == 1) - - # constraints on VM per region - for i in range(num_nodes): - constraints.append(v[i] <= max_vm_per_region - existing_vms[i]) - constraints.append(v[i] >= 0) - - # constraints to enforce flow between source/dest nodes - for i in range(num_nodes): - for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: - edge = (nodes[i], nodes[j]) - - constraints.append(f[i][j] <= p[edges.index(edge)] * num_dest) - # p = 0 -> f <= 0 - # p = 1 -> f <= num_dest - constraints.append(f[i][j] >= (p[edges.index(edge)] - 1) * (num_dest + 1) + 1) - # p = 0 -> f >= -(num_dest) - # p = 1 -> f >= 1 - - constraints.append(f[i][j] == -f[j][i]) - - # capacity constraint for special node - else: - if nodes[i] in dest_v: # only connected to destination nodes - constraints.append(f[i][j] <= 1) - else: - constraints.append(f[i][j] <= 0) - else: - constraints.append(f[i][i] == 0) - - # flow conservation - if nodes[i] != source_v and i != num_nodes + 1: - constraints.append(cp.sum(f[i]) == 0) - - # source must have outgoing flow - constraints.append(cp.sum(f[nodes.index(source_v), :]) == num_dest) - - # special node (connected to all destinations) must recieve all flow - constraints.append(cp.sum(f[:, -1]) == num_dest) - - # node contained (or previously contained) if edge is contained - for edge in edges: - n0 = nodes.index(edge[0]) - n1 = nodes.index(edge[1]) - constraints.append(existing_vms[n0] + n[n0] >= cp.max(p[edges.index(edge)])) - constraints.append(existing_vms[n1] + n[n1] >= cp.max(p[edges.index(edge)])) - - if filter_edge: - # hop limit = 2: either source is source node, and/or dest is terminal node - # all other edges must be 0 - # alternative: filter edges to matchi this - for edge in edges: - if edge[0] != source_v and edge[1] not in dest_v: - # cannot be in graph - constraints.append(p[edges.index(edge)] == 0) - - # throughput constraint - # TODO: update edge constraints - for edge_i in range(num_edges): - # constraints.append(cp.sum(p[edge_i]*partition_size_gb*8) <= s*tp[edge_i]) - node_i = nodes.index(edge[0]) - constraints.append( - cp.sum(p[edge_i] * partition_size_gb * 8) + cp.sum(existing_p[edge_i] * partition_size_gb * 8) - <= s * tp[edge_i] * (v[node_i] + existing_vms[node_i]) - ) - - # instance limits - for node in nodes: - node_i = nodes.index(node) - # egress - i = np.zeros(num_edges) - for e in g.edges: - if e[0] == node: # edge goes to dest - i[edges.index(e)] = 1 - constraints.append( - cp.sum(i @ p) * partition_size_gb * 8 + existing_egress[node_i] - <= s * egress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - ) - - if node == source_v: - # keep future solutions feasible by making sure source has enough remaining - # egress capacity to send remaining data - constraints.append( - cp.sum(i @ p) * partition_size_gb * 8 + existing_egress[node_i] - <= s * egress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 - ) - - # ingress - # - i = np.zeros(num_edges) - for e in g.edges: - if e[1] == node: # edge goes to dest - i[edges.index(e)] = 1 - # keep future solutions feasible by making sure destinations have - # enough remaining ingress to recieve the remaining data - if node in dest_v: - constraints.append( - cp.sum(i @ p) * partition_size_gb * 8 + existing_ingress[node_i] - <= s * ingress_limit[node_i] * (v[node_i] + existing_vms[node_i]) - remaining_data_size_gb * 8 - ) - - prob = cp.Problem(obj, constraints) - - cost = prob.solve(solver=cp.GUROBI, verbose=False) - - if cost is None: - print("No solution feasible") - - # NOTE: might not want to return the whole cost everytime, this looks wrong - return cost, p, n, f, v, egress_cost.value, instance_cost.value - - def plan_iterative( - self, - problem: BroadcastProblem, - solver=None, - filter_node: bool = False, - filter_edge: bool = False, - solve_iterative: bool = False, - solver_verbose: bool = False, - save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20, - ) -> BroadcastReplicationTopology: - import cvxpy as cp - - if solver is None: - solver = cp.GUROBI - - # get graph - g = self.G - - source_v = problem.src - dest_v = problem.dsts - - # node-approximation - if filter_node: - from sklearn.cluster import KMeans - - random.seed(10) - node_map, node_list = {}, list(g.nodes) - print("Number of nodes: ", len(node_list)) - for node in node_list: - node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: - node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - - for neighbor_node in node_list: - if node != neighbor_node: - node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? - - np_node_map = np.array([li for li in node_map.values()]) - print(f"node map: {np_node_map}, shape: {np_node_map.shape}") - print(f"Num cluster: {n_clusters}") - km = KMeans(n_clusters=n_clusters) - kmeans = km.fit_predict(np_node_map) - print("kmeans: ", kmeans) - print("labels:", list(km.labels_)) - - cluster_to_node_map = {} - labels = list(km.labels_) - for i in range(len(labels)): - label = labels[i] - if label not in cluster_to_node_map: - cluster_to_node_map[label] = [] - cluster_to_node_map[label].append(node_list[i]) - - print("CLSUTER TO NODE MAP: ") - pprint(cluster_to_node_map) - - keep_node = [] - for node_list in cluster_to_node_map.values(): - keep_node.append(sample(node_list, 1)[0]) - - print(f"Keep node {len(keep_node)}: {keep_node}") - remove_nodes = [node for node in g.nodes if node not in keep_node + [source_v] + dest_v] - g.remove_nodes_from(remove_nodes) - print(f"Remove {len(remove_nodes)}: {remove_nodes}") - print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") - - # banned nodes - # sampled = list(self.G.nodes) - # sampled.remove("aws:eu-south-2") - # sampled.remove("aws:eu-central-2") - # sampled.remove("aws:ca-central-1") - # g = g.subgraph(sampled).copy() - - cost = np.array([e[2] for e in g.edges(data="cost")]) - tp = np.array([e[2] for e in g.edges(data="throughput")]) - edges = list(g.edges) - nodes = list(g.nodes) - partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions - - dest_edges = [g.edges.index(e) for e in g.edges if e[1] == ""] - num_edges = len(g.edges) - num_nodes = len(nodes) - num_partitions = problem.num_partitions - num_dest = len(dest_v) - instance_cost_s = problem.cost_per_instance_hr / 3600 - transfer_size_gb = problem.gbyte_to_transfer - max_vm_per_region = problem.instance_limit - - print("Transfer size (GB):", transfer_size_gb) - print("Instance cost per second:", instance_cost_s) - print(f"Number partitions:", num_partitions) - print(f"Max VM per region:", max_vm_per_region) - print("Runtime:", problem.required_time_budget) - - total_v = np.zeros(num_nodes) - total_p = np.zeros(num_edges) - total_egress = np.zeros(num_nodes) - total_ingress = np.zeros(num_nodes) - total_cost, total_egress_cost, total_instance_cost = 0, 0, 0 - partition_g = [] - - spare_tp = [0] * num_edges - spare_egress_limit = [0] * num_nodes - spare_ingress_limit = [0] * num_nodes - sent_data_size = 0 - - egress_limit = [] - ingress_limit = [] - for node in g.nodes: - if "aws" in node: - egress_limit_gbps, ingress_limit_gbps = problem.aws_instance_throughput_limit - elif "gcp" in node: - egress_limit_gbps, ingress_limit_gbps = problem.gcp_instance_throughput_limit - elif "azure" in node: - egress_limit_gbps, ingress_limit_gbps = problem.azure_instance_throughput_limit - elif "cloudflare" in node: - egress_limit_gbps, ingress_limit_gbps = 1, 1 - else: - raise ValueError("node is not correct") - - egress_limit.append(egress_limit_gbps) - ingress_limit.append(ingress_limit_gbps) - - partitions = range(num_partitions) - for partition in partitions: - print(f"Solving partition {partition}...") - remaining_data_size_gb = partition_size_gb * len(partitions) - sent_data_size - partition_size_gb - c_cost, c_p, c_n, c_f, c_v, egress_cost, instance_cost = self.solve_partition( - g, - cost, - tp, - nodes, - edges, - egress_limit, - ingress_limit, - existing_vms=total_v, - existing_p=total_p, - existing_egress=total_egress, - existing_ingress=total_ingress, - source_v=source_v, - dest_v=dest_v, - partition_size_gb=partition_size_gb, - instance_cost_s=instance_cost_s, - max_vm_per_region=max_vm_per_region, - s=problem.required_time_budget, # time budget - remaining_data_size_gb=remaining_data_size_gb, - filter_edge=filter_edge, - ) - - print("Cost: ", c_cost) - # update state - sent_data_size += partition_size_gb - total_cost += c_cost - total_egress_cost += egress_cost - total_instance_cost += instance_cost - total_v = total_v + np.array(c_v.value) - total_p = total_p + np.array(c_p.value) - total_egress, total_ingress = self.get_egress_ingress(g, nodes, edges, partition_size_gb, total_p) - - # append partition graph - partition_g.append(self.create_topo_graph(np.array(c_p.value), np.array(c_v.value), g, edges, nodes)) - - broadcast_g = self.combine_partition_subgraphs(partition_g) - - actual_tot_instance_cost = 0 - print() - for node in broadcast_g.nodes: - print(f"Node: {node}, num_vms: ", broadcast_g.nodes[node]["num_vms"]) - actual_tot_instance_cost += broadcast_g.nodes[node]["num_vms"] * problem.required_time_budget * instance_cost_s - - print("avg instance cost: ", problem.required_time_budget * instance_cost_s) - actual_tot_cost = total_egress_cost + actual_tot_instance_cost - - print("Solver completes.\n") - print(f"{Fore.BLUE}Time budget = {Fore.YELLOW}{problem.required_time_budget}s{Style.RESET_ALL}") - print( - f"{Fore.BLUE}Calculated tput = {Fore.YELLOW}{round(transfer_size_gb * 8 / problem.required_time_budget, 4)} Gbps{Style.RESET_ALL}\n" - ) - print(f"{Fore.BLUE}Egress cost = {Fore.YELLOW}${round(total_egress_cost, 4)}{Style.RESET_ALL}") - print(f"{Fore.BLUE}Actual instance cost = {Fore.YELLOW}${round(actual_tot_instance_cost, 4)}{Style.RESET_ALL}") - print(f"{Fore.BLUE}Total cost = {Fore.YELLOW}${round(actual_tot_cost, 4)}{Style.RESET_ALL}\n") - - print(f"Solution (nodes): {broadcast_g.nodes.data()}\n") - print(f"Solution (edges): {broadcast_g.edges.data()}\n") - return self.get_topo_from_nxgraph(num_partitions, problem.gbyte_to_transfer, broadcast_g) - - def plan( - self, - solver=None, - filter_node: bool = False, - filter_edge: bool = False, - solve_iterative: bool = False, - solver_verbose: bool = False, - save_lp_path: Optional[str] = None, - n_clusters: Optional[int] = 20, - ) -> BroadcastReplicationTopology: - import cvxpy as cp - - if solver is None: - solver = cp.GUROBI - - problem = self.problem - - if solve_iterative: - return self.plan_iterative(problem, solver, filter_node, filter_edge, solver_verbose, save_lp_path, n_clusters) - - g = self.G - source_v = problem.src - dest_v = problem.dsts - - # node-approximation - if filter_node: - from sklearn.cluster import KMeans - - random.seed(10) - node_map, node_list = {}, list(g.nodes) - print("Number of nodes: ", len(node_list)) - for node in node_list: - node_map[node] = [] - for neighbor_node in node_list: - if node != neighbor_node: - node_map[node].append(g[node][neighbor_node]["cost"]) - else: - node_map[node].append(0) # cost to itself - - for neighbor_node in node_list: - if node != neighbor_node: - node_map[node].append(g[node][neighbor_node]["throughput"]) - else: - node_map[node].append(100) # tput to itself or throughput within a single region? - - np_node_map = np.array([li for li in node_map.values()]) - print(f"node map: {np_node_map}, shape: {np_node_map.shape}") - print(f"Num cluster: {n_clusters}") - km = KMeans(n_clusters=n_clusters) - kmeans = km.fit_predict(np_node_map) - print("kmeans: ", kmeans) - print("labels:", list(km.labels_)) - - cluster_to_node_map = {} - labels = list(km.labels_) - for i in range(len(labels)): - label = labels[i] - if label not in cluster_to_node_map: - cluster_to_node_map[label] = [] - cluster_to_node_map[label].append(node_list[i]) - - print("CLSUTER TO NODE MAP: ") - pprint(cluster_to_node_map) - - keep_node = [] - for node_list in cluster_to_node_map.values(): - keep_node.append(sample(node_list, 1)[0]) - - print(f"Keep node {len(keep_node)}: {keep_node}") - remove_nodes = [node for node in g.nodes if node not in keep_node + [source_v] + dest_v] - g.remove_nodes_from(remove_nodes) - print(f"Remove {len(remove_nodes)}: {remove_nodes}") - print(f"Remaining node length: {len(g.nodes)}, nodes: {g.nodes}") - - # banned nodes - # NOTE: why do we do this? - # sampled = list(self.G.nodes) - # sampled.remove("aws:eu-south-2") - # sampled.remove("aws:eu-central-2") - # g = g.subgraph(sampled).copy() - - cost = np.array([e[2] for e in g.edges(data="cost")]) - tp = np.array([e[2] for e in g.edges(data="throughput")]) - - edges = list(g.edges) - nodes = list(g.nodes) - num_edges, num_nodes = len(edges), len(nodes) - num_dest = len(problem.dsts) - print(f"Num edges: {num_edges}, num nodes: {num_nodes}, num dest: {num_dest}, runtime budget: {problem.required_time_budget}s") - - partition_size_gb = problem.gbyte_to_transfer / problem.num_partitions - partition_size_gbit = partition_size_gb * GBIT_PER_GBYTE - print("Partition size (gbit): ", partition_size_gbit) - - # define variables - p = cp.Variable((num_edges, problem.num_partitions), boolean=True) # whether edge is carrying partition - n = cp.Variable((num_nodes), boolean=True) # whether node transfers partition - f = cp.Variable((num_nodes * problem.num_partitions, num_nodes + 1), integer=True) # enforce flow conservation - v = cp.Variable((num_nodes), integer=True) # number of VMs per region - - # define objective - egress_cost = cp.sum(cost @ p) * partition_size_gb - instance_cost = cp.sum(v) * (problem.cost_per_instance_hr / 3600) * problem.required_time_budget - tot_cost = egress_cost + instance_cost - obj = cp.Minimize(tot_cost) - - # define constants - constraints = [] - - # constraints on VM per region - for i in range(num_nodes): - constraints.append(v[i] <= problem.instance_limit) - constraints.append(v[i] >= 0) - - # constraints to enforce flow between source/dest nodes - for c in range(problem.num_partitions): - for i in range(num_nodes): - for j in range(num_nodes + 1): - if i != j: - if j != num_nodes: - edge = (nodes[i], nodes[j]) - - constraints.append(f[c * num_nodes + i][j] <= p[edges.index(edge)][c] * num_dest) - # p = 0 -> f <= 0 - # p = 1 -> f <= num_dest - constraints.append(f[c * num_nodes + i][j] >= (p[edges.index(edge)][c] - 1) * (num_dest + 1) + 1) - # p = 0 -> f >= -(num_dest) - # p = 1 -> f >= 1 - - constraints.append(f[c * num_nodes + i][j] == -f[c * num_nodes + j][i]) - - # capacity constraint for special node - else: - if nodes[i] in problem.dsts: # only connected to destination nodes - constraints.append(f[c * num_nodes + i][j] <= 1) - else: - constraints.append(f[c * num_nodes + i][j] <= 0) - else: - constraints.append(f[c * num_nodes + i][i] == 0) - - # flow conservation - if nodes[i] != problem.src and i != num_nodes + 1: - constraints.append(cp.sum(f[c * num_nodes + i]) == 0) - - # source must have outgoing flow - constraints.append(cp.sum(f[c * num_nodes + nodes.index(problem.src), :]) == num_dest) - - # special node (connected to all destinations) must recieve all flow - constraints.append(cp.sum(f[c * num_nodes : (c + 1) * num_nodes, -1]) == num_dest) - - # node contained if edge is contained - for edge in edges: - constraints.append(n[nodes.index(edge[0])] >= cp.max(p[edges.index(edge)])) - constraints.append(n[nodes.index(edge[1])] >= cp.max(p[edges.index(edge)])) - - # edge approximation - if filter_edge: - # hop limit = 2: either source is source node, and/or dest is terminal node - # all other edges must be 0 - # alternative: filter edges to matchi this - print("Filter edge") - for edge in edges: - if edge[0] != problem.src and edge[1] not in problem.dsts: - # cannot be in graph - constraints.append(p[edges.index(edge)] == 0) - - # throughput constraint - for edge_i in range(num_edges): - node_i = nodes.index(edge[0]) - constraints.append(cp.sum(p[edge_i] * partition_size_gbit) <= problem.required_time_budget * tp[edge_i] * v[node_i]) - - # instance limits - for node in nodes: - region = node.split(":")[0] - if region == "aws": - ingress_limit_gbps, egress_limit_gbps = problem.aws_instance_throughput_limit - elif region == "gcp": - ingress_limit_gbps, egress_limit_gbps = problem.gcp_instance_throughput_limit - elif region == "azure": - ingress_limit_gbps, egress_limit_gbps = problem.azure_instance_throughput_limit - elif region == "cloudflare": # TODO: not supported yet in the tput / cost graph - ingress_limit_gbps, egress_limit_gbps = 1, 1 - - node_i = nodes.index(node) - # egress - i = np.zeros(num_edges) - for e in g.edges: - if e[0] == node: # edge goes to dest - i[edges.index(e)] = 1 - - constraints.append(cp.sum(i @ p) * partition_size_gbit <= problem.required_time_budget * egress_limit_gbps * v[node_i]) - - # ingress - i = np.zeros(num_edges) - for e in g.edges: - # edge goes to dest - if e[1] == node: - i[edges.index(e)] = 1 - constraints.append(cp.sum(i @ p) * partition_size_gbit <= problem.required_time_budget * ingress_limit_gbps * v[node_i]) - - print("Define problem done.") - - # solve - prob = cp.Problem(obj, constraints) - if solver == cp.GUROBI or solver == "gurobi": - solver_options = {} - solver_options["Threads"] = 1 - if save_lp_path: - solver_options["ResultFile"] = str(save_lp_path) - if not solver_verbose: - solver_options["OutputFlag"] = 0 - cost = prob.solve(verbose=solver_verbose, qcp=True, solver=cp.GUROBI, reoptimize=True, **solver_options) - elif solver == cp.CBC or solver == "cbc": - solver_options = {} - solver_options["maximumSeconds"] = 60 - solver_options["numberThreads"] = 1 - cost = prob.solve(verbose=solver_verbose, solver=cp.CBC, **solver_options) - else: - cost = prob.solve(solver=solver, verbose=solver_verbose) - - if prob.status == "optimal": - solution = BroadcastSolution( - problem=problem, - is_feasible=True, - var_edges=edges, - var_nodes=nodes, - var_edge_partitions=p.value, - var_node_transfer_partitions=n.value, - var_instances_per_region=v.value, - var_flow=f.value, - cost_egress=egress_cost.value, - cost_instance=instance_cost.value, - cost_total=tot_cost.value, - ) - else: - solution = BroadcastSolution(problem=problem, is_feasible=False, extra_data=dict(status=prob.status)) - - print("ILP solution: ") - # pprint(solution.to_summary_dict()) - return self.to_broadcast_replication_topology(solution) diff --git a/skyplane/broadcast/bc_solver.py b/skyplane/broadcast/bc_solver.py deleted file mode 100644 index 01117ad16..000000000 --- a/skyplane/broadcast/bc_solver.py +++ /dev/null @@ -1,85 +0,0 @@ -import numpy as np -from dataclasses import dataclass -from typing import Dict, List, Optional, Tuple - -GBIT_PER_GBYTE = 8 - - -@dataclass -class BroadcastProblem: - src: str - dsts: List[str] - - gbyte_to_transfer: float - instance_limit: int # max # of vms per region - num_partitions: int - - required_time_budget: float = 10 # ILP specific, default to 10s - - const_throughput_grid_gbits: Optional[np.ndarray] = None # if not set, load from profiles - const_cost_per_gb_grid: Optional[np.ndarray] = None # if not set, load from profiles - - # provider bandwidth limits (ingress, egress) - aws_instance_throughput_limit: Tuple[float, float] = (10, 5) - gcp_instance_throughput_limit: Tuple[float, float] = (16, 7) # limited to 12.5 gbps due to CPU limit - azure_instance_throughput_limit: Tuple[float, float] = (16, 16) # limited to 12.5 gbps due to CPU limit - - # benchmarked_throughput_connections is the number of connections that the iperf3 throughput grid was run at, - # we assume throughput is linear up to this connection limit - benchmarked_throughput_connections = 64 - cost_per_instance_hr = 0.54 # based on m5.8xlarge spot - instance_cost_multiplier = 1.0 - # instance_provision_time_s = 0.0 - - def to_summary_dict(self): - """Simple summary of the problem""" - return { - "src": self.src, - "dsts": self.dsts, - "gbyte_to_transfer": self.gbyte_to_transfer, - "instance_limit": self.instance_limit, - "num_partitions": self.num_partitions, - "required_time_budget": self.required_time_budget, - "aws_instance_throughput_limit": self.aws_instance_throughput_limit, - "gcp_instance_throughput_limit": self.gcp_instance_throughput_limit, - "azure_instance_throughput_limit": self.azure_instance_throughput_limit, - "benchmarked_throughput_connections": self.benchmarked_throughput_connections, - "cost_per_instance_hr": self.cost_per_instance_hr, - "instance_cost_multiplier": self.instance_cost_multiplier - # "instance_provision_time_s": self.instance_provision_time_s, - } - - -@dataclass -class BroadcastSolution: - problem: BroadcastProblem - is_feasible: bool - extra_data: Optional[Dict] = None - - var_edges: Optional[List] = None # need to fix this, just for testing - var_nodes: Optional[List] = None # need to fix this, just for testing - - # solution variables - var_edge_partitions: Optional[np.ndarray] = None # each edge carries each partition or not - var_node_transfer_partitions: Optional[np.ndarray] = None # whether node transfers partition - var_instances_per_region: Optional[np.ndarray] = None # number of VMs per region - var_flow: Optional[np.ndarray] = None # enforce flow conservation, just used for checking - - # solution values - cost_egress: Optional[float] = None - cost_instance: Optional[float] = None - cost_total: Optional[float] = None - transfer_runtime_s: Optional[float] = None # NOTE: might not be able to calculate here - throughput_achieved_gbits: Optional[List[float]] = None # NOTE: might not be able to calculate here - - def to_summary_dict(self): - """Print simple summary of solution.""" - return { - "is_feasible": self.is_feasible, - "solution": { - "cost_egress": self.cost_egress, - "cost_instance": self.cost_instance, - "cost_total": self.cost_total, - "time_budget": self.problem.required_time_budget, - }, - } diff --git a/skyplane/broadcast/impl/bc_chunker.py b/skyplane/broadcast/impl/bc_chunker.py deleted file mode 100644 index ae9a826da..000000000 --- a/skyplane/broadcast/impl/bc_chunker.py +++ /dev/null @@ -1,214 +0,0 @@ -import threading -import queue -import uuid -import math - -from typing import Optional, Generator, List, Tuple, TypeVar -from skyplane.chunk import ChunkRequest, ChunkState, Chunk -from skyplane.api.config import TransferConfig -from skyplane.chunk import Chunk -from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject -from skyplane.utils.definitions import MB -from skyplane.api.transfer_job import Chunker -from skyplane.utils import logger -from queue import Queue - -T = TypeVar("T") - - -class BCChunker(Chunker): - def __init__( - self, - src_iface: Optional[ObjectStoreInterface] = None, - dest_ifaces: Optional[List[ObjectStoreInterface]] = None, - transfer_config: Optional[TransferConfig] = None, - num_partitions: Optional[int] = 2, - concurrent_multipart_chunk_threads: Optional[int] = 64, - ): - # read/ write to object store - if src_iface is not None: - self.dest_iface = dest_ifaces[0] - super().__init__(src_iface, self.dest_iface, transfer_config, concurrent_multipart_chunk_threads) - self.dest_ifaces = dest_ifaces - else: # random generate data - assert transfer_config is not None - assert transfer_config.multipart_enabled is False - self.transfer_config = transfer_config - self.src_region = transfer_config.src_region - self.dst_regions = transfer_config.dst_regions - - self.num_partitions = num_partitions - self.multipart_upload_requests = [] - self.all_mappings_for_upload_ids = [] - - def _run_multipart_chunk_thread( - self, exit_event: threading.Event, in_queue: "Queue[Tuple[ObjectStoreObject, ObjectStoreObject]]", out_queue: "Queue[Chunk]" - ): - """Chunks large files into many small chunks.""" - while not exit_event.is_set(): - try: - input_data = in_queue.get(block=False, timeout=0.1) # get data (one piece across destinations) - except queue.Empty: - continue - - # get source and destination object (dummy) and then compute number of chunks - src_object, dest_object = input_data - mime_type = self.src_iface.get_obj_mime_type(src_object.key) - - region_bucketkey_to_upload_id = {} - for dest_iface in self.dest_ifaces: - region_bucketkey_to_upload_id[ - dest_iface.region_tag() + ":" + dest_iface.bucket() + ":" + dest_object.key - ] = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - - chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) - num_chunks = math.ceil(src_object.size / chunk_size_bytes) - if num_chunks > self.transfer_config.multipart_max_chunks: - chunk_size_bytes = int(src_object.size / self.transfer_config.multipart_max_chunks) - chunk_size_bytes = math.ceil(chunk_size_bytes / MB) * MB # round to next largest mb - num_chunks = math.ceil(src_object.size / chunk_size_bytes) - - # create chunks - offset = 0 - part_num = 1 - parts = [] - for _ in range(num_chunks): - file_size_bytes = min(chunk_size_bytes, src_object.size - offset) - assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" - chunk = Chunk( - src_key=src_object.key, - dest_key=dest_object.key, - chunk_id=uuid.uuid4().hex, - file_offset_bytes=offset, - partition_id=str(part_num % self.num_partitions), - chunk_length_bytes=file_size_bytes, - part_number=part_num, - multi_part=True, - ) - offset += file_size_bytes - parts.append(part_num) - part_num += 1 - out_queue.put(chunk) - - # maintain multipart upload requests for multiple regions - # Dict[region] = upload id for this region - self.multipart_upload_requests.append( - dict( - key=dest_object.key, - parts=parts, - region_bucketkey_to_upload_id=region_bucketkey_to_upload_id, - dest_ifaces=self.dest_ifaces, - ) - ) - self.all_mappings_for_upload_ids.append(region_bucketkey_to_upload_id) - # print("Multipart upload request: ", self.multipart_upload_requests) - - def transfer_pair_random_generator(self) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: - """Generate random transfer pairs""" - assert self.transfer_config.gen_random_data - - n_chunks = self.transfer_config.num_random_chunks - random_chunk_size_mb = self.transfer_config.random_chunk_size_mb - - n_objs = 0 - for i in range(n_chunks): - src_obj = ObjectStoreObject(self.src_region.split(":")[0], "", "chunk_" + str(i), size=random_chunk_size_mb * MB) - dst_obj = ObjectStoreObject(self.dst_regions[0].split(":")[0], "", "chunk_" + str(i), size=random_chunk_size_mb * MB) - n_objs += 1 - logger.fs.debug(f"Yield: {src_obj}, {dst_obj}") - yield src_obj, dst_obj - - if n_objs == 0: - logger.error("No object was created from bc random generator.\n") - raise exceptions.MissingObjectException(f"No objects were created from bc random generator") - - def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: - """Converts a generator of chunks to a generator of chunk requests.""" - # read from object store - if not self.transfer_config.gen_random_data: - assert self.src_iface is not None - src_region = self.src_iface.region_tag() - dest_region = self.dst_iface.region_tag() - src_bucket = self.src_iface.bucket() - dest_bucket = self.dst_iface.bucket() - src_type = "object_store" - dst_type = src_type - - # read from random data generator - else: - src_region = self.src_region - dest_region = self.dst_regions[0] - src_bucket = None - dest_bucket = None - src_type = "random" - dst_type = "save_local" - - for chunk in gen_in: - yield ChunkRequest( - chunk=chunk, - src_region=src_region, - src_random_size_mb=self.transfer_config.random_chunk_size_mb, - dst_region=dest_region, - src_object_store_bucket=src_bucket, - dst_object_store_bucket=dest_bucket, - src_type=src_type, - dst_type=dst_type, - ) - - def chunk( - self, transfer_pair_generator: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None] - ) -> Generator[Chunk, None, None]: - """Break transfer list into chunks.""" - # maintain a send queue across destinations, dest obj is only a dummy var in broadcast setting (assume dst_obj.key is the same across dsts) - multipart_send_queue: Queue[Tuple[ObjectStoreObject, ObjectStoreObject]] = Queue() - - # maintain a queue of chunks across destinations - multipart_chunk_queue: Queue[Chunk] = Queue() - multipart_exit_event = threading.Event() - multipart_chunk_threads = [] - - # start chunking threads - if self.transfer_config.multipart_enabled: - for _ in range(self.concurrent_multipart_chunk_threads): - t = threading.Thread( - target=self._run_multipart_chunk_thread, - args=(multipart_exit_event, multipart_send_queue, multipart_chunk_queue), - daemon=False, - ) - t.start() - multipart_chunk_threads.append(t) - - # begin chunking loop - idx = 0 - for src_obj, dst_obj in transfer_pair_generator: - if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: - # dummy dst_obj - multipart_send_queue.put((src_obj, dst_obj)) - else: - # Ignore the pair of folders - if src_obj.size == 0: - assert dst_obj.size is None - else: - yield Chunk( - src_key=src_obj.key, - dest_key=dst_obj.key, - partition_id=str(idx % self.num_partitions), - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=src_obj.size, - ) - - if self.transfer_config.multipart_enabled: - # drain multipart chunk queue and yield with updated chunk IDs - while not multipart_chunk_queue.empty(): - yield multipart_chunk_queue.get() - idx += 1 - - if self.transfer_config.multipart_enabled: - # send sentinel to all threads - multipart_exit_event.set() - for thread in multipart_chunk_threads: - thread.join() - - # drain multipart chunk queue and yield with updated chunk IDs - while not multipart_chunk_queue.empty(): - yield multipart_chunk_queue.get() diff --git a/skyplane/broadcast/impl/bc_tracker.py b/skyplane/broadcast/impl/bc_tracker.py deleted file mode 100644 index 879aa2e59..000000000 --- a/skyplane/broadcast/impl/bc_tracker.py +++ /dev/null @@ -1,395 +0,0 @@ -import time -from pprint import pprint - -import urllib3 -import pandas as pd -from typing import TYPE_CHECKING, Dict, List, Optional, Set -import functools -from skyplane import exceptions -from skyplane.api.config import TransferConfig -from skyplane.chunk import ChunkRequest, ChunkState -from skyplane.utils import logger, imports -from skyplane.utils.fn import do_parallel -from skyplane.api.usage import UsageClient -from skyplane.api.tracker import TransferProgressTracker, TransferHook, EmptyTransferHook -from concurrent.futures import ThreadPoolExecutor, as_completed -from skyplane.utils.definitions import GB, tmp_log_dir -from datetime import datetime -from colorama import Fore, Style - -if TYPE_CHECKING: - from skyplane.broadcast.impl.bc_transfer_job import BCTransferJob - - -class BCTransferProgressTracker(TransferProgressTracker): - def __init__(self, dataplane, jobs: List["BCTransferJob"], transfer_config: TransferConfig, hooks: TransferHook): - super().__init__(dataplane, jobs, transfer_config, hooks) - - self.dataplane = dataplane - self.type_list = set([job.type for job in jobs]) - self.recursive_list = set([str(job.recursive) for job in jobs]) - - self.jobs = {job.uuid: job for job in jobs} - self.transfer_config = transfer_config - - # log job details - logger.fs.debug(f"[TransferProgressTracker] Using dataplane {dataplane}") - logger.fs.debug(f"[TransferProgressTracker] Initialized with {len(jobs)} jobs:") - for job_uuid, job in self.jobs.items(): - logger.fs.debug(f"[TransferProgressTracker] * {job_uuid}: {job}") - logger.fs.debug(f"[TransferProgressTracker] Transfer config: {transfer_config}") - - # transfer state - self.job_chunk_requests: Dict[str, Dict[str, ChunkRequest]] = {} - - # each job can have multiple destination - self.dst_regions = set([sink.region for sink in self.dataplane.topology.sink_instances()]) - self.dst_job_pending_chunk_ids: Dict[str, Dict[str, Set[str]]] = {k: {} for k in self.dst_regions} - self.dst_job_complete_chunk_ids: Dict[str, Dict[str, Set[str]]] = {k: {} for k in self.dst_regions} - - self.errors: Optional[Dict[str, List[str]]] = None - - # http_pool - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) - - # store the chunk status log - self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") - self.transfer_dir.mkdir(exist_ok=True, parents=True) - - def __str__(self): - return f"TransferProgressTracker({self.dataplane}, {self.jobs})" - - def calculate_size(self, dst_region): - if len(self.job_chunk_requests) == 0: - return 0 - bytes_total_per_job = {} - for job_uuid in self.dst_job_complete_chunk_ids[dst_region].keys(): - bytes_total_per_job[job_uuid] = sum( - [ - cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.dst_job_complete_chunk_ids[dst_region][job_uuid] - ] - ) - return sum(bytes_total_per_job.values()) / GB - - def run(self): - src_cloud_provider = self.dataplane.src_region_tag.split(":")[0] - dst_cloud_providers = [dst_region_tag.split(":")[0] for dst_region_tag in self.dataplane.dst_region_tags] - - args = { - "cmd": ",".join(self.type_list), - "recursive": ",".join(self.recursive_list), - "multipart": self.transfer_config.multipart_enabled, - "instances_per_region": self.dataplane.max_instances, - "src_instance_type": getattr(self.transfer_config, f"{src_cloud_provider}_instance_class"), - "dst_instance_type": [ - getattr(self.transfer_config, f"{dst_cloud_provider}_instance_class") for dst_cloud_provider in dst_cloud_providers - ], - "src_spot_instance": getattr(self.transfer_config, f"{src_cloud_provider}_use_spot_instances"), - "dst_spot_instance": [ - getattr(self.transfer_config, f"{dst_cloud_provider}_use_spot_instances") for dst_cloud_provider in dst_cloud_providers - ], - } - session_start_timestamp_ms = int(time.time() * 1000) - try: - # pre-dispatch chunks to begin pre-buffering chunks - cr_streams = { - job_uuid: job.broadcast_dispatch(self.dataplane, transfer_config=self.transfer_config) - for job_uuid, job in self.jobs.items() - } - for job_uuid, job in self.jobs.items(): - logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") - - self.job_chunk_requests[job_uuid] = {} - - job_pending_chunk_ids = set() - for cr in cr_streams[job_uuid]: - chunks_dispatched = [cr.chunk] - self.job_chunk_requests[job_uuid][cr.chunk.chunk_id] = cr - job_pending_chunk_ids.add(cr.chunk.chunk_id) - self.hooks.on_chunk_dispatched(chunks_dispatched) - - for dst_region in self.dst_regions: - self.dst_job_complete_chunk_ids[dst_region][job_uuid] = set() - self.dst_job_pending_chunk_ids[dst_region][job_uuid] = set() - - self.dst_job_pending_chunk_ids[dst_region][job_uuid].update([i for i in job_pending_chunk_ids]) - - logger.fs.debug(f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])}") - - except Exception as e: - UsageClient.log_exception("dispatch job", e, args, self.dataplane.src_region_tag, ":", session_start_timestamp_ms) - raise e - - self.hooks.on_dispatch_end() - - def monitor_single_dst_helper(dst_region): - # start_time = time.time() - try: - runtime_s = self.monitor_transfer(dst_region) - except exceptions.SkyplaneGatewayException as err: - reformat_err = Exception(err.pretty_print_str()[37:]) - UsageClient.log_exception( - "monitor transfer", - reformat_err, - args, - self.dataplane.src_region_tag, - dst_region, - session_start_timestamp_ms, - ) - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) - raise err - except Exception as e: - UsageClient.log_exception( - "monitor transfer", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms - ) - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) - raise e - # end_time = time.time() - - # runtime_s = end_time - start_time - # transfer successfully completed - transfer_stats = { - "dst_region": dst_region, - "total_runtime_s": round(runtime_s, 4), - "throughput_gbits": round(self.calculate_size(dst_region) * 8 / runtime_s, 4), - } - print("Individual transfer statistics") - pprint(transfer_stats) - - size_of_transfer = self.calculate_size(dst_region) - cost_per_gb = self.dataplane.topology.cost_per_gb - tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) - - print(f"GB transferred: ${round(size_of_transfer, 8)}GB\n") - print(f"Cost per gb: {round(cost_per_gb, 4)}") - print(f"Total egress cost: ${tot_egress_cost}") - print(f"Total # of vms: {self.dataplane.topology.tot_vms}") - print(f"Total vm price per s: {self.dataplane.topology.tot_vm_price_per_s}") - - try: - for job in self.jobs.values(): - logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") - job.bc_finalize(dst_region) - except Exception as e: - UsageClient.log_exception("finalize job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) - raise e - - try: - for job in self.jobs.values(): - logger.fs.debug(f"[TransferProgressTracker] Verifying job {job.uuid}") - job.bc_verify(dst_region) - except Exception as e: - UsageClient.log_exception("verify job", e, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) - raise e - - UsageClient.log_transfer(transfer_stats, args, self.dataplane.src_region_tag, dst_region, session_start_timestamp_ms) - - return transfer_stats - - # Record only the transfer time per destination - - results = [] - with ThreadPoolExecutor(max_workers=len(self.dst_regions)) as executor: - e2e_start_time = time.time() - try: - future_list = [executor.submit(monitor_single_dst_helper, dst) for dst in self.dst_regions] - for future in as_completed(future_list): - results.append(future.result()) - except Exception as e: - print("copying gateway logs") - logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) - raise e - finally: - print("copying gateway logs") - logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) - - e2e_end_time = time.time() - print(f"End to end experiment time: {round(e2e_end_time - e2e_start_time, 4)}s\n") - print(f"Transfer result:") - overall_runtime_s = float("-inf") - for i in results: - pprint(i) - overall_runtime_s = max(overall_runtime_s, i["total_runtime_s"]) - print() - - size_of_transfer = self.calculate_size(list(self.dst_regions)[0]) - overall_tput_gbps = size_of_transfer * 8 / overall_runtime_s - - cost_per_gb = self.dataplane.topology.cost_per_gb - tot_egress_cost = round(cost_per_gb * size_of_transfer, 8) - tot_instance_cost = self.dataplane.topology.tot_vm_price_per_s * overall_runtime_s - - print(f"{Fore.BLUE}\n---> Aggregate result (runtime & tput) {Style.RESET_ALL}") - print(f"{Fore.BLUE}transferred size = {Fore.YELLOW}{round(size_of_transfer, 8)}GB") - print(f"{Fore.BLUE}overall runtime = {Fore.YELLOW}{round(overall_runtime_s, 4)} s{Style.RESET_ALL}") - print(f"{Fore.BLUE}overall throughput = {Fore.YELLOW}{round(overall_tput_gbps, 4)} Gbps{Style.RESET_ALL}\n") - - print(f"{Fore.BLUE}\n---> Aggregate result (cost) {Style.RESET_ALL}") - print(f"{Fore.BLUE}total # of vms = {Fore.YELLOW}{self.dataplane.topology.tot_vms}{Style.RESET_ALL}") - print(f"{Fore.BLUE}total egress cost = {Fore.YELLOW}$ {tot_egress_cost}{Style.RESET_ALL}") - print(f"{Fore.BLUE}total instance cost = {Fore.YELLOW}$ {tot_instance_cost}{Style.RESET_ALL}") - print(f"{Fore.BLUE}total cost = {Fore.YELLOW}$ {tot_egress_cost + tot_instance_cost}{Style.RESET_ALL}\n") - - # print(f"Cost per gb: {round(cost_per_gb, 4)}") - # print(f"Total egress cost: ${tot_egress_cost}") - # print(f"Total # of vms: {self.dataplane.topology.tot_vms}") - # print(f"Total instance cost: ${tot_instance_cost}") - # print(f"Total cost: ${tot_egress_cost + tot_instance_cost}") - - # write chunk status - print(f"Writing chunk profiles to {self.transfer_dir}/chunk_status_df.csv") - chunk_status_df = pd.DataFrame(self._query_chunk_status()) - (self.transfer_dir / "chunk_status_df.csv").write_text(chunk_status_df.to_csv(index=False)) - - def copy_log(self, instance): - print("COPY DATA TO", str(self.transfer_dir) + f"/gateway_{instance.uuid()}.stdout") - instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - pprint(f"Copying gateway std out files to {self.transfer_dir}/gateway_{instance.uuid()}.stdout") - instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") - pprint(f"Copying gateway std err files to {self.transfer_dir}/gateway_{instance.uuid()}.stderr") - instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - - @property - @functools.lru_cache(maxsize=None) - def _chunk_to_job_map(self): - return {chunk_id: job_uuid for job_uuid, cr_dict in self.job_chunk_requests.items() for chunk_id in cr_dict.keys()} - - @imports.inject("pandas") - def monitor_transfer(pd, self, dst_region): - # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress - sinks = {n for n in self.dataplane.topology.sink_instances() if n.region == dst_region} - sink_regions = {dst_region} - runtime_s = 0 - - assert len(sink_regions) == 1 # BC: only monitor one sink region in this call - - # any of the jobs of this region is not complete - while any( - [len(self.dst_job_pending_chunk_ids[dst_region][job_uuid]) > 0 for job_uuid in self.dst_job_pending_chunk_ids[dst_region]] - ): - # refresh shutdown status by running noop - do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=-1) - - # check for errors and exit if there are any (while setting debug flags) - errors = self.dataplane.check_error_logs() - # print("ERRORS", errors) - - if any(errors.values()): - print("copying gateway logs") - logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) - self.errors = errors - pprint(errors) - raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) - - log_df = pd.DataFrame(self._query_chunk_status()) - if log_df.empty: - logger.warning("No chunk status log entries yet") - time.sleep(10) - continue - - is_complete_rec = ( - lambda row: row["state"] == ChunkState.complete - and row["instance"] in [s.instance for s in sinks] - and row["region"] in [s.region for s in sinks] - ) - sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] - completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region"].unique()) == set(sink_regions)) - completed_chunk_ids = completed_status[completed_status].index - - runtime_s = (sink_status_df.time.max() - log_df.time.min()).total_seconds() - - # update job_complete_chunk_ids and job_pending_chunk_ids - for job_uuid, job in self.jobs.items(): - job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) - - # print("Completed chunk ids: ", job_complete_chunk_ids) - - # TODO: this is wrong, should wait until these chunks finish - new_chunk_ids = ( - self.dst_job_complete_chunk_ids[dst_region][job_uuid] - .union(job_complete_chunk_ids) - .difference(self.dst_job_complete_chunk_ids[dst_region][job_uuid]) - ) - completed_chunks = [] - for id in new_chunk_ids: - completed_chunks.append(self.job_chunk_requests[job_uuid][id].chunk) - self.hooks.on_chunk_completed(completed_chunks) - - self.dst_job_complete_chunk_ids[dst_region][job_uuid] = self.dst_job_complete_chunk_ids[dst_region][job_uuid].union( - job_complete_chunk_ids - ) - self.dst_job_pending_chunk_ids[dst_region][job_uuid] = self.dst_job_pending_chunk_ids[dst_region][job_uuid].difference( - job_complete_chunk_ids - ) - # print(f"Complete chunk id for {dst_region} and {job_uuid}: ", self.dst_job_complete_chunk_ids[dst_region][job_uuid]) - # print(f"Pending chunk id for {dst_region} and {job_uuid}: ", self.dst_job_pending_chunk_ids[dst_region][job_uuid]) - - # TODO: FIX THIS, can't call it from the outside script as it gets stuck - try: - bytes_remaining, bytes_remaining_dict = self.query_bytes_remaining() - print(f"MAX: {( bytes_remaining / (2 ** 30)):.5f}GB left") - print(f"Remaining bytes per destination (GB): ") - - for key, value in bytes_remaining_dict.items(): - bytes_remaining_dict[key] = [round(v / (2**30), 5) for v in value] - pprint(bytes_remaining_dict) - except Exception as e: - print("ERROR", e) - print("copying gateway logs") - logger.warning("Copying gateway logs") - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=1) - self.errors = errors - pprint(errors) - raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) - - # sleep - time.sleep(30) - - return runtime_s - - @property - def is_complete(self): - return all( - [ - len(self.dst_job_pending_chunk_ids[dst_region][job_uuid]) == 0 - for dst_region in self.dst_regions - for job_uuid in self.jobs.keys() - ] - ) - - def query_bytes_remaining(self): - if len(self.job_chunk_requests) == 0: - return None, None - - bytes_remaining_per_job = {} - for job_uuid in self.jobs.keys(): - bytes_remaining_per_job[job_uuid] = [] - - dst_order = [] - for dst_region in self.dst_regions: - dst_order.append(dst_region) - for job_uuid in self.dst_job_pending_chunk_ids[dst_region].keys(): - # job_uuid --> List[dst1_remaining_bytes, dst2_remaining_bytes, ...] - li_of_bytes = [ - cr.chunk.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.dst_job_pending_chunk_ids[dst_region][job_uuid] - ] - bytes_remaining_per_job[job_uuid].append(sum(li_of_bytes)) - logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") - # return the max remaining byte among dsts for each job - - # for each dst, there can be a list of bytes remaining - bytes_remaining_per_dst = {} - for i in range(len(dst_order)): - dst = dst_order[i] - bytes_remaining_per_dst[dst] = [] - for job_uuid in self.dst_job_complete_chunk_ids[dst].keys(): - bytes_remaining_per_dst[dst].append(bytes_remaining_per_job[job_uuid][i]) - - return sum([max(li, default=0) for li in bytes_remaining_per_job.values()]), bytes_remaining_per_dst diff --git a/skyplane/broadcast/impl/bc_transfer_job.py b/skyplane/broadcast/impl/bc_transfer_job.py deleted file mode 100644 index 25a106b04..000000000 --- a/skyplane/broadcast/impl/bc_transfer_job.py +++ /dev/null @@ -1,275 +0,0 @@ -from dataclasses import dataclass, field - -import urllib3 -from typing import Generator, Optional, TYPE_CHECKING, Tuple - -from skyplane import exceptions -from skyplane.utils.path import parse_path -from skyplane.api.transfer_job import TransferJob -from skyplane.api.config import TransferConfig -from skyplane.chunk import ChunkRequest -import uuid - -import json -import time -from collections import defaultdict -from dataclasses import dataclass, field - -import urllib3 -from typing import Generator, Tuple, TYPE_CHECKING - -from skyplane.broadcast.impl.bc_chunker import BCChunker -from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject -from skyplane.utils import logger -from skyplane.utils.fn import do_parallel -from skyplane.utils.timer import Timer - -if TYPE_CHECKING: - from skyplane.broadcast.bc_dataplane import BroadcastDataplane - - -@dataclass -class BCTransferJob: - # TODO: might just use multiple TransferJob - src_path: str - dst_path: str # NOTE: should be None, not used - recursive: bool = False - dst_paths: list = field(default_factory=list) - requester_pays: bool = False - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())) - type: str = "" - transfer_config: TransferConfig = None - - def __post_init__(self): - if not self.transfer_config.gen_random_data: - print("Parse src: ", parse_path(self.src_path)) - provider_src, bucket_src, src_prefix = parse_path(self.src_path) - self.src_prefix = src_prefix - self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) - self.src_bucket = bucket_src - self.src_region = self.src_iface.region_tag() - - self.dst_regions, self.dst_ifaces, self.dst_prefixes = {}, {}, {} # bucket_dst --> dst_region - for dst_path in self.dst_paths: - provider_dst, bucket_dst, dst_prefix = parse_path(dst_path) - print(f"Provider dst: {provider_dst}, bucket dst: {bucket_dst}, dst_prefix: {dst_prefix}") - self.dst_ifaces[bucket_dst] = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) - self.dst_prefixes[bucket_dst] = dst_prefix - self.dst_regions[bucket_dst] = self.dst_ifaces[bucket_dst].region_tag() - - # initialize bucket_dst, dst_region, dst_prefix, dst_iface to the first destination (BCTransferJob only needs one TransferJob) - self.dst_region, self.bucket_dst, self.dst_prefix = parse_path(self.dst_path) - self.dst_iface = self.dst_ifaces[self.bucket_dst] - - if self.requester_pays: - self.src_iface.set_requester_bool(True) - for dst_iface in self.dst_ifaces.values(): - dst_iface.set_requester_bool(True) - - def broadcast_dispatch(self, dataplane: "BroadcastDataplane", **kwargs) -> Generator[ChunkRequest, None, None]: - raise NotImplementedError("Broadcast Dispatch not implemented") - - def bc_finalize(self, dst_region: str): - raise NotImplementedError("Broadcast finalize not implemented") - - def bc_verify(self, dst_region: str): - """Verifies the transfer completed, otherwise raises TransferFailedException.""" - raise NotImplementedError("Broadcast verify not implemented") - - @classmethod - def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: - """Optionally filter source objects before they are transferred.""" - return True - - -@dataclass -class BCCopyJob(BCTransferJob): - transfer_list: list = field(default_factory=list) # transfer list for later verification - multipart_transfer_list: list = field(default_factory=list) - type: str = "copy" - - def __post_init__(self): - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) - return super().__post_init__() - - def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: - """Generate transfer pairs for the transfer job.""" - if self.transfer_config.gen_random_data: - if chunker is None: # used for external access to transfer pair list - chunker = BCChunker(transfer_config=self.transfer_config) - - yield from chunker.transfer_pair_random_generator() - - else: - if chunker is None: # used for external access to transfer pair list - chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), self.transfer_config) - - yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefix, self.recursive, self._pre_filter_fn) - - def broadcast_dispatch( - self, - dataplane: "BroadcastDataplane", - transfer_config: TransferConfig, - dispatch_batch_size: int = 128, # need to change it back later - ) -> Generator[ChunkRequest, None, None]: - """Dispatch transfer job to specified gateways.""" - if not transfer_config.gen_random_data: - chunker = BCChunker(self.src_iface, list(self.dst_ifaces.values()), transfer_config, dataplane.topology.num_partitions) - else: - chunker = BCChunker(transfer_config=self.transfer_config, num_partitions=dataplane.topology.num_partitions) - - transfer_pair_generator = self.gen_transfer_pairs(chunker) - gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) - chunks = chunker.chunk(gen_transfer_list) - chunk_requests = chunker.to_chunk_requests(chunks) - batches = chunker.batch_generator( - chunker.prefetch_generator(chunk_requests, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size - ) - - src_gateways = dataplane.source_gateways() - bytes_dispatched = [0] * len(src_gateways) - n_multiparts = 0 - done_dispatch_map_to_dst = False - - # print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) - start = time.time() - for batch in batches: - end = time.time() - logger.fs.debug(f"Queried {len(batch)} chunks in {end - start:.2f} seconds") - start = time.time() - - # copy new multipart transfers to the multipart transfer list - # print("Chunker mapping for upload ids:", chunker.all_mappings_for_upload_ids) - def dispatch_id_maps_to_dst(): - # NOTE: update the upload ids in each dest gateways --> chunker.all_mappings_for_upload_ids - dst_servers = dataplane.sink_gateways() - for dst_server in dst_servers: - construct_mappings = {} - dst_region_tag = dst_server.region_tag - for mapping in chunker.all_mappings_for_upload_ids: - for key, value in mapping.items(): - if key.startswith(dst_region_tag): - construct_mappings[key] = value - - start = time.time() - reply = self.http_pool.request( - "POST", - f"{dst_server.gateway_api_url}/api/v1/upload_id_maps", - body=json.dumps(construct_mappings).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - end = time.time() - # TODO: assume that only destination nodes would write to the obj store - if reply.status != 200: - raise Exception( - f"Failed to update upload ids to the dst gateway {dst_server.instance_name()}, constructed mappings for {dst_region_tag}: {construct_mappings}" - ) - logger.fs.debug(f"Upload ids to dst gateway {dst_server.instance_name()} in {end - start:.2f} seconds") - - if not done_dispatch_map_to_dst: - dispatch_id_maps_to_dst() - done_dispatch_map_to_dst = True - - min_idx = bytes_dispatched.index(min(bytes_dispatched)) - server = src_gateways[min_idx] - n_bytes = sum([cr.chunk.chunk_length_bytes for cr in batch]) - bytes_dispatched[min_idx] += n_bytes - start = time.time() - reply = self.http_pool.request( - "POST", - f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps([c.as_dict() for c in batch]).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - end = time.time() - partitions = [cr.chunk.partition_id for cr in batch] - print("partitions", partitions) - if reply.status != 200: - print(f"failed to dispatch {server.instance_name()}: {reply.data.decode('utf-8')}") - print(server.instance_name()) - print(server.public_ip()) - time.sleep(100000) - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - - logger.fs.debug( - f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - ) - yield from batch - - updated_len = len(chunker.multipart_upload_requests) - self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) - n_multiparts = updated_len - - def bc_finalize(self, dst_region: str): - groups = defaultdict(list) - - for req in self.multipart_transfer_list: - if "dest_ifaces" not in req or "region_bucketkey_to_upload_id" not in req: - raise Exception(f"Invalid broadcast multipart upload request: {req}") - - dest_iface_list = [d for d in req["dest_ifaces"] if d.region_tag() == dst_region] - for dest_iface in dest_iface_list: - region = dest_iface.region_tag() - bucket = dest_iface.bucket() - upload_id = req["region_bucketkey_to_upload_id"][region + ":" + bucket + ":" + req["key"]] - one_req = dict(upload_id=upload_id, key=req["key"], parts=req["parts"], region=region, bucket=bucket) - groups[(region, bucket)].append(one_req) - - for key, group in groups.items(): - region, bucket = key - batch_len = max(1, len(group) // 128) - batches = [group[i : i + batch_len] for i in range(0, len(group), batch_len)] - obj_store_interface = ObjectStoreInterface.create(region, bucket) - - def complete_fn(batch): - for req in batch: - print("Complete multipart key:", req["key"], " and multipart ids: ", req["upload_id"]) - obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) - - do_parallel(complete_fn, batches, n=-1) - - def bc_verify(self, dst_region: str): - # only veryfiy when there's an object store connection - - if not self.transfer_config.gen_random_data: - # NOTE: assume dst keys are the same across destinations? - dst_keys = {dst_o.key: src_o for src_o, dst_o in self.transfer_list if src_o.size != 0} - print("[verify] Dst keys: ", dst_keys) - - dest_iface_list = set(d for d in self.dst_ifaces.values() if d.region_tag() == dst_region) - - for dest_iface in dest_iface_list: - for obj in dest_iface.list_objects(self.dst_prefixes[dest_iface.bucket()]): - # check metadata (src.size == dst.size) && (src.modified <= dst.modified) - src_obj = dst_keys.get(obj.key) - if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: - del dst_keys[obj.key] - if dst_keys: - print("[verify] object verification failed: ", [obj.key for obj in dst_keys.values()]) - raise exceptions.TransferFailedException( - f"{len(dst_keys)} objects failed verification", [obj.key for obj in dst_keys.values()] - ) - - -@dataclass -class BCSyncJob(BCCopyJob): - type: str = "sync" - - def estimate_cost(self): - raise NotImplementedError() - - def gen_transfer_pairs(self, chunker: Optional[BCChunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: - """Generate transfer pairs for the transfer job.""" - raise NotImplementedError("Broadcast Sync Job get_transfer_pairs not implemented") - - def _enrich_dest_objs( - self, transfer_pairs: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None], dest_prefix: str - ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: - """ - For skyplane sync, we enrich dest obj metadata with our existing dest obj metadata from the dest bucket following a query. - """ - raise NotImplementedError("Broadcast Sync Job_enrich_dest_objs not implemented") - - @classmethod - def _post_filter_fn(cls, src_obj: ObjectStoreObject, dest_obj: ObjectStoreObject) -> bool: - return not dest_obj.exists or (src_obj.last_modified > dest_obj.last_modified or src_obj.size != dest_obj.size) diff --git a/skyplane/broadcast/profiles/cost.csv b/skyplane/broadcast/profiles/cost.csv deleted file mode 100644 index 3bbcb9c80..000000000 --- a/skyplane/broadcast/profiles/cost.csv +++ /dev/null @@ -1,4971 +0,0 @@ -src,dest,cost -aws:us-east-2,azure:eastus,0.09 -aws:us-east-2,azure:uaenorth,0.09 -aws:us-east-2,aws:eu-south-2,0.02 -aws:us-east-2,azure:qatarcentral,0.09 -aws:us-east-2,aws:eu-west-3,0.02 -aws:us-east-2,azure:eastus2,0.09 -aws:us-east-2,azure:koreacentral,0.09 -aws:us-east-2,gcp:europe-west6-a,0.09 -aws:us-east-2,azure:norwayeast,0.09 -aws:us-east-2,aws:eu-south-1,0.02 -aws:us-east-2,gcp:us-east4-a,0.09 -aws:us-east-2,azure:southafricanorth,0.09 -aws:us-east-2,aws:eu-north-1,0.02 -aws:us-east-2,aws:eu-west-1,0.02 -aws:us-east-2,gcp:asia-east1-a,0.09 -aws:us-east-2,gcp:australia-southeast2-a,0.09 -aws:us-east-2,aws:ap-northeast-1,0.02 -aws:us-east-2,azure:australiaeast,0.09 -aws:us-east-2,azure:westus,0.09 -aws:us-east-2,aws:sa-east-1,0.02 -aws:us-east-2,aws:eu-central-2,0.02 -aws:us-east-2,gcp:asia-south2-a,0.09 -aws:us-east-2,aws:ap-south-1,0.02 -aws:us-east-2,azure:germanywestcentral,0.09 -aws:us-east-2,gcp:europe-west3-a,0.09 -aws:us-east-2,aws:me-central-1,0.02 -aws:us-east-2,gcp:asia-northeast3-a,0.09 -aws:us-east-2,gcp:asia-east2-a,0.09 -aws:us-east-2,aws:ap-east-1,0.02 -aws:us-east-2,gcp:us-west4-a,0.09 -aws:us-east-2,azure:swedencentral,0.09 -aws:us-east-2,aws:ap-southeast-3,0.02 -aws:us-east-2,azure:northcentralus,0.09 -aws:us-east-2,aws:us-east-1,0.01 -aws:us-east-2,azure:canadacentral,0.09 -aws:us-east-2,azure:switzerlandnorth,0.09 -aws:us-east-2,azure:centralindia,0.09 -aws:us-east-2,gcp:europe-north1-a,0.09 -aws:us-east-2,gcp:europe-west2-a,0.09 -aws:us-east-2,aws:eu-central-1,0.02 -aws:us-east-2,aws:ap-northeast-2,0.02 -aws:us-east-2,aws:af-south-1,0.02 -aws:us-east-2,azure:westeurope,0.09 -aws:us-east-2,gcp:asia-south1-a,0.09 -aws:us-east-2,azure:uksouth,0.09 -aws:us-east-2,aws:ap-southeast-2,0.02 -aws:us-east-2,azure:southcentralus,0.09 -aws:us-east-2,aws:us-west-1,0.02 -aws:us-east-2,gcp:europe-west1-b,0.09 -aws:us-east-2,gcp:europe-west4-a,0.09 -aws:us-east-2,aws:eu-west-2,0.02 -aws:us-east-2,gcp:asia-northeast2-a,0.09 -aws:us-east-2,aws:ap-northeast-3,0.02 -aws:us-east-2,gcp:us-east1-b,0.09 -aws:us-east-2,aws:ca-central-1,0.02 -aws:us-east-2,gcp:asia-southeast2-a,0.09 -aws:us-east-2,gcp:australia-southeast1-a,0.09 -aws:us-east-2,aws:me-south-1,0.02 -aws:us-east-2,gcp:us-west1-a,0.09 -aws:us-east-2,azure:brazilsouth,0.09 -aws:us-east-2,gcp:asia-southeast1-a,0.09 -aws:us-east-2,azure:northeurope,0.09 -aws:us-east-2,aws:us-west-2,0.02 -aws:us-east-2,gcp:me-west1-a,0.09 -aws:us-east-2,azure:westus2,0.09 -aws:us-east-2,gcp:us-central1-a,0.09 -aws:us-east-2,gcp:southamerica-east1-a,0.09 -aws:us-east-2,gcp:southamerica-west1-a,0.09 -aws:us-east-2,aws:ap-southeast-1,0.02 -aws:us-east-2,azure:eastasia,0.09 -azure:eastus,aws:ap-south-1,0.0875 -azure:eastus,azure:germanywestcentral,0.05 -azure:eastus,aws:me-central-1,0.0875 -azure:eastus,gcp:asia-east1-a,0.0875 -azure:eastus,gcp:europe-west3-a,0.0875 -azure:eastus,gcp:asia-northeast3-a,0.0875 -azure:eastus,aws:us-east-2,0.0875 -azure:eastus,aws:ap-east-1,0.0875 -azure:eastus,gcp:asia-east2-a,0.0875 -azure:eastus,gcp:us-west4-a,0.0875 -azure:eastus,azure:swedencentral,0.05 -azure:eastus,aws:ap-southeast-3,0.0875 -azure:eastus,azure:northcentralus,0.02 -azure:eastus,aws:us-east-1,0.0875 -azure:eastus,aws:ap-northeast-2,0.0875 -azure:eastus,azure:canadacentral,0.02 -azure:eastus,azure:switzerlandnorth,0.05 -azure:eastus,azure:centralindia,0.05 -azure:eastus,gcp:europe-west2-a,0.0875 -azure:eastus,azure:westeurope,0.05 -azure:eastus,aws:eu-central-1,0.0875 -azure:eastus,gcp:europe-north1-a,0.0875 -azure:eastus,gcp:asia-south1-a,0.0875 -azure:eastus,azure:uksouth,0.05 -azure:eastus,gcp:europe-west1-b,0.0875 -azure:eastus,aws:ap-southeast-2,0.0875 -azure:eastus,azure:southcentralus,0.02 -azure:eastus,aws:us-west-1,0.0875 -azure:eastus,gcp:europe-west4-a,0.0875 -azure:eastus,aws:eu-west-2,0.0875 -azure:eastus,gcp:asia-northeast2-a,0.0875 -azure:eastus,aws:ap-northeast-3,0.0875 -azure:eastus,gcp:us-east1-b,0.0875 -azure:eastus,aws:ca-central-1,0.0875 -azure:eastus,aws:me-south-1,0.0875 -azure:eastus,gcp:australia-southeast1-a,0.0875 -azure:eastus,gcp:asia-southeast2-a,0.0875 -azure:eastus,gcp:us-west1-a,0.0875 -azure:eastus,azure:brazilsouth,0.05 -azure:eastus,aws:us-west-2,0.0875 -azure:eastus,gcp:asia-southeast1-a,0.0875 -azure:eastus,azure:northeurope,0.05 -azure:eastus,azure:westus2,0.02 -azure:eastus,gcp:me-west1-a,0.0875 -azure:eastus,gcp:southamerica-east1-a,0.0875 -azure:eastus,gcp:us-central1-a,0.0875 -azure:eastus,azure:uaenorth,0.05 -azure:eastus,azure:eastasia,0.05 -azure:eastus,aws:ap-southeast-1,0.0875 -azure:eastus,gcp:southamerica-west1-a,0.0875 -azure:eastus,aws:eu-south-2,0.0875 -azure:eastus,azure:eastus2,0.02 -azure:eastus,azure:qatarcentral,0.05 -azure:eastus,aws:eu-west-3,0.0875 -azure:eastus,azure:koreacentral,0.05 -azure:eastus,gcp:europe-west6-a,0.0875 -azure:eastus,aws:eu-south-1,0.0875 -azure:eastus,azure:norwayeast,0.05 -azure:eastus,gcp:us-east4-a,0.0875 -azure:eastus,azure:southafricanorth,0.05 -azure:eastus,gcp:australia-southeast2-a,0.0875 -azure:eastus,aws:eu-north-1,0.0875 -azure:eastus,aws:eu-west-1,0.0875 -azure:eastus,aws:af-south-1,0.0875 -azure:eastus,azure:australiaeast,0.05 -azure:eastus,aws:ap-northeast-1,0.0875 -azure:eastus,aws:sa-east-1,0.0875 -azure:eastus,gcp:asia-south2-a,0.0875 -azure:eastus,aws:eu-central-2,0.0875 -azure:eastus,azure:westus,0.02 -aws:us-west-2,gcp:us-west1-a,0.09 -aws:us-west-2,azure:brazilsouth,0.09 -aws:us-west-2,azure:westus2,0.09 -aws:us-west-2,gcp:asia-east2-a,0.09 -aws:us-west-2,gcp:asia-southeast1-a,0.09 -aws:us-west-2,azure:swedencentral,0.09 -aws:us-west-2,azure:canadacentral,0.09 -aws:us-west-2,aws:ap-southeast-1,0.02 -aws:us-west-2,gcp:europe-north1-a,0.09 -aws:us-west-2,gcp:southamerica-west1-a,0.09 -aws:us-west-2,azure:switzerlandnorth,0.09 -aws:us-west-2,gcp:southamerica-east1-a,0.09 -aws:us-west-2,azure:southcentralus,0.09 -aws:us-west-2,azure:westeurope,0.09 -aws:us-west-2,aws:eu-south-2,0.02 -aws:us-west-2,aws:ap-northeast-2,0.02 -aws:us-west-2,azure:centralindia,0.09 -aws:us-west-2,azure:eastasia,0.09 -aws:us-west-2,azure:uksouth,0.09 -aws:us-west-2,aws:eu-central-1,0.02 -aws:us-west-2,gcp:europe-west4-a,0.09 -aws:us-west-2,azure:eastus2,0.09 -aws:us-west-2,gcp:us-east4-a,0.09 -aws:us-west-2,aws:eu-west-2,0.02 -aws:us-west-2,gcp:asia-northeast2-a,0.09 -aws:us-west-2,aws:ap-northeast-3,0.02 -aws:us-west-2,gcp:us-east1-b,0.09 -aws:us-west-2,gcp:australia-southeast2-a,0.09 -aws:us-west-2,aws:eu-west-1,0.02 -aws:us-west-2,aws:ca-central-1,0.02 -aws:us-west-2,aws:me-south-1,0.02 -aws:us-west-2,gcp:australia-southeast1-a,0.09 -aws:us-west-2,aws:ap-northeast-1,0.02 -aws:us-west-2,gcp:me-west1-a,0.09 -aws:us-west-2,azure:westus,0.09 -aws:us-west-2,azure:northeurope,0.09 -aws:us-west-2,aws:eu-west-3,0.02 -aws:us-west-2,azure:qatarcentral,0.09 -aws:us-west-2,azure:uaenorth,0.09 -aws:us-west-2,gcp:us-central1-a,0.09 -aws:us-west-2,azure:koreacentral,0.09 -aws:us-west-2,aws:ap-east-1,0.02 -aws:us-west-2,azure:eastus,0.09 -aws:us-west-2,gcp:asia-southeast2-a,0.09 -aws:us-west-2,azure:norwayeast,0.09 -aws:us-west-2,gcp:us-west4-a,0.09 -aws:us-west-2,gcp:europe-west6-a,0.09 -aws:us-west-2,aws:eu-south-1,0.02 -aws:us-west-2,aws:ap-southeast-3,0.02 -aws:us-west-2,azure:northcentralus,0.09 -aws:us-west-2,aws:us-east-1,0.02 -aws:us-west-2,azure:southafricanorth,0.09 -aws:us-west-2,gcp:asia-south2-a,0.09 -aws:us-west-2,aws:eu-north-1,0.02 -aws:us-west-2,gcp:europe-west2-a,0.09 -aws:us-west-2,aws:af-south-1,0.02 -aws:us-west-2,gcp:asia-south1-a,0.09 -aws:us-west-2,aws:eu-central-2,0.02 -aws:us-west-2,azure:australiaeast,0.09 -aws:us-west-2,aws:sa-east-1,0.02 -aws:us-west-2,gcp:europe-west1-b,0.09 -aws:us-west-2,aws:us-west-1,0.02 -aws:us-west-2,aws:ap-southeast-2,0.02 -aws:us-west-2,azure:germanywestcentral,0.09 -aws:us-west-2,aws:ap-south-1,0.02 -aws:us-west-2,aws:me-central-1,0.02 -aws:us-west-2,gcp:asia-east1-a,0.09 -aws:us-west-2,gcp:europe-west3-a,0.09 -aws:us-west-2,gcp:asia-northeast3-a,0.09 -aws:us-west-2,aws:us-east-2,0.02 -gcp:us-west1-a,aws:ap-northeast-2,0.12 -gcp:us-west1-a,aws:af-south-1,0.12 -gcp:us-west1-a,azure:centralindia,0.12 -gcp:us-west1-a,gcp:europe-west2-a,0.08 -gcp:us-west1-a,azure:germanywestcentral,0.12 -gcp:us-west1-a,aws:ap-southeast-2,0.19 -gcp:us-west1-a,gcp:asia-south1-a,0.08 -gcp:us-west1-a,aws:eu-central-1,0.12 -gcp:us-west1-a,gcp:australia-southeast1-a,0.15 -gcp:us-west1-a,gcp:asia-northeast2-a,0.08 -gcp:us-west1-a,aws:me-central-1,0.12 -gcp:us-west1-a,gcp:europe-west1-b,0.08 -gcp:us-west1-a,aws:ca-central-1,0.12 -gcp:us-west1-a,aws:us-west-1,0.12 -gcp:us-west1-a,aws:ap-northeast-3,0.12 -gcp:us-west1-a,gcp:asia-east1-a,0.08 -gcp:us-west1-a,gcp:asia-northeast3-a,0.08 -gcp:us-west1-a,gcp:asia-southeast2-a,0.15 -gcp:us-west1-a,aws:me-south-1,0.12 -gcp:us-west1-a,gcp:us-east1-b,0.01 -gcp:us-west1-a,azure:canadacentral,0.12 -gcp:us-west1-a,azure:brazilsouth,0.12 -gcp:us-west1-a,gcp:asia-east2-a,0.08 -gcp:us-west1-a,aws:us-west-2,0.12 -gcp:us-west1-a,azure:westus2,0.12 -gcp:us-west1-a,gcp:asia-southeast1-a,0.08 -gcp:us-west1-a,azure:swedencentral,0.12 -gcp:us-west1-a,gcp:me-west1-a,0.08 -gcp:us-west1-a,gcp:southamerica-east1-a,0.08 -gcp:us-west1-a,aws:ap-southeast-1,0.12 -gcp:us-west1-a,gcp:us-central1-a,0.01 -gcp:us-west1-a,azure:switzerlandnorth,0.12 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b/skyplane/broadcast/profiles/old/cost.csv deleted file mode 100644 index 3a8ed3bff..000000000 --- a/skyplane/broadcast/profiles/old/cost.csv +++ /dev/null @@ -1,3970 +0,0 @@ -src,dest,src_tier,dest_tier,cost -aws:af-south-1,aws:af-south-1,PREMIUM,PREMIUM,0.0 -aws:af-south-1,aws:ap-east-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-2,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-northeast-3,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-south-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-southeast-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ap-southeast-2,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:ca-central-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-central-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-north-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-south-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-west-1,PREMIUM,PREMIUM,0.147 -aws:af-south-1,aws:eu-west-2,PREMIUM,PREMIUM,0.147 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3485f5ca2..000000000 --- a/skyplane/broadcast/profiles/old/throughput.csv +++ /dev/null @@ -1,7054 +0,0 @@ -src_region,src_tier,src_instance_class,dst_region,dst_tier,dst_instance_class,iperf3_connections,iperf3_runtime,tag,stdout_path,stderr_path,throughput_sent,throughput_received,cpu_utilization,success -aws:eu-west-3,PREMIUM,m5.8xlarge,gcp:europe-west6-a,STANDARD,n2-standard-32,64,5,aws:eu-west-3:PREMIUM_gcp:europe-west6-a:STANDARD,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_22.19_unusual-singleness-tooth-serious_5s_64c/raw_iperf3_logs/aws:eu-west-3:PREMIUM_gcp:europe-west6-a:STANDARD.stdout,/home/ubuntu/skylark/data/logs/throughput_grid/2022.01.29_22.19_unusual-singleness-tooth-serious_5s_64c/raw_iperf3_logs/aws:eu-west-3:PREMIUM_gcp:europe-west6-a:STANDARD.stderr,5014191142.780402,4737423753.341652,7.5971617598895635,True 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dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] - - client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) - print(f"Log dir: {client.log_dir}/client.log") - dp = client.broadcast_dataplane( - src_cloud_provider="aws", - src_region=src_region, - # type="ILP", - dst_cloud_providers=["aws", "aws"], - dst_regions=dst_regions, - # dst_regions=["ap-south-1", "us-east-2"], - n_vms=1 - # gbyte_to_transfer=32 NOTE: can probably remove this argument - ) - - with dp.auto_deprovision(): - # NOTE: need to queue copy first, then provision - # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name - - # source_file = "s3://sarah-skylark-us-east-1/test/direct_replication/" - # dest1_file = "s3://broadcast-experiment-ap-south-1/chunks" - # dest2_file = "s3://broadcast-experiment-us-east-2/chunks/" - - source_file = f"s3://broadcast-experiment-{src_region}/test_replication/" - dest_files = [f"s3://broadcast-experiment-{d}/test_replication/" for d in dst_regions] - print(source_file) - print(dest_files) - - dp.queue_copy( - source_file, - dest_files, - recursive=True, - ) - dp.provision(allow_firewall=False, spinner=True) - tracker = dp.run_async() - - # monitor the transfer - print("Waiting for transfer to complete...") - while True: - # handle errors - if tracker.errors: - for ip, error_list in tracker.errors.items(): - for error in error_list: - print(f"Error on {ip}: {error}") - break - - bytes_remaining = tracker.query_bytes_remaining() - timestamp = time.strftime("%H:%M:%S", time.localtime()) - if bytes_remaining is None: - print(f"{timestamp} Transfer not yet started") - elif bytes_remaining > 0: - print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - else: - break - time.sleep(1) - tracker.join() - print("Transfer complete!") diff --git a/skyplane/broadcast/test/bc_objstore.py b/skyplane/broadcast/test/bc_objstore.py deleted file mode 100644 index b1ce48df6..000000000 --- a/skyplane/broadcast/test/bc_objstore.py +++ /dev/null @@ -1,172 +0,0 @@ -import time -from skyplane.obj_store.s3_interface import S3Interface -from skyplane.obj_store.gcs_interface import GCSInterface - -import skyplane -from skyplane.broadcast.bc_client import SkyplaneBroadcastClient -from skyplane.obj_store.object_store_interface import ObjectStoreInterface -from skyplane.utils.path import parse_path -from skyplane.utils.definitions import GB -from skyplane.utils.definitions import gateway_docker_image -import argparse - - -def start_transfer(args): - # src_region = "ap-east-1" - # src_region = "af-south-1" - # src_region = "us-east-1" - # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-1", "ap-northeast-3", "ap-northeast-1"] - # dst_regions = ["ap-south-1", "ap-east-1", "ap-southeast-2", "ap-northeast-3", "ap-northeast-1"] - - # dst_regions = ["ap-southeast-2", "ap-south-1"] - # dst_regions = ["ap-southeast-2", "ap-south-1", "ap-northeast-3", "ap-northeast-2", "ap-northeast-1"] - # dst_regions = ["us-west-1", "us-west-2"] - - # GCP - - # gcp:asia-southeast2-a gcp:australia-southeast1-a gcp:southamerica-east1-a gcp:europe-west4-a gcp:europe-west6-a gcp:asia-east1-a gcp:europe-west2-a - src_cloud_provider = "gcp" - # src_region = "asia-southeast2-a" - src_region = "us-east1-b" - source_file = "gs://skyplane-broadcast-datasets/OPT-66B/" - # dst_regions = ["europe-west3-a", "europe-west4-a", "us-west4-a", "europe-north1-a", "europe-west2-a"] #, "asia-south1-a"] - dst_regions = ["australia-southeast1-a", "southamerica-east1-a", "europe-west4-a", "europe-west6-a", "asia-east1-a", "europe-west2-a"] - dst_cloud_providers = ["gcp"] * len(dst_regions) - dest_files = [f"gs://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - - ## AWS - # dst_regions = ["ap-east-1", "ap-northeast-1"] - # dst_cloud_providers = ["aws"] * len(dst_regions) - # dest_files = [f"s3://skyplane-broadcast-test-{d}/OPT-66B/" for d in dst_regions] - # src_cloud_provider = "aws" - # src_region = "us-east-1" - # source_file = "s3://laion-400m-dataset/" - - # OPT model - # source_file = "s3://skyplane-broadcast/OPT-66B/" - # source_file = f"s3://broadcast-opt-{src_region}/test_replication/" - # dest_files = [f"s3://broadcast-opt-{d}/skyplane/" for d in dst_regions] - - # source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - # dest_files = [f"s3://broadcast-opt-{d}/test_replication/" for d in dst_regions] - - # source_file = "s3://skyplane-broadcast/imagenet-images/" - # source_file = "s3://broadcast-exp3-ap-east-1/OPT-66B/" - # source_file = "s3://broadcast-opt-ap-east-1/test_replication/" - # dest_files = [f"s3://broadcast-exp3-{d}/OPT-66B/" for d in dst_regions] - - # create bucket if it doesn't exist - - actual_dest_regions = [] - for region, bucket_path in zip([src_region] + dst_regions, [source_file] + dest_files): - bucket_name = bucket_path.split("/")[2] - if "s3://" in bucket_path: - bucket = S3Interface(bucket_name) - elif "gs://" in bucket_path: - bucket = GCSInterface(bucket_name) - else: - print("Unsupported cloud provider", bucket_path) - print("Create bucket", region, bucket_path) - bucket.create_bucket(region) - - actual_dest_regions.append(bucket.gcp_region) - - print("acutual dest", actual_dest_regions, dst_regions) - dst_regions = actual_dest_regions - - print(source_file) - print(dest_files) - - # Get transfer size - if src_cloud_provider in ["aws", "gcp", "azure"] and [d in ["aws", "gcp", "azure"] for d in dst_cloud_providers]: - try: - provider_src, bucket_src, path_src = parse_path(source_file) - src_region_tag = f"{provider_src}:{src_region}" - - src_client = ObjectStoreInterface.create(src_region_tag, bucket_src) - - print(f"Listing objects from the source bucket {src_region}") - src_objects = [] - for obj in src_client.list_objects(path_src, src_region): - src_objects.append(obj) - transfer_size_gbytes = sum([obj.size for obj in src_objects]) / GB - - print("Transfer size gbytes: ", transfer_size_gbytes) - except Exception as e: - raise Exception("Cannot list size in the source bucket", e) - - client = SkyplaneBroadcastClient(aws_config=skyplane.AWSConfig(), multipart_enabled=True) - print(f"Log dir: {client.log_dir}/client.log") - - dp = client.broadcast_dataplane( - src_cloud_provider=src_cloud_provider, - src_region=src_region, - dst_cloud_providers=dst_cloud_providers, - dst_regions=dst_regions, - type=args["algo"], - n_vms=int(args["num_vms"]), - num_partitions=int(args["num_partitions"]), - gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net - target_time=args["runtime_budget"], - filter_node=args["filter_node"], - filter_edge=args["filter_edge"], - solve_iterative=args["iterative"], - aws_only=args["aws_only"], - gcp_only=args["gcp_only"], - azure_only=args["azure_only"], - ) - - with dp.auto_deprovision(): - # NOTE: need to queue copy first, then provision - # NOTE: otherwise can't upload gateway programs to the gateways, don't know the bucket name and object name - - dp.queue_copy( - source_file, - dest_files, - recursive=True, - ) - dp.provision(allow_firewall=False, spinner=True) - tracker = dp.run_async() - - # monitor the transfer - print("Waiting for transfer to complete...") - while True: - # handle errors - if tracker.errors: - for ip, error_list in tracker.errors.items(): - for error in error_list: - print(f"Error on {ip}: {error}") - break - - bytes_remaining, _ = tracker.query_bytes_remaining() - timestamp = time.strftime("%H:%M:%S", time.localtime()) - if bytes_remaining is None: - print(f"{timestamp} Transfer not yet started") - elif bytes_remaining > 0: - print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - else: - break - time.sleep(10) - tracker.join() - print("Transfer complete!") - - -def main(): - # Set up arguments - parser = argparse.ArgumentParser(description="Test object store transfer") - parser.add_argument("-a", "--algo", help="Algorithms: [Ndirect, MDST, HST, ILP]", type=str) - parser.add_argument("-s", "--runtime-budget", help="Maximum runtime budget", nargs="?", required=False, const=10, type=float) - parser.add_argument("-n", "--num-vms", help="Maximum number of vms per region", nargs="?", required=True, const=1, type=int) - parser.add_argument("-p", "--num-partitions", help="Number of partitions of the solver", nargs="?", required=True, const=10, type=int) - parser.add_argument("-fe", "--filter-edge", help="Filter edge (one-hop)", required=False, action="store_true") - parser.add_argument("-fn", "--filter-node", help="Filter node (random)", required=False, action="store_true") - parser.add_argument("-i", "--iterative", help="Chunk iterative solve", required=False, action="store_true") - parser.add_argument("-aws", "--aws-only", help="Use aws only nodes", required=False, action="store_true") - parser.add_argument("-gcp", "--gcp-only", help="Use gcp only nodes", required=False, action="store_true") - parser.add_argument("-azure", "--azure-only", help="Use azure only nodes", required=False, action="store_true") - args = vars(parser.parse_args()) - start_transfer(args) - - -if __name__ == "__main__": - main() diff --git a/skyplane/broadcast/test/test_random_broadcast.py b/skyplane/broadcast/test/test_random_broadcast.py deleted file mode 100644 index bfbd7e520..000000000 --- a/skyplane/broadcast/test/test_random_broadcast.py +++ /dev/null @@ -1,128 +0,0 @@ -import traceback -import skyplane -import typer -import time - -from skyplane.obj_store.object_store_interface import ObjectStoreObject -from skyplane.utils.definitions import GB, MB -from skyplane.config_paths import cloud_config, config_path -from skyplane.cli.impl.common import console, print_header -from typing import List -from skyplane.broadcast.bc_client import SkyplaneBroadcastClient - -app = typer.Typer(name="broadcast") - - -@app.command() -def replicate_random( - src_region: str, - dst_regions: List[str], - num_gateways: int = typer.Option(1, "--num-gateways", "-n", help="Number of gateways"), - num_chunks: int = typer.Option(1, "--num-chunks", "-c", help="Number of chunks"), - # for ILP - num_partitions: int = typer.Option(10, "--num-partitions", "-p", help="Number of partitions"), - filter_node: bool = typer.Option(False, "--filter-nodes", "-fn", help="Filter nodes"), - filter_edge: bool = typer.Option(False, "--filter-edges", "-fe", help="Filter edges"), - iterative: bool = typer.Option(False, "--iterative", "-i", help="Chunk iterative solve"), - aws_only: bool = typer.Option(False, "--aws-only", "-aws", help="Use AWS only nodes and edges"), - gcp_only: bool = typer.Option(False, "--gcp-only", "-gcp", help="Use GCP only nodes and edges"), - azure_only: bool = typer.Option(False, "--azure-only", "-azure", help="Use Azure only nodes and edges"), - # transfer flags - reuse_gateways: bool = typer.Option(False, help="If true, will leave provisioned instances running to be reused"), - debug: bool = typer.Option(True, help="If true, will write debug information to debug directory."), - confirm: bool = typer.Option(cloud_config.get_flag("autoconfirm"), "--confirm", "-y", "-f", help="Confirm all transfer prompts"), - # solver - algo: str = typer.Option("Ndirect", "--algo", "-a", help="Algorithm selected from [MDST, HST, ILP, SPIDER]"), - solver_target_time_budget: float = typer.Option( - 10, "--time-budget", "-s", help="Solver option for ILP: Required time budget in seconds" - ), - solver_verbose: bool = False, -): - s_cloud_provider, s_region = src_region.split(":") - d_cloud_providers = [] - d_regions = [] - for d in dst_regions: - dst_cloud_provider, dst_region = d.split(":") - d_cloud_providers.append(dst_cloud_provider) - d_regions.append(dst_region) - - # create transfer list - # 8, 80, 800, 1600, 3200, 4000, 4800 8000(n_chunks) - # 0.5, 5, 50, 100, 200, 250, 300 500 (transfer size in GB) - # 0.8, 8, 80, 160, 320, 400, 800 (seconds for ILP) - - # 200 --> 3200 as the # of chunks - # 100 --> 1600 as the # of chunks - - random_chunk_size_mb = 64 - transfer_size_gbytes = num_chunks * random_chunk_size_mb * MB / GB - - client = SkyplaneBroadcastClient( - aws_config=skyplane.AWSConfig(), - # all for transfer configs, might be better way to do this - multipart_enabled=False, - generate_random=True, - num_random_chunks=num_chunks, - random_chunk_size_mb=random_chunk_size_mb, - src_region=src_region, - dst_regions=dst_regions, - ) - print(f"Log dir: {client.log_dir}/client.log") - print("Transfer size (in GB): ", transfer_size_gbytes) - - # use existing gw program file - # dp = client.broadcast_dataplane_from_gateway_program("/Users/sarahwooders/repos/skyplane/old_gw_programs/gateway_programs_complete.json") - - dp = client.broadcast_dataplane( - src_cloud_provider=s_cloud_provider, - src_region=s_region, - dst_cloud_providers=d_cloud_providers, - dst_regions=d_regions, - type=algo, - n_vms=int(num_gateways), - num_partitions=int(num_partitions), - gbyte_to_transfer=transfer_size_gbytes, # 171.78460 for image net - target_time=solver_target_time_budget, - filter_node=filter_node, - filter_edge=filter_edge, - solve_iterative=iterative, - aws_only=aws_only, - gcp_only=gcp_only, - azure_only=azure_only, - ) - - with dp.auto_deprovision(): - # not doing anything - dp.queue_copy( - "", - [], - ) - - dp.provision(allow_firewall=False, spinner=True) - tracker = dp.run_async() - - # monitor the transfer - print("Waiting for transfer to complete...") - while True: - # handle errors - if tracker.errors: - for ip, error_list in tracker.errors.items(): - for error in error_list: - print(f"Error on {ip}: {error}") - break - - bytes_remaining, _ = tracker.query_bytes_remaining() - timestamp = time.strftime("%H:%M:%S", time.localtime()) - if bytes_remaining is None: - print(f"{timestamp} Transfer not yet started") - elif bytes_remaining > 0: - print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - else: - break - time.sleep(10) - tracker.join() - print("Transfer complete!") - - -if __name__ == "__main__": - app() diff --git a/skyplane/broadcast/visualize_gw.py b/skyplane/broadcast/visualize_gw.py deleted file mode 100644 index 5c876ff3f..000000000 --- a/skyplane/broadcast/visualize_gw.py +++ /dev/null @@ -1,183 +0,0 @@ -from pprint import pprint -import shutil -import networkx as nx -import graphviz as gv -import json -import pandas as pd -from random import randint -from skyplane.utils import logger -import functools - - -@functools.lru_cache(maxsize=None) -def get_path_cost(src, dst, src_tier="PREMIUM", dst_tier="PREMIUM"): - from skyplane.compute.cloud_provider import CloudProvider - - assert src_tier == "PREMIUM" and dst_tier == "PREMIUM" - return CloudProvider.get_transfer_cost(src, dst) - - -def make_nx_graph(cost, throughput): - G = nx.DiGraph() - for _, row in throughput.iterrows(): - if row["src_region"] == row["dst_region"]: - continue - G.add_edge(row["src_region"], row["dst_region"], cost=None, throughput=row["throughput_sent"] / 1e9) - - for _, row in cost.iterrows(): - if row["src"] in G and row["dest"] in G[row["src"]]: - G[row["src"]][row["dest"]]["cost"] = row["cost"] - else: - continue - - # update the cost using skyplane.compute tools [i.e. in utils.py] (need to build the skyplane repo first) - for edge in G.edges.data(): - if edge[-1]["cost"] is None: - edge[-1]["cost"] = get_path_cost(edge[0], edge[1]) - - assert all([edge[-1]["cost"] is not None for edge in G.edges.data()]) - return G - - -def plot_children(h, start_node, region, li, partition_id): - # list of dicts - for i in li: - children = i["children"] - - if i["op_type"] == "send": - assert len(children) == 0 - if "region" not in i: - print("What is i?", i) - children = [{"op_type": "receive", "region": i["region"], "children": []}] - - if i["op_type"] == "receive" and "region" in i: - this_node = i["region"] + "/" + i["op_type"] - else: - this_node = region + "/" + i["op_type"] - # if i["op_type"] == "send": - # this_node += i["handle"].split("_")[-1] - - h = plot_children(h, this_node, region, children, partition_id) - - if h.has_edge(start_node, this_node): - h[start_node][this_node]["partition"].append(partition_id) - else: - h.add_edge(start_node, this_node, partition=[partition_id]) - return h - - -def get_nx_graph(path): - # if dot is not installed - has_dot = shutil.which("dot") is not None - if not has_dot: - logger.error("Graphviz is not installed. Please install it to plot the solution (sudo apt install graphviz).") - return None - - nx_g = nx.DiGraph() - start_node = "start" - nx_g.add_node(start_node) - with open(path, "r") as f: - data = json.load(f) - regions = list(data.keys()) - - # for region in regions - for region in regions: - # region = regions[0] - region_p = data[region] - print("Region: ", region) - pprint(region_p) - - for partition_group in region_p: - partitions = partition_group["partitions"] - p_plan = partition_group["value"] - for pid in partitions: - nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - - # pprint(region_p) - # plans = region_p["_plan"] - # partitions = [int(i) for i in list(plans.keys())] - ## print("partitions: ", [int(i) for i in list(plans.keys())]) - # for pid in partitions: - # p_plan = plans[str(pid)] - # nx_g = plot_children(nx_g, start_node, region, p_plan, pid) - ## break - - # print(partitions) - - add_nx_g = nx.DiGraph() - for edge in nx_g.edges: - s, d = edge[0], edge[1] - partition = list(set(nx_g[s][d]["partition"])) - add_nx_g.add_edge(s, d, partition=partition) - s_region = s.split("/")[-1][0] - if s.split("/")[-1].startswith("mux") and d.split("/")[-1] == "receive": - # print("Receive!:", d) - send_node = s_region + "/send" - add_nx_g.add_edge(s, send_node) - add_nx_g.add_edge(send_node, d) - add_nx_g.remove_node(start_node) - print(add_nx_g.edges.data()) - - # nx.draw(add_nx_g, with_labels=True) - return add_nx_g - - -from pprint import pprint -import shutil -import networkx as nx -import graphviz as gv -import json - - -def networkx_to_graphviz(g, label="partition"): - """Convert `networkx` graph `g` to `graphviz.Digraph`. - - @type g: `networkx.Graph` or `networkx.DiGraph` - @rtype: `graphviz.Digraph` - """ - if g.is_directed(): - h = gv.Digraph() - else: - h = gv.Graph() - # h.attr(rankdir="LR") - - for u, d in g.nodes(data=True): - # print(u, d) - a = u - # u = u.split(",")[0] - u = u.replace("/", ":") - u = u.replace(":", " ") - f = color_map[a.split("/")[0]] - if u.endswith("mux_and") or u.endswith("mux_or"): - f = "gray" - h.node(str(u), fillcolor=f, style="filled") - for u, v, d in g.edges(data=True): - # print('edge', u, v, d) - u_r = u.replace("/", ":") - u_r = u_r.replace(":", " ") - v_r = v.replace("/", ":") - v_r = v_r.replace(":", " ") - h.edge(str(u_r), str(v_r), label=str(d[label])) - return h - - -if __name__ == "__main__": - costs = pd.read_csv("broadcast/profiles/cost.csv") - throughput = pd.read_csv("broadcast/profiles/throughput.csv") - - color = [] - n = 100 - for i in range(n): - color.append("#%06X" % randint(0, 0xFFFFFF)) - - complete = make_nx_graph(costs, throughput) - color_map = {} - nodes = list(complete.nodes) - for i in range(len(nodes)): - color_map[nodes[i]] = color[i] - - # plot_path = "/tmp/skyplane/gw_programs/gateway_programs_complete.json" - plot_path = "/Users/sarahwooders/repos/skyplane/new_gw_programs/gateway_programs_complete.json" - add_nx_g = get_nx_graph(plot_path) - h = networkx_to_graphviz(add_nx_g) - h.view() From bee41b2846468058191aeae46ca889600544ab75 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 15:33:07 -0700 Subject: [PATCH 111/186] try to fix docs --- docs/_api/skyplane.api.transfer_job.rst | 4 +++- skyplane/api/dataplane.py | 3 ++- 2 files changed, 5 insertions(+), 2 deletions(-) diff --git a/docs/_api/skyplane.api.transfer_job.rst b/docs/_api/skyplane.api.transfer_job.rst index cc1a8d83a..369f26d54 100644 --- a/docs/_api/skyplane.api.transfer_job.rst +++ b/docs/_api/skyplane.api.transfer_job.rst @@ -1,4 +1,4 @@ -skyplane.api.transfer\_job +skyplane.api.transfer\_job ========================== .. automodule:: skyplane.api.transfer_job @@ -19,8 +19,10 @@ skyplane.api.transfer\_job Chunker CopyJob + GatewayMessage SyncJob TransferJob + TransferPair diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index d27b6baec..165ad1e78 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -157,9 +157,10 @@ def provision( :param max_jobs: maximum number of provision jobs to launch concurrently (default: 16) :type max_jobs: int :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region - # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions :type spinner: bool """ + + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions with self.provisioning_lock: if self.provisioned: logger.error("Cannot provision dataplane, already provisioned!") From 39341770ee16c367e9344380dc26400de6a377d1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 15:41:32 -0700 Subject: [PATCH 112/186] remove old imports --- skyplane/api/dataplane.py | 1 - skyplane/api/pipeline.py | 1 - skyplane/planner/planner.py | 1 - skyplane/planner/solver.py | 2 +- 4 files changed, 1 insertion(+), 4 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 165ad1e78..ee62d021f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -17,7 +17,6 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.planner.topology import TopologyPlan, TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 87e73ba0e..7ce44c70c 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -17,7 +17,6 @@ from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig -# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.planner.planner import MulticastDirectPlanner from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 18aceb0a7..e2223ba7f 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -2,7 +2,6 @@ from typing import List, Optional, Tuple from skyplane import compute -from skyplane.planner.topology_old import ReplicationTopology from skyplane.planner.topology import TopologyPlan from skyplane.gateway.gateway_program import ( diff --git a/skyplane/planner/solver.py b/skyplane/planner/solver.py index c329b920e..08226180e 100644 --- a/skyplane/planner/solver.py +++ b/skyplane/planner/solver.py @@ -8,7 +8,7 @@ from typing import Dict, List, Optional, Tuple from skyplane import compute -from skyplane.planner.topology_old import ReplicationTopology +from skyplane.planner.topology import TopologyPlan from skyplane.utils import logger from skyplane.utils.definitions import GB From cd7876b34f306469ec82f921d08e8e1a92d6c055 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 15:46:27 -0700 Subject: [PATCH 113/186] remove pandas --- skyplane/cli/experiments/cli_profile.py | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/skyplane/cli/experiments/cli_profile.py b/skyplane/cli/experiments/cli_profile.py index 1f44300ad..8facee47a 100644 --- a/skyplane/cli/experiments/cli_profile.py +++ b/skyplane/cli/experiments/cli_profile.py @@ -5,7 +5,6 @@ from datetime import datetime, timezone from pathlib import Path -import pandas as pd import typer from rich.progress import Progress from typing import List, Optional, Tuple @@ -107,6 +106,9 @@ def throughput_grid( iperf3_runtime: int = typer.Option(5, help="Runtime for iperf3 in seconds"), iperf3_connections: int = typer.Option(64, help="Number of connections to test"), ): + + import pandas as pd + def check_stderr(tup): assert tup[1].strip() == "", f"Command failed, err: {tup[1]}" @@ -336,6 +338,8 @@ def latency_grid( azure_instance_class: str = typer.Option("Standard_D2_v3", help="Azure instance class to use"), gcp_instance_class: str = typer.Option("n2-standard-4", help="GCP instance class to use"), ): + + import pandas as pd # similar to throughput_grid but start all instances at once and then ping all pairs of instances concurrently def check_stderr(tup): From 7cfe7007c313819d1d26259cea92d87e7b3119be Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 16:56:09 -0700 Subject: [PATCH 114/186] update poetry --- poetry.lock | 3188 +++++++++++++++++++++++++++--------------------- pyproject.toml | 24 +- 2 files changed, 1817 insertions(+), 1395 deletions(-) diff --git a/poetry.lock b/poetry.lock index ad09e656b..2855261d5 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,16 +1,4 @@ -[[package]] -name = "attrs" -version = "22.1.0" -description = "Classes Without Boilerplate" -category = "dev" -optional = false -python-versions = ">=3.5" - -[package.extras] -dev = ["cloudpickle", "coverage[toml] (>=5.0.2)", "furo", "hypothesis", "mypy (>=0.900,!=0.940)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "sphinx", "sphinx-notfound-page", "zope.interface"] -docs = ["furo", "sphinx", "sphinx-notfound-page", "zope.interface"] -tests = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "zope.interface"] -tests_no_zope = ["cloudpickle", "coverage[toml] (>=5.0.2)", "hypothesis", "mypy (>=0.900,!=0.940)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins"] +# This file is automatically @generated by Poetry 1.4.2 and should not be changed by hand. [[package]] name = "azure-common" @@ -19,30 +7,42 @@ description = "Microsoft Azure Client Library for Python (Common)" category = "main" optional = true python-versions = "*" +files = [ + {file = "azure-common-1.1.28.zip", hash = "sha256:4ac0cd3214e36b6a1b6a442686722a5d8cc449603aa833f3f0f40bda836704a3"}, + {file = "azure_common-1.1.28-py2.py3-none-any.whl", hash = "sha256:5c12d3dcf4ec20599ca6b0d3e09e86e146353d443e7fcc050c9a19c1f9df20ad"}, +] [[package]] name = "azure-core" -version = "1.26.1" +version = "1.26.4" description = "Microsoft Azure Core Library for Python" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "azure-core-1.26.4.zip", hash = "sha256:075fe06b74c3007950dd93d49440c2f3430fd9b4a5a2756ec8c79454afc989c6"}, + {file = "azure_core-1.26.4-py3-none-any.whl", hash = "sha256:d9664b4bc2675d72fba461a285ac43ae33abb2967014a955bf136d9703a2ab3c"}, +] [package.dependencies] requests = ">=2.18.4" six = ">=1.11.0" -typing-extensions = ">=4.0.1" +typing-extensions = ">=4.3.0" [package.extras] aio = ["aiohttp (>=3.0)"] [[package]] name = "azure-identity" -version = "1.11.0" +version = "1.12.0" description = "Microsoft Azure Identity Library for Python" category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "azure-identity-1.12.0.zip", hash = "sha256:7f9b1ae7d97ea7af3f38dd09305e19ab81a1e16ab66ea186b6579d85c1ca2347"}, + {file = "azure_identity-1.12.0-py3-none-any.whl", hash = "sha256:2a58ce4a209a013e37eaccfd5937570ab99e9118b3e1acf875eed3a85d541b92"}, +] [package.dependencies] azure-core = ">=1.11.0,<2.0.0" @@ -58,6 +58,10 @@ description = "Microsoft Azure Authorization Management Client Library for Pytho category = "main" optional = true python-versions = ">=3.7" +files = [ + {file = "azure-mgmt-authorization-3.0.0.zip", hash = "sha256:0a5d7f683bf3372236b841cdbd4677f6b08ed7ce41b999c3e644d4286252057d"}, + {file = "azure_mgmt_authorization-3.0.0-py3-none-any.whl", hash = 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b26e8ee21..6443f3ff3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -1,7 +1,7 @@ [tool.poetry] name = "skyplane" packages = [{ include = "skyplane" }] -version = "0.2.1" +version = "0.3.1" description = "Skyplane efficiently transports data between cloud regions and providers." authors = ["Skyplane authors "] license = "Apache-2.0" @@ -32,6 +32,7 @@ azure-mgmt-network = { version = ">=10.0.0", optional = true } azure-mgmt-resource = { version = ">=11.0.0", optional = true } azure-mgmt-storage = { version = ">=11.0.0", optional = true } azure-mgmt-subscription = { version = ">=1.0.0", optional = true } +azure-mgmt-quota = { version = ">=1.1.0b3", optional = true} azure-storage-blob = { version = ">=12.0.0", optional = true } # gcp dependencies @@ -39,36 +40,43 @@ google-api-python-client = { version = ">=2.0.2", optional = true } google-auth = { version = ">=2.0.0", optional = true } google-cloud-compute = { version = ">=1.0.0", optional = true } google-cloud-storage = { version = ">=1.30.0", optional = true } +google-cloud-dataproc = { version = "^5.4.0", optional = true } + +# ibm dependencies +ibm-cloud-sdk-core = { version = ">=3.16.2", optional = true} +ibm-cos-sdk = { version = ">=2.12.2", optional = true} +ibm-cos-sdk-core = { version = ">=2.12.2", optional = true} +ibm-cos-sdk-s3transfer = { version = ">=2.12.2", optional = true} +ibm-vpc = { version = ">=0.15.0", optional = true} # solver dependencies -cvxpy = { version = ">=1.1.0", optional = true, extras = ["cvxopt"] } +cvxpy = { version = ">=1.1.0", optional = true } graphviz = { version = ">=0.15", optional = true } matplotlib = { version = ">=3.0.0", optional = true } numpy = { version = ">=1.19.0", optional = true } -# broadcast dependencies -networkx = { version = ">=2.5", optional = true } - # gateway dependencies flask = { version = "^2.1.2", optional = true } lz4 = { version = "^4.0.0", optional = true } pynacl = { version = "^1.5.0", optional = true } pyopenssl = { version = "^22.0.0", optional = true } werkzeug = { version = "^2.1.2", optional = true } +pyarrow = "^10.0.1" [tool.poetry.extras] aws = ["boto3"] -azure = ["azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob"] +azure = ["azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-quota", "azure-mgmt-subscription", "azure-storage-blob"] gcp = ["google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] -all = ["boto3", "azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob", "google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage"] +ibm = ["ibm-cloud-sdk-core", "ibm-cos-sdk", "ibm-vpc"] +all = ["boto3", "azure-identity", "azure-mgmt-authorization", "azure-mgmt-compute", "azure-mgmt-network", "azure-mgmt-resource", "azure-mgmt-storage", "azure-mgmt-subscription", "azure-storage-blob", "google-api-python-client", "google-auth", "google-cloud-compute", "google-cloud-storage", "ibm-cloud-sdk-core", "ibm-cos-sdk", "ibm-vpc"] gateway = ["flask", "lz4", "pynacl", "pyopenssl", "werkzeug"] solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] -broadcast = ["networkx", "numpy", "pandas", "cvxpy", "graphviz", "matplotlib"] [tool.poetry.dev-dependencies] pytest = ">=6.0.0" pytest-cov = ">=2.10.0" pytest-xdist = ">=2.0.0" +black = "^23.1.0" [build-system] requires = ["setuptools", "poetry-core>=1.2.0"] From 1bd7110dd43dcebce03d51e887a6f40ea74ae198 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 17:01:02 -0700 Subject: [PATCH 115/186] remove experiment import --- skyplane/cli/cli.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 52ca6da3f..5a9a800ab 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -7,7 +7,7 @@ import skyplane.cli.cli_cloud import skyplane.cli.cli_config -import skyplane.cli.experiments +#import skyplane.cli.experiments # disable experiments from skyplane import compute from skyplane.cli.cli_init import init from skyplane.cli.cli_transfer import cp, sync @@ -28,7 +28,7 @@ name="init", help="Initialize the Skyplane CLI with your cloud credentials", )(init) -app.add_typer(skyplane.cli.experiments.app, name="experiments") +#app.add_typer(skyplane.cli.experiments.app, name="experiments") # disable experiments app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") From 0a185590a3f0fbceec5691e4f8484120ca5f4dfe Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 18:58:52 -0700 Subject: [PATCH 116/186] fix most tests --- skyplane/obj_store/azure_blob_interface.py | 8 ++++---- skyplane/obj_store/s3_interface.py | 2 +- 2 files changed, 5 insertions(+), 5 deletions(-) diff --git a/skyplane/obj_store/azure_blob_interface.py b/skyplane/obj_store/azure_blob_interface.py index 335dd9fa0..f46c1bfd2 100644 --- a/skyplane/obj_store/azure_blob_interface.py +++ b/skyplane/obj_store/azure_blob_interface.py @@ -86,11 +86,11 @@ def list_objects(exceptions, self, prefix="") -> Iterator[AzureBlobObject]: try: for blob in blobs: yield AzureBlobObject( - "azure", - f"{self.account_name}/{blob.container}", blob.name, - blob.size, - blob.last_modified, + provider="azure", + bucket=f"{self.account_name}/{blob.container}", + size=blob.size, + last_modified=blob.last_modified, mime_type=getattr(blob.content_settings, "content_type", None), ) except exceptions.HttpResponseError as e: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 75db0283c..8ad7a1199 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -98,7 +98,7 @@ def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: objs = [] for obj in page.get("Contents", []): objs.append( - S3Object("aws", self.bucket_name, obj["Key"], obj["Size"], obj["LastModified"], mime_type=obj.get("ContentType")) + S3Object(obj["Key"], provider="aws", bucket=self.bucket_name, size=obj["Size"], last_modified=obj["LastModified"], mime_type=obj.get("ContentType")) ) yield from objs From 8de041481e9abc0f66f34af5a9011b99d09e05e6 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 18:59:07 -0700 Subject: [PATCH 117/186] reformat --- skyplane/cli/cli.py | 5 +++-- skyplane/cli/experiments/cli_profile.py | 3 +-- skyplane/obj_store/s3_interface.py | 9 ++++++++- 3 files changed, 12 insertions(+), 5 deletions(-) diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index 5a9a800ab..728fcfa60 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -7,7 +7,8 @@ import skyplane.cli.cli_cloud import skyplane.cli.cli_config -#import skyplane.cli.experiments # disable experiments + +# import skyplane.cli.experiments # disable experiments from skyplane import compute from skyplane.cli.cli_init import init from skyplane.cli.cli_transfer import cp, sync @@ -28,7 +29,7 @@ name="init", help="Initialize the Skyplane CLI with your cloud credentials", )(init) -#app.add_typer(skyplane.cli.experiments.app, name="experiments") # disable experiments +# app.add_typer(skyplane.cli.experiments.app, name="experiments") # disable experiments app.add_typer(skyplane.cli.cli_cloud.app, name="cloud") app.add_typer(skyplane.cli.cli_config.app, name="config") diff --git a/skyplane/cli/experiments/cli_profile.py b/skyplane/cli/experiments/cli_profile.py index 8facee47a..71afa9671 100644 --- a/skyplane/cli/experiments/cli_profile.py +++ b/skyplane/cli/experiments/cli_profile.py @@ -106,7 +106,6 @@ def throughput_grid( iperf3_runtime: int = typer.Option(5, help="Runtime for iperf3 in seconds"), iperf3_connections: int = typer.Option(64, help="Number of connections to test"), ): - import pandas as pd def check_stderr(tup): @@ -338,8 +337,8 @@ def latency_grid( azure_instance_class: str = typer.Option("Standard_D2_v3", help="Azure instance class to use"), gcp_instance_class: str = typer.Option("n2-standard-4", help="GCP instance class to use"), ): - import pandas as pd + # similar to throughput_grid but start all instances at once and then ping all pairs of instances concurrently def check_stderr(tup): diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 8ad7a1199..2392b2eda 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -98,7 +98,14 @@ def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: objs = [] for obj in page.get("Contents", []): objs.append( - S3Object(obj["Key"], provider="aws", bucket=self.bucket_name, size=obj["Size"], last_modified=obj["LastModified"], mime_type=obj.get("ContentType")) + S3Object( + obj["Key"], + provider="aws", + bucket=self.bucket_name, + size=obj["Size"], + last_modified=obj["LastModified"], + mime_type=obj.get("ContentType"), + ) ) yield from objs From 47d0cda1c11a499c9c4e77c810879b75d56fd21f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 20:50:26 -0700 Subject: [PATCH 118/186] cleanup --- examples/aws_bucket_replication.py | 368 ----------------------------- skyplane/api/config.py | 5 - 2 files changed, 373 deletions(-) delete mode 100644 examples/aws_bucket_replication.py diff --git a/examples/aws_bucket_replication.py b/examples/aws_bucket_replication.py deleted file mode 100644 index d60a9552a..000000000 --- a/examples/aws_bucket_replication.py +++ /dev/null @@ -1,368 +0,0 @@ -import boto3 -import concurrent.futures -from tqdm import tqdm -import pandas as pd -import skyplane -import os -import time -import json - -from skyplane.obj_store.s3_interface import S3Interface - -import logging # Logging Configuration - -fmt = "%(asctime)s [%(levelname)s] [%(module)s] - %(message)s" -logging.basicConfig(format=fmt, datefmt="%m/%d/%Y %I:%M:%S") -logging.getLogger("werkzeug").setLevel(logging.ERROR) - -from absl import app -from absl import flags - -from skyplane.utils.fn import do_parallel - -FLAGS = flags.FLAGS -flags.DEFINE_string("src_region", None, "Source region") -flags.DEFINE_spaceseplist("dst_regions", None, "Destination regions") -flags.DEFINE_string("target_data", None, "Target data directory specified by S3 URI") - - -def bucket_handle(region): - # return f"broadcast-experiment-{region}" - return f"broadcast-imagenet-images-{region}" - - -def delete_policy(policy_arn): - client = boto3.client("iam") - response = client.delete_policy(PolicyArn=policy_arn) - - -def delete_role(role_name, policy_arn, batch_policy_arn): - client = boto3.client("iam") - response = client.detach_role_policy(RoleName=role_name, PolicyArn=policy_arn) - print("Successfully detached policy", policy_arn) - response = client.detach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) - print("Successfully detached policy", batch_policy_arn) - response = client.delete_role(RoleName=role_name) - print("Deleted role", role_name) - - -def create_iam_role(src_region, dst_regions): - """ - Create IAM policies for continual replication and batch replication, and attach to a single policy. - The policies are applied to all the destination region buckets and source region bucket. - """ - - client = boto3.client("iam") - bucket_names = [bucket_handle(region.split(":")[1]) for region in [src_region] + dst_regions] - - # S3 batch job policy - batch_policy = { - "Version": "2012-10-17", - "Statement": [ - {"Effect": "Allow", "Action": ["s3:InitiateReplication"], "Resource": f"arn:aws:s3:::{bucket_names[0]}/*"}, - {"Effect": "Allow", "Action": ["s3:GetObject", "s3:GetObjectVersion"], "Resource": ["arn:aws:s3:::{{ManifestDestination}}/*"]}, - {"Effect": "Allow", "Action": ["s3:PutObject"], "Resource": ["arn:aws:s3:::laion-400m-dataset/*"]}, - { - "Effect": "Allow", - "Action": ["s3:GetReplicationConfiguration", "s3:PutInventoryConfiguration"], - "Resource": "arn:aws:s3:::broadcast-experiment-us-east-1", - }, - {"Effect": "Allow", "Action": ["s3:PutObject"], "Resource": "arn:aws:s3:::{{ManifestDestination}}/*"}, - ], - } - - # S3 replication rule policy - policy = { - "Version": "2012-10-17", - "Statement": [ - { - "Action": [ - "s3:ListBucket", - "s3:GetReplicationConfiguration", - "s3:GetObjectVersionForReplication", - "s3:GetObjectVersionAcl", - "s3:GetObjectVersionTagging", - "s3:GetObjectRetention", - "s3:GetObjectLegalHold", - ], - "Effect": "Allow", - "Resource": [f"arn:aws:s3:::{bucket_name}" for bucket_name in bucket_names] - + [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names], - }, - { - "Action": ["s3:ReplicateObject", "s3:ReplicateDelete", "s3:ReplicateTags", "s3:ObjectOwnerOverrideToBucketOwner"], - "Effect": "Allow", - "Resource": [f"arn:aws:s3:::{bucket_name}/*" for bucket_name in bucket_names], - }, - ], - } - - # create policies - role_name = f"skyplane-bucket-replication-role-{int(time.time())}" - policy_name = f"skyplane-bucket-replication-policy-{int(time.time())}" - - response = client.create_policy(PolicyName=policy_name, PolicyDocument=json.dumps(policy)) - policy_arn = response["Policy"]["Arn"] - print("Created policy ARN", policy_arn) - - response = client.create_policy(PolicyName="batch" + policy_name, PolicyDocument=json.dumps(batch_policy)) - batch_policy_arn = response["Policy"]["Arn"] - print("Created batch policy ARN", batch_policy_arn) - - # allow assume role for s3 and batch - assume_role_policy_document = { - "Version": "2012-10-17", - "Statement": [ - {"Effect": "Allow", "Principal": {"Service": "s3.amazonaws.com"}, "Action": "sts:AssumeRole"}, - {"Effect": "Allow", "Principal": {"Service": "batchoperations.s3.amazonaws.com"}, "Action": "sts:AssumeRole"}, - ], - } - # create role - resp = client.create_role(RoleName=role_name, AssumeRolePolicyDocument=json.dumps(assume_role_policy_document)) - role_arn = resp["Role"]["Arn"] - print("Created role", role_name, role_arn) - - time.sleep(5) # wait for role to finish creating - - # attach policies to role - response = client.attach_role_policy(RoleName=role_name, PolicyArn=policy_arn) - response = client.attach_role_policy(RoleName=role_name, PolicyArn=batch_policy_arn) - - return role_name, role_arn, policy_arn, batch_policy_arn - - -def write_source_data(src_region, target_data, directory): - """ - Use AWS CLI to copy data from target data directory into bucket - """ - bucket_name = bucket_handle(src_region.split(":")[1]) - sync_command = f"aws s3 sync {target_data} s3://{bucket_name}/{directory}/" - print("Syncing data to source bucket", sync_command) - os.system(sync_command) - - -def main(argv): - src_region = FLAGS.src_region - dst_regions = list(FLAGS.dst_regions) - directory = "test_replication" - experiment_name = f"aws_replication_{int(time.time())}" - print("Destinations:", dst_regions) - - buckets = {} - - # with concurrent.futures.ProcessPoolExecutor() as executor: - # create temporary bucket for each region - def setup_bucket(region): - region = region.split(":")[1] - bucket_name = bucket_handle(region) - bucket = S3Interface(bucket_name) - - try: - bucket.create_bucket(region) - print(f"Created bucket {bucket_name} in {region}") - # buckets[region] = bucket - - # clear bucket - print("Deleting bucket versions...") - s3 = boto3.resource("s3", region_name=region) - response = s3.Bucket(bucket_name).object_versions.delete() - - # set object versioning - print("Setting object versioning...") - response = bucket._s3_client(region).put_bucket_versioning(Bucket=bucket_name, VersioningConfiguration={"Status": "Enabled"}) - print(f"Enabled bucket versioning for {bucket_name}") - except Exception as e: - print("ERROR", e) - - return bucket - - for region, bucket in do_parallel(setup_bucket, dst_regions + [src_region]): - region = region.split(":")[1] - assert bucket is not None, f"Bucket is none {region}" - buckets[region] = bucket - - # futures = [] - # for region in [src_region] + dst_regions: - # #futures.append(executor.submit(setup_bucket, region)) - # print("future", region) - # print("waiting", futures) - # concurrent.futures.wait(futures) - # results = [f.result() for f in futures] - # print(results) - - # put replication policy - src_name = bucket_handle(src_region.split(":")[1]) - # creat iam roles - role_name, role_arn, policy_arn, batch_policy_arn = create_iam_role(src_region, dst_regions) - time.sleep(5) - - client = buckets[src_region.split(":")[1]]._s3_client(src_region.split(":")[1]) - rules = [] - for dst_region in dst_regions: - dest_name = bucket_handle(dst_region.split(":")[1]) - print("destination:", f"arn:aws:s3:::{dest_name}", "priority:", dst_regions.index(dst_region)) - rules.append( - { - "ID": dst_region, - "Priority": dst_regions.index(dst_region), - "Filter": {"Prefix": f"{directory}/"}, - "Status": "Enabled", - #'ExistingObjectReplication': { - # 'Status': 'Enabled' - # }, - "Destination": { - "Bucket": f"arn:aws:s3:::{dest_name}", - "StorageClass": "STANDARD", - "ReplicationTime": {"Status": "Enabled", "Time": {"Minutes": 15}}, - "Metrics": {"Status": "Enabled", "EventThreshold": {"Minutes": 15}}, - }, - "DeleteMarkerReplication": {"Status": "Disabled"}, - } - ) - # create replication config - try: - resp = client.put_bucket_replication(Bucket=src_name, ReplicationConfiguration={"Role": role_arn, "Rules": rules}) - except Exception as e: - delete_role(role_name, policy_arn, batch_policy_arn) - delete_policy(policy_arn) - delete_policy(batch_policy_arn) - print("Error creating replication rule", e) - return - - # write data to source - use skyplane to quickly copy some target data into the source bucket - # NOTE: only data copied after the replication rules are created will get copied - src_region = src_region.split(":")[1] - target_data_bucket = FLAGS.target_data.split("/")[2] - target_data_region = S3Interface(target_data_bucket).aws_region - src_bucket = bucket_handle(src_region) - client = skyplane.SkyplaneClient(aws_config=skyplane.AWSConfig()) - print(f"Log dir: {client.log_dir}/client.log") - - dp = client.dataplane( - "aws", target_data_region, "aws", src_region, n_vms=8 - ) # TODO: pass in target_throughput that we also pass to broadcast? - with dp.auto_deprovision(): - # copy data with skyplane to source bucket - dp.provision(spinner=True) - dp.queue_copy(FLAGS.target_data, f"s3://{src_bucket}/{directory}", recursive=True) - print("Waiting for data to copy to source bucket...") - - # TODO: make this async, and as chunk complete, send them to the broadcast dataplane - start_transfer = time.time() - dp.run() - end_transfer = time.time() - - # TODO: write custom broadcast dataplane that has replicate-random -> bucket (i.e. data generation) - - # wait for copy at destinations - target_objects = list(buckets[src_region].list_objects(prefix=directory)) - print(f"Waiting for len(target_objects) to replicate", experiment_name) - num_src = len(target_objects) - # TODO: replace with better monitoring - completed = {} - while True: - # TODO: create seperate thread to approximate the replication time - # completed = 0 - # for region, bucket in buckets.items(): - # if region == src_region: continue - - def is_completed(region_bucket): - region, bucket = region_bucket - bucket = buckets[region] - objs = list(bucket.list_objects(prefix=directory)) - num_dest = len(objs) - print(f"{region}: Object replicated = {len(objs)} / {len(target_objects)}") - if num_dest == num_src: - return True - return False - - just_completed = do_parallel(is_completed, [(region, bucket) for region, bucket in buckets.items() if region != src_region]) - for (region, bucket), done in just_completed: - if done and region not in completed: - completed[region] = time.time() - print(just_completed) - print(completed) - - if len(list(completed.keys())) == len(dst_regions): - break - - results = [] - for region, complete_time in completed.items(): - results.append( - { - "src_region": src_region, - "dst_region": region, - "complete_time": complete_time, - "start_time": start_transfer, - "end_time": end_transfer, - } - ) - pd.DataFrame(results).to_csv(f"{experiment_name}.csv") - print(f"{experiment_name}.csv") - - # futures = [] - # for region, bucket in buckets.items(): - # if region == src_region: - # continue - # futures.append(executor.submit(setup_bucket, region)) - # completed = concurrent.futures.wait(futures) - # if all(completed): - # print("all completed") - # break - - # with concurrent.futures.ProcessPoolExecutor() as executor: - # completed = executor.map(is_completed, [r for r in buckets.keys() if r != src_region]) - # print(completed, buckets.keys()) - # if all(completed): - # print("all completed") - # break - - # if completed == len(list(buckets.keys())) - 1: - # print("All replication completed!") - # break - - # write results - # results = [] - # src_objs = list(buckets[src_region].list_objects(prefix=directory)) - # for region, bucket in buckets.items(): - # print(region) - # if region == src_region: continue - # dest_objs = list(bucket.list_objects(prefix=directory)) - - # for src_obj, dest_obj in zip(src_objs, dest_objs): - # assert src_obj.size == dest_obj.size - # results.append({ - # "name": src_obj.key, - # "src_last_modified": src_obj.last_modified, - # "dest_last_modified": dest_obj.last_modified, - # "size": src_obj.size, - # "src_region": src_region, - # "dest_region": region - # }) - # df = pd.DataFrame(results) - # df.to_csv(f"{experiment_name}.csv") - # print(f"{experiment_name}.csv") - - # for src_obj in tqdm(buckets[src_region].list_objects(prefix=directory)): - # for region, bucket in buckets.items(): - # if region == src_region: - # continue - - # metadata = bucket.get_obj_metadata(src_obj.key) - # results.append({ - # "name": src_obj.key, - # "src_last_modified": src_obj.last_modified, - # "dest_last_modified": metadata["LastModified"], - # "size": metadata["ContentLength"], - # "src_region": src_region, - # "dest_region": region - # }) - # print(metadata) - # cleanup IAM roles and policies - delete_role(role_name, policy_arn, batch_policy_arn) - delete_policy(policy_arn) - delete_policy(batch_policy_arn) - - -if __name__ == "__main__": - app.run(main) diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 2f750f7ac..68b3c4228 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -83,14 +83,9 @@ class TransferConfig: ibmcloud_use_spot_instances: bool = False aws_instance_class: str = "m5.8xlarge" -<<<<<<< HEAD azure_instance_class: str = "Standard_D2_v5" gcp_instance_class: str = "n2-standard-16" ibmcloud_instance_class: str = "bx2-2x8" -======= - azure_instance_class: str = "Standard_D32_v5" # note: setting to lower values may have too little memory - gcp_instance_class: str = "n2-standard-32" ->>>>>>> 8de041481e9abc0f66f34af5a9011b99d09e05e6 gcp_use_premium_network: bool = True # multipart config From 8b8b718970bec6025a2975a17a91437c769a16cb Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 23:10:12 -0700 Subject: [PATCH 119/186] fixed after merge thank god --- docs/_api/skyplane.api.config.rst | 3 +- poetry.lock | 14 ++++----- skyplane/api/client.py | 4 +-- skyplane/api/dataplane.py | 13 ++++---- skyplane/api/transfer_job.py | 30 +++++++++++-------- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 11 +++---- skyplane/gateway/gateway_daemon.py | 1 - skyplane/gateway/gateway_daemon_api.py | 1 - skyplane/obj_store/gcs_interface.py | 10 +++---- skyplane/obj_store/object_store_interface.py | 2 +- skyplane/planner/planner.py | 1 + skyplane/planner/topology.py | 2 +- skyplane/test_pipeline.py | 2 +- 13 files changed, 48 insertions(+), 46 deletions(-) diff --git a/docs/_api/skyplane.api.config.rst b/docs/_api/skyplane.api.config.rst index 0cf874fd0..70bcc6708 100644 --- a/docs/_api/skyplane.api.config.rst +++ b/docs/_api/skyplane.api.config.rst @@ -1,4 +1,4 @@ -skyplane.api.config +skyplane.api.config =================== .. automodule:: skyplane.api.config @@ -21,6 +21,7 @@ skyplane.api.config AuthenticationConfig AzureConfig GCPConfig + IBMCloudConfig TransferConfig diff --git a/poetry.lock b/poetry.lock index 2855261d5..4d0ec884e 100644 --- a/poetry.lock +++ b/poetry.lock @@ -299,18 +299,18 @@ uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "boto3" -version = "1.26.118" +version = "1.26.119" description = "The AWS SDK for Python" category = "main" optional = false python-versions = ">= 3.7" files = [ - {file = "boto3-1.26.118-py3-none-any.whl", hash = "sha256:1ff703152553f4d5fc9774071d114dbf06ec661eb1b29b6051f6b1f9d0c24873"}, - {file = "boto3-1.26.118.tar.gz", hash = "sha256:d0ed43228952b55c9f44d1c733f74656418c39c55dbe36bc37feeef6aa583ded"}, + {file = "boto3-1.26.119-py3-none-any.whl", hash = "sha256:c7104f4f805df011dd5528aff63d712ff5261294e547724d03a3b5639bd164ac"}, + {file = "boto3-1.26.119.tar.gz", hash = "sha256:13a041885068d0bfc2104255f2bcb06a1e0c036bcd009ef018f9953b31c20dde"}, ] [package.dependencies] -botocore = ">=1.29.118,<1.30.0" +botocore = ">=1.29.119,<1.30.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.6.0,<0.7.0" @@ -319,14 +319,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.29.118" +version = "1.29.119" description = "Low-level, data-driven core of boto 3." category = "main" optional = false python-versions = ">= 3.7" files = [ - {file = "botocore-1.29.118-py3-none-any.whl", hash = "sha256:44cb088a73b02dd716c5c5715143a64d5f10388957285246e11f3cc893eebf9d"}, - {file = "botocore-1.29.118.tar.gz", hash = "sha256:b51fc5d50cbc43edaf58b3ec4fa933b82755801c453bf8908c8d3e70ae1142c1"}, + {file = "botocore-1.29.119-py3-none-any.whl", hash = "sha256:c45709682e8c9a945a7cdfa0846599aa4c90403ffbcef8cbc412a6ea92a21d45"}, + {file = "botocore-1.29.119.tar.gz", hash = "sha256:cd79c7ecf1888dc982ed7e005515324c0e2d7f8aa9ab03a8ee8ece8a2dd3297c"}, ] [package.dependencies] diff --git a/skyplane/api/client.py b/skyplane/api/client.py index ab9fbf01b..6f839d6f5 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -71,9 +71,9 @@ def __init__( ibmcloud_auth=self.ibmcloud_auth, ) - def pipeline(self): + def pipeline(self, debug=False): """Create a pipeline object to queue jobs""" - return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config) + return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug) def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): """ diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index dad8c115a..6145bb964 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -157,17 +157,17 @@ def provision( :param max_jobs: maximum number of provision jobs to launch concurrently (default: 16) :type max_jobs: int :param spinner: whether to show the spinner during the job (default: False)its to determine how many instances to create in each region - # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions :type spinner: bool """ + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions with self.provisioning_lock: if self.provisioned: logger.error("Cannot provision dataplane, already provisioned!") return - is_aws_used = any(n.region.startswith("aws:") for n in self.topology.nodes) - is_azure_used = any(n.region.startswith("azure:") for n in self.topology.nodes) - is_gcp_used = any(n.region.startswith("gcp:") for n in self.topology.nodes) - is_ibmcloud_used = any(n.region.startswith("ibmcloud:") for n in self.topology.nodes) + is_aws_used = any(n.region_tag.startswith("aws:") for n in self.topology.get_gateways()) + is_azure_used = any(n.region_tag.startswith("azure:") for n in self.topology.get_gateways()) + is_gcp_used = any(n.region_tag.startswith("gcp:") for n in self.topology.get_gateways()) + is_ibmcloud_used = any(n.region_tag.startswith("ibmcloud:") for n in self.topology.get_gateways()) # create VMs from the topology for node in self.topology.get_gateways(): @@ -254,9 +254,6 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): :type spinner: bool """ with self.provisioning_lock: - if self.debug: - logger.fs.info(f"Copying gateway logs to {self.transfer_dir}") - print(f"Copying gateway logs to {self.transfer_dir}") if self.debug: logger.fs.info(f"Copying gateway logs to {self.transfer_dir}") self.copy_gateway_logs() diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 7c8126ccf..57ba5501b 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -21,7 +21,8 @@ from skyplane.chunk import Chunk, ChunkRequest from skyplane.obj_store.azure_blob_interface import AzureBlobObject from skyplane.obj_store.gcs_interface import GCSObject -from skyplane.obj_store.object_store_interface import StorageInterface, ObjectStoreObject +from skyplane.obj_store.storage_interface import StorageInterface +from skyplane.obj_store.object_store_interface import ObjectStoreObject, ObjectStoreInterface from skyplane.obj_store.s3_interface import S3Object from skyplane.utils import logger from skyplane.utils.definitions import MB @@ -100,11 +101,9 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + #print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) - print("Region", dest_iface.region_tag(), "upload id", upload_id) - print("UPLOAD ID", upload_id_mapping) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue # get source and destination object and then compute number of chunks @@ -254,15 +253,18 @@ def transfer_pair_generator( # collect list of destination objects dest_objs = {} dest_keys = [] - for dst_iface in self.dst_ifaces: + for i in range(len(self.dst_ifaces)): + dst_iface = self.dst_ifaces[i] + dst_prefix = dst_prefixes[i] dest_provider, dest_region = dst_iface.region_tag().split(":") - dst_prefix = dst_prefixes[self.dst_ifaces.index(dst_iface)] + print("index", i, dst_prefixes, dst_prefix, "region", dst_iface) try: dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) + print("key", dest_key, "prefix", dst_prefix) assert ( dest_key[: len(dst_prefix)] == dst_prefix ), f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" - dest_keys.append(dest_key[len(dst_prefix) :]) + dest_keys.append(dest_key[len(dst_prefix):]) except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None @@ -275,9 +277,13 @@ def transfer_pair_generator( dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") + print("dest_obj", dest_obj) + print(dest_objs) dest_objs[dst_iface.region_tag()] = dest_obj # assert that all destinations share the same post-fix key + print("DEST KEYS", dest_keys, "prefix", dst_prefixes) + print("DEST OBJS", dest_objs) assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" n_objs += 1 @@ -315,6 +321,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: + print("source key", src_obj.key) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -466,7 +473,7 @@ def src_iface(self) -> StorageInterface: """Return the source object store interface""" if not hasattr(self, "_src_iface"): provider_src, bucket_src, _ = parse_path(self.src_path) - self._src_iface = StorageInterface.create(f"{provider_src}:infer", bucket_src) + self._src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) if self.requester_pays: self._src_iface.set_requester_bool(True) return self._src_iface @@ -614,20 +621,17 @@ def dispatch( # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] region_dst_gateways = dataplane.sink_gateways() - print("REGION DEST", region_dst_gateways) for region_tag, dst_gateways in region_dst_gateways.items(): - print("upload id batch", [cr.upload_id_mapping for cr in upload_id_batch]) for dst_gateway in dst_gateways: # collect upload id mappings per region mappings = {} for message in upload_id_batch: for region_tag, (key, id) in message.upload_id_mapping.items(): - print(region_tag, dst_gateway.region_tag) if region_tag == dst_gateway.region_tag: mappings[key] = id - print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) - print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) + #print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) + #print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) # send mapping to gateway reply = self.http_pool.request( "POST", diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index d518e1a62..39c3411fb 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -24,15 +24,14 @@ import logging import uuid import random -from ibm_vpc import VpcV1 -from ibm_cloud_sdk_core.authenticators import IAMAuthenticator -from ibm_cloud_sdk_core import ApiException from concurrent.futures import ThreadPoolExecutor from skyplane.compute.ibmcloud.ibm_gen2.ssh_client import SSHClient from skyplane.compute.ibmcloud.ibm_gen2.constants import COMPUTE_CLI_MSG, CACHE_DIR from skyplane.compute.ibmcloud.ibm_gen2.utils import load_yaml_config, dump_yaml_config, delete_yaml_config +from skyplane.utils import imports + logger = logging.getLogger(__name__) INSTANCE_START_TIMEOUT = 180 * 2 @@ -40,6 +39,8 @@ class IBMVPCBackend: + + @imports.inject("ibm_vpc", "ibm_cloud_sdk_core.authenticators", "ibm_cloud_sdk_core", pip_extra="ibmcloud") def __init__(self, ibm_vpc_config): logger.debug("Creating IBM VPC client") self.name = "ibm_gen2" @@ -60,8 +61,8 @@ def __init__(self, ibm_vpc_config): self.workers = [] self.iam_api_key = self.config.get("iam_api_key") - authenticator = IAMAuthenticator(self.iam_api_key, url=self.config.get("iam_endpoint")) - self.vpc_cli = VpcV1(VPC_API_VERSION, authenticator=authenticator) + authenticator = ibm_cloud_sdk_core.authenticators(self.iam_api_key, url=self.config.get("iam_endpoint")) + self.vpc_cli = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) self.vpc_cli.set_service_url(self.config["endpoint"] + "/v1") user_agent_string = "ibm_vpc_{}".format(self.config["user_agent"]) diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index aac54f47d..98b739498 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -322,7 +322,6 @@ def exit_handler(signum, frame): signal.signal(signal.SIGTERM, exit_handler) logger.info("[gateway_daemon] Starting daemon loop") - logger.info(self.chunk_store.get_chunk_requests()) try: while not exit_flag.is_set() and not self.error_event.is_set(): self.api_server.pull_chunk_status_queue() diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 7b6c2b35b..cd6e04107 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -251,7 +251,6 @@ def get_chunk_request(chunk_id: int): def add_chunk_request(): print(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") - logger.info(f"Adding chunk request {request.json}") n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue return jsonify({"status": "ok", "n_added": n_added}) diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 409ec5c41..d17b92b16 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -17,8 +17,6 @@ class GCSObject(ObjectStoreObject): - provider = "gcs" - def full_path(self): return os.path.join(f"gs://{self.bucket}", self.key) @@ -30,12 +28,14 @@ def __init__(self, bucket_name: str): self._gcs_client = self.auth.get_storage_client() self._requests_session = requests.Session() self.provider = "gcp" + #self.region_tag = self.a def path(self): return f"gs://{self.bucket_name}" + @property - @lru_cache(maxsize=1) + #@lru_cache(maxsize=1) def gcp_region(self): def map_region_to_zone(region) -> str: """Resolves bucket locations to a valid zone.""" @@ -79,7 +79,6 @@ def bucket(self) -> str: return self.bucket_name def bucket_exists(self): - print("list client objects") iterator = self._gcs_client.list_blobs(self.bucket_name, page_size=1) try: next(iterator.pages, None) @@ -115,6 +114,7 @@ def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: for blob in blobs: yield GCSObject( blob.name, + provider="gcp", bucket=self.bucket_name, size=blob.size, last_modified=blob.updated, @@ -125,7 +125,7 @@ def delete_objects(self, keys: List[str]): for key in keys: self._gcs_client.bucket(self.bucket_name).blob(key).delete() - @lru_cache(maxsize=1024) + #@lru_cache(maxsize=1024) def get_obj_metadata(self, obj_name): bucket = self._gcs_client.bucket(self.bucket_name) blob = bucket.get_blob(obj_name) diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index 1468af4ae..d1b47a09a 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -111,13 +111,13 @@ def complete_multipart_upload(self, dst_object_name: str, upload_id: str) -> Non @staticmethod def create(region_tag: str, bucket: str): + # TODO: modify this to also support local file if region_tag.startswith("aws"): from skyplane.obj_store.s3_interface import S3Interface return S3Interface(bucket) elif region_tag.startswith("gcp"): from skyplane.obj_store.gcs_interface import GCSInterface - return GCSInterface(bucket) elif region_tag.startswith("azure"): from skyplane.obj_store.azure_blob_interface import AzureBlobInterface diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index e2223ba7f..5a7aade54 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -94,6 +94,7 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + print(jobs[0].src_iface) src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index fb89510ce..74d4e1980 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -27,7 +27,7 @@ def __init__(self, region_tag: str, gateway_id: str): @property def provider(self): """Get the provider of the gateway""" - return self.region.split(":")[0] + return self.region_tag.split(":")[0] @property def region(self): diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index 221bed0bc..15da8b63c 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -3,7 +3,7 @@ client = SkyplaneClient() -pipeline = client.pipeline() +pipeline = client.pipeline(debug=True) # single direct transfer # pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") From 14b55800dcebb638923e322b35bb8405d0cebafc Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 24 Apr 2023 23:32:51 -0700 Subject: [PATCH 120/186] reformat --- skyplane/api/transfer_job.py | 10 ++--- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 1 - skyplane/obj_store/file_system_interface.py | 1 + skyplane/obj_store/gcs_interface.py | 7 ++-- skyplane/obj_store/object_store_interface.py | 3 +- skyplane/obj_store/storage_interface.py | 37 +++++++++++++++++++ skyplane/test_pipeline.py | 6 ++- 7 files changed, 53 insertions(+), 12 deletions(-) create mode 100644 skyplane/obj_store/storage_interface.py diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 57ba5501b..2fc648fb7 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -101,7 +101,7 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - #print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + # print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue @@ -264,7 +264,7 @@ def transfer_pair_generator( assert ( dest_key[: len(dst_prefix)] == dst_prefix ), f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" - dest_keys.append(dest_key[len(dst_prefix):]) + dest_keys.append(dest_key[len(dst_prefix) :]) except exceptions.MissingObjectException as e: logger.fs.exception(e) raise e from None @@ -281,7 +281,7 @@ def transfer_pair_generator( print(dest_objs) dest_objs[dst_iface.region_tag()] = dest_obj - # assert that all destinations share the same post-fix key + # assert that all destinations share the same post-fix key print("DEST KEYS", dest_keys, "prefix", dst_prefixes) print("DEST OBJS", dest_objs) assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" @@ -630,8 +630,8 @@ def dispatch( if region_tag == dst_gateway.region_tag: mappings[key] = id - #print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) - #print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) + # print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) + # print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) # send mapping to gateway reply = self.http_pool.request( "POST", diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index 39c3411fb..1a4ab6c46 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -39,7 +39,6 @@ class IBMVPCBackend: - @imports.inject("ibm_vpc", "ibm_cloud_sdk_core.authenticators", "ibm_cloud_sdk_core", pip_extra="ibmcloud") def __init__(self, ibm_vpc_config): logger.debug("Creating IBM VPC client") diff --git a/skyplane/obj_store/file_system_interface.py b/skyplane/obj_store/file_system_interface.py index e3747e1fd..cd37b2b83 100644 --- a/skyplane/obj_store/file_system_interface.py +++ b/skyplane/obj_store/file_system_interface.py @@ -2,6 +2,7 @@ from typing import Iterator, List, Optional from skyplane.obj_store.storage_interface import StorageInterface + @dataclass class LocalFile: """Defines file on local node.""" diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index d17b92b16..1d7082a67 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -28,14 +28,13 @@ def __init__(self, bucket_name: str): self._gcs_client = self.auth.get_storage_client() self._requests_session = requests.Session() self.provider = "gcp" - #self.region_tag = self.a + # self.region_tag = self.a def path(self): return f"gs://{self.bucket_name}" - @property - #@lru_cache(maxsize=1) + # @lru_cache(maxsize=1) def gcp_region(self): def map_region_to_zone(region) -> str: """Resolves bucket locations to a valid zone.""" @@ -125,7 +124,7 @@ def delete_objects(self, keys: List[str]): for key in keys: self._gcs_client.bucket(self.bucket_name).blob(key).delete() - #@lru_cache(maxsize=1024) + # @lru_cache(maxsize=1024) def get_obj_metadata(self, obj_name): bucket = self._gcs_client.bucket(self.bucket_name) blob = bucket.get_blob(obj_name) diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index d1b47a09a..7717e86a2 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -111,13 +111,14 @@ def complete_multipart_upload(self, dst_object_name: str, upload_id: str) -> Non @staticmethod def create(region_tag: str, bucket: str): - # TODO: modify this to also support local file + # TODO: modify this to also support local file if region_tag.startswith("aws"): from skyplane.obj_store.s3_interface import S3Interface return S3Interface(bucket) elif region_tag.startswith("gcp"): from skyplane.obj_store.gcs_interface import GCSInterface + return GCSInterface(bucket) elif region_tag.startswith("azure"): from skyplane.obj_store.azure_blob_interface import AzureBlobInterface diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py new file mode 100644 index 000000000..768104a65 --- /dev/null +++ b/skyplane/obj_store/storage_interface.py @@ -0,0 +1,37 @@ +from skyplane.utils import logger + +class StorageInterface: + def path(self) -> str: + raise NotImplementedError() + + def exists(self, obj_name: str) -> bool: + raise NotImplementedError() + + @staticmethod + def create(region_tag: str, bucket: str): + # TODO: modify this to also support local file + if region_tag.startswith("aws"): + from skyplane.obj_store.s3_interface import S3Interface + + return S3Interface(bucket) + elif region_tag.startswith("gcp"): + from skyplane.obj_store.gcs_interface import GCSInterface + + return GCSInterface(bucket) + elif region_tag.startswith("azure"): + from skyplane.obj_store.azure_blob_interface import AzureBlobInterface + + storage_account, container = bucket.split("/", 1) # / + return AzureBlobInterface(storage_account, container) + + elif region_tag.startswith("ibmcloud"): + from skyplane.obj_store.cos_interface import COSInterface + + return COSInterface(bucket, region_tag) + elif region_tag.startswith("hdfs"): + from skyplane.obj_store.hdfs_interface import HDFSInterface + + logger.fs.debug(f"attempting to create hdfs bucket {bucket}") + return HDFSInterface(host=bucket) + else: + raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py index 15da8b63c..02dab153e 100644 --- a/skyplane/test_pipeline.py +++ b/skyplane/test_pipeline.py @@ -12,7 +12,11 @@ # TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) pipeline.queue_copy( src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", - dst=["gs://test-destination-2/OPT-66B/", "gs://skyplane-broadcast-test-southamerica-east1-a/"], + dst=[ + "gs://test-destination-2/OPT-66B/", + "gs://skyplane-broadcast-test-southamerica-east1-a/", + "gs://skyplane-broadcast-test-europe-west2/test/", + ], ) pipeline.start() From 9256710e873acb86cceef18eafc2669c262566e0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 16:52:54 -0700 Subject: [PATCH 121/186] reformat and add cost estimate fixes --- skyplane/api/client.py | 92 +++++----------------- skyplane/api/dataplane.py | 43 ---------- skyplane/api/pipeline.py | 90 +++++++++------------ skyplane/api/transfer_job.py | 15 ++-- skyplane/cli/impl/progress_bar.py | 65 +-------------- skyplane/compute/gcp/gcp_cloud_provider.py | 4 - skyplane/obj_store/storage_interface.py | 1 + skyplane/planner/planner.py | 7 ++ skyplane/planner/topology.py | 3 +- tests/integration/test_cost_estimate.py | 6 +- 10 files changed, 77 insertions(+), 249 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 6f839d6f5..ee466518f 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -75,7 +75,7 @@ def pipeline(self, debug=False): """Create a pipeline object to queue jobs""" return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug) - def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): + def copy(self, src: str, dst: str, recursive: bool = False): """ A simple version of Skyplane copy. It automatically waits for transfer to complete (the main thread is blocked) and deprovisions VMs at the end. @@ -89,81 +89,25 @@ def copy(self, src: str, dst: str, recursive: bool = False, num_vms: int = 1): :param num_vms: The maximum number of instances to use per region (default: 1) :type num_vms: int """ - provider_src, bucket_src, self.src_prefix = parse_path(src) - provider_dst, bucket_dst, self.dst_prefix = parse_path(dst) - self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) - self.dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) - if self.transfer_config.requester_pays: - self.src_iface.set_requester_bool(True) - self.dst_iface.set_requester_bool(True) - src_region = self.src_iface.region_tag() - dst_region = self.dst_iface.region_tag() - dp = self.dataplane(*src_region.split(":"), *dst_region.split(":"), n_vms=num_vms) - with dp.auto_deprovision(): - dp.provision(spinner=True) - dp.queue_copy(src, dst, recursive=recursive) - dp.run() - # methods to create dataplane - def dataplane( - self, - src_cloud_provider: str, - src_region: str, - dst_cloud_provider: str, - dst_region: str, - solver_type: str = "direct", - solver_required_throughput_gbits: float = 1, - n_vms: int = 1, - n_connections: int = 32, - debug: bool = False, - ) -> Dataplane: - """ - Create a dataplane and calculates the transfer topology. + pipeline = self.pipeline() + pipeline.queue_copy(src, dst, recursive=recursive) + pipeline.run() - :param src_cloud_provider: the name of the source cloud provider - :type src_cloud_provider: str - :param src_region: the name of the source region bucket - :type src_region: str - :param dst_cloud_provider: the name of the destination cloud provider - :type dst_cloud_provider: str - :param dst_region: the name of the destination region bucket - :type dst_region: str - :param type: the type of the solver for calculating the topology (default: "direct") - :type type: str - :param num_vms: The maximum number of instances to use per region (default: 1) - :type num_vms: int - :param n_connections: The maximum number of connections to use in topology per region (default: 32) - :type n_connections: int - :param debug: If true, will print debug logs (default: False) - :type debug: bool - """ - if solver_type.lower() == "direct": - planner = DirectPlanner(src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections) - topo = planner.plan() - logger.fs.info(f"[SkyplaneClient.direct_dataplane] Topology: {topo.to_json()}") - return Dataplane( - clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug - ) - elif solver_type.upper() == "ILP": - planner = ILPSolverPlanner( - src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections, solver_required_throughput_gbits - ) - topo = planner.plan() - logger.fs.info(f"[SkyplaneClient.ilp_dataplane] Topology: {topo.to_json()}") - return Dataplane( - clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug - ) - elif solver_type.upper() == "RON": - planner = RONSolverPlanner( - src_cloud_provider, src_region, dst_cloud_provider, dst_region, n_vms, n_connections, solver_required_throughput_gbits - ) - topo = planner.plan() - logger.fs.info(f"[SkyplaneClient.ron_dataplane] Topology: {topo.to_json()}") - return Dataplane( - clientid=self.clientid, topology=topo, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug - ) - else: - raise NotImplementedError(f"Dataplane type {solver_type} not implemented") + # provider_src, bucket_src, self.src_prefix = parse_path(src) + # provider_dst, bucket_dst, self.dst_prefix = parse_path(dst) + # self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) + # self.dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) + # if self.transfer_config.requester_pays: + # self.src_iface.set_requester_bool(True) + # self.dst_iface.set_requester_bool(True) + # src_region = self.src_iface.region_tag() + # dst_region = self.dst_iface.region_tag() + # dp = self.dataplane(*src_region.split(":"), *dst_region.split(":"), n_vms=num_vms) + # with dp.auto_deprovision(): + # dp.provision(spinner=True) + # dp.queue_copy(src, dst, recursive=recursive) + # dp.run() def object_store(self): return ObjectStore() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 6145bb964..8dc7a39b5 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -313,49 +313,6 @@ def copy_log(self, instance): instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def queue_copy( - self, - src: str, - dst: str, - recursive: bool = False, - ) -> str: - """ - Add a copy job to job list. - Return the uuid of the job. - - :param src: source prefix to copy from - :type src: str - :param dst: the destination of the transfer - :type dst: str - :param recursive: if true, will copy objects at folder prefix recursively (default: False) - :type recursive: bool - """ - job = CopyJob(src, dst, recursive, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued copy job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - - def queue_sync( - self, - src: str, - dst: str, - ) -> str: - """ - Add a sync job to job list. - Return the uuid of the job. - - :param src: Source prefix to copy from - :type src: str - :param dst: The destination of the transfer - :type dst: str - :param recursive: If true, will copy objects at folder prefix recursively (default: False) - :type recursive: bool - """ - job = SyncJob(src, dst, recursive=True, requester_pays=self.transfer_config.requester_pays) - logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") - self.jobs_to_dispatch.append(job) - return job.uuid - def run_async(self, jobs: List[TransferJob], hooks: Optional[TransferHook] = None) -> TransferProgressTracker: """Start the transfer asynchronously. The main thread will not be blocked. diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 7ce44c70c..753316ed8 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -18,6 +18,7 @@ from skyplane.api.config import TransferConfig from skyplane.planner.planner import MulticastDirectPlanner +from skyplane.planner.topology import TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir from skyplane.utils.fn import PathLike, do_parallel @@ -37,6 +38,7 @@ def __init__( provisioner: "Provisioner", transfer_config: TransferConfig, # cloud_regions: dict, + planning_algorithm: str = "direct", debug: bool = False, ): """ @@ -59,6 +61,13 @@ def __init__( self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) + # planner + self.planning_algorithm = planning_algorithm + if self.planning_algorithm == "direct": + self.planner = MulticastDirectPlanner(self.max_instances, 32) + else: + raise ValueError(f"No such planning algorithm {planning_algorithm}") + # transfer logs self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) @@ -67,53 +76,43 @@ def __init__( # pending tracker tasks self.jobs_to_dispatch: List[TransferJob] = [] self.pending_transfers: List[TransferProgressTracker] = [] - self.bound_nodes: Dict[ReplicationTopologyGateway, compute.Server] = {} + self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} - def start(self): + def start(self, debug=False, progress=False): # TODO: Set number of connections properly (or not at all) - # planner = DirectPlanner(self.max_instances, 32) planner = MulticastDirectPlanner(self.max_instances, 32) # create plan from set of jobs scheduled topo = planner.plan(self.jobs_to_dispatch) # create dataplane from plan - dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=True) + dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) try: - from skyplane.cli.impl.progress_bar import ProgressBarTransferHook, MultiDestinationProgressBarTransferHook - dp.provision(spinner=True) - tracker = dp.run_async(self.jobs_to_dispatch, hooks=MultiDestinationProgressBarTransferHook(dp.topology.dest_region_tags)) - - # while True: - # # handle errors - # if tracker.errors: - # for ip, error_list in tracker.errors.items(): - # for error in error_list: - # raise ValueError(f"Error on {ip}: {error}") - # break - - # bytes_remaining, _ = tracker.query_bytes_remaining() - # timestamp = time.strftime("%H:%M:%S", time.localtime()) - # if bytes_remaining is None: - # print(f"{timestamp} Transfer not yet started") - # elif bytes_remaining > 0: - # print(f"{timestamp} {(bytes_remaining / (2 ** 30)):.5f}GB left") - # else: - # break - # time.sleep(10) + if progress: + from skyplane.cli.impl.progress_bar import ProgressBarTransferHook + + tracker = dp.run_async(self.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) + else: + tracker = dp.run_async(self.jobs_to_dispatch) + + # wait for job to finish + tracker.join() + + # copy gateway logs + if debug: + dp.copy_gateway_logs() except Exception as e: print(e) print("copy gateway logs") dp.copy_gateway_logs() - dp.copy_gateway_logs() print("deprovisioning dataplane...") dp.deprovision(spinner=True) def queue_copy( self, src: str, - dst: List[str], + dst: str or List[str], recursive: bool = False, ) -> str: """ @@ -137,7 +136,7 @@ def queue_copy( def queue_sync( self, src: str, - dst: str, + dst: str or List[str], ) -> str: """ Add a sync job to job list. @@ -150,32 +149,21 @@ def queue_sync( :param recursive: If true, will copy objects at folder prefix recursively (default: False) :type recursive: bool """ + if isinstance(dst, str): + dst = [dst] job = SyncJob(src, dst, recursive=True, requester_pays=self.transfer_config.requester_pays) logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") self.jobs_to_dispatch.append(job) return job.uuid - def run_async(self, hooks: Optional[TransferHook] = None) -> TransferProgressTracker: - """Start the transfer asynchronously. The main thread will not be blocked. + def estimate_total_cost(self): + """Estimate total cost of queued jobs""" + total_size = 0 + for job in self.jobs_to_dispatch: + total_size += job.size_gb() - :param hooks: Tracks the status of the transfer - :type hooks: TransferHook - """ - if not self.provisioned: - logger.error("Dataplane must be pre-provisioned. Call dataplane.provision() before starting a transfer") - tracker = TransferProgressTracker(self, self.jobs_to_dispatch, self.transfer_config, hooks) - self.pending_transfers.append(tracker) - tracker.start() - logger.fs.info(f"[SkyplaneClient] Started async transfer with {len(self.jobs_to_dispatch)} jobs") - self.jobs_to_dispatch = [] - return tracker - - def run(self, hooks: Optional[TransferHook] = None): - """Start the transfer in the main thread. Wait until the transfer is complete. - - :param hooks: Tracks the status of the transfer - :type hooks: TransferHook - """ - tracker = self.run_async(hooks) - logger.fs.debug(f"[SkyplaneClient] Waiting for transfer to complete") - tracker.join() + # get planner topology + topo = self.planner.plan(self.jobs_to_dispatch) + + # return size + return total_size * topo.cost_per_gb diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 2fc648fb7..b40c5c103 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -514,9 +514,12 @@ def verify(self): """Verifies the transfer completed, otherwise raises TransferFailedException.""" raise NotImplementedError("Verify not implemented") - def estimate_cost(self): - # TODO - raise NotImplementedError + def size_gb(self): + """Return the size of the transfer in GB""" + total_size = 0 + for pair in self.gen_transfer_pairs(): + total_size += pair.src_obj.size + return total_size / 1e9 @classmethod def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: @@ -574,9 +577,6 @@ def http_pool(self): self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) return self._http_pool - def estimate_cost(self): - raise NotImplementedError() - def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. @@ -726,9 +726,6 @@ def verify(self): class SyncJob(CopyJob): """sync job that copies the source objects that does not exist in the destination bucket to the destination""" - def estimate_cost(self): - raise NotImplementedError() - def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """Generate transfer pairs for the transfer job. diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 83271c830..29225da53 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -8,7 +8,7 @@ from skyplane.api.tracker import TransferHook -class MultiDestinationProgressBarTransferHook(TransferHook): +class ProgressBarTransferHook(TransferHook): """Transfer hook for multi-destination transfers.""" def on_dispatch_start(self): @@ -72,66 +72,3 @@ def on_transfer_end(self, transfer_stats): def on_transfer_error(self, error): console.log(error) raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) - - -class ProgressBarTransferHook(TransferHook): - def on_dispatch_start(self): - return - - def __init__(self): - # start spinner - self.spinner = Progress( - SpinnerColumn(), - TextColumn("Dispatching chunks...{task.description}"), - BarColumn(), - DownloadColumn(binary_units=True), - transient=True, - ) - self.pbar = None - self.transfer_task = None - self.chunks_dispatched = 0 - self.chunks_completed = 0 - self.bytes_dispatched = 0 - self.bytes_completed = 0 - self.dispatch_task = self.spinner.add_task("", total=None) - self.spinner.start() - - def on_chunk_dispatched(self, chunks: List[Chunk]): - # update bytes_dispatched - if len(chunks) == 0: - self.bytes_dispatched = 0 - else: - self.bytes_dispatched += sum([chunk.chunk_length_bytes for chunk in chunks]) - self.chunks_dispatched += len(chunks) - # rerender spinners with updated text "Dispatching chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" - self.spinner.update(self.dispatch_task, description=f" (~{format_bytes(self.bytes_dispatched)} dispatched)") - - def on_dispatch_end(self): - self.spinner.stop() - self.pbar = Progress( - SpinnerColumn(), - TextColumn("Transfer progress{task.description}"), - BarColumn(), - DownloadColumn(binary_units=True), - TransferSpeedColumn(), - TimeRemainingColumn(), - transient=True, - ) - self.transfer_task = self.pbar.add_task("", total=self.bytes_dispatched) - self.pbar.start() - - def on_chunk_completed(self, chunks: List[Chunk]): - if len(chunks) == 0: - self.bytes_completed = 0 - else: - self.chunks_completed += len(chunks) - self.bytes_completed += sum([chunk.chunk_length_bytes for chunk in chunks]) - self.pbar.update(self.transfer_task, completed=self.bytes_completed) - - def on_transfer_end(self, transfer_stats): - self.pbar.stop() - print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) - - def on_transfer_error(self, error): - console.log(error) - raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) diff --git a/skyplane/compute/gcp/gcp_cloud_provider.py b/skyplane/compute/gcp/gcp_cloud_provider.py index 4a977616a..f52b39663 100644 --- a/skyplane/compute/gcp/gcp_cloud_provider.py +++ b/skyplane/compute/gcp/gcp_cloud_provider.py @@ -133,10 +133,6 @@ def provision_instance( name = f"skyplane-gcp-{str(uuid.uuid4().hex[:8])}" compute = self.auth.get_gcp_client() - # if region[-2:] != "-a" or region[-2:] != "-b": - # region = region + "-a" - # print("Adding subregion to region", region) - if instance_os == "ubuntu": image = "projects/ubuntu-os-cloud/global/images/family/ubuntu-2004-lts" elif instance_os == "cos": diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 768104a65..792afba50 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -1,5 +1,6 @@ from skyplane.utils import logger + class StorageInterface: def path(self) -> str: raise NotImplementedError() diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 5a7aade54..fe92893cf 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -80,6 +80,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections), parent_handle=recv_op, partition_id=partition_id ) + # update cost per GB + plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) + # set gateway programs plan.set_gateway_program(src_region_tag, src_program) plan.set_gateway_program(dst_region_tag, dst_program) @@ -119,6 +122,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # iterate through all jobs for job in jobs: src_bucket = job.src_iface.bucket() + src_region_tag = job.src_iface.region_tag() # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) @@ -157,6 +161,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: partition_id=partition_id, ) + # update cost per GB + plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) + # set gateway programs plan.set_gateway_program(src_region_tag, src_program) for dst_region_tag, program in dst_program.items(): diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 74d4e1980..03374a19e 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -52,10 +52,11 @@ class TopologyPlan: The TopologyPlan constains a list of gateway programs corresponding to each gateway in the dataplane. """ - def __init__(self, src_region_tag: str, dest_region_tags: List[str]): + def __init__(self, src_region_tag: str, dest_region_tags: List[str], cost_per_gb: float = 0.0): self.src_region_tag = src_region_tag self.dest_region_tags = dest_region_tags self.gateways = {} + self.cost_per_gb = cost_per_gb @property def regions(self) -> List[str]: diff --git a/tests/integration/test_cost_estimate.py b/tests/integration/test_cost_estimate.py index 8aa3ccc0b..5d8e4a298 100644 --- a/tests/integration/test_cost_estimate.py +++ b/tests/integration/test_cost_estimate.py @@ -31,9 +31,9 @@ def test_cost_estimate(): assert obj_store.exists(bucket_name, src_provider, key), f"Object {key} does not exist in bucket {bucket_name}" # setup transfer - dp = client.dataplane(src_provider, src_region.split(":")[1], dst_provider, dst_region.split(":")[1], n_vms=1) - dp.queue_copy(src_bucket + "/" + key, dst_bucket + "/" + key, recursive=False) - cost = dp.estimate_total_cost() + pipeline = client.pipeline() # src_provider, src_region.split(":")[1], dst_provider, dst_region.split(":")[1]) + pipeline.queue_copy(src_bucket + "/" + key, dst_bucket + "/" + key, recursive=False) + cost = pipeline.estimate_total_cost() assert cost == file_size * 0.12 / 1e9, f"Cost estimate is incorrect: {cost}, should be {file_size * 0.09 / 1e9}" # cleanup From 1bde5769409f5f4aad181103fa5a190f822658c8 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 17:03:31 -0700 Subject: [PATCH 122/186] add back throughput --- .gitignore | 4 ---- MANIFEST.in | 2 +- 2 files changed, 1 insertion(+), 5 deletions(-) diff --git a/.gitignore b/.gitignore index 90fdc7a7c..4eb96cdff 100644 --- a/.gitignore +++ b/.gitignore @@ -11,10 +11,6 @@ __pycache__/ # C extensions *.so -# experiment scripts -solution/ -out/ - # Distribution / packaging .Python log/ diff --git a/MANIFEST.in b/MANIFEST.in index 86ea24510..5b732504a 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,2 +1,2 @@ include skyplane/data/aws_transfer_costs.csv -include skyplane/data/whole_throughput_11_28.csv \ No newline at end of file +include skyplane/data/throughput.csv From dfd104b3fcba947454876cf53022f7b60337095e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 17:06:54 -0700 Subject: [PATCH 123/186] more cleanup --- .gitignore | 1 - skyplane/compute/server.py | 39 +------------------------------------- skyplane/test_pipeline.py | 22 --------------------- 3 files changed, 1 insertion(+), 61 deletions(-) delete mode 100644 skyplane/test_pipeline.py diff --git a/.gitignore b/.gitignore index 4eb96cdff..b04eef281 100644 --- a/.gitignore +++ b/.gitignore @@ -13,7 +13,6 @@ __pycache__/ # Distribution / packaging .Python -log/ build/ develop-eggs/ dist/ diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index 62fecf6f1..bda24b6d0 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -362,51 +362,14 @@ def check_stderr(tup): docker_run_flags += f" -v /tmp/{gateway_program_file}:/pkg/data/gateway_program.json" docker_run_flags += f" -v /tmp/{gateway_info_file}:/pkg/data/gateway_info.json" gateway_daemon_cmd = f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - print("has gateway program", gateway_daemon_cmd) - - ## NOTE: (BC) upload gateway specification for this gateway - # if gateway_programs: - # # for ip, program in gateway_programs.items(): - # # print(ip) - # # pprint(program.to_dict()) - - # region_tag = self.region_tag.replace(":", "_") - # filename = f"gateway_programs_{region_tag}.json" - # write_json_dir = tmp_log_dir / "gw_programs" - # write_json_dir.mkdir(exist_ok=True, parents=True) - # write_json_path = write_json_dir / filename - # with open(write_json_path, "w") as f: - # f.write(json.dumps(gateway_programs[self.region_tag], default=lambda obj: obj.__dict__)) - - # # write gateway programs at all regions into a single file (for visualization) - # write_json_complete_path = write_json_dir / "gateway_programs_complete.json" - # with open(write_json_complete_path, "w") as f: - # f.write(json.dumps(gateway_programs, default=lambda obj: obj.__dict__)) - - # self.upload_file(write_json_path, f"/tmp/{filename}") - # docker_envs["GATEWAY_PROGRAM_FILE"] = f"/pkg/data/{filename}" - # docker_run_flags += f" -v /tmp/{filename}:/pkg/data/{filename}" - # gateway_daemon_cmd = ( - # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/broadcast/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - # ) - # print("has gateway program", gateway_daemon_cmd) - # else: - # # not use broadcast gateway programs, pass in outgoing ports - # gateway_daemon_cmd = ( - # f"/etc/init.d/stunnel4 start && python -u /pkg/skyplane/gateway/gateway_daemon.py --chunk-dir /skyplane/chunks" - # ) - # gateway_daemon_cmd += f" --outgoing-ports '{json.dumps(outgoing_ports)}'" - # print("no gateway program", gateway_daemon_cmd) + # update docker flags docker_run_flags += " " + " ".join(f"--env {k}={v}" for k, v in docker_envs.items()) gateway_daemon_cmd += f" --region {self.region_tag} {'--use-compression' if use_compression else ''}" gateway_daemon_cmd += f" {'--disable-e2ee' if e2ee_key_bytes is None else ''}" gateway_daemon_cmd += f" {'--disable-tls' if not use_socket_tls else ''}" escaped_gateway_daemon_cmd = gateway_daemon_cmd.replace('"', '\\"') - print( - f'sudo docker run {docker_run_flags} --name skyplane_gateway {gateway_docker_image} /bin/bash -c "{escaped_gateway_daemon_cmd}"' - ) docker_launch_cmd = ( f'sudo docker run {docker_run_flags} --name skyplane_gateway {gateway_docker_image} /bin/bash -c "{escaped_gateway_daemon_cmd}"' ) diff --git a/skyplane/test_pipeline.py b/skyplane/test_pipeline.py deleted file mode 100644 index 02dab153e..000000000 --- a/skyplane/test_pipeline.py +++ /dev/null @@ -1,22 +0,0 @@ -from skyplane.api.client import SkyplaneClient -from skyplane.api.pipeline import Pipeline - -client = SkyplaneClient() - -pipeline = client.pipeline(debug=True) - -# single direct transfer -# pipeline.queue_copy(src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", dst="gs://test-destination-2/") - -# 2 destination transfer -# TODO: Send destination object path to the Write operation on destination gateways (rather than sending destination path in the chunk request) -pipeline.queue_copy( - src="gs://skyplane-broadcast-datasets/OPT-66B/reshard-model_part-0.pt", - dst=[ - "gs://test-destination-2/OPT-66B/", - "gs://skyplane-broadcast-test-southamerica-east1-a/", - "gs://skyplane-broadcast-test-europe-west2/test/", - ], -) - -pipeline.start() From 36cc6a773da4c71752d981873605ec15a7b59e48 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 17:31:42 -0700 Subject: [PATCH 124/186] cleanup --- skyplane/api/client.py | 15 --------------- skyplane/api/tracker.py | 6 +++--- skyplane/chunk.py | 9 +-------- skyplane/compute/server.py | 4 ---- skyplane/gateway/gateway_daemon_api.py | 2 +- skyplane/gateway/gateway_program.py | 4 ++-- 6 files changed, 7 insertions(+), 33 deletions(-) diff --git a/skyplane/api/client.py b/skyplane/api/client.py index ee466518f..ed2c30648 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -94,20 +94,5 @@ def copy(self, src: str, dst: str, recursive: bool = False): pipeline.queue_copy(src, dst, recursive=recursive) pipeline.run() - # provider_src, bucket_src, self.src_prefix = parse_path(src) - # provider_dst, bucket_dst, self.dst_prefix = parse_path(dst) - # self.src_iface = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src) - # self.dst_iface = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst) - # if self.transfer_config.requester_pays: - # self.src_iface.set_requester_bool(True) - # self.dst_iface.set_requester_bool(True) - # src_region = self.src_iface.region_tag() - # dst_region = self.dst_iface.region_tag() - # dp = self.dataplane(*src_region.split(":"), *dst_region.split(":"), n_vms=num_vms) - # with dp.auto_deprovision(): - # dp.provision(spinner=True) - # dp.queue_copy(src, dst, recursive=recursive) - # dp.run() - def object_store(self): return ObjectStore() diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index da35f6d36..2bfec030a 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -38,7 +38,7 @@ def on_dispatch_end(self): """Ending the dispatch job""" raise NotImplementedError() - def on_chunk_completed(self, chunks: List[Chunk]): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: str = None): """Chunks are all transferred""" raise NotImplementedError() @@ -66,7 +66,7 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): return - def on_chunk_completed(self, chunks: List[Chunk]): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: str = None): return def on_transfer_end(self, transfer_stats): @@ -176,7 +176,7 @@ def monitor_single_dst_helper(dst_region): reformat_err, args, self.dataplane.topology.src_region_tag, - [dst_region], + dst_region, session_start_timestamp_ms, ) raise err diff --git a/skyplane/chunk.py b/skyplane/chunk.py index af2dbe110..8f84a3808 100644 --- a/skyplane/chunk.py +++ b/skyplane/chunk.py @@ -75,16 +75,9 @@ def from_dict(in_dict: Dict): @total_ordering class ChunkState(Enum): registered = auto() - download_queued = auto() - download_in_progress = auto() - downloaded = auto() - upload_queued = auto() - upload_in_progress = auto() - upload_complete = auto() + in_progress = auto() failed = auto() - queued = auto() - in_progress = auto() complete = auto() @staticmethod diff --git a/skyplane/compute/server.py b/skyplane/compute/server.py index bda24b6d0..c4f9aacff 100644 --- a/skyplane/compute/server.py +++ b/skyplane/compute/server.py @@ -287,11 +287,7 @@ def pull_docker(self, gateway_docker_image): def start_gateway( self, - # outgoing_ports: Dict[str, int], # maps ip to number of connections along route gateway_docker_image: str, - # gateway_programs: Optional[Dict[str, GatewayProgram]] = None, # Broadcast: map region to gateway program for this region - # gateway: TopologyPlanGateway, - # gateway_program_dir: str, gateway_program_path: str, gateway_info_path: str, log_viewer_port=8888, diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index cd6e04107..4be0cfbff 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -235,7 +235,7 @@ def get_chunk_requests(): @app.route("/api/v1/incomplete_chunk_requests", methods=["GET"]) def get_incomplete_chunk_requests(): - return jsonify({"chunk_requests": {k: v for k, v in get_chunk_reqs().items() if v["state"] != "upload_complete"}}) + return jsonify({"chunk_requests": {k: v for k, v in get_chunk_reqs().items() if v["state"] != "complete"}}) # lookup chunk request given chunk worker_id @app.route("/api/v1/chunk_requests/", methods=["GET"]) diff --git a/skyplane/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py index d88fe1e81..3afeb325f 100644 --- a/skyplane/gateway/gateway_program.py +++ b/skyplane/gateway/gateway_program.py @@ -104,7 +104,7 @@ def __init__(self): def get_operators(self) -> List[GatewayOperator]: return list(self._ops.values()) - def add_operators(self, ops: List[GatewayOperator], parent_handle: Optional[str] = None, partition_id: int = None): + def add_operators(self, ops: List[GatewayOperator], parent_handle: Optional[str] = None, partition_id: Optional[int] = 0): parent_op = self._ops[parent_handle] if parent_handle else None ops_handles = [] for op in ops: @@ -112,7 +112,7 @@ def add_operators(self, ops: List[GatewayOperator], parent_handle: Optional[str] return ops_handles - def add_operator(self, op: GatewayOperator, parent_handle: Optional[str] = None, partition_id: int = None): + def add_operator(self, op: GatewayOperator, parent_handle: Optional[str] = None, partition_id: Optional[int] = 0): parent_op = self._ops[parent_handle] if parent_handle else None if not parent_op: # root operation self._plan[partition_id].append(op) From 096fc056715574652237cd7ddaa98de4f74d5a30 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 17:32:41 -0700 Subject: [PATCH 125/186] remove dockerfile --- scripts/pack_docker.sh | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/scripts/pack_docker.sh b/scripts/pack_docker.sh index 0d093c8be..49e940298 100755 --- a/scripts/pack_docker.sh +++ b/scripts/pack_docker.sh @@ -12,7 +12,7 @@ set +e >&2 echo -e "${BGreen}Building docker image${NC}" set -e ->&2 sudo DOCKER_BUILDKIT=1 docker build -f Dockerfile -t skyplane --platform linux/x86_64 . +>&2 sudo DOCKER_BUILDKIT=1 docker build -t skyplane --platform linux/x86_64 . set +e DOCKER_URL="ghcr.io/$1/skyplane:local-$(openssl rand -hex 16)" From 5c99bf6a3d18c38ee0d37b09338f1e08e2d0c48d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 18:02:09 -0700 Subject: [PATCH 126/186] fix ibm imports --- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 78 +++++++++++-------- 1 file changed, 46 insertions(+), 32 deletions(-) diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index 1a4ab6c46..a0294a592 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -39,8 +39,8 @@ class IBMVPCBackend: - @imports.inject("ibm_vpc", "ibm_cloud_sdk_core.authenticators", "ibm_cloud_sdk_core", pip_extra="ibmcloud") - def __init__(self, ibm_vpc_config): + @imports.inject("ibm_vpc", "ibm_cloud_sdk_core", pip_extra="ibmcloud") + def __init__(ibm_vpc, ibm_cloud_sdk_core, self, ibm_vpc_config): logger.debug("Creating IBM VPC client") self.name = "ibm_gen2" self.config = ibm_vpc_config @@ -92,7 +92,8 @@ def _dump_vpc_data(self): """ dump_yaml_config(self.vpc_data_filename, self.vpc_data) - def _create_vpc(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_vpc(ibm_cloud_sdk_core, self): """ Creates a new VPC """ @@ -108,7 +109,7 @@ def _create_vpc(self): self.config["security_group_id"] = self.vpc_data["security_group_id"] print(self.config) return - except ApiException: + except ibm_cloud_sdk_core.ApiException: pass vpc_info = None @@ -170,7 +171,8 @@ def _create_vpc(self): if deploy_icmp_rule: self.vpc_cli.create_security_group_rule(self.config["security_group_id"], sg_rule_prototype_icmp) - def _create_ssh_key(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_ssh_key(ibm_cloud_sdk_core, self): if "ssh_key_id" in self.config: print("ssh_key_id in self.config") return @@ -182,7 +184,7 @@ def _create_ssh_key(self): self.config["ssh_key_id"] = self.vpc_data["ssh_key_id"] self.config["ssh_key_filename"] = self.vpc_data["ssh_key_filename"] return - except ApiException: + except ibm_cloud_sdk_core.ApiException: pass keyname = f"skyplane-key-{str(uuid.getnode())[-6:]}" @@ -211,7 +213,7 @@ def _get_ssh_key(): key_info = self.vpc_cli.create_key( public_key=ssh_key_data, name=keyname, type="rsa", resource_group={"id": self.config["resource_group_id"]} ).get_result() - except ApiException as e: + except ibm_cloud_sdk_core.ApiException as e: logger.warn(e.message) if "Key with name already exists" in e.message: self.vpc_cli.delete_key(id=_get_ssh_key()["id"]) @@ -229,7 +231,8 @@ def _get_ssh_key(): self.config["ssh_key_id"] = key_info["id"] self.config["ssh_key_filename"] = key_filename - def _create_subnet(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_subnet(ibm_cloud_sdk_core, self): """ Creates a new subnet """ @@ -247,7 +250,7 @@ def _create_subnet(self): self.config["subnet_id"] = self.vpc_data["subnet_id"] self.config["zone_name"] = self.vpc_data["zone_name"] return - except ApiException: + except ibm_cloud_sdk_core.ApiException: pass subnet_name = f"skyplane-subnet-{self.vpc_key}" @@ -273,7 +276,8 @@ def _create_subnet(self): self.config["subnet_id"] = subnet_data["id"] self.config["zone_name"] = subnet_data["zone"]["name"] - def _create_gateway(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_gateway(ibm_cloud_sdk_core, self): """ Crates a public gateway. Gateway is used by private nodes for accessing internet @@ -286,7 +290,7 @@ def _create_gateway(self): self.vpc_cli.get_public_gateway(self.vpc_data["gateway_id"]) self.config["gateway_id"] = self.vpc_data["gateway_id"] return - except ApiException: + except ibm_cloud_sdk_core.ApiException: pass gateway_name = f"skyplane-gateway-{self.vpc_key}" @@ -432,7 +436,8 @@ def init(self): } self._dump_vpc_data() - def _delete_vm_instances(self, all=False): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_vm_instances(ibm_cloud_sdk_core, self, all=False): """ Deletes all VM instances in the VPC """ @@ -444,7 +449,7 @@ def delete_instance(instance_info): try: logger.info(f"Deleting instance {ins_name}") self.vpc_cli.delete_instance(ins_id) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404: pass else: @@ -478,7 +483,8 @@ def get_instances(): while get_instances(): time.sleep(1) - def _delete_subnet(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_subnet(ibm_cloud_sdk_core, self): """ Deletes all VM instances in the VPC """ @@ -495,7 +501,7 @@ def _delete_subnet(self): try: self.vpc_cli.unset_subnet_public_gateway(self.vpc_data["subnet_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: @@ -503,13 +509,14 @@ def _delete_subnet(self): try: self.vpc_cli.delete_subnet(self.vpc_data["subnet_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: raise err - def _delete_gateway(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_gateway(ibm_cloud_sdk_core, self): """ Deletes the public gateway """ @@ -525,13 +532,14 @@ def _delete_gateway(self): logger.info(f"Deleting gateway {gateway_name}") try: self.vpc_cli.delete_public_gateway(self.vpc_data["gateway_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: raise err - def _delete_ssh_key(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_ssh_key(ibm_cloud_sdk_core, self): """ Deletes the ssh key """ @@ -553,13 +561,14 @@ def _delete_ssh_key(self): logger.info(f"Deleting SSH key {keyname}") try: self.vpc_cli.delete_key(id=self.vpc_data["ssh_key_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: raise err - def _delete_vpc(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_vpc(ibm_cloud_sdk_core, self): """ Deletes the VPC """ @@ -573,7 +582,7 @@ def _delete_vpc(self): logger.info(f'Deleting VPC {self.vpc_data["vpc_id"]}') try: self.vpc_cli.delete_vpc(self.vpc_data["vpc_id"]) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404 or err.code == 400: logger.debug(err) else: @@ -767,7 +776,8 @@ def wait_ready(self, timeout=INSTANCE_START_TIMEOUT): raise TimeoutError(f"Readiness probe expired on {self}") - def _create_instance(self, user_data): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_instance(ibm_cloud_sdk_core, self, user_data): """ Creates a new VM instance """ @@ -803,7 +813,7 @@ def _create_instance(self, user_data): try: resp = self.vpc_cli.create_instance(instance_prototype) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 400 and "already exists" in err.message: return self.get_instance_data() elif err.code == 400 and "over quota" in err.message: @@ -903,7 +913,8 @@ def create(self, check_if_exists=False, user_data=None): return self.instance_id - def start(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def start(ibm_cloud_sdk_core, self): """ Starts the VM instance """ @@ -911,7 +922,7 @@ def start(self): try: self.vpc_cli.create_instance_action(self.instance_id, "start") - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404: pass else: @@ -919,14 +930,15 @@ def start(self): logger.debug("VM instance {} started successfully".format(self.name)) - def _delete_instance(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _delete_instance(ibm_cloud_sdk_core, self): """ Deletes the VM instacne and the associated volume """ logger.debug("Deleting VM instance {}".format(self.name)) try: self.vpc_cli.delete_instance(self.instance_id) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404: pass else: @@ -935,14 +947,15 @@ def _delete_instance(self): self.private_ip = None self.del_ssh_client() - def _stop_instance(self): + @imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _stop_instance(ibm_cloud_sdk_core, self): """ Stops the VM instance """ logger.debug("Stopping VM instance {}".format(self.name)) try: self.vpc_cli.create_instance_action(self.instance_id, "stop") - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if err.code == 404: pass else: @@ -1016,7 +1029,8 @@ def decorate_instance(instance, decorator): return instance -def vpc_retry_on_except(func): +@imports.inject("ibm_cloud_sdk_core", pip_extra="ibmcloud") +def vpc_retry_on_except(ibm_cloud_sdk_core, func): RETRIES = 3 SLEEP_FACTOR = 1.5 MAX_SLEEP = 30 @@ -1038,7 +1052,7 @@ def _sleep_or_raise(sleep_time, err): for i in range(RETRIES): try: return func(*args, **kwargs) - except ApiException as err: + except ibm_cloud_sdk_core.ApiException as err: if func.__name__ in IGNORED_404_METHODS and err.code == 404: logger.debug((f"Got exception {err} when trying to invoke {func.__name__}, ignoring")) else: From 7418ee45b214e30afdd4e644744017afe7f2c8f0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 18:25:55 -0700 Subject: [PATCH 127/186] fix imports --- skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index a0294a592..47b247eea 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -683,12 +683,13 @@ def __str__(self): else: return f"VM instance {self.name} ({ip})" - def _create_vpc_client(self): + @imports.inject("ibm_vpc", "ibm_cloud_sdk_core", pip_extra="ibmcloud") + def _create_vpc_client(ibm_vpc, ibm_cloud_sdk_core, self): """ Creates an IBM VPC python-sdk instance """ - authenticator = IAMAuthenticator(self.config.get("iam_api_key"), url=self.config.get("iam_endpoint")) - ibm_vpc_client = VpcV1(VPC_API_VERSION, authenticator=authenticator) + authenticator = ibm_cloud_sdk_core.authenticators.IAMAuthenticator(self.config.get("iam_api_key"), url=self.config.get("iam_endpoint")) + ibm_vpc_client = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) ibm_vpc_client.set_service_url(self.config["endpoint"] + "/v1") # decorate instance public methods with except/retry logic From 8b4b25f2cfe18c61c3a6eac95e288c957b951ca4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 18:47:12 -0700 Subject: [PATCH 128/186] more cleanuP --- skyplane/api/tracker.py | 35 ------------------- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 4 ++- skyplane/obj_store/gcs_interface.py | 4 +-- 3 files changed, 5 insertions(+), 38 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 2bfec030a..e596ccbf8 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -193,8 +193,6 @@ def monitor_single_dst_helper(dst_region): "dst_region": dst_region, "total_runtime_s": round(runtime_s, 4), } - print("Individual transfer statistics") - pprint(transfer_stats) results = [] dest_regions = self.dataplane.topology.dest_region_tags @@ -206,36 +204,6 @@ def monitor_single_dst_helper(dst_region): results.append(future.result()) except Exception as e: raise e - finally: - print("copying gateway logs") - - # old monitoring code - ## Record only the transfer time - # start_time = int(time.time()) - # try: - # self.monitor_transfer() - # except exceptions.SkyplaneGatewayException as err: - # reformat_err = Exception(err.pretty_print_str()[37:]) - # UsageClient.log_exception( - # "monitor transfer", - # reformat_err, - # args, - # self.dataplane.topology.src_region_tag, - # self.dataplane.topology.dest_region_tags, - # session_start_timestamp_ms, - # ) - # raise err - # except Exception as e: - # UsageClient.log_exception( - # "monitor transfer", - # e, - # args, - # self.dataplane.topology.src_region_tag, - # self.dataplane.topology.dest_region_tags, - # session_start_timestamp_ms, - # ) - # raise e - # end_time = int(time.time()) start_time = int(time.time()) try: @@ -290,7 +258,6 @@ def monitor_transfer(pd, self, region_tag): # todo implement transfer monitoring to update job_complete_chunk_ids and job_pending_chunk_ids while the transfer is in progress region_sinks = self.dataplane.topology.sink_instances() sinks = region_sinks[region_tag] - print("sink instances", sinks) # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): @@ -303,7 +270,6 @@ def monitor_transfer(pd, self, region_tag): logger.warning("Copying gateway logs...") self.dataplane.copy_gateway_logs() self.errors = errors - print("ERRORS", errors) raise exceptions.SkyplaneGatewayException("Transfer failed with errors", errors) log_df = pd.DataFrame(self._query_chunk_status()) @@ -321,7 +287,6 @@ def monitor_transfer(pd, self, region_tag): sink_status_df = log_df[log_df.apply(is_complete_rec, axis=1)] completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index - # print(f"region {region_tag} completed", completed_chunk_ids) # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index 47b247eea..00c49cc19 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -688,7 +688,9 @@ def _create_vpc_client(ibm_vpc, ibm_cloud_sdk_core, self): """ Creates an IBM VPC python-sdk instance """ - authenticator = ibm_cloud_sdk_core.authenticators.IAMAuthenticator(self.config.get("iam_api_key"), url=self.config.get("iam_endpoint")) + authenticator = ibm_cloud_sdk_core.authenticators.IAMAuthenticator( + self.config.get("iam_api_key"), url=self.config.get("iam_endpoint") + ) ibm_vpc_client = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) ibm_vpc_client.set_service_url(self.config["endpoint"] + "/v1") diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 1d7082a67..6ce6efb71 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -34,7 +34,7 @@ def path(self): return f"gs://{self.bucket_name}" @property - # @lru_cache(maxsize=1) + @lru_cache(maxsize=1) def gcp_region(self): def map_region_to_zone(region) -> str: """Resolves bucket locations to a valid zone.""" @@ -124,7 +124,7 @@ def delete_objects(self, keys: List[str]): for key in keys: self._gcs_client.bucket(self.bucket_name).blob(key).delete() - # @lru_cache(maxsize=1024) + @lru_cache(maxsize=1024) def get_obj_metadata(self, obj_name): bucket = self._gcs_client.bucket(self.bucket_name) blob = bucket.get_blob(obj_name) From 35c90b0ce5e6f2e1c55c6c035c38863b10024c08 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 19:36:31 -0700 Subject: [PATCH 129/186] fix ibm imports and pbar --- skyplane/api/dataplane.py | 27 +------------- skyplane/api/tracker.py | 35 ++++++++++++------- skyplane/api/transfer_job.py | 15 -------- skyplane/cli/impl/progress_bar.py | 10 +++--- .../compute/ibmcloud/ibm_gen2/vpc_backend.py | 17 ++++++--- 5 files changed, 40 insertions(+), 64 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 8dc7a39b5..efa3ec4dc 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -34,19 +34,8 @@ def __init__(self, dataplane: "Dataplane"): def __enter__(self): return self.dataplane - def copy_log(self, instance): - print("COPY DATA TO", str(self.dataplane.log_dir) + f"/gateway_{instance.uuid()}.stdout") - instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - print(f"Copying gateway std out files to gateway_{instance.uuid()}.stdout") - instance.download_file("/tmp/gateway.stdout", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stdout") - print(f"Copying gateway std err files to gateway_{instance.uuid()}.stderr") - instance.download_file("/tmp/gateway.stderr", self.dataplane.log_dir / f"gateway_{instance.uuid()}.stderr") - def __exit__(self, exc_type, exc_value, exc_tb): logger.fs.warning("Deprovisioning dataplane") - print("Starting deprovision") - # TODO: insert log copy here? - do_parallel(self.copy_log, self.dataplane.bound_nodes.values(), n=-1) self.dataplane.deprovision() @@ -120,10 +109,8 @@ def _start_gateway( # write gateway programs gateway_program_filename = Path(f"{gateway_log_dir}/gateway_program_{gateway_node.gateway_id}.json") - print(gateway_node.gateway_program.to_dict()) with open(gateway_program_filename, "w") as f: f.write(gateway_node.gateway_program.to_json()) - print("gateway", gateway_program_filename) # start gateway gateway_server.start_gateway( @@ -195,11 +182,8 @@ def provision( servers_by_region = defaultdict(list) for s in servers: servers_by_region[s.region_tag].append(s) - print(servers_by_region) for node in self.topology.get_gateways(): - print(node.region_tag) instance = servers_by_region[node.region_tag].pop() - print("instance", instance, node.region_tag) self.bound_nodes[node] = instance # set ip addresses (for gateway program generation) @@ -218,13 +202,11 @@ def provision( # create gateway logging dir gateway_program_dir = f"{self.log_dir}/programs" Path(gateway_program_dir).mkdir(exist_ok=True, parents=True) - print("writing programs", gateway_program_dir) # write gateway info file gateway_info_path = f"{gateway_program_dir}/gateway_info.json" with open(gateway_info_path, "w") as f: json.dump(self.topology.get_gateway_info_json(), f, indent=4) - print("write info json", gateway_info_path) # start gateways in parallel jobs = [] @@ -264,7 +246,6 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): try: for task in self.pending_transfers: logger.fs.warning(f"Before deprovisioning, waiting for jobs to finish: {list(task.jobs.keys())}") - print("Waiting for task join") task.join() except KeyboardInterrupt: logger.warning("Interrupted while waiting for transfers to finish, deprovisioning anyway.") @@ -287,8 +268,7 @@ def get_error_logs(args): return json.loads(reply.data.decode("utf-8"))["errors"] errors: Dict[str, List[str]] = {} - # for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=-1): - for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=1): + for (_, instance), result in do_parallel(get_error_logs, self.bound_nodes.items(), n=8): errors[instance] = result return errors @@ -308,11 +288,6 @@ def sink_gateways(self) -> List[compute.Server]: else {} ) - def copy_log(self, instance): - instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") - instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") - def run_async(self, jobs: List[TransferJob], hooks: Optional[TransferHook] = None) -> TransferProgressTracker: """Start the transfer asynchronously. The main thread will not be blocked. diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index e596ccbf8..dd9d5ab3d 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -109,8 +109,8 @@ def __init__(self, dataplane, jobs: List["TransferJob"], transfer_config: Transf # transfer state self.job_chunk_requests: Dict[str, Dict[str, ChunkRequest]] = {} - self.job_pending_chunk_ids: Dict[str, Set[str]] = {} - self.job_complete_chunk_ids: Dict[str, Set[str]] = {} + self.job_pending_chunk_ids: Dict[str, Dict[str, Set[str]]] = {} + self.job_complete_chunk_ids: Dict[str, Dict[str, Set[str]]] = {} self.errors: Optional[Dict[str, List[str]]] = None # http_pool @@ -142,13 +142,14 @@ def run(self): for job_uuid, job in self.jobs.items(): logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") self.job_chunk_requests[job_uuid] = {} - self.job_pending_chunk_ids[job_uuid] = set() - self.job_complete_chunk_ids[job_uuid] = set() + self.job_pending_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} + self.job_complete_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} for chunk in chunk_streams[job_uuid]: chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk - self.job_pending_chunk_ids[job_uuid].add(chunk.chunk_id) self.hooks.on_chunk_dispatched(chunks_dispatched) + for region in self.dataplane.topology.dest_region_tags: + self.job_pending_chunk_ids[job_uuid][region].add(chunk.chunk_id) logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" ) @@ -205,6 +206,8 @@ def monitor_single_dst_helper(dst_region): except Exception as e: raise e + print("results", results) + start_time = int(time.time()) try: for job in self.jobs.values(): @@ -260,7 +263,7 @@ def monitor_transfer(pd, self, region_tag): sinks = region_sinks[region_tag] # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) - while any([len(self.job_pending_chunk_ids[job_uuid]) > 0 for job_uuid in self.job_pending_chunk_ids]): + while any([len(self.job_pending_chunk_ids[job_uuid][region_tag]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -293,18 +296,26 @@ def monitor_transfer(pd, self, region_tag): for job_uuid, job in self.jobs.items(): job_complete_chunk_ids = set(chunk_id for chunk_id in completed_chunk_ids if self._chunk_to_job_map[chunk_id] == job_uuid) new_chunk_ids = ( - self.job_complete_chunk_ids[job_uuid].union(job_complete_chunk_ids).difference(self.job_complete_chunk_ids[job_uuid]) + self.job_complete_chunk_ids[job_uuid][region_tag] + .union(job_complete_chunk_ids) + .difference(self.job_complete_chunk_ids[job_uuid][region_tag]) ) completed_chunks = [] for id in new_chunk_ids: completed_chunks.append(self.job_chunk_requests[job_uuid][id]) self.hooks.on_chunk_completed(completed_chunks, region_tag) - self.job_complete_chunk_ids[job_uuid] = self.job_complete_chunk_ids[job_uuid].union(job_complete_chunk_ids) - self.job_pending_chunk_ids[job_uuid] = self.job_pending_chunk_ids[job_uuid].difference(job_complete_chunk_ids) + self.job_complete_chunk_ids[job_uuid][region_tag] = self.job_complete_chunk_ids[job_uuid][region_tag].union( + job_complete_chunk_ids + ) + self.job_pending_chunk_ids[job_uuid][region_tag] = self.job_pending_chunk_ids[job_uuid][region_tag].difference( + job_complete_chunk_ids + ) # sleep time.sleep(0.05) + print("no more pending", region_tag) + @property @functools.lru_cache(maxsize=1) def _chunk_to_job_map(self): @@ -334,9 +345,9 @@ def get_chunk_status(args): return rows @property - def is_complete(self): + def is_complete(self, region_tag: str): """Return if the transfer is complete""" - return all([len(self.job_pending_chunk_ids[job_uuid]) == 0 for job_uuid in self.jobs.keys()]) + return all([len(self.job_pending_chunk_ids[job_uuid][region_tag]) == 0 for job_uuid in self.jobs.keys()]) def query_bytes_remaining(self): """Query the total number of bytes remaining in all the transfer jobs""" @@ -364,7 +375,7 @@ def query_bytes_dispatched(self): [ cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk_id in self.job_complete_chunk_ids[job_uuid] + # if cr.chunk_id in self.job_complete_chunk_ids[job_uuid] ] ) return sum(bytes_total_per_job.values()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index b40c5c103..f096c7883 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -197,7 +197,6 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, else: return dest_prefix else: - print(f"source_key: {source_key}, source_prefix: {source_prefix}, dest_prefix: {dest_prefix}") # todo: don't print output here rprint(f"\n:x: [bold red]In order to transfer objects using a prefix, you must use the --recursive or -r flag.[/bold red]") rprint(f"[yellow]If you meant to transfer a single object, pass the full source object key.[/yellow]") @@ -257,10 +256,8 @@ def transfer_pair_generator( dst_iface = self.dst_ifaces[i] dst_prefix = dst_prefixes[i] dest_provider, dest_region = dst_iface.region_tag().split(":") - print("index", i, dst_prefixes, dst_prefix, "region", dst_iface) try: dest_key = self.map_object_key_prefix(src_prefix, obj.key, dst_prefix, recursive=recursive) - print("key", dest_key, "prefix", dst_prefix) assert ( dest_key[: len(dst_prefix)] == dst_prefix ), f"Destination key {dest_key} does not start with destination prefix {dst_prefix}" @@ -277,13 +274,9 @@ def transfer_pair_generator( dest_obj = GCSObject(provider=dest_provider, bucket=dst_iface.bucket(), key=dest_key) else: raise ValueError(f"Invalid dest_region {dest_region}, unknown provider") - print("dest_obj", dest_obj) - print(dest_objs) dest_objs[dst_iface.region_tag()] = dest_obj # assert that all destinations share the same post-fix key - print("DEST KEYS", dest_keys, "prefix", dst_prefixes) - print("DEST OBJS", dest_objs) assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" n_objs += 1 @@ -321,7 +314,6 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - print("source key", src_obj.key) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -465,7 +457,6 @@ def src_prefix(self) -> Optional[str]: """Return the source prefix""" if not hasattr(self, "_src_prefix"): self._src_prefix = parse_path(self.src_path)[2] - print("src_prefix", self.src_path, self._src_prefix) return self._src_prefix @property @@ -699,21 +690,15 @@ def verify(self): dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] - print("verify", dst_iface.region_tag()) - # gather destination key mapping for this region dst_keys = {pair.dst_objs[dst_iface.region_tag()].key: pair.src_obj for pair in self.transfer_list} - print("dst keys", dst_keys) # list and check destination prefix for obj in dst_iface.list_objects(dst_prefix): # check metadata (src.size == dst.size) && (src.modified <= dst.modified) src_obj = dst_keys.get(obj.key) - print("get", obj.key, src_obj) if src_obj and src_obj.size == obj.size and src_obj.last_modified <= obj.last_modified: del dst_keys[obj.key] - else: - print("failed", dst_iface.bucket(), src_obj, obj) if dst_keys: failed_keys = [obj.key for obj in dst_keys.values()] diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 29225da53..491d7a8e1 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -51,21 +51,19 @@ def on_dispatch_end(self): DownloadColumn(binary_units=True), TransferSpeedColumn(), TimeRemainingColumn(), - transient=True, + # transient=True, ) for region_tag in self.dest_region_tags: self.transfer_task[region_tag] = self.pbar.add_task(region_tag, total=self.bytes_dispatched) self.pbar.start() def on_chunk_completed(self, chunks: List[Chunk], region_tag: str): - if len(chunks) == 0: - self.bytes_completed[region_tag] = 0 - else: - self.chunks_completed[region_tag] += len(chunks) - self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) + self.chunks_completed[region_tag] += len(chunks) + self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) self.pbar.update(self.transfer_task[region_tag], completed=self.bytes_completed[region_tag]) def on_transfer_end(self, transfer_stats): + print("ENDING PBAR") self.pbar.stop() print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) diff --git a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py index 00c49cc19..2f2e09f44 100644 --- a/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py +++ b/skyplane/compute/ibmcloud/ibm_gen2/vpc_backend.py @@ -39,8 +39,7 @@ class IBMVPCBackend: - @imports.inject("ibm_vpc", "ibm_cloud_sdk_core", pip_extra="ibmcloud") - def __init__(ibm_vpc, ibm_cloud_sdk_core, self, ibm_vpc_config): + def __init__(self, ibm_vpc_config): logger.debug("Creating IBM VPC client") self.name = "ibm_gen2" self.config = ibm_vpc_config @@ -60,9 +59,10 @@ def __init__(ibm_vpc, ibm_cloud_sdk_core, self, ibm_vpc_config): self.workers = [] self.iam_api_key = self.config.get("iam_api_key") - authenticator = ibm_cloud_sdk_core.authenticators(self.iam_api_key, url=self.config.get("iam_endpoint")) - self.vpc_cli = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) - self.vpc_cli.set_service_url(self.config["endpoint"] + "/v1") + self.vpc_cli = self.create_vpc_cli() + # authenticator = ibm_cloud_sdk_core.authenticators(self.iam_api_key, url=self.config.get("iam_endpoint")) + # self.vpc_cli = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) + # self.vpc_cli.set_service_url(self.config["endpoint"] + "/v1") user_agent_string = "ibm_vpc_{}".format(self.config["user_agent"]) self.vpc_cli._set_user_agent_header(user_agent_string) @@ -73,6 +73,13 @@ def __init__(ibm_vpc, ibm_cloud_sdk_core, self, ibm_vpc_config): msg = COMPUTE_CLI_MSG.format("IBM VPC") logger.info(f"{msg} - Region: {self.region}") + @imports.inject("ibm_vpc", "ibm_cloud_sdk_core", pip_extra="ibmcloud") + def create_vpc_cli(ibm_vpc, ibm_cloud_sdk_core, self): + authenticator = ibm_cloud_sdk_core.authenticators(self.iam_api_key, url=self.config.get("iam_endpoint")) + vpc_cli = ibm_vpc.VpcV1(VPC_API_VERSION, authenticator=authenticator) + vpc_cli.set_service_url(self.config["endpoint"] + "/v1") + return vpc_cli + def _load_vpc_data(self): """ Loads VPC data from local cache From d2a0aed06c1a715ab7a9a7b2f8c9c9167959a5f5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 25 Apr 2023 21:08:52 -0700 Subject: [PATCH 130/186] add bar for multipart completion --- skyplane/api/tracker.py | 17 ++++++++++------- skyplane/api/transfer_job.py | 20 +++++++++++++++++--- skyplane/cli/impl/progress_bar.py | 6 ++---- skyplane/gateway/gateway_daemon_api.py | 2 +- skyplane/planner/planner.py | 6 ------ 5 files changed, 30 insertions(+), 21 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index dd9d5ab3d..dde65b141 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -19,6 +19,8 @@ from skyplane.api.usage import UsageClient from skyplane.utils.definitions import GB +from skyplane.cli.impl.common import print_stats_completed + if TYPE_CHECKING: from skyplane.api.transfer_job import TransferJob @@ -205,8 +207,13 @@ def monitor_single_dst_helper(dst_region): results.append(future.result()) except Exception as e: raise e - + e2e_end_time = time.time() print("results", results) + transfer_stats = { + "total_runtime_s": e2e_end_time - e2e_start_time, + "throughput_gbits": self.query_bytes_dispatched() / (e2e_end_time - e2e_start_time) / GB * 8, + } + self.hooks.on_transfer_end() start_time = int(time.time()) try: @@ -236,17 +243,12 @@ def monitor_single_dst_helper(dst_region): e, args, self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, + self.dataplane.topology.dest_region_tags[0], session_start_timestamp_ms, ) raise e # transfer successfully completed - transfer_stats = { - "total_runtime_s": end_time - start_time, - "throughput_gbits": self.query_bytes_dispatched() / (end_time - start_time) / GB * 8, - } - self.hooks.on_transfer_end(transfer_stats) UsageClient.log_transfer( transfer_stats, args, @@ -254,6 +256,7 @@ def monitor_single_dst_helper(dst_region): self.dataplane.topology.dest_region_tags, session_start_timestamp_ms, ) + print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) @imports.inject("pandas") def monitor_transfer(pd, self, region_tag): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index f096c7883..9a68d8c34 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -35,6 +35,7 @@ T = TypeVar("T") +@dataclass class TransferPair: "Represents transfer pair between source and destination" @@ -44,6 +45,7 @@ def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreOb self.dst_key = dst_key # shared destination key across all chunks (differnt prefixes) +@dataclass class GatewayMessage: def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): self.chunk = chunk @@ -665,6 +667,7 @@ def dispatch( def finalize(self): """Complete the multipart upload requests""" + print("Finalizing multipart uploads...") groups = defaultdict(list) for req in self.multipart_transfer_list: if "region" not in req or "bucket" not in req: @@ -684,9 +687,9 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" - # TODO: fix this - for i in range(len(self.dst_ifaces)): + # for i in range(len(self.dst_ifaces)): + def verify_region(i): dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] @@ -701,11 +704,22 @@ def verify(self): del dst_keys[obj.key] if dst_keys: - failed_keys = [obj.key for obj in dst_keys.values()] + # failed_keys = [obj.key for obj in dst_keys.values()] + failed_keys = list(dst_keys.keys()) raise exceptions.TransferFailedException( f"Destination {dst_iface.region_tag()} bucket {dst_iface.bucket()}: {len(dst_keys)} objects failed verification {failed_keys}" ) + # WARNING: setting n>1 causes concurrency error + do_parallel( + verify_region, + range(len(self.dst_ifaces)), + spinner=True, + spinner_persist=False, + desc="Verifying objects in destination buckets", + n=1, + ) + @dataclass class SyncJob(CopyJob): diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 491d7a8e1..cdd82af43 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -51,7 +51,7 @@ def on_dispatch_end(self): DownloadColumn(binary_units=True), TransferSpeedColumn(), TimeRemainingColumn(), - # transient=True, + transient=True, ) for region_tag in self.dest_region_tags: self.transfer_task[region_tag] = self.pbar.add_task(region_tag, total=self.bytes_dispatched) @@ -62,10 +62,8 @@ def on_chunk_completed(self, chunks: List[Chunk], region_tag: str): self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) self.pbar.update(self.transfer_task[region_tag], completed=self.bytes_completed[region_tag]) - def on_transfer_end(self, transfer_stats): - print("ENDING PBAR") + def on_transfer_end(self): self.pbar.stop() - print_stats_completed(total_runtime_s=transfer_stats["total_runtime_s"], throughput_gbits=transfer_stats["throughput_gbits"]) def on_transfer_error(self, error): console.log(error) diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 4be0cfbff..6b0e1e1cd 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -99,6 +99,7 @@ def pull_chunk_status_queue(self, timeout=0.5): state = elem["state"] chunk_id = elem["chunk_id"] partition = elem["partition"] + chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) if chunk_id not in self.chunk_status: self.chunk_status[chunk_id] = ChunkState.registered.name @@ -121,7 +122,6 @@ def pull_chunk_status_queue(self, timeout=0.5): print(f"[gateway_api] chunk {chunk_id}: complete, all operators have uploaded {self.terminal_operators}") # remove chunk file - chunk_file_path = self.chunk_store.get_chunk_file_path(elem["chunk_id"]) if os.path.exists(chunk_file_path): logging.info(f"[gateway_api] Removing chunk file {chunk_file_path}") chunk_file_path.unlink() diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index fe92893cf..6874c65f2 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -40,8 +40,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" assert job.dst_ifaces[0].region_tag() == dst_region_tag, "All jobs must have same destination region" - print(src_region_tag, dst_region_tag) - plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=[dst_region_tag]) # TODO: use VM limits to determine how many instances to create in each region # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions @@ -97,7 +95,6 @@ def __init__(self, n_instances: int, n_connections: int): super().__init__() def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - print(jobs[0].src_iface) src_region_tag = jobs[0].src_iface.region_tag() dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] # jobs must have same sources and destinations @@ -105,8 +102,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" assert [iface.region_tag() for iface in job] == dst_region_tags, "Add jobs must have same destination set" - print(src_region_tag, dst_region_tags) - plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) # TODO: use VM limits to determine how many instances to create in each region # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions @@ -153,7 +148,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: ) # each gateway also recieves data from source - print("destination", dst_region_tag, "bucket", dst_bucket, "prefix", dst_prefix, "partition", partition_id) recv_op = dst_program[dst_region_tag].add_operator(GatewayReceive(), partition_id=partition_id) dst_program[dst_region_tag].add_operator( GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), From cc5168861542094b4c45028bf49594def94e7d9d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 13:26:04 -0700 Subject: [PATCH 131/186] cleanup and remove ibm test --- .github/workflows/docker-publish-ibm.yml | 116 ----------------------- skyplane/api/client.py | 3 +- skyplane/api/config.py | 4 +- skyplane/api/dataplane.py | 2 - skyplane/api/transfer_job.py | 10 +- skyplane/compute/gcp/gcp_auth.py | 4 + skyplane/gateway/operators/__init__.py | 0 7 files changed, 13 insertions(+), 126 deletions(-) delete mode 100644 .github/workflows/docker-publish-ibm.yml create mode 100644 skyplane/gateway/operators/__init__.py diff --git a/.github/workflows/docker-publish-ibm.yml b/.github/workflows/docker-publish-ibm.yml deleted file mode 100644 index e42f0de85..000000000 --- a/.github/workflows/docker-publish-ibm.yml +++ /dev/null @@ -1,116 +0,0 @@ -name: docker - -on: - schedule: - - cron: '39 22 * * *' - push: - branches: [ ibmcloud-support ] - # Publish semver tags as releases. - tags: [ '*.*.*' ] - pull_request: - -env: - IMAGE_NAME: s6m1p0n8/skyplane-ibm - -jobs: - build: - runs-on: ubuntu-latest - permissions: - contents: read - packages: write - # This is used to complete the identity challenge - # with sigstore/fulcio when running outside of PRs. - # id-token: write - - steps: - - name: Checkout repository - uses: actions/checkout@v2 - - # # Install the cosign tool except on PR - # # https://github.com/sigstore/cosign-installer - # - name: Install cosign - # # if: github.event_name != 'pull_request' - # uses: sigstore/cosign-installer@1e95c1de343b5b0c23352d6417ee3e48d5bcd422 - # with: - # cosign-release: 'v1.4.0' - - # Workaround: https://github.com/docker/build-push-action/issues/461 - - name: Setup Docker buildx - uses: docker/setup-buildx-action@79abd3f86f79a9d68a23c75a09a9a85889262adf - - - name: Cache Docker layers - uses: actions/cache@v2 - with: - path: /tmp/.buildx-cache - key: ${{ runner.os }}-buildx-${{ github.sha }} - restore-keys: ${{ runner.os }}-buildx- - - - name: Configure AWS Credentials - uses: aws-actions/configure-aws-credentials@v1 - with: - aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }} - aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }} - aws-region: us-east-1 - - - name: Login to Amazon ECR Public - id: login-ecr-public - uses: aws-actions/amazon-ecr-login@v1 - with: - registry-type: 'public' - - - name: Install Dependencies - run: | - pip install PyYAML - - # Extract metadata (tags, labels) for Docker - # https://github.com/docker/metadata-action - - name: Extract Docker metadata - id: meta - uses: docker/metadata-action@v4 - with: - images: ${{ steps.login-ecr-public.outputs.registry }}/${{ env.IMAGE_NAME }} - # tag as skyplane-ibm:latest - tags: | - type=ref,event=branch - type=ref,event=pr - type=ref,event=tag - type=semver,pattern={{version}} - type=sha - - # Build and push Docker image with Buildx (don't push on PR) - # https://github.com/docker/build-push-action - - name: Build and push Docker image - id: build-and-push - uses: docker/build-push-action@ad44023a93711e3deb337508980b4b5e9bcdc5dc - with: - context: . - push: true - tags: ${{ steps.meta.outputs.tags }} - labels: ${{ steps.meta.outputs.labels }} - cache-from: type=local,src=/tmp/.buildx-cache - cache-to: type=local,dest=/tmp/.buildx-cache-new - - # This ugly bit is necessary if you don't want your cache to grow forever - # till it hits GitHub's limit of 5GB. - # Temp fix - # https://github.com/docker/build-push-action/issues/252 - # https://github.com/moby/buildkit/issues/1896 - - name: Move cache - run: | - rm -rf /tmp/.buildx-cache - mv /tmp/.buildx-cache-new /tmp/.buildx-cache - - # # Sign the resulting Docker image digest except on PRs. - # # This will only write to the public Rekor transparency log when the Docker - # # repository is public to avoid leaking data. If you would like to publish - # # transparency data even for private images, pass --force to cosign below. - # # https://github.com/sigstore/cosign - # - name: Sign the published Docker image - # # if: ${{ github.event_name != 'pull_request' }} - # env: - # COSIGN_EXPERIMENTAL: "true" - # # This step uses the identity token to provision an ephemeral certificate - # # against the sigstore community Fulcio instance. - # run: | - # cosign version - # cosign sign ${{ steps.login-ecr-public.outputs.registry }}/${{ env.IMAGE_NAME }}@${{ steps.build-and-push.outputs.digest }} diff --git a/skyplane/api/client.py b/skyplane/api/client.py index ed2c30648..b88797018 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -1,4 +1,5 @@ import uuid +import typer from datetime import datetime from pathlib import Path from typing import TYPE_CHECKING, Optional @@ -61,7 +62,7 @@ def __init__( # set up logging self.log_dir.mkdir(parents=True, exist_ok=True) logger.open_log_file(self.log_dir / "client.log") - print("logging:", self.log_dir / "client.log") + typer.secho(f"Logging to: {self.log_dir / 'client.log'}", fg="bright_black") self.provisioner = Provisioner( host_uuid=self.clientid, diff --git a/skyplane/api/config.py b/skyplane/api/config.py index 68b3c4228..dcd05bf19 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -65,8 +65,8 @@ class TransferConfig: # randomly generate data or not for broadcast gen_random_data: bool = False - random_chunk_size_mb: Optional[float] = None - num_random_chunks: Optional[int] = None + gen_random_data_chunk_size_mb: Optional[float] = None + gen_random_data_num_chunks: Optional[int] = None src_region: Optional[str] = None dst_regions: Optional[List[str]] = None diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index efa3ec4dc..415637da6 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -16,8 +16,6 @@ from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig - -# from skyplane.planner.topology_old import ReplicationTopology, ReplicationTopologyGateway from skyplane.planner.topology import TopologyPlan, TopologyPlanGateway from skyplane.utils import logger from skyplane.utils.definitions import gateway_docker_image, tmp_log_dir diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 9a68d8c34..43ec51f46 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -1,4 +1,5 @@ import json +import typer import math import queue import sys @@ -623,8 +624,6 @@ def dispatch( if region_tag == dst_gateway.region_tag: mappings[key] = id - # print("mappings", mappings, "region", dst_gateway.region_tag, dst_gateway) - # print("sending mapping to ", dst_gateway, dst_gateway.gateway_api_url) # send mapping to gateway reply = self.http_pool.request( "POST", @@ -668,6 +667,7 @@ def dispatch( def finalize(self): """Complete the multipart upload requests""" print("Finalizing multipart uploads...") + typer.secho(f"Finalizing multipart uploads...", fg="bright_black") groups = defaultdict(list) for req in self.multipart_transfer_list: if "region" not in req or "bucket" not in req: @@ -688,7 +688,6 @@ def complete_fn(batch): def verify(self): """Verify the integrity of the transfered destination objects""" - # for i in range(len(self.dst_ifaces)): def verify_region(i): dst_iface = self.dst_ifaces[i] dst_prefix = self.dst_prefixes[i] @@ -710,14 +709,15 @@ def verify_region(i): f"Destination {dst_iface.region_tag()} bucket {dst_iface.bucket()}: {len(dst_keys)} objects failed verification {failed_keys}" ) - # WARNING: setting n>1 causes concurrency error + n = 1 # number threads + assert n == 1, "Only use one thread for verifying objects: n>1 causes concurrency error" do_parallel( verify_region, range(len(self.dst_ifaces)), spinner=True, spinner_persist=False, desc="Verifying objects in destination buckets", - n=1, + n=n, ) diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index e1e217791..bc8a41677 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -255,6 +255,10 @@ def get_gcp_client(discovery, self, service_name="compute", version="v1"): @imports.inject("google.cloud.storage", pip_extra="gcp") def get_storage_client(storage, self): # must use service account for XML storage API + print("using service account", self.service_account_credentials) + + # TODO: cache storage account clinet + # check that storage account works return storage.Client.from_service_account_json(self.service_account_credentials) def get_gcp_instances(self, gcp_region: str): diff --git a/skyplane/gateway/operators/__init__.py b/skyplane/gateway/operators/__init__.py new file mode 100644 index 000000000..e69de29bb From 4599973b01336b21508932de3bfcfd654991ae44 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 14:13:47 -0700 Subject: [PATCH 132/186] forgot to add operator files --- .../gateway/operators/gateway_operator.py | 573 ++++++++++++++++++ .../gateway/operators/gateway_receiver.py | 222 +++++++ 2 files changed, 795 insertions(+) create mode 100644 skyplane/gateway/operators/gateway_operator.py create mode 100644 skyplane/gateway/operators/gateway_receiver.py diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py new file mode 100644 index 000000000..2946f6a29 --- /dev/null +++ b/skyplane/gateway/operators/gateway_operator.py @@ -0,0 +1,573 @@ +import json +import os +from typing import List +import queue +import socket +import ssl +import time +import traceback +from functools import partial +from multiprocessing import Event, Process +from typing import Dict, List, Optional + +import urllib3 +import nacl.secret +from abc import ABC, abstractmethod + +from skyplane.config_paths import cloud_config +from skyplane.utils.definitions import MB +from skyplane.utils import logger +from skyplane.utils.retry import retry_backoff +from skyplane.utils.timer import Timer +from skyplane.obj_store.object_store_interface import ObjectStoreInterface + +from skyplane.chunk import ChunkRequest, ChunkState +from skyplane.gateway.gateway_queue import GatewayQueue +from skyplane.gateway.chunk_store import ChunkStore + + +class GatewayOperator(ABC): + def __init__( + self, + handle: str, + region: str, # TODO: remove + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + chunk_store: ChunkStore, + n_processes: Optional[int] = 1, + ): + self.handle = handle + self.region = region + self.input_queue = input_queue + self.output_queue = output_queue + self.chunk_store = chunk_store + self.error_event = error_event + self.error_queue = error_queue + self.n_processes = n_processes + + urllib3.disable_warnings(urllib3.exceptions.InsecureRequestWarning) + + # args for worker function + self.args = () + + # shared state + # TODO: move this outside of GateWaySender to share between processes? + self.processes = [] + self.exit_flags = [Event() for _ in range(self.n_processes)] + + # process-local state + self.worker_id: Optional[int] = None + + def start_workers(self): + for i in range(self.n_processes): + p = Process(target=self.worker_loop, args=(i,) + self.args) + p.start() + self.processes.append(p) + + def stop_workers(self): + for i in range(self.n_processes): + self.exit_flags[i].set() + for p in self.processes: + p.join() + self.processes = [] + + def worker_loop(self, worker_id: int, *args): + self.worker_id = worker_id + while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): + try: + # get chunk from input queue + try: + # will only get data for that handle + chunk_req = self.input_queue.get_nowait(self.handle) + except queue.Empty: + continue + + # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + + # TODO: status logging + self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) + # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") + + # process chunk + succ = self.process(chunk_req, *args) + + # place in output queue + if succ: + # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") + # print(self.handle) + self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) + if self.output_queue is not None: + # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") + self.output_queue.put(chunk_req) + else: + print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") + else: + # failed to process - re-queue + time.sleep(0.1) + # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + self.input_queue.put(chunk_req) + + except Exception as e: + logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") + self.error_queue.put(traceback.format_exc()) + self.error_event.set() + self.exit_flags[worker_id].set() + + # run worker exit function + self.worker_exit(worker_id) + + def worker_exit(self, worker_id: int): + pass + + @abstractmethod + def process(self, chunk_req: ChunkRequest, **args): + pass + + +class GatewayWaitReciever(GatewayOperator): + def __init__(self, *args, **kwargs): + super().__init__(*args, **kwargs) + + # TODO: alternative (potentially better performnace) implementation: connect via queue with GatewayReciever to listen + # for download completition events - join with chunk request queue from ChunkStore + def process(self, chunk_req: ChunkRequest): + chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id) + if not os.path.exists(chunk_file_path): # chunk still not downloaded, re-queue + # logger.debug(f"[{self.handle}:{self.worker_id}] Chunk {chunk_req.chunk.chunk_id} not downloaded yet, re-queueing") + return False + + # check to see if file is completed downloading + # Successfully recieved chunk 38400a29812142a486eaefcdebedf371, 161867776 0, 67108864 + with open(chunk_file_path, "rb") as f: + data = f.read() + if len(data) < chunk_req.chunk.chunk_length_bytes: + # download not complete + return False + assert ( + len(data) == chunk_req.chunk.chunk_length_bytes + ), f"Downloaded chunk length does not match expected length: {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + print( + f"[{self.handle}:{self.worker_id}] Successfully recieved chunk {chunk_req.chunk.chunk_id}, {len(data)}, {chunk_req.chunk.chunk_length_bytes}" + ) + return True + + +class GatewaySender(GatewayOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + chunk_store: ChunkStore, + ip_addr: str, + use_tls: Optional[bool] = True, + use_compression: Optional[bool] = True, + e2ee_key_bytes: Optional[bytes] = None, + n_processes: Optional[int] = 32, + ): + super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) + self.ip_addr = ip_addr + self.use_tls = use_tls + self.use_compression = use_compression + self.e2ee_key_bytes = e2ee_key_bytes + self.args = (ip_addr,) + + # provider = region.split(":")[0] + # if provider == "aws" or provider == "gcp": + # self.n_processes = 32 + # elif provider == "azure": + # self.n_processes = 24 # due to throttling limits from authentication + + # encryption + if e2ee_key_bytes is None: + self.e2ee_secretbox = None + else: + self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) + + # SSL context + if use_tls: + self.ssl_context = ssl.create_default_context(ssl.Purpose.SERVER_AUTH) + self.ssl_context.check_hostname = False + self.ssl_context.verify_mode = ssl.CERT_NONE + logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") + else: + self.ssl_context = None + + # process-local state + self.sender_port: Optional[int] = None + self.destination_ports: Dict[str, int] = {} # ip_address -> int + self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket + self.sent_chunk_ids: Dict[str, List[int]] = {} # ip_address -> list of chunk_ids + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE") + + def worker_exit(self, worker_id: int): + # close destination sockets + logger.info(f"[sender:{worker_id}] exiting, closing sockets") + for dst_socket in self.destination_sockets.values(): + dst_socket.close() + + # wait for all chunks to reach state "downloaded" + # TODO: remove/replace for broadcast + def wait_for_chunks(): + cr_status = {} + for ip, ip_chunk_ids in self.sent_chunk_ids.items(): + response = self.http_pool.request("GET", f"https://{ip}:8080/api/v1/incomplete_chunk_requests") + assert response.status == 200, f"{response.status} {response.data}" + host_state = json.loads(response.data.decode("utf-8"))["chunk_requests"] + for chunk_id in ip_chunk_ids: + if chunk_id in host_state: + cr_status[chunk_id] = host_state[chunk_id]["state"] + return all(status not in ["registered", "download_queued", "download_in_progress"] for status in cr_status.values()) + + logger.info(f"[sender:{worker_id}] waiting for chunks to reach state 'downloaded'") + wait_success = False + for _ in range(60): + try: + if wait_for_chunks(): + wait_success = True + break + except Exception as e: + logger.error(f"[Gateway Sender wait_for_chunks()] Exception: {e}") + + time.sleep(5) # originally 1 + if not wait_success: + raise Exception("Timed out waiting for chunks to reach state 'downloaded'") + logger.info(f"[sender:{worker_id}] all chunks reached state 'downloaded'") + + # close servers + logger.info(f"[sender:{worker_id}] exiting, closing servers") + for dst_host, dst_port in self.destination_ports.items(): + response = self.http_pool.request("DELETE", f"https://{dst_host}:8080/api/v1/servers/{dst_port}") + assert response.status == 200 and json.loads(response.data.decode("utf-8")) == {"status": "ok"} + logger.info(f"[sender:{worker_id}] closed destination socket {dst_host}:{dst_port}") + + def make_socket(self, dst_host): + response = self.http_pool.request("POST", f"https://{dst_host}:8080/api/v1/servers") + assert response.status == 200, f"{response.status} {response.data.decode('utf-8')}" + self.destination_ports[dst_host] = int(json.loads(response.data.decode("utf-8"))["server_port"]) + sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM) + sock.connect((dst_host, self.destination_ports[dst_host])) + original_timeout = sock.gettimeout() + sock.settimeout(30.0) # For the TLS handshake + logger.info(f"[sender:{self.worker_id}] started new server connection to {dst_host}:{self.destination_ports[dst_host]}") + if self.ssl_context is not None: + sock = self.ssl_context.wrap_socket(sock) + logger.info(f"[sender:{self.worker_id}] finished TLS handshake to {dst_host}:{self.destination_ports[dst_host]}") + sock.settimeout(original_timeout) + sock.setsockopt(socket.IPPROTO_TCP, socket.TCP_NODELAY, 1) + return sock + + # send chunks to other instances + def process(self, chunk_req: ChunkRequest, dst_host: str): + """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" + # notify server of upcoming ChunkRequests + + print(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + + # TODO: does this function need to be implemented to work for a list of chunks? + + chunk_ids = [chunk_req.chunk.chunk_id] + chunk_reqs = [chunk_req] + with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): + # TODO: remove chunk request wrapper + register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs]).encode("utf-8") + print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + # while True: + # try: + # response = self.http_pool.request( + # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + # ) + # break + # except Exception as e: + # print("sender post error", e) + # time.sleep(1) + + response = self.http_pool.request( + "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + ) + + assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" + print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + + # contact server to set up socket connection + if self.destination_ports.get(dst_host) is None: + print(f"[sender-{self.worker_id}]:{chunk_ids} creating new socket") + self.destination_sockets[dst_host] = retry_backoff( + partial(self.make_socket, dst_host), max_retries=3, exception_class=socket.timeout + ) + print(f"[sender-{self.worker_id}]:{chunk_ids} created new socket") + sock = self.destination_sockets[dst_host] + + # TODO: cleanup so this isn't a loop + for idx, chunk_req in enumerate(chunk_reqs): + # self.chunk_store.state_start_upload(chunk_id, f"sender:{self.worker_id}") + chunk_id = chunk_req.chunk.chunk_id + chunk = chunk_req.chunk + chunk_file_path = self.chunk_store.get_chunk_file_path(chunk_id) + + # read data from disk (and optionally compress if sending from source region) + with open(chunk_file_path, "rb") as f: + data = f.read() + assert len(data) == chunk.chunk_length_bytes, f"chunk {chunk_id} has size {len(data)} but should be {chunk.chunk_length_bytes}" + + wire_length = len(data) + # compressed_length = None + # if self.use_compression and self.region == chunk_req.src_region: + # data = lz4.frame.compress(data) + # wire_length = len(data) + # compressed_length = wire_length + # if self.e2ee_secretbox is not None and self.region == chunk_req.src_region: + # data = self.e2ee_secretbox.encrypt(data) + # wire_length = len(data) + + # send chunk header + header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) + print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") + header.to_socket(sock) + print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") + + # send chunk data + assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" + # file_size = os.path.getsize(chunk_file_path) + + with Timer() as t: + sock.sendall(data) + + # logger.debug(f"[sender:{self.worker_id}]:{chunk_id} sent at {chunk.chunk_length_bytes * 8 / t.elapsed / MB:.2f}Mbps") + print(f"[sender:{self.worker_id}]:{chunk_id} sent at {wire_length * 8 / t.elapsed / MB:.2f}Mbps") + + if dst_host not in self.sent_chunk_ids: + self.sent_chunk_ids[dst_host] = [] + self.sent_chunk_ids[dst_host].append(chunk_req.chunk.chunk_id) + + # success, so return true + return True + + +class GatewayRandomDataGen(GatewayOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + chunk_store: ChunkStore, + size_mb: int, + n_processes: Optional[int] = 1, + ): + super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) + self.size_mb = size_mb + + def process(self, chunk_req: ChunkRequest): + # wait until enough space available + fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) + size_bytes = int(self.size_mb * MB) + assert size_bytes > 0, f"Invalid size {size_bytes} for fallocate" + + while True: + # create file with random data + try: + os.system(f"fallocate -l {size_bytes} {fpath}") + file_size = os.path.getsize(fpath) + if file_size == size_bytes: + break + except Exception: + print(f"[gen_data] Chunk store full, waiting before generating {chunk_req.chunk.chunk_id}") + time.sleep(0.1) + continue + + logger.info(f"[{self.handle}:{self.worker_id}] Wrote chunk {chunk_req.chunk.chunk_id} with size {file_size} to {fpath}") + chunk_req.chunk.chunk_length_bytes = os.path.getsize(fpath) + + return True + + +class GatewayWriteLocal(GatewayOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + chunk_store: ChunkStore, + n_processes: int = 1, + ): + super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) + + def process(self, chunk_req: ChunkRequest): + # do nothing (already written locally) + return True + + +class GatewayObjStoreOperator(GatewayOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + n_processes: Optional[int] = 1, + chunk_store: Optional[ChunkStore] = None, + bucket_name: Optional[str] = None, + bucket_region: Optional[str] = None, + ): + super().__init__(handle, region, input_queue, output_queue, error_event, error_queue, chunk_store, n_processes) + self.bucket_name = bucket_name + self.bucket_region = bucket_region + self.src_requester_pays = cloud_config.get_flag("requester_pays") + + # process-local state + self.worker_id: Optional[int] = None + self.obj_store_interfaces: Dict[str, ObjectStoreInterface] = {} + + # interact with object store + def get_obj_store_interface(self, region: str, bucket: str) -> ObjectStoreInterface: + key = f"{region}:{bucket}" + if key not in self.obj_store_interfaces: + logger.warning(f"[gateway_daemon] ObjectStoreInterface not cached for {key}") + try: + self.obj_store_interfaces[key] = ObjectStoreInterface.create(region, bucket) + except Exception as e: + raise ValueError(f"Failed to create obj store interface {str(e)}") + return self.obj_store_interfaces[key] + + +class GatewayObjStoreReadOperator(GatewayObjStoreOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + n_processes: int = 32, + chunk_store: Optional[ChunkStore] = None, + bucket_name: Optional[str] = None, + bucket_region: Optional[str] = None, + ): + super().__init__( + handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region + ) + + def process(self, chunk_req: ChunkRequest, **args): + fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) + # wait for free space + logger.debug(f"[{self.handle}:{self.worker_id}] Start download {chunk_req.chunk.chunk_id} from {self.bucket_name}") + + obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) + + if self.src_requester_pays: + obj_store_interface.set_requester_bool(True) + + # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) + + assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" + while True: + # if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: + # time.sleep(0.1) + # continue + try: + md5sum = retry_backoff( + partial( + obj_store_interface.download_object, + chunk_req.chunk.src_key, + fpath, + chunk_req.chunk.file_offset_bytes, + chunk_req.chunk.chunk_length_bytes, + generate_md5=True, + ), + max_retries=1, # TODO: fix this - not a good solution + ) + + # ensure properly downloaded + file_size = os.path.getsize(fpath) + if file_size == chunk_req.chunk.chunk_length_bytes: + break + else: + print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) + + except Exception as e: + print("Failed", e) + time.sleep(1) + + # update md5sum for chunk requests + # TODO: create checksum operator + # if not md5sum: + # logger.error(f"[obj_store:{self.worker_id}] Checksum was not generated for {chunk_req.chunk.src_key}") + # else: + # self.chunk_store.update_chunk_checksum(chunk_req.chunk.chunk_id, md5sum) + + recieved_chunk_size = self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).stat().st_size + assert ( + recieved_chunk_size == chunk_req.chunk.chunk_length_bytes + ), f"Downloaded chunk {chunk_req.chunk.chunk_id} to {fpath} has incorrect size (expected {chunk_req.chunk.chunk_length_bytes} but got {recieved_chunk_size}, {chunk_req.chunk.chunk_length_bytes})" + logger.debug(f"[obj_store:{self.worker_id}] Downloaded {chunk_req.chunk.chunk_id} from {self.bucket_name}") + return True + + +class GatewayObjStoreWriteOperator(GatewayObjStoreOperator): + def __init__( + self, + handle: str, + region: str, + input_queue: GatewayQueue, + output_queue: GatewayQueue, + error_event, + error_queue: GatewayQueue, + upload_id_map: Dict[str, str], # map of upload_id mappings from client + n_processes: Optional[int] = 32, + chunk_store: Optional[ChunkStore] = None, + bucket_name: Optional[str] = None, + bucket_region: Optional[str] = None, + prefix: Optional[str] = "", + ): + super().__init__( + handle, region, input_queue, output_queue, error_event, error_queue, n_processes, chunk_store, bucket_name, bucket_region + ) + self.chunk_store = chunk_store + self.upload_id_map = upload_id_map + self.prefix = prefix + + def process(self, chunk_req: ChunkRequest): + fpath = str(self.chunk_store.get_chunk_file_path(chunk_req.chunk.chunk_id).absolute()) + logger.debug( + f"[{self.handle}:{self.worker_id}] Start upload {chunk_req.chunk.chunk_id} to {self.bucket_name}, key {chunk_req.chunk.dest_key}" + ) + + # TODO: cache object store interface + obj_store_interface = self.get_obj_store_interface(self.bucket_region, self.bucket_name) + + if chunk_req.chunk.multi_part: + assert chunk_req.chunk.src_key in self.upload_id_map, f"Upload id for {chunk_req.chunk.src_key} not found {self.upload_id_map}" + upload_id = self.upload_id_map[chunk_req.chunk.src_key] + else: + upload_id = None + + key = self.prefix + chunk_req.chunk.dest_key + logger.debug(f"[obj_store:{self.worker_id}] Uploading to id {upload_id} for key {key} bucket {self.bucket_name}") + retry_backoff( + partial( + obj_store_interface.upload_object, + fpath, + key, + chunk_req.chunk.part_number, + upload_id, + check_md5=chunk_req.chunk.md5_hash, + ), + max_retries=1, + ) + logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") + return True diff --git a/skyplane/gateway/operators/gateway_receiver.py b/skyplane/gateway/operators/gateway_receiver.py new file mode 100644 index 000000000..e04ccb21b --- /dev/null +++ b/skyplane/gateway/operators/gateway_receiver.py @@ -0,0 +1,222 @@ +import os +import signal +import socket +import ssl +import time +import traceback +from contextlib import closing +from multiprocessing import Event, Process, Value, Queue +from typing import Optional, Tuple + +import nacl.secret + +from skyplane.utils.definitions import MB +from skyplane.utils import logger +from skyplane.utils.timer import Timer + +from skyplane.chunk import WireProtocolHeader +from skyplane.gateway.cert import generate_self_signed_certificate +from skyplane.gateway.chunk_store import ChunkStore + + +class GatewayReceiver: + def __init__( + self, + handle: str, + region: str, + chunk_store: ChunkStore, + error_event, + error_queue: Queue, + recv_block_size=4 * MB, + max_pending_chunks=1, + use_tls: Optional[bool] = True, + use_compression: Optional[bool] = True, + e2ee_key_bytes: Optional[bytes] = None, + ): + self.handle = handle + self.region = region + self.chunk_store = chunk_store + self.error_event = error_event + self.error_queue = error_queue + self.recv_block_size = recv_block_size + self.max_pending_chunks = max_pending_chunks + print("Max pending chunks", self.max_pending_chunks) + self.use_compression = use_compression + if e2ee_key_bytes is None: + self.e2ee_secretbox = None + else: + self.e2ee_secretbox = nacl.secret.SecretBox(e2ee_key_bytes) + self.server_processes = [] + self.server_ports = [] + self.next_gateway_worker_id = 0 + self.socket_profiler_event_queue = Queue() + + # SSL context + if use_tls: + generate_self_signed_certificate("temp.cert", "temp.key") + self.ssl_context = ssl.create_default_context(ssl.Purpose.CLIENT_AUTH) + self.ssl_context.check_hostname = False + self.ssl_context.verify_mode = ssl.CERT_NONE + self.ssl_context.load_cert_chain("temp.cert", "temp.key") + logger.info(f"Using {str(ssl.OPENSSL_VERSION)}") + else: + self.ssl_context = None + + # private state per worker + self.worker_id: Optional[int] = None + + def start_server(self): + started_event = Event() + port = Value("i", 0) + + def server_worker(worker_id: int): + self.worker_id = worker_id + with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: + sock.bind(("0.0.0.0", 0)) + socket_port = sock.getsockname()[1] + port.value = socket_port + exit_flag = Event() + + def signal_handler(signal, frame): + exit_flag.set() + + signal.signal(signal.SIGINT, signal_handler) + + sock.listen() + if self.ssl_context is not None: + ssl_sock = self.ssl_context.wrap_socket(sock, server_side=True) + else: + ssl_sock = sock + started_event.set() + logger.info(f"[receiver:{socket_port}] Waiting for connection") + ssl_conn, addr = ssl_sock.accept() + logger.info(f"[receiver:{socket_port}] Accepted connection from {addr}") + while not exit_flag.is_set() and not self.error_event.is_set(): + try: + self.recv_chunks(ssl_conn, addr) + except Exception as e: + logger.warning(f"[receiver:{socket_port}] Error: {str(e)}") + self.error_queue.put(traceback.format_exc()) + exit_flag.set() + self.error_event.set() + logger.warning(f"[receiver:{socket_port}] Exiting on signal") + ssl_conn.close() + + gateway_id = self.next_gateway_worker_id + self.next_gateway_worker_id += 1 + p = Process(target=server_worker, args=(gateway_id,)) + p.start() + started_event.wait() + self.server_processes.append(p) + self.server_ports.append(port.value) + logger.info(f"[receiver:{port.value}] Started server)") + return port.value + + def stop_server(self, port: int): + matched_process = None + for server_port, server_process in zip(self.server_ports, self.server_processes): + if server_port == port: + matched_process = server_process + break + if matched_process is None: + raise ValueError(f"No server found on port {port}") + else: + os.kill(matched_process.pid, signal.SIGINT) + matched_process.join(30) + matched_process.terminate() + self.server_processes.remove(matched_process) + self.server_ports.remove(port) + logger.warning(f"[server:{port}] Stopped server") + return port + + def stop_servers(self): + for port in self.server_ports: + self.stop_server(port) + assert len(self.server_ports) == 0 + assert len(self.server_processes) == 0 + + def stop_workers(self): + self.stop_servers() + + def recv_chunks(self, conn: socket.socket, addr: Tuple[str, int]): + server_port = conn.getsockname()[1] + chunks_received = [] + init_space = self.chunk_store.remaining_bytes() + print("Init space", init_space) + while True: + # receive header and write data to file + logger.debug(f"[receiver:{server_port}] Blocking for next header") + chunk_header = WireProtocolHeader.from_socket(conn) + logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} Got chunk header {chunk_header}") + + # TODO: this wont work + # chunk_request = self.chunk_store.get_chunk_request(chunk_header.chunk_id) + + # should_decrypt = self.e2ee_secretbox is not None and chunk_request.dst_region == self.region + # should_decompress = chunk_header.is_compressed and chunk_request.dst_region == self.region + + # wait for space + # while self.chunk_store.remaining_bytes() < chunk_header.data_len * self.max_pending_chunks: + # print( + # f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + # ) + # time.sleep(0.1) + + # get data + # self.chunk_store.state_queue_download(chunk_header.chunk_id) + # self.chunk_store.state_start_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") + logger.debug(f"[receiver:{server_port}]:{chunk_header.chunk_id} wire header length {chunk_header.data_len}") + with Timer() as t: + fpath = self.chunk_store.get_chunk_file_path(chunk_header.chunk_id) + with fpath.open("wb") as f: + socket_data_len = chunk_header.data_len + chunk_received_size = 0 + to_write = bytearray(socket_data_len) + to_write_view = memoryview(to_write) + while socket_data_len > 0: + nbytes = conn.recv_into(to_write_view[chunk_received_size:], min(socket_data_len, self.recv_block_size)) + socket_data_len -= nbytes + chunk_received_size += nbytes + self.socket_profiler_event_queue.put( + dict( + receiver_id=self.worker_id, + chunk_id=chunk_header.chunk_id, + time_ms=t.elapsed * 1000.0, + bytes=chunk_received_size, + ) + ) + to_write = bytes(to_write) + + # try to write data until successful + while True: + try: + f.seek(0, 0) + f.write(to_write) + f.flush() + + # check size + file_size = os.path.getsize(fpath) + if file_size == chunk_header.data_len: + break + elif file_size >= chunk_header.data_len: + raise ValueError(f"[Gateway] File size {file_size} greater than chunk size {chunk_header.data_len}") + except Exception as e: + print(e) + + print( + f"[receiver:{server_port}]: No remaining space with bytes {self.chunk_store.remaining_bytes()} data len {chunk_header.data_len} max pending {self.max_pending_chunks}, total space {init_space}" + ) + time.sleep(1) + assert ( + socket_data_len == 0 and chunk_received_size == chunk_header.data_len + ), f"Size mismatch: got {chunk_received_size} expected {chunk_header.data_len} and had {socket_data_len} bytes remaining" + + logger.debug(f"Recieved chunk {chunk_header.chunk_id} size {chunk_header.data_len}") + + # todo check hash + # self.chunk_store.state_finish_download(chunk_header.chunk_id, f"receiver:{self.worker_id}") + chunks_received.append(chunk_header.chunk_id) + + if chunk_header.n_chunks_left_on_socket == 0: + logger.debug(f"[receiver:{server_port}] End of stream reached") + return From c793ea8c5e0115ccc47e61014f63545f655f6d0f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 18:42:46 -0700 Subject: [PATCH 133/186] support CLI --- skyplane/__init__.py | 2 + skyplane/api/client.py | 11 +- skyplane/api/config.py | 4 +- skyplane/api/dataplane.py | 2 +- skyplane/api/pipeline.py | 32 +++-- skyplane/api/provisioner.py | 2 - skyplane/api/tracker.py | 3 - skyplane/api/transfer_job.py | 42 +++++- skyplane/cli/cli_transfer.py | 121 ++++++++++-------- skyplane/compute/aws/aws_auth.py | 2 - skyplane/compute/aws/aws_cloud_provider.py | 7 +- skyplane/compute/gcp/gcp_auth.py | 3 - .../gateway/operators/gateway_receiver.py | 8 +- skyplane/planner/topology.py | 8 +- 14 files changed, 152 insertions(+), 95 deletions(-) diff --git a/skyplane/__init__.py b/skyplane/__init__.py index d1ae9f5f7..fd996ab0b 100644 --- a/skyplane/__init__.py +++ b/skyplane/__init__.py @@ -4,6 +4,7 @@ from skyplane.api.client import SkyplaneClient from skyplane.api.config import TransferConfig, AWSConfig, AzureConfig, GCPConfig from skyplane.api.dataplane import Dataplane +from skyplane.api.pipeline import Pipeline from skyplane.api.tracker import TransferHook __version__ = "0.3.1" @@ -17,6 +18,7 @@ # API "SkyplaneClient", "Dataplane", + "Pipeline", "TransferConfig", "AWSConfig", "AzureConfig", diff --git a/skyplane/api/client.py b/skyplane/api/client.py index b88797018..1e8feed51 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -72,9 +72,16 @@ def __init__( ibmcloud_auth=self.ibmcloud_auth, ) - def pipeline(self, debug=False): + def pipeline(self, planning_algorithm: Optional[str] = "direct", max_instances: Optional[int] = 1, debug=False): """Create a pipeline object to queue jobs""" - return Pipeline(clientid=self.clientid, provisioner=self.provisioner, transfer_config=self.transfer_config, debug=debug) + return Pipeline( + planning_algorithm=planning_algorithm, + max_instances=max_instances, + clientid=self.clientid, + provisioner=self.provisioner, + transfer_config=self.transfer_config, + debug=debug, + ) def copy(self, src: str, dst: str, recursive: bool = False): """ diff --git a/skyplane/api/config.py b/skyplane/api/config.py index dcd05bf19..2d1ff42ac 100644 --- a/skyplane/api/config.py +++ b/skyplane/api/config.py @@ -63,12 +63,10 @@ class TransferConfig: autoterminate_minutes: int = 15 requester_pays: bool = False - # randomly generate data or not for broadcast + # randomly generate data gen_random_data: bool = False gen_random_data_chunk_size_mb: Optional[float] = None gen_random_data_num_chunks: Optional[int] = None - src_region: Optional[str] = None - dst_regions: Optional[List[str]] = None # gateway settings use_bbr: bool = True diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 415637da6..6dda824a5 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -234,7 +234,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): :type spinner: bool """ with self.provisioning_lock: - if self.debug: + if self.debug and self.provisioned: logger.fs.info(f"Copying gateway logs to {self.transfer_dir}") self.copy_gateway_logs() diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 753316ed8..d2c88a0bc 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -38,8 +38,9 @@ def __init__( provisioner: "Provisioner", transfer_config: TransferConfig, # cloud_regions: dict, - planning_algorithm: str = "direct", - debug: bool = False, + max_instances: Optional[int] = 1, + planning_algorithm: Optional[str] = "direct", + debug: Optional[bool] = False, ): """ :param clientid: the uuid of the local host to create the dataplane @@ -52,7 +53,7 @@ def __init__( self.clientid = clientid # self.cloud_regions = cloud_regions # TODO: set max instances with VM CPU limits and/or config - self.max_instances = 1 + self.max_instances = max_instances self.provisioner = provisioner self.transfer_config = transfer_config self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) @@ -61,6 +62,9 @@ def __init__( self.transfer_dir = tmp_log_dir / "transfer_logs" / datetime.now().strftime("%Y%m%d_%H%M%S") self.transfer_dir.mkdir(exist_ok=True, parents=True) + # dataplane + self.dataplane = None + # planner self.planning_algorithm = planning_algorithm if self.planning_algorithm == "direct": @@ -78,17 +82,25 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} - def start(self, debug=False, progress=False): - # TODO: Set number of connections properly (or not at all) - planner = MulticastDirectPlanner(self.max_instances, 32) - + def create_dataplane(self, debug): # create plan from set of jobs scheduled - topo = planner.plan(self.jobs_to_dispatch) + topo = self.planner.plan(self.jobs_to_dispatch) # create dataplane from plan dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) + return dp + + def start(self, debug=False, progress=False): + ## create plan from set of jobs scheduled + # topo = self.planner.plan(self.jobs_to_dispatch) + + ## create dataplane from plan + # dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) + dp = self.create_dataplane(debug) + print("created dataplane") try: dp.provision(spinner=True) + print("done provision") if progress: from skyplane.cli.impl.progress_bar import ProgressBarTransferHook @@ -103,11 +115,9 @@ def start(self, debug=False, progress=False): if debug: dp.copy_gateway_logs() except Exception as e: - print(e) - print("copy gateway logs") dp.copy_gateway_logs() - print("deprovisioning dataplane...") dp.deprovision(spinner=True) + return dp def queue_copy( self, diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 9cc00b896..d07446f02 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -155,14 +155,12 @@ def get_node(self, uuid: str) -> compute.Server: return self.provisioned_vms[uuid] def _provision_task(self, task: ProvisionerTask): - print("provision", task.region) with Timer() as t: if task.cloud_provider == "aws": assert self.aws.auth.enabled(), "AWS credentials not configured" server = self.aws.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "azure": assert self.azure.auth.enabled(), "Azure credentials not configured" - print("PROVISION", task.tags, task.vm_type) server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index dde65b141..d86102e39 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -208,7 +208,6 @@ def monitor_single_dst_helper(dst_region): except Exception as e: raise e e2e_end_time = time.time() - print("results", results) transfer_stats = { "total_runtime_s": e2e_end_time - e2e_start_time, "throughput_gbits": self.query_bytes_dispatched() / (e2e_end_time - e2e_start_time) / GB * 8, @@ -317,8 +316,6 @@ def monitor_transfer(pd, self, region_tag): # sleep time.sleep(0.05) - print("no more pending", region_tag) - @property @functools.lru_cache(maxsize=1) def _chunk_to_job_map(self): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 43ec51f46..325ba5671 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -725,7 +725,32 @@ def verify_region(i): class SyncJob(CopyJob): """sync job that copies the source objects that does not exist in the destination bucket to the destination""" - def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: + def __init__( + self, + src_path: str, + dst_paths: str, + recursive: bool = False, + requester_pays: bool = False, + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + ): + super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) + self.transfer_list = [] + self.multipart_transfer_list = [] + + # @abstractmethod + def __init__( + self, + src_path: str, + dst_paths: List[str], + recursive: bool = False, + requester_pays: bool = False, + uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), + ): + super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) + self.transfer_list = [] + self.multipart_transfer_list = [] + + def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. :param chunker: chunker that makes the chunk requests @@ -734,10 +759,18 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tup if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, TransferConfig()) transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) + + # only single destination supported + assert len(self.dst_ifaces) == 1, "Only single destination supported for sync job" + # enrich destination objects with metadata for src_obj, dest_obj in self._enrich_dest_objs(transfer_pair_gen, self.dst_prefixes): if self._post_filter_fn(src_obj, dest_obj): - yield src_obj, dest_obj + yield TransferPair( + src_obj=src_obj, + dst_objs={self.dst_ifaces[0].region_tag(): dest_obj}, + dst_key=dest_obj.key.replace(self.dst_prefixes[0], ""), + ) def _enrich_dest_objs( self, transfer_pairs: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None], dest_prefix: str @@ -753,7 +786,10 @@ def _enrich_dest_objs( logger.fs.debug(f"Querying objects in {dst_iface.bucket()}") if not hasattr(self, "_found_dest_objs"): self._found_dest_objs = {obj.key: obj for obj in dst_iface.list_objects(dest_prefix)} - for src_obj, dest_obj in transfer_pairs: + for pair in transfer_pairs: + src_obj = pair.src_obj + dest_obj = list(pair.dst_objs.values())[0] + assert len(list(pair.dst_objs.keys())) == 1, f"Multiple destinations are not support for sync: {pair.dst_objs}" if dest_obj.key in self._found_dest_objs: dest_obj.size = self._found_dest_objs[dest_obj.key].size dest_obj.last_modified = self._found_dest_objs[dest_obj.key].last_modified diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 6cbc63a67..8c01036cb 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -63,7 +63,6 @@ def __init__(self, src_region_tag: str, dst_region_tag: str, args: Dict[str, Any ibmcloud_config=self.ibmcloud_config, ) typer.secho(f"Using Skyplane version {skyplane.__version__}", fg="bright_black") - typer.secho(f"Logging to: {self.client.log_dir / 'client.log'}", fg="bright_black") def to_api_config(self, config: SkyplaneConfig): aws_config = AWSConfig(aws_enabled=config.aws_enabled) @@ -179,27 +178,35 @@ def transfer_sync_small(self, src: str, dst: str) -> bool: else: return False - def make_dataplane(self, **solver_args) -> skyplane.Dataplane: - if self.src_region_tag.split(":")[0] == "hdfs": - self.src_region_tag = self.dst_region_tag - dp = self.client.dataplane(*self.src_region_tag.split(":"), *self.dst_region_tag.split(":"), **solver_args) - logger.fs.debug(f"Using dataplane: {dp}") - return dp + # def make_dataplane(self, **solver_args) -> skyplane.Dataplane: + # if self.src_region_tag.split(":")[0] == "hdfs": + # self.src_region_tag = self.dst_region_tag + # dp = self.client.dataplane(*self.src_region_tag.split(":"), *self.dst_region_tag.split(":"), **solver_args) + # logger.fs.debug(f"Using dataplane: {dp}") + # return dp - def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_confirm_transfer=True) -> bool: + def make_pipeline(self, **solver_args) -> skyplane.Pipeline: + pipeline = self.client.pipeline(**solver_args) + logger.fs.debug(f"Using pipeline: {pipeline}") + return pipeline + + def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, query_n: int = 5, ask_to_confirm_transfer=True) -> bool: """Prompts the user to confirm their transfer by querying the first query_n files from the TransferJob""" - if not len(dp.jobs_to_dispatch) > 0: + if not len(pipeline.jobs_to_dispatch) > 0: typer.secho("No jobs to dispatch.") return False - transfer_pair_gen = dp.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore - console.print(f"[bold yellow]Will transfer objects from {dp.src_region_tag} to {dp.dst_region_tag}[/bold yellow]") - sorted_counts = sorted(dp.topology.per_region_count().items(), key=lambda x: x[0]) + transfer_pair_gen = pipeline.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore + console.print( + f"[bold yellow]Will transfer objects from {dp.topology.src_region_tag} to {dp.topology.dest_region_tags}[/bold yellow]" + ) + topology = pipeline.planner.plan(pipeline.jobs_to_dispatch) + sorted_counts = sorted(topology.per_region_count().items(), key=lambda x: x[0]) console.print( f" [bold][blue]VMs to provision:[/blue][/bold] [bright_black]{', '.join(f'{c}x {r}' for r, c in sorted_counts)}[/bright_black]" ) - if dp.topology.cost_per_gb: + if topology.cost_per_gb: console.print( - f" [bold][blue]Estimated egress cost:[/blue][/bold] [bright_black]${dp.topology.cost_per_gb:,.2f}/GB[/bright_black]" + f" [bold][blue]Estimated egress cost:[/blue][/bold] [bright_black]${topology.cost_per_gb:,.2f}/GB[/bright_black]" ) # show spinner with Progress( @@ -218,10 +225,12 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf if len(obj_pairs) == 0: typer.secho("No objects to transfer.") return False - for src_obj, dst_obj in obj_pairs[:query_n]: - console.print( - f" [bright_black][bold]{src_obj.full_path()}[/bold] => [bold]{dst_obj.full_path()}[/bold] ({format_bytes(src_obj.size)})[/bright_black]" - ) + for pair in obj_pairs[:query_n]: + src_obj = pair.src_obj + for dst_obj in pair.dst_objs.values(): + console.print( + f" [bright_black][bold]{src_obj.full_path()}[/bold] => [bold]{dst_obj.full_path()}[/bold] ({format_bytes(src_obj.size)})[/bright_black]" + ) if len(obj_pairs) > query_n: console.print(f" [bright_black]...[/bright_black]") if ask_to_confirm_transfer: @@ -239,12 +248,12 @@ def confirm_transfer(self, dp: skyplane.Dataplane, query_n: int = 5, ask_to_conf console.print("[green]Transfer starting[/green]") return True - def estimate_small_transfer(self, dp: skyplane.Dataplane, size_threshold_bytes: float, query_n: int = 1000) -> bool: + def estimate_small_transfer(self, pipeline: skyplane.Pipeline, size_threshold_bytes: float, query_n: int = 1000) -> bool: """Estimates if the transfer is small by querying up to `query_n` files from the TransferJob. If it exceeds the file size limit, then it will fall back to the cloud CLIs.""" - if len(dp.jobs_to_dispatch) != 1: + if len(pipeline.jobs_to_dispatch) != 1: return False - job = dp.jobs_to_dispatch[0] + job = pipeline.jobs_to_dispatch[0] if not isinstance(job, CopyJob): return False transfer_pair_gen = job.gen_transfer_pairs() @@ -252,7 +261,8 @@ def estimate_small_transfer(self, dp: skyplane.Dataplane, size_threshold_bytes: generator_exhausted = False for _ in range(query_n): try: - src_obj, _ = next(transfer_pair_gen) + pair = next(transfer_pair_gen) + src_obj = pair.src_obj total_size += src_obj.size if total_size > size_threshold_bytes: return False @@ -350,22 +360,27 @@ def cp( ) return 1 - dp = cli.make_dataplane( - solver_type=solver, - n_vms=max_instances, - n_connections=max_connections, - solver_required_throughput_gbits=solver_required_throughput_gbits, - debug=debug, - ) + # dp = cli.make_dataplane( + # solver_type=solver, + # n_vms=max_instances, + # n_connections=max_connections, + # solver_required_throughput_gbits=solver_required_throughput_gbits, + # debug=debug, + # ) + pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) + pipeline.queue_copy(src, dst, recursive=recursive) + + # dataplane must be created after transfers are queued + dp = pipeline.create_dataplane(debug=debug) if provider_src in ("local", "nfs") and provider_dst in ("aws", "gcp", "azure"): + # manually create dataplane for queued transfer with dp.auto_deprovision(): - dp.queue_copy(src, dst, recursive=recursive) try: - if not cli.confirm_transfer(dp, 5, ask_to_confirm_transfer=not confirm): + if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): return 1 dp.provision(spinner=True) - dp.run(ProgressBarTransferHook()) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) except skyplane.exceptions.SkyplaneException as e: console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") console.print(e.pretty_print_str()) @@ -374,26 +389,27 @@ def cp( # return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 elif provider_src in ("aws", "gcp", "azure", "hdfs", "ibmcloud") and provider_dst in ("aws", "gcp", "azure", "ibmcloud"): # todo support ILP solver params - dp = cli.make_dataplane( - solver_type=solver, - solver_required_throughput_gbits=solver_required_throughput_gbits, - n_vms=max_instances, - n_connections=max_connections, - debug=debug, - ) + # dp = cli.make_dataplane( + # solver_type=solver, + # solver_required_throughput_gbits=solver_required_throughput_gbits, + # n_vms=max_instances, + # n_connections=max_connections, + # debug=debug, + # ) with dp.auto_deprovision(): - dp.queue_copy(src, dst, recursive=recursive) + # dp.queue_copy(src, dst, recursive=recursive) if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - dp, cloud_config.get_flag("native_cmd_threshold_gb") * GB + pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB ): small_transfer_status = cli.transfer_cp_small(src, dst, recursive) if small_transfer_status: return 0 try: - if not cli.confirm_transfer(dp, 5, ask_to_confirm_transfer=not confirm): + if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): return 1 dp.provision(spinner=True) - dp.run(ProgressBarTransferHook()) + # dp.run(ProgressBarTransferHook()) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) except KeyboardInterrupt: logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") @@ -503,27 +519,24 @@ def sync( elif provider_src in ("aws", "gcp", "azure") and provider_dst in ("aws", "gcp", "azure"): # todo support ILP solver params print() - dp = cli.make_dataplane( - solver_type=solver, - solver_required_throughput_gbits=solver_required_throughput_gbits, - n_vms=max_instances, - n_connections=max_connections, - debug=debug, - ) + pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) + pipeline.queue_sync(src, dst) + + dp = pipeline.create_dataplane(debug=True) + with dp.auto_deprovision(): - dp.queue_sync(src, dst) if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - dp, cloud_config.get_flag("native_cmd_threshold_gb") * GB + pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB ): small_transfer_status = cli.transfer_sync_small(src, dst) if small_transfer_status: return 0 try: console.print("[yellow]Note: sync must query the destination bucket to diff objects. This may take a while.[/yellow]") - if not cli.confirm_transfer(dp, 5, ask_to_confirm_transfer=not confirm): + if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): return 1 dp.provision(spinner=True) - dp.run(ProgressBarTransferHook()) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) except KeyboardInterrupt: logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") diff --git a/skyplane/compute/aws/aws_auth.py b/skyplane/compute/aws/aws_auth.py index ab59693c3..532c01e20 100644 --- a/skyplane/compute/aws/aws_auth.py +++ b/skyplane/compute/aws/aws_auth.py @@ -62,8 +62,6 @@ def save_region_config(boto3, self, config: SkyplaneConfig): region_text = region["Endpoint"] region_name = region_text[region_text.find(".") + 1 : region_text.find(".amazon")] region_list.append(region_name) - - # get VCPU limits f.write("\n".join(region_list)) quota_infos = fn.do_parallel( diff --git a/skyplane/compute/aws/aws_cloud_provider.py b/skyplane/compute/aws/aws_cloud_provider.py index 8c4059567..780ef6305 100644 --- a/skyplane/compute/aws/aws_cloud_provider.py +++ b/skyplane/compute/aws/aws_cloud_provider.py @@ -221,25 +221,20 @@ def start_instance(subnet_id: str): current_subnet_id = 0 for i in range(max_retries): try: - print("subnet", region, subnets[current_subnet_id]) instance = start_instance(subnets[current_subnet_id].id) break except exceptions.ClientError as e: if i == max_retries - 1: raise elif "VcpuLimitExceeded" in str(e): - print("VCPU LIMIT ERROR") raise skyplane_exceptions.InsufficientVCPUException() from e elif "Invalid IAM Instance Profile name" in str(e): - print("INVALID IAM INSTANCE PROFILE NAME") logger.warning(str(e)) elif "InsufficientInstanceCapacity" in str(e): # try another subnet - print("try another subnet", region, subnets[current_subnet_id], subnets[(current_subnet_id + 1) % len(subnets)]) - print("all", subnets) current_subnet_id = (current_subnet_id + 1) % len(subnets) else: - print("UNKNOWN", e) + raise ValueError(f"Unexpected provisioning error: {str(e)}") time.sleep(backoff) backoff = min(backoff * 2, max_backoff) diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index bc8a41677..d050da70e 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -254,9 +254,6 @@ def get_gcp_client(discovery, self, service_name="compute", version="v1"): @imports.inject("google.cloud.storage", pip_extra="gcp") def get_storage_client(storage, self): - # must use service account for XML storage API - print("using service account", self.service_account_credentials) - # TODO: cache storage account clinet # check that storage account works return storage.Client.from_service_account_json(self.service_account_credentials) diff --git a/skyplane/gateway/operators/gateway_receiver.py b/skyplane/gateway/operators/gateway_receiver.py index e04ccb21b..168df31e1 100644 --- a/skyplane/gateway/operators/gateway_receiver.py +++ b/skyplane/gateway/operators/gateway_receiver.py @@ -74,7 +74,7 @@ def server_worker(worker_id: int): with closing(socket.socket(socket.AF_INET, socket.SOCK_STREAM)) as sock: sock.bind(("0.0.0.0", 0)) socket_port = sock.getsockname()[1] - port.value = socket_port + port.value = socket_port # type: ignore exit_flag = Event() def signal_handler(signal, frame): @@ -108,9 +108,9 @@ def signal_handler(signal, frame): p.start() started_event.wait() self.server_processes.append(p) - self.server_ports.append(port.value) - logger.info(f"[receiver:{port.value}] Started server)") - return port.value + self.server_ports.append(port.value) # type: ignore + logger.info(f"[receiver:{port.value}] Started server)") # type: ignore + return port.value # type: ignore def stop_server(self, port: int): matched_process = None diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 03374a19e..f8b72de9f 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -65,7 +65,6 @@ def regions(self) -> List[str]: def add_gateway(self, region_tag: str): """Create gateway in specified region""" - print(region_tag) gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region == region_tag])) assert gateway_id not in self.gateways gateway = TopologyPlanGateway(region_tag, gateway_id) @@ -148,3 +147,10 @@ def source_instances(self): nodes.append(gateway) break return nodes + + def per_region_count(self) -> Dict[str, int]: + """Return number of gateways VMs per region""" + counts = {} + for node in self.get_gateways(): + counts[node.region_tag] = counts.get(node.region_tag, 0) + 1 + return counts From e66fdbab3d65e256e00952dc25b7861ffadf51ca Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 21:33:56 -0700 Subject: [PATCH 134/186] comment out on-prem --- skyplane/gateway/gateway_onprem.py | 28 +++++++++++++++------------- 1 file changed, 15 insertions(+), 13 deletions(-) diff --git a/skyplane/gateway/gateway_onprem.py b/skyplane/gateway/gateway_onprem.py index 0d0696726..9bd0e1d01 100644 --- a/skyplane/gateway/gateway_onprem.py +++ b/skyplane/gateway/gateway_onprem.py @@ -1,16 +1,18 @@ import psutil from multiprocessing import Process -from skyplane.gateway.gateway_sender import GatewaySender - - -class GatewayOnPrem(GatewaySender): - def start_workers(self): - # Assert no other prallel internet connections are active on the node - # Else this could lead to a noisy neighbor problem - assert len(psutil.net_connections()) < 5, "Cannot start workers when other workers are running" - for ip, num_connections in self.outgoing_ports.items(): - for i in range(num_connections): - p = Process(target=self.worker_loop, args=(i, ip)) - p.start() - self.processes.append(p) +# TODO: migrate to programmable gateways +# from skyplane.gateway.gateway_sender import GatewaySender +# +# +# class GatewayOnPrem(GatewaySender): +# def start_workers(self): +# # Assert no other prallel internet connections are active on the node +# # Else this could lead to a noisy neighbor problem +# assert len(psutil.net_connections()) < 5, "Cannot start workers when other workers are running" +# for ip, num_connections in self.outgoing_ports.items(): +# for i in range(num_connections): +# p = Process(target=self.worker_loop, args=(i, ip)) +# p.start() +# self.processes.append(p) +# From 00caafef5b17046d8f393c16b2b1be2c3bd9d4bf Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 22:25:55 -0700 Subject: [PATCH 135/186] ignore solver for linting --- .pytype.cfg | 3 +++ skyplane/api/dataplane.py | 2 +- skyplane/api/provisioner.py | 2 +- skyplane/planner/solver.py | 6 +++--- 4 files changed, 8 insertions(+), 5 deletions(-) diff --git a/.pytype.cfg b/.pytype.cfg index 25c7550ee..132597578 100644 --- a/.pytype.cfg +++ b/.pytype.cfg @@ -8,6 +8,9 @@ exclude = skyplane/benchmark/**/*.py scripts/**/*.py examples/*.py + skyplane/planner/solver.py + skyplane/planner/solver_ilp.py + skyplane/planner/solver_ron.py # Space-separated list of files or directories to process. inputs = diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 6dda824a5..d3b5c6b53 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -53,7 +53,7 @@ def __init__( :param clientid: the uuid of the local host to create the dataplane :type clientid: str :param topology: the calculated topology during the transfer - :type topology: ReplicationTopology + :type topology: TopologyPlan :param provisioner: the provisioner to launch the VMs :type provisioner: Provisioner :param transfer_config: the configuration during the transfer diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index d07446f02..2c7ab7e65 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -164,7 +164,7 @@ def _provision_task(self, task: ProvisionerTask): server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" - # todo specify network tier in ReplicationTopology + # TODO: specify network tier in server = self.gcp.provision_instance( task.region, task.vm_type, diff --git a/skyplane/planner/solver.py b/skyplane/planner/solver.py index fb7c20d48..5a18f1ed4 100644 --- a/skyplane/planner/solver.py +++ b/skyplane/planner/solver.py @@ -231,7 +231,7 @@ def plot_graphviz(self, solution: ThroughputSolution): g.edge(src_label, dst_label, label=label) return g - def to_replication_topology(self, solution: ThroughputSolution, scale_to_capacity=True) -> Tuple[ReplicationTopology, float]: + def to_replication_topology(self, solution: ThroughputSolution, scale_to_capacity=True) -> Tuple[TopologyPlan, float]: regions = self.get_regions() Edge = namedtuple("Edge", ["src_region", "src_instance_idx", "dst_region", "dst_instance_idx", "connections"]) @@ -320,9 +320,9 @@ def to_replication_topology(self, solution: ThroughputSolution, scale_to_capacit else: scale_factor = 1.0 - # build ReplicationTopology + # build TopologyPlan obj_store_edges = set() - replication_topology = ReplicationTopology() + replication_topology = TopologyPlan(src_region_tag=e.src_region, dest_region_tags=[e.dst_region]) for e in dst_edges: if e.connections >= 1: # connect source to destination From 2dc42deeb4df01805038b7f75a386eeebd2b4243 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 23:14:26 -0700 Subject: [PATCH 136/186] reformat --- skyplane/api/dataplane.py | 2 +- skyplane/api/provisioner.py | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index d3b5c6b53..817f19efd 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -53,7 +53,7 @@ def __init__( :param clientid: the uuid of the local host to create the dataplane :type clientid: str :param topology: the calculated topology during the transfer - :type topology: TopologyPlan + :type topology: TopologyPlan :param provisioner: the provisioner to launch the VMs :type provisioner: Provisioner :param transfer_config: the configuration during the transfer diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 2c7ab7e65..378f13ed5 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -164,7 +164,7 @@ def _provision_task(self, task: ProvisionerTask): server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" - # TODO: specify network tier in + # TODO: specify network tier in server = self.gcp.provision_instance( task.region, task.vm_type, From e737d3dde001f69bf0c0f9ae899b4b3d243b9efe Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 26 Apr 2023 23:43:18 -0700 Subject: [PATCH 137/186] format --- skyplane/obj_store/object_store_interface.py | 33 ++------------------ 1 file changed, 2 insertions(+), 31 deletions(-) diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index 7717e86a2..06640e3b1 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -11,8 +11,8 @@ class ObjectStoreObject: """Defines object in object store.""" key: str - provider: str = None - bucket: str = None + provider: Optional[str] = None + bucket: Optional[str] = None size: Optional[int] = None last_modified: Optional[str] = None mime_type: Optional[str] = None @@ -108,32 +108,3 @@ def initiate_multipart_upload(self, dst_object_name: str, mime_type: Optional[st def complete_multipart_upload(self, dst_object_name: str, upload_id: str) -> None: raise ValueError("Multipart uploads not supported") - - @staticmethod - def create(region_tag: str, bucket: str): - # TODO: modify this to also support local file - if region_tag.startswith("aws"): - from skyplane.obj_store.s3_interface import S3Interface - - return S3Interface(bucket) - elif region_tag.startswith("gcp"): - from skyplane.obj_store.gcs_interface import GCSInterface - - return GCSInterface(bucket) - elif region_tag.startswith("azure"): - from skyplane.obj_store.azure_blob_interface import AzureBlobInterface - - storage_account, container = bucket.split("/", 1) # / - return AzureBlobInterface(storage_account, container) - - elif region_tag.startswith("ibmcloud"): - from skyplane.obj_store.cos_interface import COSInterface - - return COSInterface(bucket, region_tag) - elif region_tag.startswith("hdfs"): - from skyplane.obj_store.hdfs_interface import HDFSInterface - - logger.fs.debug(f"attempting to create hdfs bucket {bucket}") - return HDFSInterface(host=bucket) - else: - raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") From 295274635b068ac1f77cc9c843f9866d4c194e66 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 27 Apr 2023 00:04:53 -0700 Subject: [PATCH 138/186] fix --- skyplane/gateway/operators/gateway_operator.py | 4 +--- 1 file changed, 1 insertion(+), 3 deletions(-) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 2946f6a29..611d625f5 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -496,11 +496,9 @@ def process(self, chunk_req: ChunkRequest, **args): file_size = os.path.getsize(fpath) if file_size == chunk_req.chunk.chunk_length_bytes: break - else: - print("error wrong downloaded size", chunk.chunk_length_bytes, file_size) except Exception as e: - print("Failed", e) + logger.error(f"[obj_store:{self.worker_id}] {str(e)}") time.sleep(1) # update md5sum for chunk requests From 82030b6c4c5582ce5c8ddd3f48060cf20f1f9b31 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 27 Apr 2023 00:37:26 -0700 Subject: [PATCH 139/186] fix errors --- .pytype.cfg | 1 + skyplane/api/client.py | 2 +- skyplane/api/dataplane.py | 4 ++-- skyplane/gateway/gateway_daemon_api.py | 3 ++- skyplane/gateway/operators/gateway_operator.py | 3 ++- 5 files changed, 8 insertions(+), 5 deletions(-) diff --git a/.pytype.cfg b/.pytype.cfg index 132597578..3a26a9ed5 100644 --- a/.pytype.cfg +++ b/.pytype.cfg @@ -2,6 +2,7 @@ # Space-separated list of files or directories to exclude. exclude = + env/ **/*_test.py **/test_*.py **/__init__.py diff --git a/skyplane/api/client.py b/skyplane/api/client.py index 1e8feed51..f7afae7e1 100644 --- a/skyplane/api/client.py +++ b/skyplane/api/client.py @@ -100,7 +100,7 @@ def copy(self, src: str, dst: str, recursive: bool = False): pipeline = self.pipeline() pipeline.queue_copy(src, dst, recursive=recursive) - pipeline.run() + pipeline.start() def object_store(self): return ObjectStore() diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 817f19efd..6dd7bc0ad 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -114,7 +114,7 @@ def _start_gateway( gateway_server.start_gateway( # setup_args, gateway_docker_image=gateway_docker_image, - gateway_program_path=gateway_program_filename, + gateway_program_path=str(gateway_program_filename), gateway_info_path=f"{gateway_log_dir}/gateway_info.json", e2ee_key_bytes=None, # TODO: remove use_bbr=self.transfer_config.use_bbr, # TODO: remove @@ -278,7 +278,7 @@ def source_gateways(self) -> List[compute.Server]: """Returns a list of source gateway nodes""" return [self.bound_nodes[n] for n in self.topology.source_instances()] if self.provisioned else [] - def sink_gateways(self) -> List[compute.Server]: + def sink_gateways(self) -> Dict[str, List[compute.Server]]: """Returns a list of sink gateway nodes""" return ( {region: [self.bound_nodes[n] for n in nodes] for region, nodes in self.topology.sink_instances().items()} diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 6b0e1e1cd..5962881f9 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -1,4 +1,5 @@ import logging +import multiprocessing from collections import defaultdict import logging.handlers import os @@ -40,7 +41,7 @@ def __init__( error_queue: Queue, terminal_operators: Dict[str, List[str]], num_required_terminal: Dict[str, int], - upload_id_map: Dict[str, str], + upload_id_map: multiprocessing.managers.DictProxy, host="0.0.0.0", port=8081, ): diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 611d625f5..54ac2ffb5 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -1,4 +1,5 @@ import json +import multiprocessing import os from typing import List import queue @@ -525,7 +526,7 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, - upload_id_map: Dict[str, str], # map of upload_id mappings from client + upload_id_map, # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, From d0017e10045368d09e27d7acca8415cdc8cbcf12 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 27 Apr 2023 12:46:53 -0700 Subject: [PATCH 140/186] fix pytype issues --- skyplane/api/pipeline.py | 4 +- skyplane/api/tracker.py | 17 +- skyplane/api/transfer_job.py | 209 ++++++++---------- skyplane/cli/impl/progress_bar.py | 5 +- skyplane/gateway/gateway_daemon_api.py | 4 +- .../gateway/operators/gateway_operator.py | 4 +- skyplane/obj_store/object_store_interface.py | 24 -- skyplane/obj_store/storage_interface.py | 22 ++ skyplane/planner/planner.py | 2 +- 9 files changed, 133 insertions(+), 158 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index d2c88a0bc..b68b97b01 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -87,7 +87,7 @@ def create_dataplane(self, debug): topo = self.planner.plan(self.jobs_to_dispatch) # create dataplane from plan - dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) + dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, str(self.transfer_dir), debug=debug) return dp def start(self, debug=False, progress=False): @@ -97,10 +97,8 @@ def start(self, debug=False, progress=False): ## create dataplane from plan # dp = Dataplane(self.clientid, topo, self.provisioner, self.transfer_config, self.transfer_dir, debug=debug) dp = self.create_dataplane(debug) - print("created dataplane") try: dp.provision(spinner=True) - print("done provision") if progress: from skyplane.cli.impl.progress_bar import ProgressBarTransferHook diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d86102e39..d98741191 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -13,7 +13,7 @@ from skyplane import exceptions from skyplane.api.config import TransferConfig -from skyplane.chunk import ChunkRequest, ChunkState, Chunk +from skyplane.chunk import ChunkState, Chunk from skyplane.utils import logger, imports from skyplane.utils.fn import do_parallel from skyplane.api.usage import UsageClient @@ -40,7 +40,7 @@ def on_dispatch_end(self): """Ending the dispatch job""" raise NotImplementedError() - def on_chunk_completed(self, chunks: List[Chunk], region_tag: str = None): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): """Chunks are all transferred""" raise NotImplementedError() @@ -68,7 +68,7 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): return - def on_chunk_completed(self, chunks: List[Chunk], region_tag: str = None): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): return def on_transfer_end(self, transfer_stats): @@ -110,7 +110,7 @@ def __init__(self, dataplane, jobs: List["TransferJob"], transfer_config: Transf logger.fs.debug(f"[TransferProgressTracker] Transfer config: {transfer_config}") # transfer state - self.job_chunk_requests: Dict[str, Dict[str, ChunkRequest]] = {} + self.job_chunk_requests: Dict[str, Dict[str, Chunk]] = {} self.job_pending_chunk_ids: Dict[str, Dict[str, Set[str]]] = {} self.job_complete_chunk_ids: Dict[str, Dict[str, Set[str]]] = {} self.errors: Optional[Dict[str, List[str]]] = None @@ -349,17 +349,20 @@ def is_complete(self, region_tag: str): """Return if the transfer is complete""" return all([len(self.job_pending_chunk_ids[job_uuid][region_tag]) == 0 for job_uuid in self.jobs.keys()]) - def query_bytes_remaining(self): + def query_bytes_remaining(self, region_tag: Optional[str] = None): """Query the total number of bytes remaining in all the transfer jobs""" + if region_tag is None: + assert len(list(self.job_pending_chunk_ids.keys())) == 1, "Must specify region_tag if there are multiple regions" + region_tag = list(self.job_pending_chunk_ids.keys())[0] if len(self.job_chunk_requests) == 0: return None bytes_remaining_per_job = {} for job_uuid in self.job_pending_chunk_ids.keys(): bytes_remaining_per_job[job_uuid] = sum( [ - cr.chunk.chunk_length_bytes + cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.job_pending_chunk_ids[job_uuid] + if cr.chunk_id in self.job_pending_chunk_ids[job_uuid][region_tag] ] ) logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 325ba5671..b4686178a 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -48,7 +48,7 @@ def __init__(self, src_obj: ObjectStoreObject, dst_objs: Dict[str, ObjectStoreOb @dataclass class GatewayMessage: - def __init__(self, chunk: Chunk = None, upload_id_mapping: Dict[str, Dict[str, str]] = None): + def __init__(self, chunk: Optional[Chunk] = None, upload_id_mapping: Optional[Dict[str, Tuple[str, str]]] = None): self.chunk = chunk self.upload_id_mapping = upload_id_mapping @@ -61,8 +61,8 @@ def __init__( src_iface: StorageInterface, dst_ifaces: List[StorageInterface], transfer_config: TransferConfig, - concurrent_multipart_chunk_threads: int = 64, - num_partitions: int = 1, + concurrent_multipart_chunk_threads: Optional[int] = 64, + num_partitions: Optional[int] = 1, ): """ :param src_iface: source object store interface @@ -84,7 +84,7 @@ def __init__( def _run_multipart_chunk_thread( self, exit_event: threading.Event, - in_queue: "Queue[Tuple[StorageInterface, StorageInterface]]", + in_queue: "Queue[TransferPair]", out_queue_chunks: "Queue[GatewayMessage]", ): """Chunks large files into many small chunks.""" @@ -97,61 +97,64 @@ def _run_multipart_chunk_thread( src_object = transfer_pair.src_obj dest_objects = transfer_pair.dst_objs dest_key = transfer_pair.dst_key - mime_type = self.src_iface.get_obj_mime_type(src_object.key) - - # create multipart upload request per destination - upload_id_mapping = {} - for dest_iface in self.dst_ifaces: - dest_object = dest_objects[dest_iface.region_tag()] - upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - # print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") - # store mapping between key and upload id for each region - upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) - out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue - - # get source and destination object and then compute number of chunks - chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) - num_chunks = math.ceil(src_object.size / chunk_size_bytes) - if num_chunks > self.transfer_config.multipart_max_chunks: - chunk_size_bytes = int(src_object.size / self.transfer_config.multipart_max_chunks) - chunk_size_bytes = math.ceil(chunk_size_bytes / MB) * MB # round to next largest mb + if isinstance(self.src_iface, ObjectStoreInterface): + mime_type = self.src_iface.get_obj_mime_type(src_object.key) + # create multipart upload request per destination + upload_id_mapping = {} + for dest_iface in self.dst_ifaces: + dest_object = dest_objects[dest_iface.region_tag()] + upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) + # print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + # store mapping between key and upload id for each region + upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) + out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue + + # get source and destination object and then compute number of chunks + chunk_size_bytes = int(self.transfer_config.multipart_chunk_size_mb * MB) num_chunks = math.ceil(src_object.size / chunk_size_bytes) - - assert num_chunks * chunk_size_bytes >= src_object.size - # create chunks - offset = 0 - part_num = 1 - parts = [] - for _ in range(num_chunks): - file_size_bytes = min(chunk_size_bytes, src_object.size - offset) - assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" - chunk = Chunk( - src_key=src_object.key, - dest_key=dest_key, # dest_object.key, # TODO: upload basename (no prefix) - chunk_id=uuid.uuid4().hex, - file_offset_bytes=offset, - partition_id=str(part_num % self.num_partitions), - chunk_length_bytes=file_size_bytes, - part_number=part_num, - # upload_id=upload_id, - multi_part=True, - ) - assert upload_id is not None, f"Upload id cannot be None for multipart upload for {src_object.key}" - assert part_num is not None, f"Partition cannot be none {part_num}" - offset += file_size_bytes - parts.append(part_num) - part_num += 1 - out_queue_chunks.put(GatewayMessage(chunk=chunk)) - - # store multipart ids - for dest_iface in self.dst_ifaces: - bucket = dest_iface.bucket() - region = dest_iface.region_tag() - dest_object = dest_objects[region] - _, upload_id = upload_id_mapping[region] - self.multipart_upload_requests.append( - dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) - ) + if num_chunks > self.transfer_config.multipart_max_chunks: + chunk_size_bytes = int(src_object.size / self.transfer_config.multipart_max_chunks) + chunk_size_bytes = math.ceil(chunk_size_bytes / MB) * MB # round to next largest mb + num_chunks = math.ceil(src_object.size / chunk_size_bytes) + + assert num_chunks * chunk_size_bytes >= src_object.size + # create chunks + offset = 0 + part_num = 1 + parts = [] + for _ in range(num_chunks): + file_size_bytes = min(chunk_size_bytes, src_object.size - offset) + assert file_size_bytes > 0, f"file size <= 0 {file_size_bytes}" + chunk = Chunk( + src_key=src_object.key, + dest_key=dest_key, # dest_object.key, # TODO: upload basename (no prefix) + chunk_id=uuid.uuid4().hex, + file_offset_bytes=offset, + partition_id=str(part_num % self.num_partitions), + chunk_length_bytes=file_size_bytes, + part_number=part_num, + # upload_id=upload_id, + multi_part=True, + ) + assert upload_id is not None, f"Upload id cannot be None for multipart upload for {src_object.key}" + assert part_num is not None, f"Partition cannot be none {part_num}" + offset += file_size_bytes + parts.append(part_num) + part_num += 1 + out_queue_chunks.put(GatewayMessage(chunk=chunk)) + + # store multipart ids + for dest_iface in self.dst_ifaces: + bucket = dest_iface.bucket() + region = dest_iface.region_tag() + dest_object = dest_objects[region] + _, upload_id = upload_id_mapping[region] + self.multipart_upload_requests.append( + dict(upload_id=upload_id, key=dest_object.key, parts=parts, region=region, bucket=bucket) + ) + else: + mime_type = None + raise NotImplementedError("Multipart not implement for non-object store interfaces") # def to_chunk_requests(self, gen_in: Generator[Chunk, None, None]) -> Generator[ChunkRequest, None, None]: # """Converts a generator of chunks to a generator of chunk requests. @@ -226,9 +229,9 @@ def map_object_key_prefix(source_prefix: str, source_key: str, dest_prefix: str, def transfer_pair_generator( self, src_prefix: str, - dst_prefixes: str, + dst_prefixes: List[str], recursive: bool, - prefilter_fn: Optional[Callable[[StorageInterface], bool]] = None, + prefilter_fn: Optional[Callable[[ObjectStoreObject], bool]] = None, # TODO: change to StorageObject ) -> Generator[TransferPair, None, None]: """Query source region and return list of objects to transfer. @@ -241,6 +244,11 @@ def transfer_pair_generator( :param prefilter_fn: filters out objects whose prefixes do not match the filter function (default: None) :type prefilter_fn: Callable[[ObjectStoreObject], bool] """ + if not isinstance(self.src_iface, ObjectStoreInterface) or not all( + [isinstance(dst_iface, ObjectStoreInterface) for dst_iface in self.dst_ifaces] + ): + raise NotImplementedError("TransferPair only supports object store interfaces") + if not self.src_iface.bucket_exists(): raise exceptions.MissingBucketException(f"Source bucket {self.src_iface.path()} does not exist or is not readable.") for dst_iface in self.dst_ifaces: @@ -295,7 +303,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> :param transfer_pair_generator: generator of pairs of objects to transfer :type transfer_pair_generator: Generator """ - multipart_send_queue: Queue[Tuple[ObjectStoreObject, ObjectStoreObject]] = Queue() + multipart_send_queue: Queue[TransferPair] = Queue() multipart_chunk_queue: Queue[GatewayMessage] = Queue() multipart_exit_event = threading.Event() multipart_chunk_threads = [] @@ -323,7 +331,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, chunk_length_bytes=transfer_pair.src_obj.size, - partition_id=0, # TODO: fix this to distribute across multiple partitions + partition_id=str(0), # TODO: fix this to distribute across multiple partitions ) ) @@ -422,22 +430,7 @@ class TransferJob(ABC): def __init__( self, src_path: str, - dst_paths: str, - recursive: bool = False, - requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), - ): - self.src_path = src_path - self.dst_paths = dst_paths - self.recursive = recursive - self.requester_pays = requester_pays - self.uuid = uuid - - # @abstractmethod - def __init__( - self, - src_path: str, - dst_paths: List[str], + dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), @@ -473,13 +466,13 @@ def src_iface(self) -> StorageInterface: return self._src_iface @property - def dst_prefixes(self) -> Optional[str]: + def dst_prefixes(self) -> List[str]: """Return the destination prefix""" if not hasattr(self, "_dst_prefix"): if self.transfer_type == "unicast": - self._dst_prefix = [parse_path(self.dst_paths[0])[2]] + self._dst_prefix = [str(parse_path(self.dst_paths[0])[2])] else: - self._dst_prefix = [parse_path(path)[2] for path in self.dst_paths] + self._dst_prefix = [str(parse_path(path)[2]) for path in self.dst_paths] return self._dst_prefix @property @@ -510,10 +503,7 @@ def verify(self): def size_gb(self): """Return the size of the transfer in GB""" - total_size = 0 - for pair in self.gen_transfer_pairs(): - total_size += pair.src_obj.size - return total_size / 1e9 + raise NotImplementedError("Size not implemented") @classmethod def _pre_filter_fn(cls, obj: ObjectStoreObject) -> bool: @@ -539,7 +529,7 @@ class CopyJob(TransferJob): def __init__( self, src_path: str, - dst_paths: str, + dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), @@ -548,22 +538,6 @@ def __init__( self.transfer_list = [] self.multipart_transfer_list = [] - # @abstractmethod - def __init__( - self, - src_path: str, - dst_paths: List[str], - recursive: bool = False, - requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), - ): - super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) - self.transfer_list = [] - self.multipart_transfer_list = [] - - # transfer_list: list = field(default_factory=list) - # multipart_transfer_list: list = field(default_factory=list) - @property def http_pool(self): """http connection pool""" @@ -720,6 +694,13 @@ def verify_region(i): n=n, ) + def size_gb(self): + """Return the size of the transfer in GB""" + total_size = 0 + for pair in self.gen_transfer_pairs(): + total_size += pair.src_obj.size + return total_size / 1e9 + @dataclass class SyncJob(CopyJob): @@ -728,7 +709,7 @@ class SyncJob(CopyJob): def __init__( self, src_path: str, - dst_paths: str, + dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), @@ -737,18 +718,10 @@ def __init__( self.transfer_list = [] self.multipart_transfer_list = [] - # @abstractmethod - def __init__( - self, - src_path: str, - dst_paths: List[str], - recursive: bool = False, - requester_pays: bool = False, - uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), - ): - super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) - self.transfer_list = [] - self.multipart_transfer_list = [] + assert isinstance(self.src_iface, ObjectStoreInterface), "Source must be an object store interface" + assert not any( + [not isinstance(iface, ObjectStoreInterface) for iface in self.dst_ifaces] + ), "Destination must be a object store interface" def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. @@ -773,7 +746,7 @@ def gen_transfer_pairs(self, chunker: Optional[Chunker] = None) -> Generator[Tra ) def _enrich_dest_objs( - self, transfer_pairs: Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None], dest_prefix: str + self, transfer_pairs: Generator[TransferPair, None, None], dest_prefixes: List[str] ) -> Generator[Tuple[ObjectStoreObject, ObjectStoreObject], None, None]: """ For skyplane sync, we enrich dest obj metadata with our existing dest obj metadata from the dest bucket following a query. @@ -782,7 +755,9 @@ def _enrich_dest_objs( :param transfer_pairs: generator of transfer pairs :type transfer_pairs: Generator """ - for dst_iface in self.dst_ifaces: + for i in range(len(self.dst_ifaces)): + dst_iface = self.dst_ifaces[i] + dest_prefix = dest_prefixes[i] logger.fs.debug(f"Querying objects in {dst_iface.bucket()}") if not hasattr(self, "_found_dest_objs"): self._found_dest_objs = {obj.key: obj for obj in dst_iface.list_objects(dest_prefix)} diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index cdd82af43..62fdb6632 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -1,4 +1,4 @@ -from typing import List +from typing import List, Optional from collections import defaultdict from rich.progress import Progress, SpinnerColumn, TextColumn, BarColumn, DownloadColumn, TransferSpeedColumn, TimeRemainingColumn from skyplane import exceptions @@ -57,7 +57,8 @@ def on_dispatch_end(self): self.transfer_task[region_tag] = self.pbar.add_task(region_tag, total=self.bytes_dispatched) self.pbar.start() - def on_chunk_completed(self, chunks: List[Chunk], region_tag: str): + def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): + assert region_tag is not None, f"Must specify region tag for progress bar" self.chunks_completed[region_tag] += len(chunks) self.bytes_completed[region_tag] += sum([chunk.chunk_length_bytes for chunk in chunks]) self.pbar.update(self.transfer_task[region_tag], completed=self.bytes_completed[region_tag]) diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 5962881f9..c31cd1892 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -1,10 +1,10 @@ import logging -import multiprocessing from collections import defaultdict import logging.handlers import os import threading from multiprocessing import Queue +from multiprocessing.managers import DictProxy from queue import Empty from traceback import TracebackException from typing import Dict, List, Tuple, Optional @@ -41,7 +41,7 @@ def __init__( error_queue: Queue, terminal_operators: Dict[str, List[str]], num_required_terminal: Dict[str, int], - upload_id_map: multiprocessing.managers.DictProxy, + upload_id_map: DictProxy, host="0.0.0.0", port=8081, ): diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 54ac2ffb5..bedb87e5f 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -1,5 +1,4 @@ import json -import multiprocessing import os from typing import List import queue @@ -9,6 +8,7 @@ import traceback from functools import partial from multiprocessing import Event, Process +from multiprocessing.managers import DictProxy from typing import Dict, List, Optional import urllib3 @@ -526,7 +526,7 @@ def __init__( output_queue: GatewayQueue, error_event, error_queue: GatewayQueue, - upload_id_map, # map of upload_id mappings from client + upload_id_map: DictProxy, # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, diff --git a/skyplane/obj_store/object_store_interface.py b/skyplane/obj_store/object_store_interface.py index 06640e3b1..99b52501e 100644 --- a/skyplane/obj_store/object_store_interface.py +++ b/skyplane/obj_store/object_store_interface.py @@ -26,33 +26,9 @@ def full_path(self): class ObjectStoreInterface(StorageInterface): - def path(self) -> str: - raise NotImplementedError() - - def region_tag(self) -> str: - raise NotImplementedError() - - def bucket(self) -> str: - raise NotImplementedError() - def set_requester_bool(self, requester: bool): return - def create_bucket(self, region_tag: str): - raise NotImplementedError() - - def delete_bucket(self): - raise NotImplementedError() - - def bucket_exists(self) -> bool: - raise NotImplementedError() - - def exists(self, obj_name: str) -> bool: - raise NotImplementedError() - - def list_objects(self, prefix="") -> Iterator[ObjectStoreObject]: - raise NotImplementedError() - def get_obj_size(self, obj_name) -> int: raise NotImplementedError() diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 792afba50..8db1ce097 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -1,13 +1,35 @@ from skyplane.utils import logger +from typing import Iterator, Any class StorageInterface: + def bucket(self) -> str: + return self.bucket_name + + def region_tag(self) -> str: + raise NotImplementedError() + def path(self) -> str: raise NotImplementedError() + def bucket(self) -> str: + raise NotImplementedError() + + def create_bucket(self, region_tag: str): + raise NotImplementedError() + + def delete_bucket(self): + raise NotImplementedError() + + def bucket_exists(self) -> bool: + raise NotImplementedError() + def exists(self, obj_name: str) -> bool: raise NotImplementedError() + def list_objects(self, prefix="") -> Iterator[Any]: + raise NotImplementedError() + @staticmethod def create(region_tag: str, bucket: str): # TODO: modify this to also support local file diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 6874c65f2..fd74a97e2 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -100,7 +100,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" - assert [iface.region_tag() for iface in job] == dst_region_tags, "Add jobs must have same destination set" + assert [iface.region_tag() for iface in job.dst_ifaces] == dst_region_tags, "Add jobs must have same destination set" plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) # TODO: use VM limits to determine how many instances to create in each region From 3238983cd8dd7de592820e281f87a79cb6557c80 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 15:30:14 -0700 Subject: [PATCH 141/186] fix transfer list bug --- skyplane/api/pipeline.py | 1 + skyplane/api/provisioner.py | 10 ++++----- skyplane/api/tracker.py | 4 ++-- skyplane/api/transfer_job.py | 33 ++++++++++++++++++++---------- skyplane/api/usage.py | 2 +- skyplane/gateway/gateway_daemon.py | 3 ++- 6 files changed, 33 insertions(+), 20 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index b68b97b01..1095f9faa 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -111,6 +111,7 @@ def start(self, debug=False, progress=False): # copy gateway logs if debug: + print("debug so copy logs") dp.copy_gateway_logs() except Exception as e: dp.copy_gateway_logs() diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 378f13ed5..3c5bd768b 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -164,7 +164,7 @@ def _provision_task(self, task: ProvisionerTask): server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" - # TODO: specify network tier in + # TODO: specify network tier in TopologyPlan server = self.gcp.provision_instance( task.region, task.vm_type, @@ -248,10 +248,10 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner # NOTE: the following setup is for broadcast only if aws_provisioned: authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) - # if gcp_provisioned: - # def authorize_gcp_gateways(): - # self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) - # authorize_ip_jobs.append(authorize_gcp_gateways) + if gcp_provisioned: + def authorize_gcp_gateways(): + self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) + authorize_ip_jobs.append(authorize_gcp_gateways) do_parallel( lambda fn: fn(), diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d98741191..a56145a74 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -224,8 +224,8 @@ def monitor_single_dst_helper(dst_region): "finalize job", e, args, - self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, + #self.dataplane.topology.src_region_tag, + #self.dataplane.topology.dest_region_tags, session_start_timestamp_ms, ) raise e diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index b4686178a..dbe07e65f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -104,7 +104,7 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - # print(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + logger.fs.debug(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue @@ -325,15 +325,14 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - yield GatewayMessage( - chunk=Chunk( - src_key=src_obj.key, - dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) - chunk_id=uuid.uuid4().hex, - chunk_length_bytes=transfer_pair.src_obj.size, - partition_id=str(0), # TODO: fix this to distribute across multiple partitions - ) + chunk=Chunk( + src_key=src_obj.key, + dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) + chunk_id=uuid.uuid4().hex, + chunk_length_bytes=transfer_pair.src_obj.size, + partition_id=str(0), # TODO: fix this to distribute across multiple partitions ) + yield GatewayMessage(chunk=chunk) if self.transfer_config.multipart_enabled: # drain multipart chunk queue and yield with updated chunk IDs @@ -341,6 +340,12 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> yield multipart_chunk_queue.get() if self.transfer_config.multipart_enabled: + + # wait for processing multipart requests to finish + logger.fs.debug("Waiting for multipart threads to finish") + while not multipart_send_queue.empty(): + logger.fs.debug(f"Remaining in multipart queue {multipart_send_queue.qsize()}") + time.sleep(0.1) # send sentinel to all threads multipart_exit_event.set() for thread in multipart_chunk_threads: @@ -350,6 +355,8 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> while not multipart_chunk_queue.empty(): yield multipart_chunk_queue.get() + assert multipart_send_queue.empty(), f"Not all multipart chunks were sent: {multipart_send_queue.qsize()}" + @staticmethod def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: """Batches generator, while handling StopIteration @@ -574,6 +581,7 @@ def dispatch( transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) + # chunk_requests = chunker.to_chunk_requests(chunks) batches = chunker.batch_generator( @@ -585,6 +593,8 @@ def dispatch( bytes_dispatched = [0] * len(src_gateways) n_multiparts = 0 start = time.time() + + sent = 0 for batch in batches: # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] @@ -631,6 +641,7 @@ def dispatch( logger.fs.debug( f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" ) + sent += len(chunk_batch) yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -640,7 +651,6 @@ def dispatch( def finalize(self): """Complete the multipart upload requests""" - print("Finalizing multipart uploads...") typer.secho(f"Finalizing multipart uploads...", fg="bright_black") groups = defaultdict(list) for req in self.multipart_transfer_list: @@ -655,9 +665,10 @@ def finalize(self): def complete_fn(batch): for req in batch: + logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) - do_parallel(complete_fn, batches, n=-1) + do_parallel(complete_fn, batches, n=8) def verify(self): """Verify the integrity of the transfered destination objects""" diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 8fed9092f..1c03e0e8f 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -93,7 +93,7 @@ class UsageStatsToReport: #: The source region of the transfer session. source_region: str #: The destination region of the transfer session. - destination_region: str + destination_region: str # TODO: make into dest_regions #: The source cloud provider of the transfer session. source_cloud_provider: str #: The destination cloud provider of the transfer session. diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index 98b739498..ffb58dbf6 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -219,10 +219,11 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ # TODO: handle private ips for GCP->GCP target_gateway_info = self.gateway_info[op["target_gateway_id"]] print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) + operators[handle] = GatewaySender( handle, region=self.region, - ip_addr=target_gateway_info["private_ip_address"], + ip_addr=target_gateway_info["public_ip_address"], input_queue=input_queue, output_queue=output_queue, error_event=self.error_event, From acd952f1145a4e679b0446b2087a690bcbf24cf8 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 17:31:24 -0700 Subject: [PATCH 142/186] add private ips --- skyplane/api/provisioner.py | 2 ++ skyplane/api/tracker.py | 4 ++-- skyplane/api/transfer_job.py | 16 +++++++++------- skyplane/api/usage.py | 2 +- skyplane/gateway/gateway_daemon.py | 6 +++--- skyplane/gateway/gateway_program.py | 11 ++++++++++- skyplane/planner/planner.py | 10 +++++++++- skyplane/planner/topology.py | 4 ++-- 8 files changed, 38 insertions(+), 17 deletions(-) diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 3c5bd768b..88f7f176d 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -249,8 +249,10 @@ def provision(self, authorize_firewall: bool = True, max_jobs: int = 16, spinner if aws_provisioned: authorize_ip_jobs.extend([partial(self.aws.add_ips_to_security_group, r, None) for r in set(aws_regions)]) if gcp_provisioned: + def authorize_gcp_gateways(): self.gcp_firewall_rules.add(self.gcp.authorize_gateways(public_ips + private_ips)) + authorize_ip_jobs.append(authorize_gcp_gateways) do_parallel( diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index a56145a74..e3eb30410 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -224,8 +224,8 @@ def monitor_single_dst_helper(dst_region): "finalize job", e, args, - #self.dataplane.topology.src_region_tag, - #self.dataplane.topology.dest_region_tags, + # self.dataplane.topology.src_region_tag, + # self.dataplane.topology.dest_region_tags, session_start_timestamp_ms, ) raise e diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index dbe07e65f..00198311a 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -104,7 +104,9 @@ def _run_multipart_chunk_thread( for dest_iface in self.dst_ifaces: dest_object = dest_objects[dest_iface.region_tag()] upload_id = dest_iface.initiate_multipart_upload(dest_object.key, mime_type=mime_type) - logger.fs.debug(f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}") + logger.fs.debug( + f"Created upload id for key {dest_object.key} with upload id {upload_id} for bucket {dest_iface.bucket_name}" + ) # store mapping between key and upload id for each region upload_id_mapping[dest_iface.region_tag()] = (src_object.key, upload_id) out_queue_chunks.put(GatewayMessage(upload_id_mapping=upload_id_mapping)) # send to output queue @@ -325,7 +327,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - chunk=Chunk( + chunk = Chunk( src_key=src_obj.key, dest_key=transfer_pair.dst_key, # TODO: get rid of dest_key, and have write object have info on prefix (or have a map here) chunk_id=uuid.uuid4().hex, @@ -340,10 +342,10 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> yield multipart_chunk_queue.get() if self.transfer_config.multipart_enabled: - - # wait for processing multipart requests to finish + # wait for processing multipart requests to finish logger.fs.debug("Waiting for multipart threads to finish") - while not multipart_send_queue.empty(): + # while not multipart_send_queue.empty(): + while not multipart_send_queue.empty() or not multipart_chunk_queue.empty(): logger.fs.debug(f"Remaining in multipart queue {multipart_send_queue.qsize()}") time.sleep(0.1) # send sentinel to all threads @@ -593,8 +595,8 @@ def dispatch( bytes_dispatched = [0] * len(src_gateways) n_multiparts = 0 start = time.time() - - sent = 0 + + sent = 0 for batch in batches: # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] diff --git a/skyplane/api/usage.py b/skyplane/api/usage.py index 1c03e0e8f..9d8fd7aec 100644 --- a/skyplane/api/usage.py +++ b/skyplane/api/usage.py @@ -93,7 +93,7 @@ class UsageStatsToReport: #: The source region of the transfer session. source_region: str #: The destination region of the transfer session. - destination_region: str # TODO: make into dest_regions + destination_region: str # TODO: make into dest_regions #: The source cloud provider of the transfer session. source_cloud_provider: str #: The destination cloud provider of the transfer session. diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index ffb58dbf6..f4b34bd4c 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -218,12 +218,12 @@ def create_gateway_operators_helper(input_queue, program: List[Dict], partition_ elif op["op_type"] == "send": # TODO: handle private ips for GCP->GCP target_gateway_info = self.gateway_info[op["target_gateway_id"]] - print("Gateway sender sending to ", target_gateway_info["private_ip_address"]) - + ip_addr = target_gateway_info["private_ip_address"] if op["private_ip"] else target_gateway_info["public_ip_address"] + print("Gateway sender sending to ", ip_addr, "private", op["private_ip"]) operators[handle] = GatewaySender( handle, region=self.region, - ip_addr=target_gateway_info["public_ip_address"], + ip_addr=ip_addr, input_queue=input_queue, output_queue=output_queue, error_event=self.error_event, diff --git a/skyplane/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py index 3afeb325f..a8c1808e4 100644 --- a/skyplane/gateway/gateway_program.py +++ b/skyplane/gateway/gateway_program.py @@ -32,13 +32,22 @@ def __repr__(self): class GatewaySend(GatewayOperator): - def __init__(self, target_gateway_id: str, region: str, num_connections: int = 32, compress: bool = False, encrypt: bool = False): + def __init__( + self, + target_gateway_id: str, + region: str, + num_connections: int = 32, + compress: bool = False, + encrypt: bool = False, + private_ip: bool = False, + ): super().__init__("send") self.target_gateway_id = target_gateway_id # gateway to send to self.region = region # region to send to self.num_connections = num_connections # default this for now self.compress = compress self.encrypt = encrypt + self.private_ip = private_ip # whether to send to private or public IP (private for GCP->GCP) class GatewayReceive(GatewayOperator): diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index fd74a97e2..038f29dad 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -118,6 +118,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: for job in jobs: src_bucket = job.src_iface.bucket() src_region_tag = job.src_iface.region_tag() + src_provider = src_region_tag.split(":")[0] # give each job a different partition id, so we can read/write to different buckets partition_id = jobs.index(job) @@ -139,9 +140,16 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # can send to any gateway in region mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) for i in range(self.n_instances): + private_ip = False + if dst_gateways[i].provider == "gcp" and src_provider == "gcp": + print("Using private IP for GCP to GCP transfer", src_region_tag, dst_region_tag) + private_ip = True src_program.add_operator( GatewaySend( - target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, num_connections=self.n_connections + target_gateway_id=dst_gateways[i].gateway_id, + region=dst_region_tag, + num_connections=self.n_connections, + private_ip=private_ip, ), parent_handle=mux_or, partition_id=partition_id, diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index f8b72de9f..73aabfba0 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -65,8 +65,8 @@ def regions(self) -> List[str]: def add_gateway(self, region_tag: str): """Create gateway in specified region""" - gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region == region_tag])) - assert gateway_id not in self.gateways + gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region_tag == region_tag])) + assert gateway_id not in self.gateways, f"Gateway id {gateway_id} in {self.gateways}" gateway = TopologyPlanGateway(region_tag, gateway_id) self.gateways[gateway_id] = gateway return gateway From 2649fe267db96bdf7eedaedb6b46c8ccde22be34 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 17:43:07 -0700 Subject: [PATCH 143/186] add back region tag check --- skyplane/api/tracker.py | 4 +++- skyplane/api/transfer_job.py | 1 - 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9ab5e7e9e..55af20602 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -347,6 +347,9 @@ def is_complete(self, region_tag: str): def query_bytes_remaining(self, region_tag: Optional[str] = None): """Query the total number of bytes remaining in all the transfer jobs""" + if region_tag is None: + assert len(list(self.job_pending_chunk_ids.keys())) == 1, "Must specify region_tag if there are multiple regions" + region_tag = list(self.job_pending_chunk_ids.keys())[0] if len(self.job_chunk_requests) == 0: return None bytes_remaining_per_job = {} @@ -371,7 +374,6 @@ def query_bytes_dispatched(self): [ cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values() - if cr.chunk.chunk_id in self.job_complete_chunk_ids[job_uuid] ] ) return sum(bytes_total_per_job.values()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 4d0111e19..9f2f66d19 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -1,6 +1,5 @@ import json import typer -import typer import math import queue import sys From 618dbb481e74f5dc9bef8c41a8efa1f4d12431e9 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 18:16:57 -0700 Subject: [PATCH 144/186] cleanup --- skyplane/api/pipeline.py | 1 - skyplane/api/provisioner.py | 1 - skyplane/api/tracker.py | 7 +------ skyplane/api/transfer_job.py | 3 --- skyplane/gateway/gateway_daemon.py | 2 -- skyplane/gateway/gateway_program.py | 1 - skyplane/planner/topology.py | 9 --------- 7 files changed, 1 insertion(+), 23 deletions(-) diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index 1095f9faa..b68b97b01 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -111,7 +111,6 @@ def start(self, debug=False, progress=False): # copy gateway logs if debug: - print("debug so copy logs") dp.copy_gateway_logs() except Exception as e: dp.copy_gateway_logs() diff --git a/skyplane/api/provisioner.py b/skyplane/api/provisioner.py index 88f7f176d..09e89cf52 100644 --- a/skyplane/api/provisioner.py +++ b/skyplane/api/provisioner.py @@ -164,7 +164,6 @@ def _provision_task(self, task: ProvisionerTask): server = self.azure.provision_instance(task.region, task.vm_type, use_spot_instances=task.spot, tags=task.tags) elif task.cloud_provider == "gcp": assert self.gcp.auth.enabled(), "GCP credentials not configured" - # TODO: specify network tier in TopologyPlan server = self.gcp.provision_instance( task.region, task.vm_type, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 55af20602..f481bf229 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -370,10 +370,5 @@ def query_bytes_dispatched(self): return 0 bytes_total_per_job = {} for job_uuid in self.job_complete_chunk_ids.keys(): - bytes_total_per_job[job_uuid] = sum( - [ - cr.chunk_length_bytes - for cr in self.job_chunk_requests[job_uuid].values() - ] - ) + bytes_total_per_job[job_uuid] = sum([cr.chunk_length_bytes for cr in self.job_chunk_requests[job_uuid].values()]) return sum(bytes_total_per_job.values()) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 9f2f66d19..143906082 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -10,7 +10,6 @@ from collections import defaultdict from dataclasses import dataclass, field from queue import Queue -from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar, Dict from abc import ABC, abstractmethod from typing import TYPE_CHECKING, Callable, Generator, List, Optional, Tuple, TypeVar, Dict @@ -337,7 +336,6 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> partition_id=str(0), # TODO: fix this to distribute across multiple partitions ) ) - yield GatewayMessage(chunk=chunk) if self.transfer_config.multipart_enabled: # drain multipart chunk queue and yield with updated chunk IDs @@ -596,7 +594,6 @@ def dispatch( n_multiparts = 0 start = time.time() - sent = 0 for batch in batches: # send upload_id mappings to sink gateways upload_id_batch = [cr for cr in batch if cr.upload_id_mapping is not None] diff --git a/skyplane/gateway/gateway_daemon.py b/skyplane/gateway/gateway_daemon.py index 1aec2ecdc..f4b34bd4c 100644 --- a/skyplane/gateway/gateway_daemon.py +++ b/skyplane/gateway/gateway_daemon.py @@ -1,8 +1,6 @@ import argparse from multiprocessing import Manager from pprint import pprint -from multiprocessing import Manager -from pprint import pprint import atexit import json import os diff --git a/skyplane/gateway/gateway_program.py b/skyplane/gateway/gateway_program.py index 1cc0d31c6..a8c1808e4 100644 --- a/skyplane/gateway/gateway_program.py +++ b/skyplane/gateway/gateway_program.py @@ -1,5 +1,4 @@ from typing import Optional, List, Tuple -from typing import Optional, List, Tuple import json from collections import defaultdict diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 416eaeef4..73aabfba0 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -7,15 +7,6 @@ GatewayReadObjectStore, ) from typing import List, Dict -from skyplane.gateway.gateway_program import ( - GatewayProgram, - GatewaySend, - GatewayWriteLocal, - GatewayWriteObjectStore, - GatewayGenData, - GatewayReadObjectStore, -) -from typing import List, Dict class TopologyPlanGateway: From 8a5ef62ffa6e063d70c94d2073c3079c39651326 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 21:32:19 -0700 Subject: [PATCH 145/186] remove pop --- skyplane/gateway/gateway_queue.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 9d4784e7c..3005661b8 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -13,7 +13,7 @@ def put(self, chunk_req): self.q.put(chunk_req) def pop(self, requester_handle=None): - self.q.pop() + self.q.get() def get_nowait(self, requester_handle=None): return self.q.get_nowait() @@ -48,7 +48,7 @@ def put(self, chunk_req): self.q[handle].put(chunk_req) def pop(self, requester_handle): - self.q[requester_handle].pop() + self.q[requester_handle].get() def get_nowait(self, requester_handle): return self.q[requester_handle].get_nowait() From c2a2242e67d2c39618e194b18310b30bd5a2650b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sat, 29 Apr 2023 22:27:10 -0700 Subject: [PATCH 146/186] fix queue --- skyplane/api/dataplane.py | 7 +++++-- skyplane/api/transfer_job.py | 5 +++-- skyplane/gateway/chunk_store.py | 2 +- skyplane/gateway/gateway_queue.py | 4 ++-- 4 files changed, 11 insertions(+), 7 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 6dd7bc0ad..81b821ba0 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -218,9 +218,12 @@ def provision( def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): + out_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" + err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" + logger.fs.info(f"[Dataplane.copy_gateway_logs] Copying logs from {instance.uuid()}: {out_file}") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") - instance.download_file("/tmp/gateway.stdout", self.transfer_dir / f"gateway_{instance.uuid()}.stdout") - instance.download_file("/tmp/gateway.stderr", self.transfer_dir / f"gateway_{instance.uuid()}.stderr") + instance.download_file("/tmp/gateway.stdout", out_file) + instance.download_file("/tmp/gateway.stderr", err_file) do_parallel(copy_log, self.bound_nodes.values(), n=-1) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 143906082..bd3e37ccc 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -346,8 +346,9 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # wait for processing multipart requests to finish logger.fs.debug("Waiting for multipart threads to finish") # while not multipart_send_queue.empty(): - while not multipart_send_queue.empty() or not multipart_chunk_queue.empty(): - logger.fs.debug(f"Remaining in multipart queue {multipart_send_queue.qsize()}") + # TODO: may be an issue waiting for this in case of force-quit + while not multipart_send_queue.empty(): + logger.fs.debug(f"Remaining in multipart queue: sent {multipart_send_queue.qsize()}") time.sleep(0.1) # send sentinel to all threads multipart_exit_event.set() diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 9c787e1e4..eb926295c 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -24,7 +24,7 @@ def __init__(self, chunk_dir: PathLike): chunk_file.unlink() # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) - self.chunk_requests: Dict[str, GatewayQueue] = {} + self.chunk_requests: Dict[str, GatewayQueue or None] = {} # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 3005661b8..9d4784e7c 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -13,7 +13,7 @@ def put(self, chunk_req): self.q.put(chunk_req) def pop(self, requester_handle=None): - self.q.get() + self.q.pop() def get_nowait(self, requester_handle=None): return self.q.get_nowait() @@ -48,7 +48,7 @@ def put(self, chunk_req): self.q[handle].put(chunk_req) def pop(self, requester_handle): - self.q[requester_handle].get() + self.q[requester_handle].pop() def get_nowait(self, requester_handle): return self.q[requester_handle].get_nowait() From 07f579d446883a415fb7ca3c01bcc5b429c0c85f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 30 Apr 2023 15:27:22 -0700 Subject: [PATCH 147/186] fix pytype --- skyplane/api/transfer_job.py | 2 +- skyplane/compute/ibmcloud/ibmcloud_auth.py | 4 +--- skyplane/gateway/chunk_store.py | 4 ++-- 3 files changed, 4 insertions(+), 6 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index bd3e37ccc..f308d6a79 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -346,7 +346,7 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # wait for processing multipart requests to finish logger.fs.debug("Waiting for multipart threads to finish") # while not multipart_send_queue.empty(): - # TODO: may be an issue waiting for this in case of force-quit + # TODO: may be an issue waiting for this in case of force-quit while not multipart_send_queue.empty(): logger.fs.debug(f"Remaining in multipart queue: sent {multipart_send_queue.qsize()}") time.sleep(0.1) diff --git a/skyplane/compute/ibmcloud/ibmcloud_auth.py b/skyplane/compute/ibmcloud/ibmcloud_auth.py index 7d4de94e3..be95cbd78 100644 --- a/skyplane/compute/ibmcloud/ibmcloud_auth.py +++ b/skyplane/compute/ibmcloud/ibmcloud_auth.py @@ -31,9 +31,7 @@ def __init__(self, config: Optional[SkyplaneConfig] = None): @imports.inject("ibm_cloud_sdk_core", "ibm_cloud_sdk_core.authenticators", pip_extra="ibmcloud") def get_iam_authenticator(ibm_cloud_sdk_core, self): - from ibm_cloud_sdk_core.authenticators import IAMAuthenticator - - return IAMAuthenticator(self.config.ibmcloud_iam_key, url=self.config.ibmcloud_iam_endpoint) + return ibm_cloud_sdk_core.authenticators.IAMAuthenticator(self.config.ibmcloud_iam_key, url=self.config.ibmcloud_iam_endpoint) def get_ibmcloud_endpoint(self, region, compute_backend="public"): if region is not None: diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index eb926295c..988d9f556 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -24,7 +24,7 @@ def __init__(self, chunk_dir: PathLike): chunk_file.unlink() # queues of incoming chunk requests for each partition from gateway API (passed to operator graph) - self.chunk_requests: Dict[str, GatewayQueue or None] = {} + self.chunk_requests: Dict[str, GatewayQueue] = {} # queue of chunk status updates coming from operators (passed to gateway API) self.chunk_status_queue: Queue[Dict] = Queue() @@ -41,7 +41,7 @@ def add_partition(self, partition_id: str): raise ValueError(f"Partition {partition_id} already exists") self.chunk_requests[partition_id] = GatewayQueue() - def add_partition(self, partition_id: str, queue: Optional[GatewayQueue]): + def add_partition(self, partition_id: str, queue: GatewayQueue): """Create a queue for this partition.""" print("Adding partition", partition_id, queue) if partition_id in self.chunk_requests: From 167f894028d71ca70aa164e8c39f142353baa235 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Sun, 30 Apr 2023 16:35:29 -0700 Subject: [PATCH 148/186] fix errors --- skyplane/gateway/gateway_queue.py | 4 ++-- skyplane/gateway/operators/gateway_operator.py | 16 ++++++++-------- 2 files changed, 10 insertions(+), 10 deletions(-) diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 9d4784e7c..3005661b8 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -13,7 +13,7 @@ def put(self, chunk_req): self.q.put(chunk_req) def pop(self, requester_handle=None): - self.q.pop() + self.q.get() def get_nowait(self, requester_handle=None): return self.q.get_nowait() @@ -48,7 +48,7 @@ def put(self, chunk_req): self.q[handle].put(chunk_req) def pop(self, requester_handle): - self.q[requester_handle].pop() + self.q[requester_handle].get() def get_nowait(self, requester_handle): return self.q[requester_handle].get_nowait() diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index bedb87e5f..2069338e2 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -7,7 +7,7 @@ import time import traceback from functools import partial -from multiprocessing import Event, Process +from multiprocessing import Event, Process, Queue from multiprocessing.managers import DictProxy from typing import Dict, List, Optional @@ -35,7 +35,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, chunk_store: ChunkStore, n_processes: Optional[int] = 1, ): @@ -163,7 +163,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, chunk_store: ChunkStore, ip_addr: str, use_tls: Optional[bool] = True, @@ -358,7 +358,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, chunk_store: ChunkStore, size_mb: int, n_processes: Optional[int] = 1, @@ -398,7 +398,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, chunk_store: ChunkStore, n_processes: int = 1, ): @@ -417,7 +417,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, n_processes: Optional[int] = 1, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, @@ -452,7 +452,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, n_processes: int = 32, chunk_store: Optional[ChunkStore] = None, bucket_name: Optional[str] = None, @@ -525,7 +525,7 @@ def __init__( input_queue: GatewayQueue, output_queue: GatewayQueue, error_event, - error_queue: GatewayQueue, + error_queue: Queue, upload_id_map: DictProxy, # map of upload_id mappings from client n_processes: Optional[int] = 32, chunk_store: Optional[ChunkStore] = None, From cacdf03c02c6fb83355a66abafcbb37476734c4e Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 17:53:45 -0700 Subject: [PATCH 149/186] disable ibmcloud for skyplane init --- skyplane/cli/cli_init.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index acdb0bd6f..22cfa6cb6 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -464,7 +464,7 @@ def init( disable_config_aws: bool = False, disable_config_azure: bool = False, disable_config_gcp: bool = False, - disable_config_ibm: bool = False, + disable_config_ibm: bool = True, # TODO: eventuall enable IBM ): """ It loads the configuration file, and if it doesn't exist, it creates a default one. Then it creates @@ -522,7 +522,8 @@ def init( cloud_config = load_gcp_config(cloud_config, force_init=reinit_gcp, non_interactive=non_interactive) # load IBMCloud config - if not reinit_ibm: + if not disable_config_ibm and not reinit_ibm: + # TODO: fix IBM configuration to not fail on file finding typer.secho("\n(4) Configuring IBM Cloud:", fg="yellow", bold=True) if not disable_config_ibm: cloud_config = load_ibmcloud_config(cloud_config, force_init=reinit_ibm, non_interactive=non_interactive) From 3076b9ad8cfdb786b7928bf4d8a1d0273c767ef0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 17:54:41 -0700 Subject: [PATCH 150/186] update poetry --- poetry.lock | 154 ++++++++++++++++++++++++++-------------------------- 1 file changed, 77 insertions(+), 77 deletions(-) diff --git a/poetry.lock b/poetry.lock index 4d0ec884e..610f3aa08 100644 --- a/poetry.lock +++ b/poetry.lock @@ -103,14 +103,14 @@ azure-core = ">=1.26.2,<2.0.0" [[package]] name = "azure-mgmt-network" 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enable IBM ): """ It loads the configuration file, and if it doesn't exist, it creates a default one. Then it creates From df517ddd96e929ce8f5ee1ba4257d2b509b11d61 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 18:03:15 -0700 Subject: [PATCH 152/186] add integration for pull req --- .github/workflows/integration-test-multiple-sizes.yml | 1 + 1 file changed, 1 insertion(+) diff --git a/.github/workflows/integration-test-multiple-sizes.yml b/.github/workflows/integration-test-multiple-sizes.yml index 2066f67c6..147976113 100644 --- a/.github/workflows/integration-test-multiple-sizes.yml +++ b/.github/workflows/integration-test-multiple-sizes.yml @@ -7,6 +7,7 @@ env: SKYPLANE_USAGE_STATS_ENABLED: 0 jobs: integration: + if: (github.event_name == 'push' && github.ref == 'refs/heads/main') || (github.event_name == 'pull_request') runs-on: ubuntu-latest strategy: max-parallel: 1 From 772cff508c7ba6f5a3369141d06372f0ffc0cb5a Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 20:15:37 -0700 Subject: [PATCH 153/186] Add gateway start exception handling --- skyplane/api/dataplane.py | 9 ++++++++- skyplane/exceptions.py | 6 ++++++ 2 files changed, 14 insertions(+), 1 deletion(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 81b821ba0..289857ff1 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -13,6 +13,7 @@ from typing import TYPE_CHECKING, Dict, List, Optional from skyplane import compute +from skyplane.exceptions import GatewayContainerStartException from skyplane.api.tracker import TransferProgressTracker, TransferHook from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.api.config import TransferConfig @@ -200,11 +201,13 @@ def provision( # create gateway logging dir gateway_program_dir = f"{self.log_dir}/programs" Path(gateway_program_dir).mkdir(exist_ok=True, parents=True) + logger.fs.info(f"Writing gateway programs to {gateway_program_dir}") # write gateway info file gateway_info_path = f"{gateway_program_dir}/gateway_info.json" with open(gateway_info_path, "w") as f: json.dump(self.topology.get_gateway_info_json(), f, indent=4) + logger.fs.info(f"Writing gateway info to {gateway_info_path}") # start gateways in parallel jobs = [] @@ -213,7 +216,11 @@ def provision( partial(self._start_gateway, gateway_docker_image, node, server, gateway_program_dir, authorize_ssh_pub_key, e2ee_key_bytes) ) logger.fs.debug(f"[Dataplane.provision] Starting gateways on {len(jobs)} servers") - do_parallel(lambda fn: fn(), jobs, n=-1, spinner=spinner, spinner_persist=spinner, desc="Starting gateway container on VMs") + try: + do_parallel(lambda fn: fn(), jobs, n=-1, spinner=spinner, spinner_persist=spinner, desc="Starting gateway container on VMs") + except Exception as e: + self.copy_gateway_logs() + raise GatewayContainerStartException(f"Error starting gateways. Please check gateway logs {self.transfer_dir}") def copy_gateway_logs(self): # copy logs from all gateways in parallel diff --git a/skyplane/exceptions.py b/skyplane/exceptions.py index 3e6f8d16f..0641a8510 100644 --- a/skyplane/exceptions.py +++ b/skyplane/exceptions.py @@ -56,6 +56,12 @@ def pretty_print_str(self): return err +class GatewayContainerStartException(SkyplaneException): + def pretty_print_str(self): + err = f"[red][bold]:x: GatewayContainerStartException:[/bold] {str(self)}[/red]" + return err + + class TransferFailedException(SkyplaneException): def __init__(self, message, failed_objects=None): super().__init__(message) From d1b3d91ccf4bbd36e85a2e12fcd937c1849d474b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 20:16:06 -0700 Subject: [PATCH 154/186] fix planning for single region transfers (same source/destination region) --- skyplane/planner/planner.py | 16 +++++++++++++--- skyplane/planner/topology.py | 5 ++++- 2 files changed, 17 insertions(+), 4 deletions(-) diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 3c9fc4ef6..9c3aefba9 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -24,6 +24,7 @@ def plan(self) -> TopologyPlan: class UnicastDirectPlanner(Planner): + # DO NOT USE THIS - broken for single-region transfers def __init__(self, n_instances: int, n_connections: int): self.n_instances = n_instances self.n_connections = n_connections @@ -138,12 +139,21 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: dst_bucket = dst_iface.bucket() dst_gateways = plan.get_region_gateways(dst_region_tag) + # special case where destination is same region as source + if dst_region_tag == src_region_tag: + src_program.add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), + parent_handle=mux_and, + partition_id=partition_id, + ) + continue + # can send to any gateway in region mux_or = src_program.add_operator(GatewayMuxOr(), parent_handle=mux_and, partition_id=partition_id) for i in range(self.n_instances): private_ip = False if dst_gateways[i].provider == "gcp" and src_provider == "gcp": - print("Using private IP for GCP to GCP transfer", src_region_tag, dst_region_tag) + # print("Using private IP for GCP to GCP transfer", src_region_tag, dst_region_tag) private_ip = True src_program.add_operator( GatewaySend( @@ -170,8 +180,8 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: # set gateway programs plan.set_gateway_program(src_region_tag, src_program) for dst_region_tag, program in dst_program.items(): - plan.set_gateway_program(dst_region_tag, program) - + if dst_region_tag != src_region_tag: # don't overwrite + plan.set_gateway_program(dst_region_tag, program) return plan diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 73aabfba0..58747bcb1 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -96,7 +96,8 @@ def generate_gateway_program(self, region_tag: str): """Generate gateway program for all gateways in a region""" # TODO: eventually let gateways in same region have different programs for gateway in self.get_region_gateways(region_tag): - return gateway.generate_gateway_program() + assert gateway.gateway_program is not None, f"Gateway program for {region_tag} has not been set" + return gateway.gateway_program.to_json() def get_outgoing_paths(self, gateway_id: str): """Get all outgoing paths from a gateway""" @@ -146,6 +147,8 @@ def source_instances(self): if isinstance(operator, GatewayReadObjectStore) or isinstance(operator, GatewayGenData): nodes.append(gateway) break + + print("source instances", nodes, "all instances", list(self.gateways.values())) return nodes def per_region_count(self) -> Dict[str, int]: From 82f6266a0dfcffae564b507ddced6f04f86887f0 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 1 May 2023 20:18:11 -0700 Subject: [PATCH 155/186] rm print --- skyplane/planner/topology.py | 1 - 1 file changed, 1 deletion(-) diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index 58747bcb1..a026ba036 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -148,7 +148,6 @@ def source_instances(self): nodes.append(gateway) break - print("source instances", nodes, "all instances", list(self.gateways.values())) return nodes def per_region_count(self) -> Dict[str, int]: From aefcd10167c3f725917c1ebbf52966a240d16888 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 2 May 2023 09:31:47 -0700 Subject: [PATCH 156/186] fix azure private ip --- skyplane/compute/azure/azure_server.py | 3 +++ 1 file changed, 3 insertions(+) diff --git a/skyplane/compute/azure/azure_server.py b/skyplane/compute/azure/azure_server.py index f3fbace59..c1d85139a 100644 --- a/skyplane/compute/azure/azure_server.py +++ b/skyplane/compute/azure/azure_server.py @@ -124,6 +124,9 @@ def public_ip(self): assert public_ip.name == AzureServer.ip_name(self.name) return public_ip.ip_address + def private_ip(self): + return None + @ignore_lru_cache() def instance_class(self): vm = self.get_virtual_machine() From 36c8fcffcf807bab66a78357901e6bc58e4858a8 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 2 May 2023 11:25:03 -0700 Subject: [PATCH 157/186] reformat --- skyplane/compute/azure/azure_server.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/skyplane/compute/azure/azure_server.py b/skyplane/compute/azure/azure_server.py index c1d85139a..d931c7de5 100644 --- a/skyplane/compute/azure/azure_server.py +++ b/skyplane/compute/azure/azure_server.py @@ -124,7 +124,7 @@ def public_ip(self): assert public_ip.name == AzureServer.ip_name(self.name) return public_ip.ip_address - def private_ip(self): + def private_ip(self): return None @ignore_lru_cache() From 4eaa864192542a103d2043dbe6d57dc7652898f1 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 2 May 2023 14:16:27 -0700 Subject: [PATCH 158/186] refactor and cleanup client code --- skyplane/cli/cli_transfer.py | 338 ++++++++------------ skyplane/obj_store/file_system_interface.py | 16 +- skyplane/obj_store/storage_interface.py | 3 + 3 files changed, 151 insertions(+), 206 deletions(-) diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 8c01036cb..172c12aca 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -10,7 +10,7 @@ import skyplane from skyplane.api.config import TransferConfig, AWSConfig, GCPConfig, AzureConfig, IBMCloudConfig -from skyplane.api.transfer_job import CopyJob +from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.cli.impl.cp_replicate_fallback import ( replicate_onprem_cp_cmd, replicate_onprem_sync_cmd, @@ -21,7 +21,7 @@ from skyplane.api.usage import UsageClient from skyplane.config import SkyplaneConfig from skyplane.config_paths import cloud_config, config_path -from skyplane.obj_store.object_store_interface import ObjectStoreInterface +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, StorageInterface from skyplane.obj_store.file_system_interface import FileSystemInterface from skyplane.cli.impl.progress_bar import ProgressBarTransferHook from skyplane.utils import logger @@ -190,15 +190,28 @@ def make_pipeline(self, **solver_args) -> skyplane.Pipeline: logger.fs.debug(f"Using pipeline: {pipeline}") return pipeline - def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, query_n: int = 5, ask_to_confirm_transfer=True) -> bool: + def confirm_transfer(self, pipeline: skyplane.Pipeline, src_region_tag: str, dest_region_tags: List[str], query_n: int = 5, ask_to_confirm_transfer=True) -> bool: """Prompts the user to confirm their transfer by querying the first query_n files from the TransferJob""" if not len(pipeline.jobs_to_dispatch) > 0: typer.secho("No jobs to dispatch.") return False transfer_pair_gen = pipeline.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore - console.print( - f"[bold yellow]Will transfer objects from {dp.topology.src_region_tag} to {dp.topology.dest_region_tags}[/bold yellow]" - ) + if len(dest_region_tags) == 1: + console.print( + f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags[0]}[/bold yellow]" + ) + else: + console.print( + f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags}[/bold yellow]" + ) + + if src_region_tag.startswith("local") or dest_region_tags[0].startswith("local"): + # TODO: should still pass cost estimate + console.print( + f"[yellow]Note: local transfers are not monitored by Skyplane[yellow]" + ) + return True + topology = pipeline.planner.plan(pipeline.jobs_to_dispatch) sorted_counts = sorted(topology.per_region_count().items(), key=lambda x: x[0]) console.print( @@ -248,12 +261,11 @@ def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, console.print("[green]Transfer starting[/green]") return True - def estimate_small_transfer(self, pipeline: skyplane.Pipeline, size_threshold_bytes: float, query_n: int = 1000) -> bool: + def estimate_small_transfer(self, job: TransferJob, size_threshold_bytes: float, query_n: int = 1000) -> bool: """Estimates if the transfer is small by querying up to `query_n` files from the TransferJob. If it exceeds the file size limit, then it will fall back to the cloud CLIs.""" - if len(pipeline.jobs_to_dispatch) != 1: - return False - job = pipeline.jobs_to_dispatch[0] + + # TODO: why shouldn't this include sync? if not isinstance(job, CopyJob): return False transfer_pair_gen = job.gen_transfer_pairs() @@ -281,6 +293,119 @@ def force_deprovision(dp: skyplane.Dataplane): signal.signal(signal.SIGINT, s) +def run_transfer( + src: str, + dst: str, + recursive: bool, + debug: bool, + multipart: bool, + confirm: bool, + max_instances: int, + max_connections: int, + solver: str, + cmd: str, +): + assert cmd == "cp" or cmd == "sync", f"Invalid command: {cmd}" + if not debug: + register_exception_handler() + print_header() + + provider_src, bucket_src, path_src = parse_path(src) + provider_dst, bucket_dst, path_dst = parse_path(dst) + src_region_tag = StorageInterface.create(f"{provider_src}:infer", bucket_src).region_tag() + dst_region_tag = StorageInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() + args = { + "cmd": cmd, + "recursive": True, + "debug": debug, + "multipart": multipart, + "confirm": confirm, + "max_instances": max_instances, + "max_connections": max_connections, + "solver": solver, + } + + # create CLI object + cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) + if not cli.check_config(): + typer.secho( + f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", + fg="red", + ) + return 1 + + # create pipeline and queue transfer + pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) + if cli.args["cmd"] == "cp": + pipeline.queue_copy(src, dst, recursive=recursive) + else: + pipeline.queue_sync(src, dst, recursive=recursive) + + # confirm transfer + if not cli.confirm_transfer(pipeline, src_region_tag, [dst_region_tag], 5, ask_to_confirm_transfer=not confirm): + return 1 + + # local->local transfers not supported (yet) + if provider_src == "local" and provider_dst == "local": + raise NotImplementedError("Local->local transfers not supported (yet)") + + # fall back options: local->cloud, cloud->local, small cloud->cloud transfers + if provider_src == "local" or provider_dst == "local": + if cli.args["cmd"] == "cp": + return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 + else: + return 0 if cli.transfer_sync_onprem(src, dst, recursive) else 1 + elif cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( + job, cloud_config.get_flag("native_cmd_threshold_gb") * GB + ): + # fallback option: transfer is too small + if cli.args["cmd"] == "cp": + job = CopyJob(src, dst, recursive=recursive) # TODO: rever to using pipeline + if cli.estimate_small_transfer( + job, cloud_config.get_flag("native_cmd_threshold_gb") * GB + ): + small_transfer_status = cli.transfer_cp_small(src, dst, recursive) + return 0 if small_transfer_status else 1 + else: + job = SyncJob(src, dst, recursive=recursive) + if cli.estimate_small_transfer( + job, cloud_config.get_flag("native_cmd_threshold_gb") * GB + ): + small_transfer_status = cli.transfer_sync_small(src, dst, recursive) + return 0 if small_transfer_status else 1 + + # dataplane must be created after transfers are queued + dp = pipeline.create_dataplane(debug=debug) + with dp.auto_deprovision(): + try: + dp.provision(spinner=True) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) + except KeyboardInterrupt: + logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") + console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") + try: + dp.copy_gateway_logs() + force_deprovision(dp) + except Exception as e: + logger.fs.exception(e) + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e) + UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) + console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") + console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") + return 1 + except skyplane.exceptions.SkyplaneException as e: + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e.pretty_print_str()) + UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) + force_deprovision(dp) + except Exception as e: + logger.fs.exception(e) + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e) + UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) + force_deprovision(dp) + def cp( src: str, dst: str, @@ -326,118 +451,7 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - if not debug: - register_exception_handler() - print_header() - provider_src, bucket_src, path_src = parse_path(src) - provider_dst, bucket_dst, path_dst = parse_path(dst) - if provider_src in ("local", "nfs"): - src_region_tag = FileSystemInterface.create(f"{provider_src}:infer", path_src).region_tag() - else: - src_region_tag = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src).region_tag() - - if provider_dst in ("local", "nfs"): - dst_region_tag = FileSystemInterface.create(f"{provider_dst}:infer", path_dst).region_tag() - else: - dst_region_tag = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() - - args = { - "cmd": "cp", - "recursive": recursive, - "debug": debug, - "multipart": multipart, - "confirm": confirm, - "max_instances": max_instances, - "max_connections": max_connections, - "solver": solver, - } - - cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) - if not cli.check_config(): - typer.secho( - f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", - fg="red", - ) - return 1 - - # dp = cli.make_dataplane( - # solver_type=solver, - # n_vms=max_instances, - # n_connections=max_connections, - # solver_required_throughput_gbits=solver_required_throughput_gbits, - # debug=debug, - # ) - pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - pipeline.queue_copy(src, dst, recursive=recursive) - - # dataplane must be created after transfers are queued - dp = pipeline.create_dataplane(debug=debug) - - if provider_src in ("local", "nfs") and provider_dst in ("aws", "gcp", "azure"): - # manually create dataplane for queued transfer - with dp.auto_deprovision(): - try: - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, src_region_tag, dst_region_tag) - return 1 - # return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 - elif provider_src in ("aws", "gcp", "azure", "hdfs", "ibmcloud") and provider_dst in ("aws", "gcp", "azure", "ibmcloud"): - # todo support ILP solver params - # dp = cli.make_dataplane( - # solver_type=solver, - # solver_required_throughput_gbits=solver_required_throughput_gbits, - # n_vms=max_instances, - # n_connections=max_connections, - # debug=debug, - # ) - with dp.auto_deprovision(): - # dp.queue_copy(src, dst, recursive=recursive) - if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_cp_small(src, dst, recursive) - if small_transfer_status: - return 0 - try: - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - # dp.run(ProgressBarTransferHook()) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except KeyboardInterrupt: - logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") - console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") - dp.copy_gateway_logs() - try: - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) - console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") - console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") - return 1 - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - if dp.provisioned: - typer.secho("Dataplane is not deprovisioned! Run `skyplane deprovision` to force deprovision VMs.", fg="red") - + run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") def sync( src: str, @@ -485,82 +499,4 @@ def sync( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - if not debug: - register_exception_handler() - print_header() - provider_src, bucket_src, path_src = parse_path(src) - provider_dst, bucket_dst, path_dst = parse_path(dst) - src_region_tag = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src).region_tag() - dst_region_tag = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() - args = { - "cmd": "sync", - "recursive": True, - "debug": debug, - "multipart": multipart, - "confirm": confirm, - "max_instances": max_instances, - "max_connections": max_connections, - "solver": solver, - } - - cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) - if not cli.check_config(): - typer.secho( - f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", - fg="red", - ) - return 1 - - if provider_src in ("local", "hdfs", "nfs") or provider_dst in ("local", "hdfs", "nfs"): - if provider_src == "hdfs" or provider_dst == "hdfs": - typer.secho("HDFS is not supported yet.", fg="red") - return 1 - return 0 if cli.transfer_sync_onprem(src, dst) else 1 - elif provider_src in ("aws", "gcp", "azure") and provider_dst in ("aws", "gcp", "azure"): - # todo support ILP solver params - print() - pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - pipeline.queue_sync(src, dst) - - dp = pipeline.create_dataplane(debug=True) - - with dp.auto_deprovision(): - if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_sync_small(src, dst) - if small_transfer_status: - return 0 - try: - console.print("[yellow]Note: sync must query the destination bucket to diff objects. This may take a while.[/yellow]") - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except KeyboardInterrupt: - logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") - console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") - dp.copy_gateway_logs() - try: - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) - console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") - console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") - return 1 - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - return 1 - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - if dp.provisioned: - typer.secho("Dataplane is not deprovisioned! Run `skyplane deprovision` to force deprovision VMs.", fg="red") + run_transfer(src, dst, False, debug, multipart, confirm, max_instances, max_connections, solver, "sync") \ No newline at end of file diff --git a/skyplane/obj_store/file_system_interface.py b/skyplane/obj_store/file_system_interface.py index cd37b2b83..024826d4b 100644 --- a/skyplane/obj_store/file_system_interface.py +++ b/skyplane/obj_store/file_system_interface.py @@ -1,6 +1,7 @@ from dataclasses import dataclass from typing import Iterator, List, Optional from skyplane.obj_store.storage_interface import StorageInterface +import os @dataclass @@ -24,17 +25,21 @@ def real_path(self): class FileSystemInterface(StorageInterface): + + def region_tag(self) -> str: + return "local" + def path(self) -> str: - raise NotImplementedError() + return self.path def list_files(self, prefix="") -> Iterator[LocalFile]: - raise NotImplementedError() + raise os.listdir(prefix) def get_file_size(self, file_name) -> int: - raise NotImplementedError() + return os.path.get_size(file_name) def get_file_last_modified(self, file_name): - raise NotImplementedError() + return os.path.getmtime(file_name) def cache_file_locally(self, src_file_path, dst_file_path): # Incases where the data may be on a remote filesystem, we want to cache it locally @@ -44,7 +49,8 @@ def clear_cache(self): raise NotImplementedError() def delete_files(self, paths: List[str]): - raise NotImplementedError() + for path in paths: + os.remove(path) def initiate_multipart_upload(self, dst_object_name: str) -> str: raise ValueError("Multipart uploads not supported") diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 8db1ce097..ae73eb0db 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -56,5 +56,8 @@ def create(region_tag: str, bucket: str): logger.fs.debug(f"attempting to create hdfs bucket {bucket}") return HDFSInterface(host=bucket) + elif region_tag.startswith("local"): + from skyplane.obj_store.file_system_interface import FileSystemInterface + return FileSystemInterface() else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") From 01e9158ab8904ded5473fa7130a92695a456a057 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 2 May 2023 23:09:09 -0700 Subject: [PATCH 159/186] reformat --- .../integration-test-multiple-sizes.yml | 12 ++-- skyplane/cli/cli_transfer.py | 60 ++++++++----------- skyplane/obj_store/file_system_interface.py | 12 ++-- skyplane/obj_store/gcs_interface.py | 2 + skyplane/obj_store/posix_file_interface.py | 4 +- skyplane/obj_store/s3_interface.py | 6 +- skyplane/obj_store/storage_interface.py | 8 ++- skyplane/utils/path.py | 4 +- tests/integration/cp.py | 2 +- 9 files changed, 52 insertions(+), 58 deletions(-) diff --git a/.github/workflows/integration-test-multiple-sizes.yml b/.github/workflows/integration-test-multiple-sizes.yml index 147976113..108e053ca 100644 --- a/.github/workflows/integration-test-multiple-sizes.yml +++ b/.github/workflows/integration-test-multiple-sizes.yml @@ -14,17 +14,17 @@ jobs: matrix: pairs: # AWS to AWS - - aws:us-east-1 aws:us-east-1 - - aws:us-east-2 aws:us-west-2 + - aws:us-east-1 aws:us-east-1 --multipart + - aws:us-east-2 aws:us-west-2 --multipart # GCP to GCP - - gcp:us-central1-a gcp:us-central1-a - - gcp:us-west1-a gcp:us-east1-a + - gcp:us-central1-a gcp:us-central1-a --multipart + - gcp:us-west1-a gcp:us-east1-a --multipart # Azure to Azure - azure:westus azure:westus - azure:eastus azure:westus # cross cloud tests - - aws:us-west-1 gcp:us-west2-a - - gcp:us-west2-a aws:us-west-1 + - aws:us-west-1 gcp:us-west2-a --multipart + - gcp:us-west2-a aws:us-west-1 --multipart - aws:us-west-1 azure:westus - azure:westus aws:us-west-1 - gcp:us-west2-a azure:westus diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 172c12aca..07bacacb1 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -190,26 +190,22 @@ def make_pipeline(self, **solver_args) -> skyplane.Pipeline: logger.fs.debug(f"Using pipeline: {pipeline}") return pipeline - def confirm_transfer(self, pipeline: skyplane.Pipeline, src_region_tag: str, dest_region_tags: List[str], query_n: int = 5, ask_to_confirm_transfer=True) -> bool: + def confirm_transfer( + self, pipeline: skyplane.Pipeline, src_region_tag: str, dest_region_tags: List[str], query_n: int = 5, ask_to_confirm_transfer=True + ) -> bool: """Prompts the user to confirm their transfer by querying the first query_n files from the TransferJob""" if not len(pipeline.jobs_to_dispatch) > 0: typer.secho("No jobs to dispatch.") return False transfer_pair_gen = pipeline.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore if len(dest_region_tags) == 1: - console.print( - f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags[0]}[/bold yellow]" - ) - else: - console.print( - f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags}[/bold yellow]" - ) + console.print(f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags[0]}[/bold yellow]") + else: + console.print(f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags}[/bold yellow]") if src_region_tag.startswith("local") or dest_region_tags[0].startswith("local"): - # TODO: should still pass cost estimate - console.print( - f"[yellow]Note: local transfers are not monitored by Skyplane[yellow]" - ) + # TODO: should still pass cost estimate + console.print(f"[yellow]Note: local transfers are not monitored by Skyplane[yellow]") return True topology = pipeline.planner.plan(pipeline.jobs_to_dispatch) @@ -302,14 +298,14 @@ def run_transfer( confirm: bool, max_instances: int, max_connections: int, - solver: str, + solver: str, cmd: str, ): assert cmd == "cp" or cmd == "sync", f"Invalid command: {cmd}" if not debug: register_exception_handler() print_header() - + provider_src, bucket_src, path_src = parse_path(src) provider_dst, bucket_dst, path_dst = parse_path(dst) src_region_tag = StorageInterface.create(f"{provider_src}:infer", bucket_src).region_tag() @@ -336,10 +332,10 @@ def run_transfer( # create pipeline and queue transfer pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - if cli.args["cmd"] == "cp": + if cli.args["cmd"] == "cp": pipeline.queue_copy(src, dst, recursive=recursive) else: - pipeline.queue_sync(src, dst, recursive=recursive) + pipeline.queue_sync(src, dst) # confirm transfer if not cli.confirm_transfer(pipeline, src_region_tag, [dst_region_tag], 5, ask_to_confirm_transfer=not confirm): @@ -351,27 +347,21 @@ def run_transfer( # fall back options: local->cloud, cloud->local, small cloud->cloud transfers if provider_src == "local" or provider_dst == "local": - if cli.args["cmd"] == "cp": + if cli.args["cmd"] == "cp": return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 else: - return 0 if cli.transfer_sync_onprem(src, dst, recursive) else 1 - elif cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - job, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - # fallback option: transfer is too small - if cli.args["cmd"] == "cp": - job = CopyJob(src, dst, recursive=recursive) # TODO: rever to using pipeline - if cli.estimate_small_transfer( - job, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): + return 0 if cli.transfer_sync_onprem(src, dst) else 1 + elif cloud_config.get_flag("native_cmd_enabled"): + # fallback option: transfer is too small + if cli.args["cmd"] == "cp": + job = CopyJob(src, [dst], recursive=recursive) # TODO: rever to using pipeline + if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): small_transfer_status = cli.transfer_cp_small(src, dst, recursive) return 0 if small_transfer_status else 1 else: - job = SyncJob(src, dst, recursive=recursive) - if cli.estimate_small_transfer( - job, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_sync_small(src, dst, recursive) + job = SyncJob(src, [dst], recursive=recursive) + if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): + small_transfer_status = cli.transfer_sync_small(src, dst) return 0 if small_transfer_status else 1 # dataplane must be created after transfers are queued @@ -406,6 +396,7 @@ def run_transfer( UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) force_deprovision(dp) + def cp( src: str, dst: str, @@ -451,7 +442,8 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") + return run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") + def sync( src: str, @@ -499,4 +491,4 @@ def sync( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - run_transfer(src, dst, False, debug, multipart, confirm, max_instances, max_connections, solver, "sync") \ No newline at end of file + return run_transfer(src, dst, False, debug, multipart, confirm, max_instances, max_connections, solver, "sync") diff --git a/skyplane/obj_store/file_system_interface.py b/skyplane/obj_store/file_system_interface.py index 024826d4b..6f59ec67e 100644 --- a/skyplane/obj_store/file_system_interface.py +++ b/skyplane/obj_store/file_system_interface.py @@ -25,21 +25,20 @@ def real_path(self): class FileSystemInterface(StorageInterface): - def region_tag(self) -> str: return "local" def path(self) -> str: - return self.path + raise NotImplementedError() def list_files(self, prefix="") -> Iterator[LocalFile]: - raise os.listdir(prefix) + raise NotImplementedError() def get_file_size(self, file_name) -> int: - return os.path.get_size(file_name) + raise NotImplementedError() def get_file_last_modified(self, file_name): - return os.path.getmtime(file_name) + raise NotImplementedError() def cache_file_locally(self, src_file_path, dst_file_path): # Incases where the data may be on a remote filesystem, we want to cache it locally @@ -49,8 +48,7 @@ def clear_cache(self): raise NotImplementedError() def delete_files(self, paths: List[str]): - for path in paths: - os.remove(path) + raise NotImplementedError() def initiate_multipart_upload(self, dst_object_name: str) -> str: raise ValueError("Multipart uploads not supported") diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 6ce6efb71..ccfd208fc 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -103,9 +103,11 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): + print("deleting bucket", self.bucket_name) for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" + print("no objects") self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/posix_file_interface.py b/skyplane/obj_store/posix_file_interface.py index cb3e61dd2..c5a3656dd 100644 --- a/skyplane/obj_store/posix_file_interface.py +++ b/skyplane/obj_store/posix_file_interface.py @@ -54,10 +54,10 @@ def exists(self, obj_name: str): return os.path.exists(obj_name) def region_tag(self) -> str: - return "gcp:us-central1-a" + return "local" def bucket(self) -> str: - return "" + return self.dir_path def create_bucket(self, region_tag: str): return None diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 07c74af5a..145ae466d 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -48,9 +48,6 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region - def bucket(self) -> str: - return self.bucket_name - def set_requester_bool(self, requester: bool): self.requester_pays = requester @@ -89,11 +86,12 @@ def create_bucket(self, aws_region): print("bucket already exists", aws_region, self.bucket_name) def delete_bucket(self): + print("deleting bucket", self.bucket_name) # delete 1000 keys at a time for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - + print("no objects") # delete bucket self._s3_client().delete_bucket(Bucket=self.bucket_name) diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index ae73eb0db..84d8e8a19 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -56,8 +56,10 @@ def create(region_tag: str, bucket: str): logger.fs.debug(f"attempting to create hdfs bucket {bucket}") return HDFSInterface(host=bucket) - elif region_tag.startswith("local"): - from skyplane.obj_store.file_system_interface import FileSystemInterface - return FileSystemInterface() + elif region_tag.startswith("local"): + # from skyplane.obj_store.file_system_interface import FileSystemInterface + from skyplane.obj_store.posix_file_interface import POSIXInterface + + return POSIXInterface(bucket) else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index 4334d5001..ea23e781b 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -59,4 +59,6 @@ def is_plausible_local_path(path_test: str): else: if not is_plausible_local_path(path): logger.warning(f"Local path '{path}' does not exist") - return "local", None, path + + # path is subsitutute for bucket + return "local", path, path diff --git a/tests/integration/cp.py b/tests/integration/cp.py index 3250ab822..689f9f90f 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -37,7 +37,7 @@ def setup_buckets(src_region, dest_region, n_files=1, file_size_mb=1): return src_bucket_name, dest_bucket_name, src_prefix, dest_prefix -def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=True): +def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): logger.info( f"Running skyplane cp integration test with config " + f"src_region={src_region}, " From d41427cc662d036cc46c18ca49b0ed5f0eebc0d4 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:01:11 -0700 Subject: [PATCH 160/186] add local tests --- .github/workflows/integration-test-local.yml | 95 ++++++++++++ tests/integration/cp_local.py | 149 +++++++++++++++++++ 2 files changed, 244 insertions(+) create mode 100644 .github/workflows/integration-test-local.yml create mode 100644 tests/integration/cp_local.py diff --git a/.github/workflows/integration-test-local.yml b/.github/workflows/integration-test-local.yml new file mode 100644 index 000000000..d820e4c31 --- /dev/null +++ b/.github/workflows/integration-test-local.yml @@ -0,0 +1,95 @@ +name: integration-test-multiple-sizes +on: [push] +concurrency: transfer-test +env: + AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} + AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} + SKYPLANE_USAGE_STATS_ENABLED: 0 +jobs: + integration: + if: (github.event_name == 'push' && github.ref == 'refs/heads/main') || (github.event_name == 'pull_request') + runs-on: ubuntu-latest + strategy: + max-parallel: 8 + matrix: + pairs: + # AWS + - aws:us-east-1 local + - local aws:us-east-2 + # GCP + - gcp:us-central1-a local + - local gcp:us-east1-a + # Azure + - azure:westus local + - local azure:westus + timeout-minutes: 40 + env: + STRATEGY_UUID: itest-${{ github.run_id }}-${{ github.run_attempt }}-${{ strategy.job-index }} + steps: + - uses: actions/checkout@v1 + - name: Install poetry + run: pipx install poetry + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + cache: "poetry" + - name: Set Poetry config + run: | + poetry config virtualenvs.in-project false + poetry config virtualenvs.path ~/.virtualenvs + - name: Install Dependencies + run: poetry install -E aws -E azure -E gcp + if: steps.cache.outputs.cache-hit != 'true' + - id: 'auth' + uses: 'google-github-actions/auth@v1' + with: + credentials_json: '${{ secrets.GCP_CREDENTIALS_JSON }}' + - name: Log into Azure + uses: azure/login@v1 + with: + creds: '{"clientId":"${{ secrets.AZURE_CLIENT_ID }}","clientSecret":"${{ secrets.AZURE_CLIENT_SECRET }}","subscriptionId":"${{ secrets.AZURE_SUBSCRIPTION_ID }}","tenantId":"${{ secrets.AZURE_TENANT_ID }}"}' + - name: Skyplane init + run: | + poetry run skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} + poetry run skyplane config set native_cmd_enabled false + cat ~/.skyplane/config + poetry run skyplane init -y + poetry run skyplane config set usage_stats false + - name: Single small file test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 1 --file-size-mb 32 + - name: 128 small files test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 128 --file-size-mb 1 + - name: Single large file test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 1 --file-size-mb 2000 + - name: Cleanup GCP service account + if: always() + run: gcloud iam service-accounts delete ${{ env.STRATEGY_UUID }}@${{ secrets.GCP_PROJECT_ID }}.iam.gserviceaccount.com + deprovision: + runs-on: ubuntu-latest + if: ${{ always() }} + needs: [integration] + env: + STRATEGY_UUID: itest-d-${{ github.run_id }}-${{ github.run_attempt }} + steps: + - uses: actions/checkout@v1 + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + - name: Install skyplane from pypi + run: pip install skyplane[aws,azure,gcp] + - id: 'auth' + uses: 'google-github-actions/auth@v1' + with: + credentials_json: '${{ secrets.GCP_CREDENTIALS_JSON }}' + - name: Skyplane init + run: | + skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} + skyplane init -y --disable-config-azure + skyplane config set usage_stats false + - name: Deprovision + run: skyplane deprovision + - name: Cleanup GCP service account + if: always() + run: gcloud iam service-accounts delete --quiet ${{ env.STRATEGY_UUID }}@${{ secrets.GCP_PROJECT_ID }}.iam.gserviceaccount.com diff --git a/tests/integration/cp_local.py b/tests/integration/cp_local.py new file mode 100644 index 000000000..2f0f131c4 --- /dev/null +++ b/tests/integration/cp_local.py @@ -0,0 +1,149 @@ +import argparse +import time +import os +import tempfile +import uuid +from skyplane.utils.definitions import MB +from skyplane.obj_store.object_store_interface import ObjectStoreInterface +from skyplane.cli.cli import cp, sync +from skyplane.utils import logger + + +def setup_buckets(region, n_files=1, file_size_mb=1, write=False): + provider, zone = region.split(":") + if provider == "azure": + bucket_name = f"integration{zone}/{str(uuid.uuid4()).replace('-', '')}" + else: + bucket_name = f"integration{zone}-{str(uuid.uuid4())[:8]}" + logger.debug(f"creating buckets {bucket_name}") + iface = ObjectStoreInterface.create(region, bucket_name) + iface.create_bucket(zone) + + prefix = f"{uuid.uuid4()}" + if write: + with tempfile.NamedTemporaryFile() as tmp: + fpath = tmp.name + with open(fpath, "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + for i in range(n_files): + iface.upload_object(fpath, f"{prefix}/{i}", mime_type="text/plain") + + return iface, bucket_name, prefix + + +def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): + logger.info( + f"Running skyplane [cp/sync] integration test with config " + + f"src_region={src_region}, " + + f"dest_region={dest_region}, " + + f"n_files={n_files}, " + + f"file_size_mb={file_size_mb}, " + + f"multipart={multipart}" + ) + + # map region to path + def map_path(region, bucket, prefix): + provider, _ = region.split(":") + if provider == "aws": + return f"s3://{bucket}/{prefix}" + elif provider == "azure": + storage_account, container = bucket.split("/") + return f"https://{storage_account}.blob.core.windows.net/{container}/{prefix}" + elif provider == "gcp": + return f"gs://{bucket}/{prefix}" + else: + raise Exception(f"Unknown provider {provider}") + + # create temporary files + for mode in ["sync", "cp"]: + return_code = 0 + if n_files == 1 and mode == "cp": + tmp = tempfile.NamedTemporaryFile() + fpath = tmp.name + with open(fpath, "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + elif n_files > 1: # create directory + tmp = tempfile.TemporaryDirectory() + fpath = tmp.name + for i in range(n_files): + with open(f"{fpath}/{i}", "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + else: + continue + + if src_region == "local": + iface, bucket_name, prefix = setup_buckets(dest_region) + if mode == "cp": + return_code = cp( + fpath, + map_path(dest_region, bucket_name, prefix), + recursive=(n_files > 1), + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif n_files > 1: + return_code = sync( + fpath, + map_path(dest_region, bucket_name, prefix), + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif dest_region == "local": + iface, bucket_name, prefix = setup_buckets(src_region, n_files=n_files, file_size_mb=file_size_mb, write=True) + if mode == "cp": + return_code = cp( + map_path(src_region, bucket_name, prefix), + fpath, + recursive=True, + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif n_files > 1: + return_code = sync( + map_path(src_region, bucket_name, prefix), + fpath, + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + else: + raise ValueError("This script only tests local transfers") + + iface.delete_bucket() + + if return_code > 0: + return return_code + + return return_code + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("src", help="source region") + parser.add_argument("dest", help="destination region") + parser.add_argument("--n-files", type=int, default=1) + parser.add_argument("--file-size-mb", type=int, default=1) + parser.add_argument("--multipart", action="store_true") + args = parser.parse_args() + + return_code = run(args.src, args.dest, n_files=args.n_files, file_size_mb=args.file_size_mb, multipart=args.multipart) + exit(return_code) From f29bb76b7533e712f7b60ac236975b84b6cd96a5 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:18:13 -0700 Subject: [PATCH 161/186] fix tests --- tests/integration/cp_local.py | 2 +- tests/unit_nocloud/test_common.py | 6 +++--- 2 files changed, 4 insertions(+), 4 deletions(-) diff --git a/tests/integration/cp_local.py b/tests/integration/cp_local.py index 2f0f131c4..fca726c55 100644 --- a/tests/integration/cp_local.py +++ b/tests/integration/cp_local.py @@ -28,7 +28,7 @@ def setup_buckets(region, n_files=1, file_size_mb=1, write=False): for i in range(n_files): iface.upload_object(fpath, f"{prefix}/{i}", mime_type="text/plain") - return iface, bucket_name, prefix + return iface, bucket_name, prefix def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): diff --git a/tests/unit_nocloud/test_common.py b/tests/unit_nocloud/test_common.py index c66df90a3..bdc377c71 100644 --- a/tests/unit_nocloud/test_common.py +++ b/tests/unit_nocloud/test_common.py @@ -3,9 +3,9 @@ def test_parse_path(): # test local - assert parse_path("/") == ("local", None, "/") - assert parse_path("/tmp") == ("local", None, "/tmp") - assert parse_path("does-not-exist-0000000/file") == ("local", None, "does-not-exist-0000000/file") + assert parse_path("/") == ("local", "/", "/") + assert parse_path("/tmp") == ("local", "/tmp", "/tmp") + assert parse_path("does-not-exist-0000000/file") == ("local", "does-not-exist-0000000/file", "does-not-exist-0000000/file") # test s3:// assert parse_path("s3://bucket") == ("aws", "bucket", "") From 1486b8579906595020573ec822017eb57b111516 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:18:36 -0700 Subject: [PATCH 162/186] add s3 interface --- skyplane/obj_store/s3_interface.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 145ae466d..5ab940cbe 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -47,6 +47,9 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region + + def bucket(self) -> str: + return self.bucket_name def set_requester_bool(self, requester: bool): self.requester_pays = requester @@ -83,15 +86,13 @@ def create_bucket(self, aws_region): else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) else: - print("bucket already exists", aws_region, self.bucket_name) + logger.warning(f"Bucket {self.bucket} in region {aws_region} already exists") def delete_bucket(self): - print("deleting bucket", self.bucket_name) # delete 1000 keys at a time for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - print("no objects") # delete bucket self._s3_client().delete_bucket(Bucket=self.bucket_name) From f3521dcb74610a4ba88d13df12b6e7520d4665ab Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:19:41 -0700 Subject: [PATCH 163/186] Refactor CLI transfer code and support local fallback (#829) Transferred to/from local paths needs to fall back on cloud provider tools until we provide full support for this. I cleaned up the `skyplane cp/sync` code to share a single function for shared logic for fallback options and initiating transfers. --- .github/workflows/integration-test-local.yml | 95 +++++ .../integration-test-multiple-sizes.yml | 24 +- skyplane/cli/cli_transfer.py | 328 +++++++----------- skyplane/obj_store/file_system_interface.py | 4 + skyplane/obj_store/gcs_interface.py | 2 + skyplane/obj_store/posix_file_interface.py | 4 +- skyplane/obj_store/s3_interface.py | 5 +- skyplane/obj_store/storage_interface.py | 5 + skyplane/utils/path.py | 4 +- tests/integration/cp.py | 2 +- tests/integration/cp_local.py | 149 ++++++++ tests/unit_nocloud/test_common.py | 6 +- 12 files changed, 406 insertions(+), 222 deletions(-) create mode 100644 .github/workflows/integration-test-local.yml create mode 100644 tests/integration/cp_local.py diff --git a/.github/workflows/integration-test-local.yml b/.github/workflows/integration-test-local.yml new file mode 100644 index 000000000..d820e4c31 --- /dev/null +++ b/.github/workflows/integration-test-local.yml @@ -0,0 +1,95 @@ +name: integration-test-multiple-sizes +on: [push] +concurrency: transfer-test +env: + AWS_ACCESS_KEY_ID: ${{ secrets.AWS_ACCESS_KEY_ID }} + AWS_SECRET_ACCESS_KEY: ${{ secrets.AWS_SECRET_ACCESS_KEY }} + SKYPLANE_USAGE_STATS_ENABLED: 0 +jobs: + integration: + if: (github.event_name == 'push' && github.ref == 'refs/heads/main') || (github.event_name == 'pull_request') + runs-on: ubuntu-latest + strategy: + max-parallel: 8 + matrix: + pairs: + # AWS + - aws:us-east-1 local + - local aws:us-east-2 + # GCP + - gcp:us-central1-a local + - local gcp:us-east1-a + # Azure + - azure:westus local + - local azure:westus + timeout-minutes: 40 + env: + STRATEGY_UUID: itest-${{ github.run_id }}-${{ github.run_attempt }}-${{ strategy.job-index }} + steps: + - uses: actions/checkout@v1 + - name: Install poetry + run: pipx install poetry + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + cache: "poetry" + - name: Set Poetry config + run: | + poetry config virtualenvs.in-project false + poetry config virtualenvs.path ~/.virtualenvs + - name: Install Dependencies + run: poetry install -E aws -E azure -E gcp + if: steps.cache.outputs.cache-hit != 'true' + - id: 'auth' + uses: 'google-github-actions/auth@v1' + with: + credentials_json: '${{ secrets.GCP_CREDENTIALS_JSON }}' + - name: Log into Azure + uses: azure/login@v1 + with: + creds: '{"clientId":"${{ secrets.AZURE_CLIENT_ID }}","clientSecret":"${{ secrets.AZURE_CLIENT_SECRET }}","subscriptionId":"${{ secrets.AZURE_SUBSCRIPTION_ID }}","tenantId":"${{ secrets.AZURE_TENANT_ID }}"}' + - name: Skyplane init + run: | + poetry run skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} + poetry run skyplane config set native_cmd_enabled false + cat ~/.skyplane/config + poetry run skyplane init -y + poetry run skyplane config set usage_stats false + - name: Single small file test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 1 --file-size-mb 32 + - name: 128 small files test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 128 --file-size-mb 1 + - name: Single large file test + run: poetry run python tests/integration/cp_local.py ${{ matrix.pairs }} --n-files 1 --file-size-mb 2000 + - name: Cleanup GCP service account + if: always() + run: gcloud iam service-accounts delete ${{ env.STRATEGY_UUID }}@${{ secrets.GCP_PROJECT_ID }}.iam.gserviceaccount.com + deprovision: + runs-on: ubuntu-latest + if: ${{ always() }} + needs: [integration] + env: + STRATEGY_UUID: itest-d-${{ github.run_id }}-${{ github.run_attempt }} + steps: + - uses: actions/checkout@v1 + - name: Set up Python 3.10 + uses: actions/setup-python@v4 + with: + python-version: "3.10" + - name: Install skyplane from pypi + run: pip install skyplane[aws,azure,gcp] + - id: 'auth' + uses: 'google-github-actions/auth@v1' + with: + credentials_json: '${{ secrets.GCP_CREDENTIALS_JSON }}' + - name: Skyplane init + run: | + skyplane config set gcp_service_account_name ${{ env.STRATEGY_UUID }} + skyplane init -y --disable-config-azure + skyplane config set usage_stats false + - name: Deprovision + run: skyplane deprovision + - name: Cleanup GCP service account + if: always() + run: gcloud iam service-accounts delete --quiet ${{ env.STRATEGY_UUID }}@${{ secrets.GCP_PROJECT_ID }}.iam.gserviceaccount.com diff --git a/.github/workflows/integration-test-multiple-sizes.yml b/.github/workflows/integration-test-multiple-sizes.yml index bab896fe6..61aedc849 100644 --- a/.github/workflows/integration-test-multiple-sizes.yml +++ b/.github/workflows/integration-test-multiple-sizes.yml @@ -14,21 +14,21 @@ jobs: matrix: pairs: # AWS to AWS - - aws:us-east-1 aws:us-east-1 - - aws:us-east-2 aws:us-west-2 + - aws:us-east-1 aws:us-east-1 --multipart + - aws:us-east-2 aws:us-west-2 --multipart # GCP to GCP - - gcp:us-central1-a gcp:us-central1-a - - gcp:us-west1-a gcp:us-east1-a + - gcp:us-central1-a gcp:us-central1-a --multipart + - gcp:us-west1-a gcp:us-east1-a --multipart # Azure to Azure - #- azure:westus azure:westus - #- azure:eastus azure:westus + - azure:westus azure:westus + - azure:eastus azure:westus # cross cloud tests - - aws:us-west-1 gcp:us-west2-a - - gcp:us-west2-a aws:us-west-1 - #- aws:us-west-1 azure:westus - #- azure:westus aws:us-west-1 - #- gcp:us-west2-a azure:westus - #- azure:westus gcp:us-west2-a + - aws:us-west-1 gcp:us-west2-a --multipart + - gcp:us-west2-a aws:us-west-1 --multipart + - aws:us-west-1 azure:westus + - azure:westus aws:us-west-1 + - gcp:us-west2-a azure:westus + - azure:westus gcp:us-west2-a timeout-minutes: 40 env: STRATEGY_UUID: itest-${{ github.run_id }}-${{ github.run_attempt }}-${{ strategy.job-index }} diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 8c01036cb..07bacacb1 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -10,7 +10,7 @@ import skyplane from skyplane.api.config import TransferConfig, AWSConfig, GCPConfig, AzureConfig, IBMCloudConfig -from skyplane.api.transfer_job import CopyJob +from skyplane.api.transfer_job import CopyJob, SyncJob, TransferJob from skyplane.cli.impl.cp_replicate_fallback import ( replicate_onprem_cp_cmd, replicate_onprem_sync_cmd, @@ -21,7 +21,7 @@ from skyplane.api.usage import UsageClient from skyplane.config import SkyplaneConfig from skyplane.config_paths import cloud_config, config_path -from skyplane.obj_store.object_store_interface import ObjectStoreInterface +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, StorageInterface from skyplane.obj_store.file_system_interface import FileSystemInterface from skyplane.cli.impl.progress_bar import ProgressBarTransferHook from skyplane.utils import logger @@ -190,15 +190,24 @@ def make_pipeline(self, **solver_args) -> skyplane.Pipeline: logger.fs.debug(f"Using pipeline: {pipeline}") return pipeline - def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, query_n: int = 5, ask_to_confirm_transfer=True) -> bool: + def confirm_transfer( + self, pipeline: skyplane.Pipeline, src_region_tag: str, dest_region_tags: List[str], query_n: int = 5, ask_to_confirm_transfer=True + ) -> bool: """Prompts the user to confirm their transfer by querying the first query_n files from the TransferJob""" if not len(pipeline.jobs_to_dispatch) > 0: typer.secho("No jobs to dispatch.") return False transfer_pair_gen = pipeline.jobs_to_dispatch[0].gen_transfer_pairs() # type: ignore - console.print( - f"[bold yellow]Will transfer objects from {dp.topology.src_region_tag} to {dp.topology.dest_region_tags}[/bold yellow]" - ) + if len(dest_region_tags) == 1: + console.print(f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags[0]}[/bold yellow]") + else: + console.print(f"[bold yellow]Will transfer objects from {src_region_tag} to {dest_region_tags}[/bold yellow]") + + if src_region_tag.startswith("local") or dest_region_tags[0].startswith("local"): + # TODO: should still pass cost estimate + console.print(f"[yellow]Note: local transfers are not monitored by Skyplane[yellow]") + return True + topology = pipeline.planner.plan(pipeline.jobs_to_dispatch) sorted_counts = sorted(topology.per_region_count().items(), key=lambda x: x[0]) console.print( @@ -248,12 +257,11 @@ def confirm_transfer(self, pipeline: skyplane.Pipeline, dp: skyplane.Dataplane, console.print("[green]Transfer starting[/green]") return True - def estimate_small_transfer(self, pipeline: skyplane.Pipeline, size_threshold_bytes: float, query_n: int = 1000) -> bool: + def estimate_small_transfer(self, job: TransferJob, size_threshold_bytes: float, query_n: int = 1000) -> bool: """Estimates if the transfer is small by querying up to `query_n` files from the TransferJob. If it exceeds the file size limit, then it will fall back to the cloud CLIs.""" - if len(pipeline.jobs_to_dispatch) != 1: - return False - job = pipeline.jobs_to_dispatch[0] + + # TODO: why shouldn't this include sync? if not isinstance(job, CopyJob): return False transfer_pair_gen = job.gen_transfer_pairs() @@ -281,6 +289,114 @@ def force_deprovision(dp: skyplane.Dataplane): signal.signal(signal.SIGINT, s) +def run_transfer( + src: str, + dst: str, + recursive: bool, + debug: bool, + multipart: bool, + confirm: bool, + max_instances: int, + max_connections: int, + solver: str, + cmd: str, +): + assert cmd == "cp" or cmd == "sync", f"Invalid command: {cmd}" + if not debug: + register_exception_handler() + print_header() + + provider_src, bucket_src, path_src = parse_path(src) + provider_dst, bucket_dst, path_dst = parse_path(dst) + src_region_tag = StorageInterface.create(f"{provider_src}:infer", bucket_src).region_tag() + dst_region_tag = StorageInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() + args = { + "cmd": cmd, + "recursive": True, + "debug": debug, + "multipart": multipart, + "confirm": confirm, + "max_instances": max_instances, + "max_connections": max_connections, + "solver": solver, + } + + # create CLI object + cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) + if not cli.check_config(): + typer.secho( + f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", + fg="red", + ) + return 1 + + # create pipeline and queue transfer + pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) + if cli.args["cmd"] == "cp": + pipeline.queue_copy(src, dst, recursive=recursive) + else: + pipeline.queue_sync(src, dst) + + # confirm transfer + if not cli.confirm_transfer(pipeline, src_region_tag, [dst_region_tag], 5, ask_to_confirm_transfer=not confirm): + return 1 + + # local->local transfers not supported (yet) + if provider_src == "local" and provider_dst == "local": + raise NotImplementedError("Local->local transfers not supported (yet)") + + # fall back options: local->cloud, cloud->local, small cloud->cloud transfers + if provider_src == "local" or provider_dst == "local": + if cli.args["cmd"] == "cp": + return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 + else: + return 0 if cli.transfer_sync_onprem(src, dst) else 1 + elif cloud_config.get_flag("native_cmd_enabled"): + # fallback option: transfer is too small + if cli.args["cmd"] == "cp": + job = CopyJob(src, [dst], recursive=recursive) # TODO: rever to using pipeline + if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): + small_transfer_status = cli.transfer_cp_small(src, dst, recursive) + return 0 if small_transfer_status else 1 + else: + job = SyncJob(src, [dst], recursive=recursive) + if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): + small_transfer_status = cli.transfer_sync_small(src, dst) + return 0 if small_transfer_status else 1 + + # dataplane must be created after transfers are queued + dp = pipeline.create_dataplane(debug=debug) + with dp.auto_deprovision(): + try: + dp.provision(spinner=True) + dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) + except KeyboardInterrupt: + logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") + console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") + try: + dp.copy_gateway_logs() + force_deprovision(dp) + except Exception as e: + logger.fs.exception(e) + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e) + UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) + console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") + console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") + return 1 + except skyplane.exceptions.SkyplaneException as e: + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e.pretty_print_str()) + UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) + force_deprovision(dp) + except Exception as e: + logger.fs.exception(e) + console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") + console.print(e) + UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) + force_deprovision(dp) + + def cp( src: str, dst: str, @@ -326,117 +442,7 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - if not debug: - register_exception_handler() - print_header() - provider_src, bucket_src, path_src = parse_path(src) - provider_dst, bucket_dst, path_dst = parse_path(dst) - if provider_src in ("local", "nfs"): - src_region_tag = FileSystemInterface.create(f"{provider_src}:infer", path_src).region_tag() - else: - src_region_tag = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src).region_tag() - - if provider_dst in ("local", "nfs"): - dst_region_tag = FileSystemInterface.create(f"{provider_dst}:infer", path_dst).region_tag() - else: - dst_region_tag = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() - - args = { - "cmd": "cp", - "recursive": recursive, - "debug": debug, - "multipart": multipart, - "confirm": confirm, - "max_instances": max_instances, - "max_connections": max_connections, - "solver": solver, - } - - cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) - if not cli.check_config(): - typer.secho( - f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", - fg="red", - ) - return 1 - - # dp = cli.make_dataplane( - # solver_type=solver, - # n_vms=max_instances, - # n_connections=max_connections, - # solver_required_throughput_gbits=solver_required_throughput_gbits, - # debug=debug, - # ) - pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - pipeline.queue_copy(src, dst, recursive=recursive) - - # dataplane must be created after transfers are queued - dp = pipeline.create_dataplane(debug=debug) - - if provider_src in ("local", "nfs") and provider_dst in ("aws", "gcp", "azure"): - # manually create dataplane for queued transfer - with dp.auto_deprovision(): - try: - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, src_region_tag, dst_region_tag) - return 1 - # return 0 if cli.transfer_cp_onprem(src, dst, recursive) else 1 - elif provider_src in ("aws", "gcp", "azure", "hdfs", "ibmcloud") and provider_dst in ("aws", "gcp", "azure", "ibmcloud"): - # todo support ILP solver params - # dp = cli.make_dataplane( - # solver_type=solver, - # solver_required_throughput_gbits=solver_required_throughput_gbits, - # n_vms=max_instances, - # n_connections=max_connections, - # debug=debug, - # ) - with dp.auto_deprovision(): - # dp.queue_copy(src, dst, recursive=recursive) - if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_cp_small(src, dst, recursive) - if small_transfer_status: - return 0 - try: - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - # dp.run(ProgressBarTransferHook()) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except KeyboardInterrupt: - logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") - console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") - dp.copy_gateway_logs() - try: - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) - console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") - console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") - return 1 - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - if dp.provisioned: - typer.secho("Dataplane is not deprovisioned! Run `skyplane deprovision` to force deprovision VMs.", fg="red") + return run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") def sync( @@ -485,82 +491,4 @@ def sync( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - if not debug: - register_exception_handler() - print_header() - provider_src, bucket_src, path_src = parse_path(src) - provider_dst, bucket_dst, path_dst = parse_path(dst) - src_region_tag = ObjectStoreInterface.create(f"{provider_src}:infer", bucket_src).region_tag() - dst_region_tag = ObjectStoreInterface.create(f"{provider_dst}:infer", bucket_dst).region_tag() - args = { - "cmd": "sync", - "recursive": True, - "debug": debug, - "multipart": multipart, - "confirm": confirm, - "max_instances": max_instances, - "max_connections": max_connections, - "solver": solver, - } - - cli = SkyplaneCLI(src_region_tag=src_region_tag, dst_region_tag=dst_region_tag, args=args) - if not cli.check_config(): - typer.secho( - f"Skyplane configuration file is not valid. Please reset your config by running `rm {config_path}` and then rerunning `skyplane init` to fix.", - fg="red", - ) - return 1 - - if provider_src in ("local", "hdfs", "nfs") or provider_dst in ("local", "hdfs", "nfs"): - if provider_src == "hdfs" or provider_dst == "hdfs": - typer.secho("HDFS is not supported yet.", fg="red") - return 1 - return 0 if cli.transfer_sync_onprem(src, dst) else 1 - elif provider_src in ("aws", "gcp", "azure") and provider_dst in ("aws", "gcp", "azure"): - # todo support ILP solver params - print() - pipeline = cli.make_pipeline(planning_algorithm=solver, max_instances=max_instances) - pipeline.queue_sync(src, dst) - - dp = pipeline.create_dataplane(debug=True) - - with dp.auto_deprovision(): - if cloud_config.get_flag("native_cmd_enabled") and cli.estimate_small_transfer( - pipeline, cloud_config.get_flag("native_cmd_threshold_gb") * GB - ): - small_transfer_status = cli.transfer_sync_small(src, dst) - if small_transfer_status: - return 0 - try: - console.print("[yellow]Note: sync must query the destination bucket to diff objects. This may take a while.[/yellow]") - if not cli.confirm_transfer(pipeline, dp, 5, ask_to_confirm_transfer=not confirm): - return 1 - dp.provision(spinner=True) - dp.run(pipeline.jobs_to_dispatch, hooks=ProgressBarTransferHook(dp.topology.dest_region_tags)) - except KeyboardInterrupt: - logger.fs.warning("Transfer cancelled by user (KeyboardInterrupt).") - console.print("\n[red]Transfer cancelled by user. Copying gateway logs and exiting.[/red]") - dp.copy_gateway_logs() - try: - force_deprovision(dp) - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_cp", e, args, cli.src_region_tag, cli.dst_region_tag) - console.print("[bold red]Deprovisioning was interrupted! VMs may still be running which will incur charges.[/bold red]") - console.print("[bold red]Please manually deprovision the VMs by running `skyplane deprovision`.[/bold red]") - return 1 - except skyplane.exceptions.SkyplaneException as e: - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e.pretty_print_str()) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - return 1 - except Exception as e: - logger.fs.exception(e) - console.print(f"[bright_black]{traceback.format_exc()}[/bright_black]") - console.print(e) - UsageClient.log_exception("cli_query_objstore", e, args, cli.src_region_tag, cli.dst_region_tag) - force_deprovision(dp) - if dp.provisioned: - typer.secho("Dataplane is not deprovisioned! Run `skyplane deprovision` to force deprovision VMs.", fg="red") + return run_transfer(src, dst, False, debug, multipart, confirm, max_instances, max_connections, solver, "sync") diff --git a/skyplane/obj_store/file_system_interface.py b/skyplane/obj_store/file_system_interface.py index cd37b2b83..6f59ec67e 100644 --- a/skyplane/obj_store/file_system_interface.py +++ b/skyplane/obj_store/file_system_interface.py @@ -1,6 +1,7 @@ from dataclasses import dataclass from typing import Iterator, List, Optional from skyplane.obj_store.storage_interface import StorageInterface +import os @dataclass @@ -24,6 +25,9 @@ def real_path(self): class FileSystemInterface(StorageInterface): + def region_tag(self) -> str: + return "local" + def path(self) -> str: raise NotImplementedError() diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index 6ce6efb71..ccfd208fc 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -103,9 +103,11 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): + print("deleting bucket", self.bucket_name) for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" + print("no objects") self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/posix_file_interface.py b/skyplane/obj_store/posix_file_interface.py index cb3e61dd2..c5a3656dd 100644 --- a/skyplane/obj_store/posix_file_interface.py +++ b/skyplane/obj_store/posix_file_interface.py @@ -54,10 +54,10 @@ def exists(self, obj_name: str): return os.path.exists(obj_name) def region_tag(self) -> str: - return "gcp:us-central1-a" + return "local" def bucket(self) -> str: - return "" + return self.dir_path def create_bucket(self, region_tag: str): return None diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 07c74af5a..5ab940cbe 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -47,7 +47,7 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region - + def bucket(self) -> str: return self.bucket_name @@ -86,14 +86,13 @@ def create_bucket(self, aws_region): else: s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) else: - print("bucket already exists", aws_region, self.bucket_name) + logger.warning(f"Bucket {self.bucket} in region {aws_region} already exists") def delete_bucket(self): # delete 1000 keys at a time for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - # delete bucket self._s3_client().delete_bucket(Bucket=self.bucket_name) diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 8db1ce097..84d8e8a19 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -56,5 +56,10 @@ def create(region_tag: str, bucket: str): logger.fs.debug(f"attempting to create hdfs bucket {bucket}") return HDFSInterface(host=bucket) + elif region_tag.startswith("local"): + # from skyplane.obj_store.file_system_interface import FileSystemInterface + from skyplane.obj_store.posix_file_interface import POSIXInterface + + return POSIXInterface(bucket) else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index 4334d5001..ea23e781b 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -59,4 +59,6 @@ def is_plausible_local_path(path_test: str): else: if not is_plausible_local_path(path): logger.warning(f"Local path '{path}' does not exist") - return "local", None, path + + # path is subsitutute for bucket + return "local", path, path diff --git a/tests/integration/cp.py b/tests/integration/cp.py index 3250ab822..689f9f90f 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -37,7 +37,7 @@ def setup_buckets(src_region, dest_region, n_files=1, file_size_mb=1): return src_bucket_name, dest_bucket_name, src_prefix, dest_prefix -def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=True): +def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): logger.info( f"Running skyplane cp integration test with config " + f"src_region={src_region}, " diff --git a/tests/integration/cp_local.py b/tests/integration/cp_local.py new file mode 100644 index 000000000..fca726c55 --- /dev/null +++ b/tests/integration/cp_local.py @@ -0,0 +1,149 @@ +import argparse +import time +import os +import tempfile +import uuid +from skyplane.utils.definitions import MB +from skyplane.obj_store.object_store_interface import ObjectStoreInterface +from skyplane.cli.cli import cp, sync +from skyplane.utils import logger + + +def setup_buckets(region, n_files=1, file_size_mb=1, write=False): + provider, zone = region.split(":") + if provider == "azure": + bucket_name = f"integration{zone}/{str(uuid.uuid4()).replace('-', '')}" + else: + bucket_name = f"integration{zone}-{str(uuid.uuid4())[:8]}" + logger.debug(f"creating buckets {bucket_name}") + iface = ObjectStoreInterface.create(region, bucket_name) + iface.create_bucket(zone) + + prefix = f"{uuid.uuid4()}" + if write: + with tempfile.NamedTemporaryFile() as tmp: + fpath = tmp.name + with open(fpath, "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + for i in range(n_files): + iface.upload_object(fpath, f"{prefix}/{i}", mime_type="text/plain") + + return iface, bucket_name, prefix + + +def run(src_region, dest_region, n_files=1, file_size_mb=1, multipart=False): + logger.info( + f"Running skyplane [cp/sync] integration test with config " + + f"src_region={src_region}, " + + f"dest_region={dest_region}, " + + f"n_files={n_files}, " + + f"file_size_mb={file_size_mb}, " + + f"multipart={multipart}" + ) + + # map region to path + def map_path(region, bucket, prefix): + provider, _ = region.split(":") + if provider == "aws": + return f"s3://{bucket}/{prefix}" + elif provider == "azure": + storage_account, container = bucket.split("/") + return f"https://{storage_account}.blob.core.windows.net/{container}/{prefix}" + elif provider == "gcp": + return f"gs://{bucket}/{prefix}" + else: + raise Exception(f"Unknown provider {provider}") + + # create temporary files + for mode in ["sync", "cp"]: + return_code = 0 + if n_files == 1 and mode == "cp": + tmp = tempfile.NamedTemporaryFile() + fpath = tmp.name + with open(fpath, "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + elif n_files > 1: # create directory + tmp = tempfile.TemporaryDirectory() + fpath = tmp.name + for i in range(n_files): + with open(f"{fpath}/{i}", "wb+") as f: + f.write(os.urandom(int(file_size_mb * MB))) + else: + continue + + if src_region == "local": + iface, bucket_name, prefix = setup_buckets(dest_region) + if mode == "cp": + return_code = cp( + fpath, + map_path(dest_region, bucket_name, prefix), + recursive=(n_files > 1), + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif n_files > 1: + return_code = sync( + fpath, + map_path(dest_region, bucket_name, prefix), + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif dest_region == "local": + iface, bucket_name, prefix = setup_buckets(src_region, n_files=n_files, file_size_mb=file_size_mb, write=True) + if mode == "cp": + return_code = cp( + map_path(src_region, bucket_name, prefix), + fpath, + recursive=True, + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + elif n_files > 1: + return_code = sync( + map_path(src_region, bucket_name, prefix), + fpath, + debug=False, + multipart=multipart, + confirm=True, + max_instances=1, + max_connections=1, + solver="direct", + solver_required_throughput_gbits=1, + ) + else: + raise ValueError("This script only tests local transfers") + + iface.delete_bucket() + + if return_code > 0: + return return_code + + return return_code + + +if __name__ == "__main__": + parser = argparse.ArgumentParser() + parser.add_argument("src", help="source region") + parser.add_argument("dest", help="destination region") + parser.add_argument("--n-files", type=int, default=1) + parser.add_argument("--file-size-mb", type=int, default=1) + parser.add_argument("--multipart", action="store_true") + args = parser.parse_args() + + return_code = run(args.src, args.dest, n_files=args.n_files, file_size_mb=args.file_size_mb, multipart=args.multipart) + exit(return_code) diff --git a/tests/unit_nocloud/test_common.py b/tests/unit_nocloud/test_common.py index c66df90a3..bdc377c71 100644 --- a/tests/unit_nocloud/test_common.py +++ b/tests/unit_nocloud/test_common.py @@ -3,9 +3,9 @@ def test_parse_path(): # test local - assert parse_path("/") == ("local", None, "/") - assert parse_path("/tmp") == ("local", None, "/tmp") - assert parse_path("does-not-exist-0000000/file") == ("local", None, "does-not-exist-0000000/file") + assert parse_path("/") == ("local", "/", "/") + assert parse_path("/tmp") == ("local", "/tmp", "/tmp") + assert parse_path("does-not-exist-0000000/file") == ("local", "does-not-exist-0000000/file", "does-not-exist-0000000/file") # test s3:// assert parse_path("s3://bucket") == ("aws", "bucket", "") From 68eb8d51ba4f96a3f69676486fcf3694f7a3c9c2 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:25:01 -0700 Subject: [PATCH 164/186] Update integration-test-local.yml --- .github/workflows/integration-test-local.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.github/workflows/integration-test-local.yml b/.github/workflows/integration-test-local.yml index d820e4c31..c73a9b9db 100644 --- a/.github/workflows/integration-test-local.yml +++ b/.github/workflows/integration-test-local.yml @@ -1,4 +1,4 @@ -name: integration-test-multiple-sizes +name: integration-test-local on: [push] concurrency: transfer-test env: From 6e5cfd1fbf7c9188942f4e376a90a270d605c263 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 00:28:52 -0700 Subject: [PATCH 165/186] Update integration-test-multiple-sizes.yml --- .github/workflows/integration-test-multiple-sizes.yml | 1 - 1 file changed, 1 deletion(-) diff --git a/.github/workflows/integration-test-multiple-sizes.yml b/.github/workflows/integration-test-multiple-sizes.yml index 61aedc849..3afe5245e 100644 --- a/.github/workflows/integration-test-multiple-sizes.yml +++ b/.github/workflows/integration-test-multiple-sizes.yml @@ -7,7 +7,6 @@ env: SKYPLANE_USAGE_STATS_ENABLED: 0 jobs: integration: - if: (github.event_name == 'push' && github.ref == 'refs/heads/main') || (github.event_name == 'pull_request') runs-on: ubuntu-latest strategy: max-parallel: 1 From bf0cb992aebd4e74d4565a7795e5de1dd6f684ab Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 3 May 2023 13:33:12 -0700 Subject: [PATCH 166/186] commit --- poetry.lock | 12 ++++++------ pyproject.toml | 1 + skyplane/api/tracker.py | 6 ++++-- skyplane/api/transfer_job.py | 1 + skyplane/obj_store/gcs_interface.py | 2 -- 5 files changed, 12 insertions(+), 10 deletions(-) diff --git a/poetry.lock b/poetry.lock index 610f3aa08..b1e1cba07 100644 --- a/poetry.lock +++ b/poetry.lock @@ -772,7 +772,7 @@ scipy = ">=0.9" name = "exceptiongroup" version = "1.1.1" description = "Backport of PEP 654 (exception groups)" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -1380,7 +1380,7 @@ testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packag name = "iniconfig" version = "2.0.0" description = "brain-dead simple config-ini parsing" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2094,7 +2094,7 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest- name = "pluggy" version = "1.0.0" description = "plugin and hook calling mechanisms for python" -category = "dev" +category = "main" optional = false python-versions = ">=3.6" files = [ @@ -2363,7 +2363,7 @@ diagrams = ["jinja2", "railroad-diagrams"] name = "pytest" version = "7.3.1" description = "pytest: simple powerful testing with Python" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2734,7 +2734,7 @@ test = ["tox (>=1.8.1)"] name = "tomli" version = "2.0.1" description = "A lil' TOML parser" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2896,4 +2896,4 @@ solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] [metadata] lock-version = "2.0" python-versions = ">=3.7.1,<3.12" -content-hash = "b399e30ba267365760659d157388a4cf91af396621d7712b32dadae144e420d1" +content-hash = "ace940f14369da55ee768ebc6360f3e155976ee62a594f859fb99609af8a4d9f" diff --git a/pyproject.toml b/pyproject.toml index 6443f3ff3..0fc62f025 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -62,6 +62,7 @@ pynacl = { version = "^1.5.0", optional = true } pyopenssl = { version = "^22.0.0", optional = true } werkzeug = { version = "^2.1.2", optional = true } pyarrow = "^10.0.1" +pytest = "^7.3.1" [tool.poetry.extras] aws = ["boto3"] diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index f481bf229..9ffe02490 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -1,6 +1,5 @@ import functools from pprint import pprint -from pprint import pprint import json import time from abc import ABC @@ -216,13 +215,14 @@ def monitor_single_dst_helper(dst_region): self.hooks.on_transfer_end() start_time = int(time.time()) + print("transfer ended", transfer_stats) try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") job.finalize() except Exception as e: UsageClient.log_exception( - "finalize job", e, args, self.dataplane.src_region_tag, self.dataplane.dst_region_tag, session_start_timestamp_ms + "finalize job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags[0], session_start_timestamp_ms ) raise e end_time = int(time.time()) @@ -261,10 +261,12 @@ def monitor_transfer(pd, self, region_tag): sinks = region_sinks[region_tag] # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) + print("pending", self.job_pending_chunk_ids) while any([len(self.job_pending_chunk_ids[job_uuid][region_tag]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) + # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() if any(errors.values()): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index f308d6a79..5db1300df 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -645,6 +645,7 @@ def dispatch( # copy new multipart transfers to the multipart transfer list updated_len = len(chunker.multipart_upload_requests) + print(f"chunker.multipart_upload_requests: {chunker.multipart_upload_requests[n_multiparts:updated_len]}") self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index ccfd208fc..6ce6efb71 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -103,11 +103,9 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): - print("deleting bucket", self.bucket_name) for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - print("no objects") self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: From 5ea262b36b3fd7c05e050ad0e0613fe8b1d09bbe Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 4 May 2023 19:17:45 -0700 Subject: [PATCH 167/186] add waiting and retry for multipart completion --- skyplane/api/dataplane.py | 2 +- skyplane/api/tracker.py | 6 +++--- skyplane/api/transfer_job.py | 15 +++++++++++++-- skyplane/gateway/operators/gateway_operator.py | 2 +- skyplane/obj_store/s3_interface.py | 1 + tests/integration/cp.py | 2 +- 6 files changed, 20 insertions(+), 8 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 289857ff1..1b2003790 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -226,7 +226,7 @@ def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): out_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" - err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" + err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stderr" logger.fs.info(f"[Dataplane.copy_gateway_logs] Copying logs from {instance.uuid()}: {out_file}") instance.run_command("sudo docker logs -t skyplane_gateway 2> /tmp/gateway.stderr > /tmp/gateway.stdout") instance.download_file("/tmp/gateway.stdout", out_file) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9ffe02490..cd22d5fe5 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -215,7 +215,6 @@ def monitor_single_dst_helper(dst_region): self.hooks.on_transfer_end() start_time = int(time.time()) - print("transfer ended", transfer_stats) try: for job in self.jobs.values(): logger.fs.debug(f"[TransferProgressTracker] Finalizing job {job.uuid}") @@ -261,7 +260,6 @@ def monitor_transfer(pd, self, region_tag): sinks = region_sinks[region_tag] # for region_tag, sink_gateways in self.dataplane.topology.sink_gateways().items(): # sink_regions = set([sink.region for sink in sinks]) - print("pending", self.job_pending_chunk_ids) while any([len(self.job_pending_chunk_ids[job_uuid][region_tag]) > 0 for job_uuid in self.job_pending_chunk_ids]): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) @@ -291,6 +289,7 @@ def monitor_transfer(pd, self, region_tag): completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index + # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination for job_uuid, job in self.jobs.items(): @@ -313,7 +312,7 @@ def monitor_transfer(pd, self, region_tag): # sleep time.sleep(0.05) - + @property @functools.lru_cache(maxsize=1) def _chunk_to_job_map(self): @@ -364,6 +363,7 @@ def query_bytes_remaining(self, region_tag: Optional[str] = None): ] ) logger.fs.debug(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") + print(f"[TransferProgressTracker] Bytes remaining per job: {bytes_remaining_per_job}") return sum(bytes_remaining_per_job.values()) def query_bytes_dispatched(self): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 5db1300df..efc8864e0 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -1,4 +1,5 @@ import json +import time import typer import math import queue @@ -18,6 +19,7 @@ import urllib3 from rich import print as rprint +from functools import partial from skyplane import exceptions from skyplane.api.config import TransferConfig @@ -31,6 +33,7 @@ from skyplane.utils.definitions import MB from skyplane.utils.fn import do_parallel from skyplane.utils.path import parse_path +from skyplane.utils.retry import retry_backoff if TYPE_CHECKING: from skyplane.api.dataplane import Dataplane @@ -645,7 +648,6 @@ def dispatch( # copy new multipart transfers to the multipart transfer list updated_len = len(chunker.multipart_upload_requests) - print(f"chunker.multipart_upload_requests: {chunker.multipart_upload_requests[n_multiparts:updated_len]}") self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len @@ -666,7 +668,16 @@ def finalize(self): def complete_fn(batch): for req in batch: logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") - obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + + # retry - sometimes slight delay before object store knows all parts are uploaded + retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) + # while True: + # try: + # obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + # break + # except Exception as e: + # logger.fs.warning(f"Failing to complete multipart upload {req['upload_id']} for key {req['key']}, retrying...") + # time.sleep(1) do_parallel(complete_fn, batches, n=8) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 2069338e2..b60d5f24d 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -568,5 +568,5 @@ def process(self, chunk_req: ChunkRequest): ), max_retries=1, ) - logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} to {self.bucket_name}") + logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} partition {chunk_req.chunk.part_number} to {self.bucket_name}") return True diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 5ab940cbe..57aef2e69 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -197,6 +197,7 @@ def upload_object( checksum_args = dict(ContentMD5=b64_md5sum) if b64_md5sum else dict() try: + print(f"Uploading {dst_object_name} part number {part_number}") with open(src_file_path, "rb") as f: if upload_id: s3_client.upload_part( diff --git a/tests/integration/cp.py b/tests/integration/cp.py index 689f9f90f..a5d0472a1 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -66,13 +66,13 @@ def map_path(region, bucket, prefix): map_path(src_region, src_bucket_name, src_prefix), map_path(dest_region, dest_bucket_name, dest_prefix), recursive=True, - debug=False, multipart=multipart, confirm=True, max_instances=1, max_connections=1, solver="direct", solver_required_throughput_gbits=1, + debug=True # TODO: remove ) # clean up path From 2d4a4ccee6bb80108ccfe994677c2fea7f6d2b99 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 4 May 2023 19:23:35 -0700 Subject: [PATCH 168/186] reformat --- skyplane/api/tracker.py | 11 +++++++---- skyplane/api/transfer_job.py | 14 +++++++------- skyplane/gateway/operators/gateway_operator.py | 4 +++- skyplane/obj_store/s3_interface.py | 2 +- tests/integration/cp.py | 2 +- 5 files changed, 19 insertions(+), 14 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index cd22d5fe5..9d7178f53 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -221,7 +221,12 @@ def monitor_single_dst_helper(dst_region): job.finalize() except Exception as e: UsageClient.log_exception( - "finalize job", e, args, self.dataplane.topology.src_region_tag, self.dataplane.topology.dest_region_tags[0], session_start_timestamp_ms + "finalize job", + e, + args, + self.dataplane.topology.src_region_tag, + self.dataplane.topology.dest_region_tags[0], + session_start_timestamp_ms, ) raise e end_time = int(time.time()) @@ -264,7 +269,6 @@ def monitor_transfer(pd, self, region_tag): # refresh shutdown status by running noop do_parallel(lambda i: i.run_command("echo 1"), self.dataplane.bound_nodes.values(), n=8) - # check for errors and exit if there are any (while setting debug flags) errors = self.dataplane.check_error_logs() if any(errors.values()): @@ -289,7 +293,6 @@ def monitor_transfer(pd, self, region_tag): completed_status = sink_status_df.groupby("chunk_id").apply(lambda x: set(x["region_tag"].unique()) == set([region_tag])) completed_chunk_ids = completed_status[completed_status].index - # update job_complete_chunk_ids and job_pending_chunk_ids # TODO: do chunk-tracking per-destination for job_uuid, job in self.jobs.items(): @@ -312,7 +315,7 @@ def monitor_transfer(pd, self, region_tag): # sleep time.sleep(0.05) - + @property @functools.lru_cache(maxsize=1) def _chunk_to_job_map(self): diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index efc8864e0..b1aa41b1f 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -671,13 +671,13 @@ def complete_fn(batch): # retry - sometimes slight delay before object store knows all parts are uploaded retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) - # while True: - # try: - # obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) - # break - # except Exception as e: - # logger.fs.warning(f"Failing to complete multipart upload {req['upload_id']} for key {req['key']}, retrying...") - # time.sleep(1) + # while True: + # try: + # obj_store_interface.complete_multipart_upload(req["key"], req["upload_id"]) + # break + # except Exception as e: + # logger.fs.warning(f"Failing to complete multipart upload {req['upload_id']} for key {req['key']}, retrying...") + # time.sleep(1) do_parallel(complete_fn, batches, n=8) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index b60d5f24d..f76823b53 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -568,5 +568,7 @@ def process(self, chunk_req: ChunkRequest): ), max_retries=1, ) - logger.debug(f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} partition {chunk_req.chunk.part_number} to {self.bucket_name}") + logger.debug( + f"[obj_store:{self.worker_id}] Uploaded {chunk_req.chunk.chunk_id} partition {chunk_req.chunk.part_number} to {self.bucket_name}" + ) return True diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 57aef2e69..1e191d2c3 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -47,7 +47,7 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region - + def bucket(self) -> str: return self.bucket_name diff --git a/tests/integration/cp.py b/tests/integration/cp.py index a5d0472a1..209e1fdd5 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -72,7 +72,7 @@ def map_path(region, bucket, prefix): max_connections=1, solver="direct", solver_required_throughput_gbits=1, - debug=True # TODO: remove + debug=True, # TODO: remove ) # clean up path From 9e9bbd11080be356910892de86c2a7b29c567507 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Fri, 5 May 2023 01:17:31 -0700 Subject: [PATCH 169/186] set multipart flag --- skyplane/cli/cli_transfer.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 07bacacb1..637948fbc 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -54,6 +54,14 @@ def __init__(self, src_region_tag: str, dst_region_tag: str, args: Dict[str, Any self.src_region_tag, self.dst_region_tag = src_region_tag, dst_region_tag self.args = args self.aws_config, self.azure_config, self.gcp_config, self.ibmcloud_config = self.to_api_config(skyplane_config or cloud_config) + + # update config + # TODO: set remaining config params + if skyplane_config: + skyplane_config.set_flag("multipart_enabled", str(self.args["multipart"])) + if cloud_config: + cloud_config.set_flag("multipart_enabled", str(self.args["multipart"])) + self.transfer_config = self.make_transfer_config(skyplane_config or cloud_config) self.client = skyplane.SkyplaneClient( aws_config=self.aws_config, From 0258def7f344d02367e5e7233d5e335f4227c136 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 9 May 2023 20:17:43 -0700 Subject: [PATCH 170/186] broken --- skyplane/api/tracker.py | 2 + skyplane/api/transfer_job.py | 55 +++++++++++++------ skyplane/cli/cli_transfer.py | 1 + skyplane/compute/gcp/gcp_auth.py | 1 + skyplane/gateway/chunk_store.py | 15 ++++- skyplane/gateway/gateway_daemon_api.py | 19 +++++-- skyplane/gateway/gateway_queue.py | 11 +++- .../gateway/operators/gateway_operator.py | 38 +++++++++---- 8 files changed, 104 insertions(+), 38 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9d2c462d4..4238e36f1 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -283,6 +283,8 @@ def monitor_transfer(pd, self, region_tag): time.sleep(0.05) continue + log_df.to_csv(f"chunk_status_{region_tag}.csv") + # TODO: have visualization for completition across all destinations is_complete_rec = ( lambda row: row["state"] == ChunkState.complete diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 05ddeff86..6ed76e556 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -265,6 +265,7 @@ def transfer_pair_generator( logger.fs.debug(f"Querying objects in {self.src_iface.path()}") n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): + #print(obj, prefilter_fn(obj)) if prefilter_fn is None or prefilter_fn(obj): # collect list of destination objects dest_objs = {} @@ -295,7 +296,6 @@ def transfer_pair_generator( # assert that all destinations share the same post-fix key assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" - n_objs += 1 yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key=dest_keys[0]) @@ -328,9 +328,11 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # begin chunking loop for transfer_pair in transfer_pair_generator: src_obj = transfer_pair.src_obj + #print("src_obj", src_obj) if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: + #print("chunk", transfer_pair) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -419,6 +421,7 @@ def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Gener """ for item in gen_in: out_list.append(item) + #print("tail", item) yield item @@ -555,7 +558,8 @@ def __init__( def http_pool(self): """http connection pool""" if not hasattr(self, "_http_pool"): - self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3)) + timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout + self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), timeout=timeout) return self._http_pool def gen_transfer_pairs( @@ -568,6 +572,7 @@ def gen_transfer_pairs( :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ + #print("GENERATE PAIRS") if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) @@ -588,11 +593,14 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) + #print("STARTING GENERATION") transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects + #for transfer_pair in transfer_pair_generator: + # print('generated', transfer_pair) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) # chunk_requests = chunker.to_chunk_requests(chunks) - + #print("HERE") batches = chunker.batch_generator( chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) @@ -616,6 +624,10 @@ def dispatch( if region_tag == dst_gateway.region_tag: mappings[key] = id + if len(list(mappings.keys())) == 0: + # no mappings to send + continue + # send mapping to gateway reply = self.http_pool.request( "POST", @@ -635,20 +647,28 @@ def dispatch( server = src_gateways[min_idx] n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) bytes_dispatched[min_idx] += n_bytes - start = time.time() assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" - reply = self.http_pool.request( - "POST", - f"{server.gateway_api_url}/api/v1/chunk_requests", - body=json.dumps([chunk.as_dict() for chunk in chunk_batch]).encode("utf-8"), - headers={"Content-Type": "application/json"}, - ) - end = time.time() - if reply.status != 200: - raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - logger.fs.debug( - f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - ) + + n_added = 0 + while n_added < len(chunk_batch): + start = time.time() + reply = self.http_pool.request( + "POST", + f"{server.gateway_api_url}/api/v1/chunk_requests", + body=json.dumps([chunk.as_dict() for chunk in chunk_batch[n_added:]]).encode("utf-8"), + headers={"Content-Type": "application/json"}, + ) + reply_json = json.loads(reply.data.decode('utf-8')) + print(n_added, len(chunk_batch), reply_json) + n_added += reply_json["n_added"] + end = time.time() + if reply.status != 200: + raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") + logger.fs.debug( + f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" + ) + time.sleep(1) + yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -656,6 +676,8 @@ def dispatch( self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len + time.sleep(0.5) + def finalize(self): """Complete the multipart upload requests""" typer.secho(f"Finalizing multipart uploads...", fg="bright_black") @@ -755,6 +777,7 @@ def gen_transfer_pairs( """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) + #print("SYNC GEN") transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # only single destination supported diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 637948fbc..c3b0df0f6 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -450,6 +450,7 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ + print("copy") return run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index d050da70e..bcc2fdae7 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -104,6 +104,7 @@ def project_id(self): @staticmethod @imports.inject("google.auth", pip_extra="gcp") def get_adc_credential(google_auth, project_id=None): + print("getting adc credentials") try: inferred_cred, inferred_project = google_auth.default(quota_project_id=project_id) except google_auth.exceptions.DefaultCredentialsError as e: diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 988d9f556..3b9024ab4 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -50,13 +50,24 @@ def add_partition(self, partition_id: str, queue: GatewayQueue): print(self.chunk_requests) def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): - """Enqueue new chunk request from Gateway API""" + """Enqueue new chunk request from Gateway API + :param chunk_request: ChunkRequest object + :param state: ChunkState enum (registered, in_progress, complete) + + :return: size of Gateway queue + """ if chunk_request.chunk.partition_id not in self.chunk_requests: raise ValueError( f"Partition {chunk_request.chunk.partition_id} does not exist in {self.chunk_requests} - was the gateway program loaded?" ) - self.chunk_requests[chunk_request.chunk.partition_id].put(chunk_request) + try: + self.chunk_requests[chunk_request.chunk.partition_id].put_nowait(chunk_request) + except Exception as e: + print("Error adding chunk", e) + return self.chunk_requests[chunk_request.chunk.partition_id].size(), False + self.log_chunk_state(chunk_request, state) + return self.chunk_requests[chunk_request.chunk.partition_id].size(), True def log_chunk_state( self, diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 94fe5e7a4..224f9c836 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -222,14 +222,20 @@ def add_chunk_req(body, state): if isinstance(body, dict): chunk_req = ChunkRequest.from_dict(body) self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.add_chunk_request(chunk_req, state) - return 1 + qsize, succ = self.chunk_store.add_chunk_request(chunk_req, state) + if not succ: + return 0, qsize, False + return 1, qsize, True elif isinstance(body, list): + added = 0 for row in body: chunk_req = ChunkRequest.from_dict(row) self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req - self.chunk_store.add_chunk_request(chunk_req, state) - return len(body) + qsize, succ = self.chunk_store.add_chunk_request(chunk_req, state) + if not succ: + return added, qsize, False + added += 1 + return added, qsize, True @app.route("/api/v1/chunk_requests", methods=["GET"]) def get_chunk_requests(): @@ -261,9 +267,10 @@ def get_chunk_request(chunk_id: int): def add_chunk_request(): print(f"[gateway_api] Recieved chunk request {request.json}") state_param = request.args.get("state", "registered") - n_added = add_chunk_req(request.json, ChunkState.from_str(state_param)) + n_added, qsize, succ = add_chunk_req(request.json, ChunkState.from_str(state_param)) # TODO: Add to chunk manager queue - return jsonify({"status": "ok", "n_added": n_added}) + print(f"[gateway_api] Added {n_added} chunk requests to queue, size {qsize} success {succ}") + return jsonify({"status": succ, "n_added": n_added, "qsize": qsize}) # update chunk request @app.route("/api/v1/chunk_requests/", methods=["PUT"]) diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 3005661b8..33f5ae5dc 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=0): + def __init__(self, maxsize=1000): self.q = Queue(maxsize) self.handles = [] @@ -12,6 +12,9 @@ def register_handle(self, requester_handle): def put(self, chunk_req): self.q.put(chunk_req) + def put_nowait(self, chunk_req): + self.q.put_nowait(chunk_req) + def pop(self, requester_handle=None): self.q.get() @@ -26,9 +29,10 @@ def size(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=0): + def __init__(self, maxsize=1000): self.q = {} self.maxsize = maxsize + self.temp_q = Queue(maxsize) # temporarily store value def register_handle(self, requester_handle): # create a queue per handle (operator) @@ -47,6 +51,9 @@ def put(self, chunk_req): # self.q[handle].put(copy.deepcopy(chunk_req)) self.q[handle].put(chunk_req) + def put_nowait(self, chunk_req): + raise ValueError("GatewayANDQueue cannot be the first queue in a pipeline") + def pop(self, requester_handle): self.q[requester_handle].get() diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index f76823b53..9f24dcf98 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -276,9 +276,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): chunk_reqs = [chunk_req] with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): # TODO: remove chunk request wrapper - register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs]).encode("utf-8") - print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - # while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} @@ -287,13 +285,21 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): # except Exception as e: # print("sender post error", e) # time.sleep(1) - - response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - ) - - assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + n_added = 0 + while n_added < len(chunk_reqs): + register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs[n_added:]]).encode("utf-8") + print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + response = self.http_pool.request( + "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + ) + reply_json = json.loads(response.data.decode('utf-8')) + print(n_added, reply_json) + n_added += reply_json["n_added"] + assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" + if n_added == len(chunk_reqs): + print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + else: + time.sleep(1) # contact server to set up socket connection if self.destination_ports.get(dst_host) is None: @@ -475,7 +481,14 @@ def process(self, chunk_req: ChunkRequest, **args): # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) - assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" + #assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" # actually ok + + if chunk_req.chunk.chunk_length_bytes == 0: + # nothing to do + # create empty file + open(fpath, 'a').close() + return True + while True: # if self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) @@ -499,7 +512,8 @@ def process(self, chunk_req: ChunkRequest, **args): break except Exception as e: - logger.error(f"[obj_store:{self.worker_id}] {str(e)}") + logger.error(f"[obj_store:{self.worker_id}] Error reading key {chunk_req.chunk.src_key}: {str(e)}") + print(f"[obj_store:{self.worker_id}] Error reading key {chunk_req.chunk.src_key}: {str(e)}") time.sleep(1) # update md5sum for chunk requests From 11e3eefa9c1952253a3cc5cb1b1089af89559b16 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 10 May 2023 18:14:21 -0700 Subject: [PATCH 171/186] worked for 1TB --- skyplane/api/dataplane.py | 7 ++ skyplane/api/pipeline.py | 4 +- skyplane/api/tracker.py | 15 +++- skyplane/api/transfer_job.py | 53 +++++++++---- skyplane/cli/cli_transfer.py | 2 +- skyplane/cli/impl/progress_bar.py | 2 +- skyplane/gateway/gateway_queue.py | 4 +- .../gateway/operators/gateway_operator.py | 77 +++++++++++-------- skyplane/planner/planner.py | 25 +++++- skyplane/planner/topology.py | 5 ++ 10 files changed, 137 insertions(+), 57 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 1b2003790..f7c794b6e 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -80,6 +80,12 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} + # TODO: visualize topology here + #from skyplane.utils.visualization import visualize_topology + #visualize_topology(self.topology) + + + def _start_gateway( self, gateway_docker_image: str, @@ -225,6 +231,7 @@ def provision( def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): + print("COPY LOGS", self.transfer_dir) out_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stderr" logger.fs.info(f"[Dataplane.copy_gateway_logs] Copying logs from {instance.uuid()}: {out_file}") diff --git a/skyplane/api/pipeline.py b/skyplane/api/pipeline.py index b68b97b01..42cb0649f 100644 --- a/skyplane/api/pipeline.py +++ b/skyplane/api/pipeline.py @@ -68,7 +68,7 @@ def __init__( # planner self.planning_algorithm = planning_algorithm if self.planning_algorithm == "direct": - self.planner = MulticastDirectPlanner(self.max_instances, 32) + self.planner = MulticastDirectPlanner(self.max_instances, 64) else: raise ValueError(f"No such planning algorithm {planning_algorithm}") @@ -159,7 +159,7 @@ def queue_sync( """ if isinstance(dst, str): dst = [dst] - job = SyncJob(src, dst, recursive=True, requester_pays=self.transfer_config.requester_pays) + job = SyncJob(src, dst, requester_pays=self.transfer_config.requester_pays) logger.fs.debug(f"[SkyplaneClient] Queued sync job {job}") self.jobs_to_dispatch.append(job) return job.uuid diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 4238e36f1..cce69f307 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -146,22 +146,35 @@ def run(self): self.job_chunk_requests[job_uuid] = {} self.job_pending_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} self.job_complete_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} + + nchunks = 0 for chunk in chunk_streams[job_uuid]: chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk self.hooks.on_chunk_dispatched(chunks_dispatched) for region in self.dataplane.topology.dest_region_tags: self.job_pending_chunk_ids[job_uuid][region].add(chunk.chunk_id) + nchunks += 1 + + ## TODO: remove - very hacky + #if nchunks % 1000 == 0: + # try: + # job.finalize() + # except Exception as e: + # print("Error finalizing", e) + + logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" ) + except Exception as e: UsageClient.log_exception( "dispatch job", e, args, self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags, + self.dataplane.topology.dest_region_tags[0], # TODO: support multiple destinations session_start_timestamp_ms, ) raise e diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 6ed76e556..2dec3ebde 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -297,6 +297,7 @@ def transfer_pair_generator( # assert that all destinations share the same post-fix key assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" n_objs += 1 + print("Transfer:", obj.key, obj.size) yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key=dest_keys[0]) if n_objs == 0: @@ -608,6 +609,7 @@ def dispatch( # dispatch chunk requests src_gateways = dataplane.source_gateways() bytes_dispatched = [0] * len(src_gateways) + queue_size = [0] * len(src_gateways) n_multiparts = 0 start = time.time() @@ -643,15 +645,18 @@ def dispatch( # send chunk requests to source gateways chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] - min_idx = bytes_dispatched.index(min(bytes_dispatched)) - server = src_gateways[min_idx] - n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) - bytes_dispatched[min_idx] += n_bytes - assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" - + min_idx = queue_size.index(min(queue_size)) n_added = 0 + start = time.time() while n_added < len(chunk_batch): - start = time.time() + + #min_idx = bytes_dispatched.index(min(bytes_dispatched)) + # TODO: should update every source instance queue size + print("queue sizes", queue_size) + server = src_gateways[min_idx] + assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" + + # TODO: make async reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", @@ -659,16 +664,25 @@ def dispatch( headers={"Content-Type": "application/json"}, ) reply_json = json.loads(reply.data.decode('utf-8')) - print(n_added, len(chunk_batch), reply_json) + print(server, min_idx, "added", n_added, len(chunk_batch), reply_json) n_added += reply_json["n_added"] - end = time.time() + queue_size[min_idx] = reply_json["qsize"] # update queue size if reply.status != 200: raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - logger.fs.debug( - f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - ) - time.sleep(1) - + + #n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) + #bytes_dispatched[min_idx] += n_bytes + + + # dont try again with some gateway + min_idx = (min_idx + 1) % len(src_gateways) + + #time.sleep(0.1) + + end = time.time() + #logger.fs.debug( + # f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" + #) yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -696,8 +710,14 @@ def complete_fn(batch): for req in batch: logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") - # retry - sometimes slight delay before object store knows all parts are uploaded retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) + #try: + # # retry - sometimes slight delay before object store knows all parts are uploaded + # retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) + # print("Completed", req["key"]) + #except Exception as e: + # # TODO: remove + # print(f"Failed to complete {req['key']} with upload id {req['upload_id']}: {e}") do_parallel(complete_fn, batches, n=8) @@ -752,11 +772,10 @@ def __init__( self, src_path: str, dst_paths: List[str] or str, - recursive: bool = False, requester_pays: bool = False, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): - super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) + super().__init__(src_path, dst_paths, True, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index c3b0df0f6..89bfc7eaa 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -367,7 +367,7 @@ def run_transfer( small_transfer_status = cli.transfer_cp_small(src, dst, recursive) return 0 if small_transfer_status else 1 else: - job = SyncJob(src, [dst], recursive=recursive) + job = SyncJob(src, [dst]) if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): small_transfer_status = cli.transfer_sync_small(src, dst) return 0 if small_transfer_status else 1 diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 62fdb6632..38211a2c9 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -40,7 +40,7 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): self.bytes_dispatched += sum([chunk.chunk_length_bytes for chunk in chunks]) self.chunks_dispatched += len(chunks) # rerender spinners with updated text "Dispatching chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" - self.spinner.update(self.dispatch_task, description=f" (~{format_bytes(self.bytes_dispatched)} dispatched)") + self.spinner.update(self.dispatch_task, description=f" {self.chunks_dispatched} chunks (~{format_bytes(self.bytes_dispatched)} dispatched)") def on_dispatch_end(self): self.spinner.stop() diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 33f5ae5dc..9bb7e82b1 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -2,7 +2,7 @@ class GatewayQueue: - def __init__(self, maxsize=1000): + def __init__(self, maxsize=10000): self.q = Queue(maxsize) self.handles = [] @@ -29,7 +29,7 @@ def size(self): class GatewayANDQueue(GatewayQueue): - def __init__(self, maxsize=1000): + def __init__(self, maxsize=10000): self.q = {} self.maxsize = maxsize self.temp_q = Queue(maxsize) # temporarily store value diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 9f24dcf98..518366e89 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -78,14 +78,17 @@ def worker_loop(self, worker_id: int, *args): self.worker_id = worker_id while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): try: + #print(f"[{self.handle}:{self.worker_id}] Waiting for chunk, queue size {self.input_queue.size()}") # get chunk from input queue try: # will only get data for that handle chunk_req = self.input_queue.get_nowait(self.handle) + #print(f"[{self.handle}:{self.worker_id}] Getting chunk {chunk_req} from input queue") except queue.Empty: + #print(f"[{self.handle}:{self.worker_id}] Input queue empty") continue - # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) @@ -104,14 +107,16 @@ def worker_loop(self, worker_id: int, *args): self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") + time.sleep(0.1) # yield ? else: # failed to process - re-queue time.sleep(0.1) - # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") + print(f"[{self.handle}:{self.worker_id}] Exception: {e}") self.error_queue.put(traceback.format_exc()) self.error_event.set() self.exit_flags[worker_id].set() @@ -204,7 +209,10 @@ def __init__( self.destination_ports: Dict[str, int] = {} # ip_address -> int self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket self.sent_chunk_ids: Dict[str, List[int]] = {} # ip_address -> list of chunk_ids - self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE") + + # http pool + timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout + self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE", timeout=timeout) def worker_exit(self, worker_id: int): # close destination sockets @@ -268,38 +276,43 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" # notify server of upcoming ChunkRequests - print(f"[sender:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + #print(f"[{self.handle}:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") # TODO: does this function need to be implemented to work for a list of chunks? chunk_ids = [chunk_req.chunk.chunk_id] chunk_reqs = [chunk_req] - with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): - # TODO: remove chunk request wrapper - # while True: - # try: - # response = self.http_pool.request( - # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - # ) - # break - # except Exception as e: - # print("sender post error", e) - # time.sleep(1) - n_added = 0 - while n_added < len(chunk_reqs): - register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs[n_added:]]).encode("utf-8") - print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") - response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} - ) - reply_json = json.loads(response.data.decode('utf-8')) - print(n_added, reply_json) - n_added += reply_json["n_added"] - assert response.status == 200 and json.loads(response.data.decode("utf-8")).get("status") == "ok" - if n_added == len(chunk_reqs): - print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") - else: - time.sleep(1) + try: + with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): + # TODO: remove chunk request wrapper + # while True: + # try: + # response = self.http_pool.request( + # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + # ) + # break + # except Exception as e: + # print("sender post error", e) + # time.sleep(1) + n_added = 0 + while n_added < len(chunk_reqs): + register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs[n_added:]]).encode("utf-8") + #print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + response = self.http_pool.request( + "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + ) + reply_json = json.loads(response.data.decode('utf-8')) + print(f"[sender-{self.worker_id}]", n_added, reply_json, dst_host) + n_added += reply_json["n_added"] + assert response.status == 200, f"Wrong response status {response.status}" + #json.loads(response.data.decode("utf-8")).get("status") == "ok" + if n_added == len(chunk_reqs): + print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") + else: + time.sleep(1) + except Exception as e: + print(f"[{self.handle}:{self.worker_id}] Error registering chunks {chunk_ids} to {dst_host}: {e}") + raise e # contact server to set up socket connection if self.destination_ports.get(dst_host) is None: @@ -334,9 +347,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): # send chunk header header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") + #print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") header.to_socket(sock) - print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") + #print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") # send chunk data assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 9c3aefba9..69b5c996c 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -21,6 +21,29 @@ class Planner: def plan(self) -> TopologyPlan: raise NotImplementedError + + +def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List[str], n_connections: int = 32): + + connection_map = {} # source_id: {dest_id: num_connections} + + if len(source_gateway_ids) <= len(dest_gateway_ids): + # more destinations than sources + dest_per_source = round(len(dest_gateway_ids) / len(source_gateway_ids)) + source_index = 0 + + # assign connections to each source + for dest_index in range(0, len(dest_gateway_ids), dest_per_source): + connection_map[source_gateway_ids[source_index]] = {} + connections_per_dest = int(n_connections / dest_per_source) + connection_map[source_gateway_ids[source_index]] = {dest_gateway_ids[dest_index + i]: connections_per_dest for i in range(dest_per_source)} + source_index += 1 + else: + raise ValueError("Not implemeneted") + + + + class UnicastDirectPlanner(Planner): @@ -159,7 +182,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: GatewaySend( target_gateway_id=dst_gateways[i].gateway_id, region=dst_region_tag, - num_connections=self.n_connections, + num_connections=int(self.n_connections / len(dst_gateways)), private_ip=private_ip, ), parent_handle=mux_or, diff --git a/skyplane/planner/topology.py b/skyplane/planner/topology.py index a026ba036..65373b1fd 100644 --- a/skyplane/planner/topology.py +++ b/skyplane/planner/topology.py @@ -63,6 +63,11 @@ def regions(self) -> List[str]: """Get all regions in the topology plan""" return list(set([gateway.region for gateway in self.gateways.values()])) + @property + def region_tags(self) -> List[str]: + """Get all region tags in the topology plan""" + return list(set([gateway.region_tag for gateway in self.gateways.values()])) + def add_gateway(self, region_tag: str): """Create gateway in specified region""" gateway_id = region_tag + str(len([gateway for gateway in self.gateways.values() if gateway.region_tag == region_tag])) From 83368352cc03458c954f1d86c2349c1f0db4950f Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 11 May 2023 00:13:34 -0700 Subject: [PATCH 172/186] reformat --- skyplane/api/dataplane.py | 8 +-- skyplane/api/tracker.py | 7 +-- skyplane/api/transfer_job.py | 56 +++++++++---------- skyplane/cli/impl/progress_bar.py | 4 +- skyplane/gateway/chunk_store.py | 2 +- skyplane/gateway/gateway_daemon_api.py | 6 +- skyplane/gateway/gateway_queue.py | 2 +- .../gateway/operators/gateway_operator.py | 43 +++++++------- skyplane/obj_store/s3_interface.py | 2 +- skyplane/planner/planner.py | 15 ++--- 10 files changed, 71 insertions(+), 74 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index f7c794b6e..d25be0d27 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -80,11 +80,9 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} - # TODO: visualize topology here - #from skyplane.utils.visualization import visualize_topology - #visualize_topology(self.topology) - - + # TODO: visualize topology here + # from skyplane.utils.visualization import visualize_topology + # visualize_topology(self.topology) def _start_gateway( self, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index cce69f307..595ca74c1 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -156,14 +156,13 @@ def run(self): self.job_pending_chunk_ids[job_uuid][region].add(chunk.chunk_id) nchunks += 1 - ## TODO: remove - very hacky - #if nchunks % 1000 == 0: + ## TODO: remove - very hacky + # if nchunks % 1000 == 0: # try: # job.finalize() # except Exception as e: # print("Error finalizing", e) - logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" ) @@ -174,7 +173,7 @@ def run(self): e, args, self.dataplane.topology.src_region_tag, - self.dataplane.topology.dest_region_tags[0], # TODO: support multiple destinations + self.dataplane.topology.dest_region_tags[0], # TODO: support multiple destinations session_start_timestamp_ms, ) raise e diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 2dec3ebde..abfa21caf 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -265,7 +265,7 @@ def transfer_pair_generator( logger.fs.debug(f"Querying objects in {self.src_iface.path()}") n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): - #print(obj, prefilter_fn(obj)) + # print(obj, prefilter_fn(obj)) if prefilter_fn is None or prefilter_fn(obj): # collect list of destination objects dest_objs = {} @@ -329,11 +329,11 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # begin chunking loop for transfer_pair in transfer_pair_generator: src_obj = transfer_pair.src_obj - #print("src_obj", src_obj) + # print("src_obj", src_obj) if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - #print("chunk", transfer_pair) + # print("chunk", transfer_pair) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -422,7 +422,7 @@ def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Gener """ for item in gen_in: out_list.append(item) - #print("tail", item) + # print("tail", item) yield item @@ -559,7 +559,7 @@ def __init__( def http_pool(self): """http connection pool""" if not hasattr(self, "_http_pool"): - timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout + timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout self._http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), timeout=timeout) return self._http_pool @@ -573,7 +573,7 @@ def gen_transfer_pairs( :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ - #print("GENERATE PAIRS") + # print("GENERATE PAIRS") if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) @@ -594,14 +594,14 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - #print("STARTING GENERATION") + # print("STARTING GENERATION") transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects - #for transfer_pair in transfer_pair_generator: + # for transfer_pair in transfer_pair_generator: # print('generated', transfer_pair) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) # chunk_requests = chunker.to_chunk_requests(chunks) - #print("HERE") + # print("HERE") batches = chunker.batch_generator( chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) @@ -627,8 +627,8 @@ def dispatch( mappings[key] = id if len(list(mappings.keys())) == 0: - # no mappings to send - continue + # no mappings to send + continue # send mapping to gateway reply = self.http_pool.request( @@ -649,40 +649,38 @@ def dispatch( n_added = 0 start = time.time() while n_added < len(chunk_batch): - - #min_idx = bytes_dispatched.index(min(bytes_dispatched)) - # TODO: should update every source instance queue size + # min_idx = bytes_dispatched.index(min(bytes_dispatched)) + # TODO: should update every source instance queue size print("queue sizes", queue_size) server = src_gateways[min_idx] assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" - # TODO: make async + # TODO: make async reply = self.http_pool.request( "POST", f"{server.gateway_api_url}/api/v1/chunk_requests", body=json.dumps([chunk.as_dict() for chunk in chunk_batch[n_added:]]).encode("utf-8"), headers={"Content-Type": "application/json"}, ) - reply_json = json.loads(reply.data.decode('utf-8')) + reply_json = json.loads(reply.data.decode("utf-8")) print(server, min_idx, "added", n_added, len(chunk_batch), reply_json) n_added += reply_json["n_added"] - queue_size[min_idx] = reply_json["qsize"] # update queue size + queue_size[min_idx] = reply_json["qsize"] # update queue size if reply.status != 200: raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - - #n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) - #bytes_dispatched[min_idx] += n_bytes - - # dont try again with some gateway + # n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) + # bytes_dispatched[min_idx] += n_bytes + + # dont try again with some gateway min_idx = (min_idx + 1) % len(src_gateways) - - #time.sleep(0.1) + + # time.sleep(0.1) end = time.time() - #logger.fs.debug( + # logger.fs.debug( # f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - #) + # ) yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -711,11 +709,11 @@ def complete_fn(batch): logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) - #try: + # try: # # retry - sometimes slight delay before object store knows all parts are uploaded # retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) # print("Completed", req["key"]) - #except Exception as e: + # except Exception as e: # # TODO: remove # print(f"Failed to complete {req['key']} with upload id {req['upload_id']}: {e}") @@ -796,7 +794,7 @@ def gen_transfer_pairs( """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - #print("SYNC GEN") + # print("SYNC GEN") transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # only single destination supported diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 38211a2c9..41d41a5ac 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -40,7 +40,9 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): self.bytes_dispatched += sum([chunk.chunk_length_bytes for chunk in chunks]) self.chunks_dispatched += len(chunks) # rerender spinners with updated text "Dispatching chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" - self.spinner.update(self.dispatch_task, description=f" {self.chunks_dispatched} chunks (~{format_bytes(self.bytes_dispatched)} dispatched)") + self.spinner.update( + self.dispatch_task, description=f" {self.chunks_dispatched} chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" + ) def on_dispatch_end(self): self.spinner.stop() diff --git a/skyplane/gateway/chunk_store.py b/skyplane/gateway/chunk_store.py index 3b9024ab4..ac8ed3fd3 100644 --- a/skyplane/gateway/chunk_store.py +++ b/skyplane/gateway/chunk_store.py @@ -51,7 +51,7 @@ def add_partition(self, partition_id: str, queue: GatewayQueue): def add_chunk_request(self, chunk_request: ChunkRequest, state: ChunkState = ChunkState.registered): """Enqueue new chunk request from Gateway API - :param chunk_request: ChunkRequest object + :param chunk_request: ChunkRequest object :param state: ChunkState enum (registered, in_progress, complete) :return: size of Gateway queue diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 224f9c836..05c610fef 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -223,16 +223,16 @@ def add_chunk_req(body, state): chunk_req = ChunkRequest.from_dict(body) self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req qsize, succ = self.chunk_store.add_chunk_request(chunk_req, state) - if not succ: + if not succ: return 0, qsize, False return 1, qsize, True elif isinstance(body, list): - added = 0 + added = 0 for row in body: chunk_req = ChunkRequest.from_dict(row) self.chunk_requests[chunk_req.chunk.chunk_id] = chunk_req qsize, succ = self.chunk_store.add_chunk_request(chunk_req, state) - if not succ: + if not succ: return added, qsize, False added += 1 return added, qsize, True diff --git a/skyplane/gateway/gateway_queue.py b/skyplane/gateway/gateway_queue.py index 9bb7e82b1..9c76d6333 100644 --- a/skyplane/gateway/gateway_queue.py +++ b/skyplane/gateway/gateway_queue.py @@ -32,7 +32,7 @@ class GatewayANDQueue(GatewayQueue): def __init__(self, maxsize=10000): self.q = {} self.maxsize = maxsize - self.temp_q = Queue(maxsize) # temporarily store value + self.temp_q = Queue(maxsize) # temporarily store value def register_handle(self, requester_handle): # create a queue per handle (operator) diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 518366e89..82ec5bbab 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -78,17 +78,17 @@ def worker_loop(self, worker_id: int, *args): self.worker_id = worker_id while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): try: - #print(f"[{self.handle}:{self.worker_id}] Waiting for chunk, queue size {self.input_queue.size()}") + # print(f"[{self.handle}:{self.worker_id}] Waiting for chunk, queue size {self.input_queue.size()}") # get chunk from input queue try: # will only get data for that handle chunk_req = self.input_queue.get_nowait(self.handle) - #print(f"[{self.handle}:{self.worker_id}] Getting chunk {chunk_req} from input queue") + # print(f"[{self.handle}:{self.worker_id}] Getting chunk {chunk_req} from input queue") except queue.Empty: - #print(f"[{self.handle}:{self.worker_id}] Input queue empty") + # print(f"[{self.handle}:{self.worker_id}] Input queue empty") continue - #print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) @@ -107,11 +107,11 @@ def worker_loop(self, worker_id: int, *args): self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") - time.sleep(0.1) # yield ? + time.sleep(0.1) # yield ? else: # failed to process - re-queue time.sleep(0.1) - #print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") + # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: @@ -210,8 +210,8 @@ def __init__( self.destination_sockets: Dict[str, socket.socket] = {} # ip_address -> socket self.sent_chunk_ids: Dict[str, List[int]] = {} # ip_address -> list of chunk_ids - # http pool - timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout + # http pool + timeout = urllib3.util.Timeout(connect=10.0, read=None) # no read timeout self.http_pool = urllib3.PoolManager(retries=urllib3.Retry(total=3), cert_reqs="CERT_NONE", timeout=timeout) def worker_exit(self, worker_id: int): @@ -276,7 +276,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): """Send list of chunks to gateway server, pipelining small chunks together into a single socket stream.""" # notify server of upcoming ChunkRequests - #print(f"[{self.handle}:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") + # print(f"[{self.handle}:{self.worker_id}] Sending chunk ID {chunk_req.chunk.chunk_id} to IP {dst_host}") # TODO: does this function need to be implemented to work for a list of chunks? @@ -285,7 +285,7 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): try: with Timer(f"pre-register chunks {chunk_ids} to {dst_host}"): # TODO: remove chunk request wrapper - # while True: + # while True: # try: # response = self.http_pool.request( # "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} @@ -297,18 +297,21 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): n_added = 0 while n_added < len(chunk_reqs): register_body = json.dumps([c.chunk.as_dict() for c in chunk_reqs[n_added:]]).encode("utf-8") - #print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") + # print(f"[sender-{self.worker_id}]:{chunk_ids} register body {register_body}") response = self.http_pool.request( - "POST", f"https://{dst_host}:8080/api/v1/chunk_requests", body=register_body, headers={"Content-Type": "application/json"} + "POST", + f"https://{dst_host}:8080/api/v1/chunk_requests", + body=register_body, + headers={"Content-Type": "application/json"}, ) - reply_json = json.loads(response.data.decode('utf-8')) + reply_json = json.loads(response.data.decode("utf-8")) print(f"[sender-{self.worker_id}]", n_added, reply_json, dst_host) n_added += reply_json["n_added"] assert response.status == 200, f"Wrong response status {response.status}" - #json.loads(response.data.decode("utf-8")).get("status") == "ok" + # json.loads(response.data.decode("utf-8")).get("status") == "ok" if n_added == len(chunk_reqs): print(f"[sender-{self.worker_id}]:{chunk_ids} registered chunks") - else: + else: time.sleep(1) except Exception as e: print(f"[{self.handle}:{self.worker_id}] Error registering chunks {chunk_ids} to {dst_host}: {e}") @@ -347,9 +350,9 @@ def process(self, chunk_req: ChunkRequest, dst_host: str): # send chunk header header = chunk.to_wire_header(n_chunks_left_on_socket=len(chunk_ids) - idx - 1, wire_length=wire_length, is_compressed=False) - #print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") + # print(f"[sender-{self.worker_id}]:{chunk_id} sending chunk header {header}") header.to_socket(sock) - #print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") + # print(f"[sender-{self.worker_id}]:{chunk_id} sent chunk header") # send chunk data assert chunk_file_path.exists(), f"chunk file {chunk_file_path} does not exist" @@ -494,12 +497,12 @@ def process(self, chunk_req: ChunkRequest, **args): # while self.chunk_store.remaining_bytes() < chunk_req.chunk.chunk_length_bytes * self.n_processes: # time.sleep(0.1) - #assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" # actually ok + # assert chunk_req.chunk.chunk_length_bytes > 0, f"Cannot have size 0 chunk {chunk_req.chunk}" # actually ok if chunk_req.chunk.chunk_length_bytes == 0: - # nothing to do + # nothing to do # create empty file - open(fpath, 'a').close() + open(fpath, "a").close() return True while True: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 57aef2e69..1e191d2c3 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -47,7 +47,7 @@ def aws_region(self): def region_tag(self): return "aws:" + self.aws_region - + def bucket(self) -> str: return self.bucket_name diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 69b5c996c..159ac4d63 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -21,11 +21,10 @@ class Planner: def plan(self) -> TopologyPlan: raise NotImplementedError - -def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List[str], n_connections: int = 32): - connection_map = {} # source_id: {dest_id: num_connections} +def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List[str], n_connections: int = 32): + connection_map = {} # source_id: {dest_id: num_connections} if len(source_gateway_ids) <= len(dest_gateway_ids): # more destinations than sources @@ -36,14 +35,12 @@ def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List for dest_index in range(0, len(dest_gateway_ids), dest_per_source): connection_map[source_gateway_ids[source_index]] = {} connections_per_dest = int(n_connections / dest_per_source) - connection_map[source_gateway_ids[source_index]] = {dest_gateway_ids[dest_index + i]: connections_per_dest for i in range(dest_per_source)} + connection_map[source_gateway_ids[source_index]] = { + dest_gateway_ids[dest_index + i]: connections_per_dest for i in range(dest_per_source) + } source_index += 1 - else: + else: raise ValueError("Not implemeneted") - - - - class UnicastDirectPlanner(Planner): From f0370eb773c158ab7f53e3623c1bf0905ef2c69c Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 11 May 2023 00:27:05 -0700 Subject: [PATCH 173/186] cleanup --- skyplane/api/dataplane.py | 5 ----- skyplane/api/transfer_job.py | 34 ----------------------------- skyplane/cli/cli_transfer.py | 1 - skyplane/compute/gcp/gcp_auth.py | 1 - skyplane/obj_store/gcs_interface.py | 2 -- skyplane/obj_store/s3_interface.py | 1 - skyplane/planner/planner.py | 20 ----------------- tests/integration/cp.py | 2 +- 8 files changed, 1 insertion(+), 65 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index d25be0d27..1b2003790 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -80,10 +80,6 @@ def __init__( self.pending_transfers: List[TransferProgressTracker] = [] self.bound_nodes: Dict[TopologyPlanGateway, compute.Server] = {} - # TODO: visualize topology here - # from skyplane.utils.visualization import visualize_topology - # visualize_topology(self.topology) - def _start_gateway( self, gateway_docker_image: str, @@ -229,7 +225,6 @@ def provision( def copy_gateway_logs(self): # copy logs from all gateways in parallel def copy_log(instance): - print("COPY LOGS", self.transfer_dir) out_file = self.transfer_dir / f"gateway_{instance.uuid()}.stdout" err_file = self.transfer_dir / f"gateway_{instance.uuid()}.stderr" logger.fs.info(f"[Dataplane.copy_gateway_logs] Copying logs from {instance.uuid()}: {out_file}") diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index abfa21caf..fdf9033de 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -265,7 +265,6 @@ def transfer_pair_generator( logger.fs.debug(f"Querying objects in {self.src_iface.path()}") n_objs = 0 for obj in self.src_iface.list_objects(src_prefix): - # print(obj, prefilter_fn(obj)) if prefilter_fn is None or prefilter_fn(obj): # collect list of destination objects dest_objs = {} @@ -297,7 +296,6 @@ def transfer_pair_generator( # assert that all destinations share the same post-fix key assert len(list(set(dest_keys))) == 1, f"Destination keys {dest_keys} do not match" n_objs += 1 - print("Transfer:", obj.key, obj.size) yield TransferPair(src_obj=obj, dst_objs=dest_objs, dst_key=dest_keys[0]) if n_objs == 0: @@ -329,11 +327,9 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> # begin chunking loop for transfer_pair in transfer_pair_generator: src_obj = transfer_pair.src_obj - # print("src_obj", src_obj) if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: multipart_send_queue.put(transfer_pair) else: - # print("chunk", transfer_pair) yield GatewayMessage( chunk=Chunk( src_key=src_obj.key, @@ -422,7 +418,6 @@ def tail_generator(gen_in: Generator[T, None, None], out_list: List[T]) -> Gener """ for item in gen_in: out_list.append(item) - # print("tail", item) yield item @@ -594,21 +589,15 @@ def dispatch( :type dispatch_batch_size: int """ chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - # print("STARTING GENERATION") transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects - # for transfer_pair in transfer_pair_generator: - # print('generated', transfer_pair) gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = chunker.chunk(gen_transfer_list) - # chunk_requests = chunker.to_chunk_requests(chunks) - # print("HERE") batches = chunker.batch_generator( chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) # dispatch chunk requests src_gateways = dataplane.source_gateways() - bytes_dispatched = [0] * len(src_gateways) queue_size = [0] * len(src_gateways) n_multiparts = 0 start = time.time() @@ -647,11 +636,8 @@ def dispatch( chunk_batch = [cr.chunk for cr in batch if cr.chunk is not None] min_idx = queue_size.index(min(queue_size)) n_added = 0 - start = time.time() while n_added < len(chunk_batch): - # min_idx = bytes_dispatched.index(min(bytes_dispatched)) # TODO: should update every source instance queue size - print("queue sizes", queue_size) server = src_gateways[min_idx] assert Chunk.from_dict(chunk_batch[0].as_dict()) == chunk_batch[0], f"Invalid chunk request: {chunk_batch[0].as_dict}" @@ -669,18 +655,9 @@ def dispatch( if reply.status != 200: raise Exception(f"Failed to dispatch chunk requests {server.instance_name()}: {reply.data.decode('utf-8')}") - # n_bytes = sum([chunk.chunk_length_bytes for chunk in chunk_batch]) - # bytes_dispatched[min_idx] += n_bytes - # dont try again with some gateway min_idx = (min_idx + 1) % len(src_gateways) - # time.sleep(0.1) - - end = time.time() - # logger.fs.debug( - # f"Dispatched {len(batch)} chunk requests to {server.instance_name()} ({n_bytes} bytes) in {end - start:.2f} seconds" - # ) yield from chunk_batch # copy new multipart transfers to the multipart transfer list @@ -688,8 +665,6 @@ def dispatch( self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len - time.sleep(0.5) - def finalize(self): """Complete the multipart upload requests""" typer.secho(f"Finalizing multipart uploads...", fg="bright_black") @@ -707,15 +682,7 @@ def finalize(self): def complete_fn(batch): for req in batch: logger.fs.debug(f"Finalize upload id {req['upload_id']} for key {req['key']}") - retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) - # try: - # # retry - sometimes slight delay before object store knows all parts are uploaded - # retry_backoff(partial(obj_store_interface.complete_multipart_upload, req["key"], req["upload_id"]), initial_backoff=0.5) - # print("Completed", req["key"]) - # except Exception as e: - # # TODO: remove - # print(f"Failed to complete {req['key']} with upload id {req['upload_id']}: {e}") do_parallel(complete_fn, batches, n=8) @@ -794,7 +761,6 @@ def gen_transfer_pairs( """ if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - # print("SYNC GEN") transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # only single destination supported diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 89bfc7eaa..01e2d7676 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -450,7 +450,6 @@ def cp( :param solver: The solver to use for the transfer (default: direct) :type solver: str """ - print("copy") return run_transfer(src, dst, recursive, debug, multipart, confirm, max_instances, max_connections, solver, "cp") diff --git a/skyplane/compute/gcp/gcp_auth.py b/skyplane/compute/gcp/gcp_auth.py index bcc2fdae7..d050da70e 100644 --- a/skyplane/compute/gcp/gcp_auth.py +++ b/skyplane/compute/gcp/gcp_auth.py @@ -104,7 +104,6 @@ def project_id(self): @staticmethod @imports.inject("google.auth", pip_extra="gcp") def get_adc_credential(google_auth, project_id=None): - print("getting adc credentials") try: inferred_cred, inferred_project = google_auth.default(quota_project_id=project_id) except google_auth.exceptions.DefaultCredentialsError as e: diff --git a/skyplane/obj_store/gcs_interface.py b/skyplane/obj_store/gcs_interface.py index ccfd208fc..6ce6efb71 100644 --- a/skyplane/obj_store/gcs_interface.py +++ b/skyplane/obj_store/gcs_interface.py @@ -103,11 +103,9 @@ def create_bucket(self, gcp_region, premium_tier=True): self._gcs_client.create_bucket(bucket, location=region_without_zone) def delete_bucket(self): - print("deleting bucket", self.bucket_name) for batch in batch_generator(self.list_objects(), 1000): self.delete_objects([obj.key for obj in batch]) assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" - print("no objects") self._gcs_client.get_bucket(self.bucket_name).delete() def list_objects(self, prefix="", region=None) -> Iterator[GCSObject]: diff --git a/skyplane/obj_store/s3_interface.py b/skyplane/obj_store/s3_interface.py index 1e191d2c3..55b5493f0 100644 --- a/skyplane/obj_store/s3_interface.py +++ b/skyplane/obj_store/s3_interface.py @@ -197,7 +197,6 @@ def upload_object( checksum_args = dict(ContentMD5=b64_md5sum) if b64_md5sum else dict() try: - print(f"Uploading {dst_object_name} part number {part_number}") with open(src_file_path, "rb") as f: if upload_id: s3_client.upload_part( diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 159ac4d63..e4044f23f 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -23,26 +23,6 @@ def plan(self) -> TopologyPlan: raise NotImplementedError -def assign_num_connections(source_gateway_ids: List[str], dest_gateway_ids: List[str], n_connections: int = 32): - connection_map = {} # source_id: {dest_id: num_connections} - - if len(source_gateway_ids) <= len(dest_gateway_ids): - # more destinations than sources - dest_per_source = round(len(dest_gateway_ids) / len(source_gateway_ids)) - source_index = 0 - - # assign connections to each source - for dest_index in range(0, len(dest_gateway_ids), dest_per_source): - connection_map[source_gateway_ids[source_index]] = {} - connections_per_dest = int(n_connections / dest_per_source) - connection_map[source_gateway_ids[source_index]] = { - dest_gateway_ids[dest_index + i]: connections_per_dest for i in range(dest_per_source) - } - source_index += 1 - else: - raise ValueError("Not implemeneted") - - class UnicastDirectPlanner(Planner): # DO NOT USE THIS - broken for single-region transfers def __init__(self, n_instances: int, n_connections: int): diff --git a/tests/integration/cp.py b/tests/integration/cp.py index 209e1fdd5..689f9f90f 100644 --- a/tests/integration/cp.py +++ b/tests/integration/cp.py @@ -66,13 +66,13 @@ def map_path(region, bucket, prefix): map_path(src_region, src_bucket_name, src_prefix), map_path(dest_region, dest_bucket_name, dest_prefix), recursive=True, + debug=False, multipart=multipart, confirm=True, max_instances=1, max_connections=1, solver="direct", solver_required_throughput_gbits=1, - debug=True, # TODO: remove ) # clean up path From e277f4d392b290920eb1cd5027125ae39e17ff3d Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 11 May 2023 00:39:46 -0700 Subject: [PATCH 174/186] reformat --- skyplane/api/tracker.py | 11 ----------- skyplane/api/transfer_job.py | 1 - skyplane/gateway/gateway_daemon_api.py | 3 ++- 3 files changed, 2 insertions(+), 13 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 595ca74c1..9bf536f8c 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -147,21 +147,12 @@ def run(self): self.job_pending_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} self.job_complete_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} - nchunks = 0 for chunk in chunk_streams[job_uuid]: chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk self.hooks.on_chunk_dispatched(chunks_dispatched) for region in self.dataplane.topology.dest_region_tags: self.job_pending_chunk_ids[job_uuid][region].add(chunk.chunk_id) - nchunks += 1 - - ## TODO: remove - very hacky - # if nchunks % 1000 == 0: - # try: - # job.finalize() - # except Exception as e: - # print("Error finalizing", e) logger.fs.debug( f"[TransferProgressTracker] Job {job.uuid} dispatched with {len(self.job_chunk_requests[job_uuid])} chunk requests" @@ -295,8 +286,6 @@ def monitor_transfer(pd, self, region_tag): time.sleep(0.05) continue - log_df.to_csv(f"chunk_status_{region_tag}.csv") - # TODO: have visualization for completition across all destinations is_complete_rec = ( lambda row: row["state"] == ChunkState.complete diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index fdf9033de..3332b018b 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -568,7 +568,6 @@ def gen_transfer_pairs( :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ - # print("GENERATE PAIRS") if chunker is None: # used for external access to transfer pair list chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) diff --git a/skyplane/gateway/gateway_daemon_api.py b/skyplane/gateway/gateway_daemon_api.py index 05c610fef..ebe9c882b 100644 --- a/skyplane/gateway/gateway_daemon_api.py +++ b/skyplane/gateway/gateway_daemon_api.py @@ -226,7 +226,8 @@ def add_chunk_req(body, state): if not succ: return 0, qsize, False return 1, qsize, True - elif isinstance(body, list): + else: + assert isinstance(body, list), f"Body must be list, got {type(body)}" added = 0 for row in body: chunk_req = ChunkRequest.from_dict(row) From 38a2de8d609d48f533ab280881d5fb790f74454b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 11 May 2023 01:06:48 -0700 Subject: [PATCH 175/186] poetry --- poetry.lock | 80 ++++++++++++++++++++++++++------------------------ pyproject.toml | 1 - 2 files changed, 41 insertions(+), 40 deletions(-) diff --git a/poetry.lock b/poetry.lock index b3cb8c240..8e17c6812 100644 --- a/poetry.lock +++ b/poetry.lock @@ -299,18 +299,18 @@ uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "boto3" -version = "1.26.127" +version = "1.26.132" description = "The AWS SDK for Python" category = "main" optional = false python-versions = ">= 3.7" files = [ - {file = "boto3-1.26.127-py3-none-any.whl", hash = "sha256:ded836536be41de9f9bd6a75e9feeb74d61b8c58ed7dc4ea89095082d7a616af"}, - {file = "boto3-1.26.127.tar.gz", hash = "sha256:ed31b2d35aad31418bd8093c5732c6296f785cc234333330df6b81396424d93b"}, + {file = "boto3-1.26.132-py3-none-any.whl", hash = "sha256:e579b70028cdc4194fe92c745256b04880e7db39259a4c8a61b71117713d3c17"}, + {file = "boto3-1.26.132.tar.gz", hash = "sha256:d45672571da9bf4ba130d525832013aef95aee83b1711e847ef7cdb54cc5ac41"}, ] [package.dependencies] -botocore = ">=1.29.127,<1.30.0" +botocore = ">=1.29.132,<1.30.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.6.0,<0.7.0" @@ -319,14 +319,14 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.29.127" +version = "1.29.132" description = "Low-level, data-driven core of boto 3." category = "main" optional = false python-versions = ">= 3.7" files = [ - {file = "botocore-1.29.127-py3-none-any.whl", hash = "sha256:cf41d871b2a17d40bd579ce44dace18c875659ac13139a66680540fdf6f1c304"}, - {file = "botocore-1.29.127.tar.gz", hash = "sha256:d2f9d00df16058cb4a3572a66bb1831e846e5aaa7c0a3033dd47f9a80e2dd58b"}, + {file = "botocore-1.29.132-py3-none-any.whl", hash = "sha256:422186c13406a2c2668e4b2d9070097b4b024a9290a6af2a8e21eb2bd17322d6"}, + {file = "botocore-1.29.132.tar.gz", hash = "sha256:9b6d2b60325b815ff9123f172af83b7b866c8813088d969eeb9030fa189417f6"}, ] [package.dependencies] @@ -351,14 +351,14 @@ files = [ [[package]] name = "certifi" -version = "2022.12.7" +version = "2023.5.7" description = "Python package for providing Mozilla's CA Bundle." category = "main" optional = false python-versions = ">=3.6" files = [ - {file = "certifi-2022.12.7-py3-none-any.whl", hash = "sha256:4ad3232f5e926d6718ec31cfc1fcadfde020920e278684144551c91769c7bc18"}, - {file = "certifi-2022.12.7.tar.gz", hash = "sha256:35824b4c3a97115964b408844d64aa14db1cc518f6562e8d7261699d1350a9e3"}, + {file = "certifi-2023.5.7-py3-none-any.whl", hash = "sha256:c6c2e98f5c7869efca1f8916fed228dd91539f9f1b444c314c06eef02980c716"}, + {file = "certifi-2023.5.7.tar.gz", hash = "sha256:0f0d56dc5a6ad56fd4ba36484d6cc34451e1c6548c61daad8c320169f91eddc7"}, ] [[package]] @@ -772,7 +772,7 @@ scipy = ">=0.9" name = "exceptiongroup" version = "1.1.1" description = "Backport of PEP 654 (exception groups)" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -899,14 +899,14 @@ uritemplate = ">=3.0.1,<5" [[package]] name = "google-auth" -version = "2.17.3" +version = "2.18.0" description = "Google Authentication Library" category = "main" optional = true python-versions = ">=2.7,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*" files = [ - {file = "google-auth-2.17.3.tar.gz", hash = "sha256:ce311e2bc58b130fddf316df57c9b3943c2a7b4f6ec31de9663a9333e4064efc"}, - {file = "google_auth-2.17.3-py2.py3-none-any.whl", hash = "sha256:f586b274d3eb7bd932ea424b1c702a30e0393a2e2bc4ca3eae8263ffd8be229f"}, + {file = "google-auth-2.18.0.tar.gz", hash = "sha256:c66b488a8b005b23ccb97b1198b6cece516c91869091ac5b7c267422db2733c7"}, + {file = "google_auth-2.18.0-py2.py3-none-any.whl", hash = "sha256:ef3f3a67fa54d421a1c155864570f9a8de9179cedc937bda496b7a8ca338e936"}, ] [package.dependencies] @@ -914,6 +914,7 @@ cachetools = ">=2.0.0,<6.0" pyasn1-modules = ">=0.2.1" rsa = {version = ">=3.1.4,<5", markers = "python_version >= \"3.6\""} six = ">=1.9.0" +urllib3 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optional = true, markers = "extra == \"crypto\""} +typing-extensions = {version = "*", markers = "python_version <= \"3.7\""} [package.extras] crypto = ["cryptography (>=3.4.0)"] @@ -2363,7 +2365,7 @@ diagrams = ["jinja2", "railroad-diagrams"] name = "pytest" version = "7.3.1" description = "pytest: simple powerful testing with Python" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2734,7 +2736,7 @@ test = ["tox (>=1.8.1)"] name = "tomli" version = "2.0.1" description = "A lil' TOML parser" -category = "main" +category = "dev" optional = false python-versions = ">=3.7" files = [ @@ -2897,4 +2899,4 @@ solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] [metadata] lock-version = "2.0" python-versions = ">=3.7.1,<3.12" -content-hash = "ace940f14369da55ee768ebc6360f3e155976ee62a594f859fb99609af8a4d9f" +content-hash = "b399e30ba267365760659d157388a4cf91af396621d7712b32dadae144e420d1" diff --git a/pyproject.toml b/pyproject.toml index 0fc62f025..6443f3ff3 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -62,7 +62,6 @@ pynacl = { version = "^1.5.0", optional = true } pyopenssl = { version = "^22.0.0", optional = true } werkzeug = { version = "^2.1.2", optional = true } pyarrow = "^10.0.1" -pytest = "^7.3.1" [tool.poetry.extras] aws = ["boto3"] From ed20f35a5459a5e0a6eed14f93a4efcc2f247100 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 15 May 2023 15:29:31 -0700 Subject: [PATCH 176/186] cleanup --- skyplane/api/transfer_job.py | 2 +- skyplane/gateway/operators/gateway_operator.py | 15 ++------------- 2 files changed, 3 insertions(+), 14 deletions(-) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 3332b018b..c6c70265e 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -648,7 +648,7 @@ def dispatch( headers={"Content-Type": "application/json"}, ) reply_json = json.loads(reply.data.decode("utf-8")) - print(server, min_idx, "added", n_added, len(chunk_batch), reply_json) + logger.fs.debug(f"Added {n_added} chunks to server {server}: {reply_json}") n_added += reply_json["n_added"] queue_size[min_idx] = reply_json["qsize"] # update queue size if reply.status != 200: diff --git a/skyplane/gateway/operators/gateway_operator.py b/skyplane/gateway/operators/gateway_operator.py index 82ec5bbab..1369683a8 100644 --- a/skyplane/gateway/operators/gateway_operator.py +++ b/skyplane/gateway/operators/gateway_operator.py @@ -1,4 +1,5 @@ import json +from pathlib import Path import os from typing import List import queue @@ -78,32 +79,22 @@ def worker_loop(self, worker_id: int, *args): self.worker_id = worker_id while not self.exit_flags[worker_id].is_set() and not self.error_event.is_set(): try: - # print(f"[{self.handle}:{self.worker_id}] Waiting for chunk, queue size {self.input_queue.size()}") # get chunk from input queue try: # will only get data for that handle chunk_req = self.input_queue.get_nowait(self.handle) - # print(f"[{self.handle}:{self.worker_id}] Getting chunk {chunk_req} from input queue") except queue.Empty: - # print(f"[{self.handle}:{self.worker_id}] Input queue empty") continue - # print(f"[{self.handle}:{self.worker_id}] Got chunk {chunk_req.chunk.chunk_id}") - # TODO: status logging self.chunk_store.log_chunk_state(chunk_req, ChunkState.in_progress, operator_handle=self.handle, worker_id=worker_id) - # print(f"[{self.handle}:{self.worker_id}] Updated chunk state {chunk_req.chunk.chunk_id}") - # process chunk succ = self.process(chunk_req, *args) # place in output queue if succ: - # print(f"[{self.handle}:{self.worker_id}] Placing chunk {chunk_req.chunk.chunk_id} in downstream queue") - # print(self.handle) self.chunk_store.log_chunk_state(chunk_req, ChunkState.complete, operator_handle=self.handle, worker_id=worker_id) if self.output_queue is not None: - # print(f"[{self.handle}:{self.worker_id}] Output queue is not None - not a terminal operator") self.output_queue.put(chunk_req) else: print(f"[{self.handle}:{self.worker_id}] Output queue is None - terminal operator") @@ -111,12 +102,10 @@ def worker_loop(self, worker_id: int, *args): else: # failed to process - re-queue time.sleep(0.1) - # print(f"[{self.handle}:{self.worker_id}] Failed to process - re-queueing {chunk_req.chunk.chunk_id}") self.input_queue.put(chunk_req) except Exception as e: logger.error(f"[{self.handle}:{self.worker_id}] Exception: {e}") - print(f"[{self.handle}:{self.worker_id}] Exception: {e}") self.error_queue.put(traceback.format_exc()) self.error_event.set() self.exit_flags[worker_id].set() @@ -502,7 +491,7 @@ def process(self, chunk_req: ChunkRequest, **args): if chunk_req.chunk.chunk_length_bytes == 0: # nothing to do # create empty file - open(fpath, "a").close() + Path(fpath).touch() return True while True: From 894420c847b5645602262868992a2551165905cc Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 31 May 2023 23:38:42 +0000 Subject: [PATCH 177/186] add r2 initial implementation --- skyplane/cli/cli_init.py | 19 +- skyplane/config.py | 27 +++ skyplane/obj_store/r2_interface.py | 228 ++++++++++++++++++++++++ skyplane/obj_store/storage_interface.py | 4 + skyplane/planner/planner.py | 133 ++++++++++++++ skyplane/utils/path.py | 10 +- 6 files changed, 418 insertions(+), 3 deletions(-) create mode 100644 skyplane/obj_store/r2_interface.py diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index 4f4ad0edc..642f834cc 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -62,6 +62,15 @@ def load_aws_config(config: SkyplaneConfig, non_interactive: bool = False) -> Sk typer.secho(" Disabling AWS support", fg="blue") return config +def load_cloudflare_config(config: SkyplaneConfig, non_interactive: bool = False) -> SkyplaneConfig: + if typer.confirm(" Do you want to configure Cloudflare support in Skyplane?", default=True): + config.cloudflare_access_key_id = typer.prompt(" Enter the R2 access key ID") + config.cloudflare_secret_access_key = typer.prompt(" Enter the R2 secret access key") + else: + config.cloudflare_enabled = False + typer.secho(" Disabling Cloudflare support", fg="blue") + return config + def load_azure_config(config: SkyplaneConfig, force_init: bool = False, non_interactive: bool = False) -> SkyplaneConfig: def clear_azure_config(config, verbose=True): @@ -461,10 +470,12 @@ def init( reinit_azure: bool = False, reinit_gcp: bool = False, reinit_ibm: bool = False, + reinit_cloudflare: bool = False, disable_config_aws: bool = False, disable_config_azure: bool = False, disable_config_gcp: bool = False, disable_config_ibm: bool = True, # TODO: eventuall enable IBM + disable_config_cloudflare: bool = False, ): """ It loads the configuration file, and if it doesn't exist, it creates a default one. Then it creates @@ -499,7 +510,7 @@ def init( # load AWS config if not (reinit_azure or reinit_gcp or reinit_ibm): - typer.secho("\n(1) Configuring AWS:", fg="yellow", bold=True) + typer.secho("\n(1) configuring aws:", fg="yellow", bold=True) if not disable_config_aws: cloud_config = load_aws_config(cloud_config, non_interactive=non_interactive) @@ -521,6 +532,12 @@ def init( if not disable_config_gcp: cloud_config = load_gcp_config(cloud_config, force_init=reinit_gcp, non_interactive=non_interactive) + # load cloudflare config + if not reinit_cloudflare: + typer.secho("\n(1) configuring cloudflare R2:", fg="yellow", bold=True) + if not disable_config_aws: + cloud_config = load_cloudflare_config(cloud_config, non_interactive=non_interactive) + # load IBMCloud config if not disable_config_ibm and not reinit_ibm: # TODO: fix IBM configuration to not fail on file finding diff --git a/skyplane/config.py b/skyplane/config.py index 6704316d1..56076b907 100644 --- a/skyplane/config.py +++ b/skyplane/config.py @@ -101,6 +101,7 @@ class SkyplaneConfig: aws_enabled: bool azure_enabled: bool gcp_enabled: bool + cloudflare_enabled: bool ibmcloud_enabled: bool anon_clientid: str azure_principal_id: Optional[str] = None @@ -108,6 +109,8 @@ class SkyplaneConfig: azure_resource_group: Optional[str] = None azure_umi_name: Optional[str] = None azure_client_id: Optional[str] = None + cloudflare_access_key_id: Optional[str] = None + cloudflare_secret_access_key: Optional[str] = None gcp_project_id: Optional[str] = None ibmcloud_access_id: Optional[str] = None ibmcloud_secret_key: Optional[str] = None @@ -164,6 +167,17 @@ def load_config(cls, path) -> "SkyplaneConfig": if "umi_name" in config["azure"]: azure_umi_name = config.get("azure", "umi_name") + cloudflare_enabled = False + cloudflare_access_key_id = None + cloudflare_secret_access_key = None + if "cloudflare" in config: + if "cloudflare_enabled" in config["cloudflare"]: + cloudflare_enabled = config.getboolean("cloudflare", "cloudflare_enabled") + if "cloudflare_access_key_id" in config["cloudflare"]: + cloudflare_access_key_id = config.get("cloudflare", "cloudflare_access_key_id") + if "cloudflare_secret_access_key" in config["cloudflare"]: + cloudflare_secret_access_key = config.get("cloudflare", "cloudflare_secret_access_key") + gcp_enabled = False gcp_project_id = None if "gcp" in config: @@ -195,12 +209,15 @@ def load_config(cls, path) -> "SkyplaneConfig": azure_enabled=azure_enabled, gcp_enabled=gcp_enabled, ibmcloud_enabled=ibmcloud_enabled, + cloudflare_enabled=cloudflare_enabled, anon_clientid=anon_clientid, azure_principal_id=azure_principal_id, azure_subscription_id=azure_subscription_id, azure_client_id=azure_client_id, azure_resource_group=azure_resource_group, azure_umi_name=azure_umi_name, + cloudflare_access_key_id=cloudflare_access_key_id, + cloudflare_secret_access_key=cloudflare_secret_access_key, gcp_project_id=gcp_project_id, ibmcloud_access_id=ibmcloud_access_id, ibmcloud_secret_key=ibmcloud_secret_key, @@ -223,6 +240,8 @@ def to_config_file(self, path): if path.exists(): config.read(os.path.expanduser(path)) + print("CONFIG", self.cloudflare_enabled, self.cloudflare_access_key_id, self.cloudflare_secret_access_key) + if "aws" not in config: config.add_section("aws") config.set("aws", "aws_enabled", str(self.aws_enabled)) @@ -244,6 +263,14 @@ def to_config_file(self, path): if self.ibmcloud_resource_group_id: config.set("ibmcloud", "ibmcloud_resource_group_id", self.ibmcloud_resource_group_id) + if "cloudflare" not in config: + config.add_section("cloudflare") + config.set("cloudflare", "cloudflare_enabled", str(self.cloudflare_enabled)) + if self.cloudflare_access_key_id: + config.set("cloudflare", "cloudflare_access_key_id", self.cloudflare_access_key_id) + if self.cloudflare_secret_access_key: + config.set("cloudflare", "cloudflare_secret_access_key", self.cloudflare_secret_access_key) + if "azure" not in config: config.add_section("azure") config.set("azure", "azure_enabled", str(self.azure_enabled)) diff --git a/skyplane/obj_store/r2_interface.py b/skyplane/obj_store/r2_interface.py new file mode 100644 index 000000000..7e9bcade2 --- /dev/null +++ b/skyplane/obj_store/r2_interface.py @@ -0,0 +1,228 @@ +import base64 +import hashlib +import os +from functools import lru_cache + +from typing import Iterator, List, Optional, Tuple + +from skyplane import exceptions, compute +from skyplane.exceptions import NoSuchObjectException +from skyplane.obj_store.object_store_interface import ObjectStoreInterface, ObjectStoreObject +from skyplane.config_paths import cloud_config +from skyplane.utils import logger, imports +from skyplane.utils.generator import batch_generator + + + +class R2Object(ObjectStoreObject): + def full_path(self): + account_name, bucket_name = self.bucket.split("/") + return os.path.join(f'https://{account_id}.r2.cloudflarestorage.com', bucket_name, self.key) + + +class R2Interface(ObjectStoreInterface): + def __init__(self, account_id: str, bucket_name: str): + self.endpoint_url = f'https://{account_id}.r2.cloudflarestorage.com', + self.auth = compute.AWSAuthentication() + self._s3_client = boto3.resource( + 's3', + endpoint_url = self.endpoint_url, + aws_access_key_id = self.auth.aws_access_key, + aws_secret_access_key = self.auth.aws_secret_key + ) + self.requester_pays = False + self.bucket_name = bucket_name + self.provider = "cloudflare" + + def path(self): + return f"{self.endpoint_url}/{self.bucket_name}" + + def region_tag(self): + return "cloudflare:infer" + + def bucket(self) -> str: + return self.bucket_name + + def set_requester_bool(self, requester: bool): + self.requester_pays = requester + + @imports.inject("botocore.exceptions", pip_extra="aws") + def bucket_exists(botocore_exceptions, self, region=None): + if region is None: # use current bucket region is available + try: + region = self.aws_region + except exceptions.MissingBucketException: + region = "us-east-1" + + try: + requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} + self._s3_client.list_objects_v2(Bucket=self.bucket_name, MaxKeys=1, **requester_pays) + return True + except botocore_exceptions.ClientError as e: + if e.response["Error"]["Code"] == "NoSuchBucket" or e.response["Error"]["Code"] == "AccessDenied": + return False + raise + + def create_bucket(self, aws_region): + if not self.bucket_exists(aws_region): + if aws_region == "us-east-1": + self._s3_client.create_bucket(Bucket=self.bucket_name) + else: + self._s3_client.create_bucket(Bucket=self.bucket_name, CreateBucketConfiguration={"LocationConstraint": aws_region}) + else: + logger.warning(f"Bucket {self.bucket} in region {aws_region} already exists") + + def delete_bucket(self): + # delete 1000 keys at a time + for batch in batch_generator(self.list_objects(), 1000): + self.delete_objects([obj.key for obj in batch]) + assert len(list(self.list_objects())) == 0, f"Bucket not empty after deleting all keys {list(self.list_objects())}" + # delete bucket + self._s3_client.delete_bucket(Bucket=self.bucket_name) + + def list_objects(self, prefix="", region=None) -> Iterator[S3Object]: + paginator = self._s3_client.get_paginator("list_objects_v2") + requester_pays = {"RequestPayer": "requester"} if self.requester_pays else {} + page_iterator = paginator.paginate(Bucket=self.bucket_name, Prefix=prefix, **requester_pays) + for page in page_iterator: + objs = [] + for obj in page.get("Contents", []): + objs.append( + S3Object( + obj["Key"], + provider="aws", + bucket=self.bucket_name, + size=obj["Size"], + last_modified=obj["LastModified"], + mime_type=obj.get("ContentType"), + ) + ) + yield from objs + + def delete_objects(self, keys: List[str]): + while keys: + batch, keys = keys[:1000], keys[1000:] # take up to 1000 keys at a time + self._s3_client.delete_objects(Bucket=self.bucket_name, Delete={"Objects": [{"Key": k} for k in batch]}) + + @lru_cache(maxsize=1024) + @imports.inject("botocore.exceptions", pip_extra="aws") + def get_obj_metadata(botocore_exceptions, self, obj_name): + try: + return self._s3_client.head_object(Bucket=self.bucket_name, Key=str(obj_name)) + except botocore_exceptions.ClientError as e: + raise NoSuchObjectException(f"Object {obj_name} does not exist, or you do not have permission to access it") from e + + def get_obj_size(self, obj_name): + return self.get_obj_metadata(obj_name)["ContentLength"] + + def get_obj_last_modified(self, obj_name): + return self.get_obj_metadata(obj_name)["LastModified"] + + def get_obj_mime_type(self, obj_name): + return self.get_obj_metadata(obj_name)["ContentType"] + + def exists(self, obj_name): + try: + self.get_obj_metadata(obj_name) + return True + except NoSuchObjectException: + return False + + def download_object( + self, + src_object_name, + dst_file_path, + offset_bytes=None, + size_bytes=None, + write_at_offset=False, + generate_md5=False, + write_block_size=2**16, + ) -> Tuple[Optional[str], Optional[bytes]]: + src_object_name, dst_file_path = str(src_object_name), str(dst_file_path) + + assert len(src_object_name) > 0, f"Source object name must be non-empty: '{src_object_name}'" + args = {"Bucket": self.bucket_name, "Key": src_object_name} + assert not (offset_bytes and not size_bytes), f"Cannot specify {offset_bytes} without {size_bytes}" + if offset_bytes is not None and size_bytes is not None: + args["Range"] = f"bytes={offset_bytes}-{offset_bytes + size_bytes - 1}" + if self.requester_pays: + args["RequestPayer"] = "requester" + response = self._s3_client.get_object(**args) + + # write response data + if not os.path.exists(dst_file_path): + open(dst_file_path, "a").close() + if generate_md5: + m = hashlib.md5() + with open(dst_file_path, "wb+" if write_at_offset else "wb") as f: + f.seek(offset_bytes if write_at_offset else 0) + b = response["Body"].read(write_block_size) + while b: + if generate_md5: + m.update(b) + f.write(b) + b = response["Body"].read(write_block_size) + response["Body"].close() + md5 = m.digest() if generate_md5 else None + mime_type = response["ContentType"] + return mime_type, md5 + + @imports.inject("botocore.exceptions", pip_extra="aws") + def upload_object( + botocore_exceptions, self, src_file_path, dst_object_name, part_number=None, upload_id=None, check_md5=None, mime_type=None + ): + dst_object_name, src_file_path = str(dst_object_name), str(src_file_path) + assert len(dst_object_name) > 0, f"Destination object name must be non-empty: '{dst_object_name}'" + b64_md5sum = base64.b64encode(check_md5).decode("utf-8") if check_md5 else None + checksum_args = dict(ContentMD5=b64_md5sum) if b64_md5sum else dict() + + try: + with open(src_file_path, "rb") as f: + if upload_id: + self._s3_client.upload_part( + Body=f, + Key=dst_object_name, + Bucket=self.bucket_name, + PartNumber=part_number, + UploadId=upload_id.strip(), # TODO: figure out why whitespace gets added, + **checksum_args, + ) + else: + mime_args = dict(ContentType=mime_type) if mime_type else dict() + self._s3_client.put_object(Body=f, Key=dst_object_name, Bucket=self.bucket_name, **checksum_args, **mime_args) + except botocore_exceptions.ClientError as e: + # catch MD5 mismatch error and raise appropriate exception + if "Error" in e.response and "Code" in e.response["Error"] and e.response["Error"]["Code"] == "InvalidDigest": + raise exceptions.ChecksumMismatchException(f"Checksum mismatch for object {dst_object_name}") from e + raise + + def initiate_multipart_upload(self, dst_object_name: str, mime_type: Optional[str] = None) -> str: + assert len(dst_object_name) > 0, f"Destination object name must be non-empty: '{dst_object_name}'" + response = self._s3_client.create_multipart_upload( + Bucket=self.bucket_name, Key=dst_object_name, **(dict(ContentType=mime_type) if mime_type else dict()) + ) + if "UploadId" in response: + return response["UploadId"] + else: + raise exceptions.SkyplaneException(f"Failed to initiate multipart upload for {dst_object_name}: {response}") + + def complete_multipart_upload(self, dst_object_name, upload_id): + all_parts = [] + while True: + response = self._s3_client.list_parts( + Bucket=self.bucket_name, Key=dst_object_name, MaxParts=100, UploadId=upload_id, PartNumberMarker=len(all_parts) + ) + if "Parts" not in response: + break + else: + if len(response["Parts"]) == 0: + break + all_parts += response["Parts"] + all_parts = sorted(all_parts, key=lambda d: d["PartNumber"]) + response = self._s3_client.complete_multipart_upload( + UploadId=upload_id, + Bucket=self.bucket_name, + Key=dst_object_name, + MultipartUpload={"Parts": [{"PartNumber": p["PartNumber"], "ETag": p["ETag"]} for p in all_parts]}, + ) + assert "ETag" in response, f"Failed to complete multipart upload for {dst_object_name}: {response}" diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index 84d8e8a19..23f2334ae 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -61,5 +61,9 @@ def create(region_tag: str, bucket: str): from skyplane.obj_store.posix_file_interface import POSIXInterface return POSIXInterface(bucket) + elif region_tag.startswith("cloudflare"): + from skyplane.obj_store.r2_interface import R2Interface + account, bucket = bucket.split("/", 1) # / + return R2Interface(account, bucket) else: raise ValueError(f"Invalid region_tag {region_tag} - could not create interface") diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index e4044f23f..c12ad0073 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -185,6 +185,139 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan +class DirectPlannerSourceOneSided(Planner): + + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + src_region_tag = jobs[0].src_iface.region_tag() + dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] + # jobs must have same sources and destinations + for job in jobs[1:]: + assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" + assert [iface.region_tag() for iface in job.dst_ifaces] == dst_region_tags, "Add jobs must have same destination set" + + plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) + # TODO: use VM limits to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions + for i in range(self.n_instances): + plan.add_gateway(src_region_tag) + for dst_region_tag in dst_region_tags: + plan.add_gateway(dst_region_tag) + + # initialize gateway programs per region + src_program = GatewayProgram() + + # iterate through all jobs + for job in jobs: + src_bucket = job.src_iface.bucket() + src_region_tag = job.src_iface.region_tag() + src_provider = src_region_tag.split(":")[0] + + # give each job a different partition id, so we can read/write to different buckets + partition_id = jobs.index(job) + + # source region gateway program + obj_store_read = src_program.add_operator( + GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id + ) + # send to all destination + mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) + dst_prefixes = job.dst_prefixes + for i in range(len(job.dst_ifaces)): + dst_iface = job.dst_ifaces[i] + dst_prefix = dst_prefixes[i] + dst_region_tag = dst_iface.region_tag() + dst_bucket = dst_iface.bucket() + dst_gateways = plan.get_region_gateways(dst_region_tag) + + # special case where destination is same region as source + src_program.add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), + parent_handle=mux_and, + partition_id=partition_id, + ) + # update cost per GB + plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) + + # set gateway programs + plan.set_gateway_program(src_region_tag, src_program) + return plan + + +class DirectPlannerDestOneSided(Planner): + """ Planner that only creates instances in the destination region """ + + def __init__(self, n_instances: int, n_connections: int): + self.n_instances = n_instances + self.n_connections = n_connections + super().__init__() + + def plan(self, jobs: List[TransferJob]) -> TopologyPlan: + # only create in destination region + src_region_tag = jobs[0].src_iface.region_tag() + dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] + print("planner dst region", dst_region_tags, jobs[0].dst_ifaces) + # jobs must have same sources and destinations + for job in jobs[1:]: + assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" + assert [iface.region_tag() for iface in job.dst_ifaces] == dst_region_tags, "Add jobs must have same destination set" + + plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) + # TODO: use VM limits to determine how many instances to create in each region + # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions + for i in range(self.n_instances): + for dst_region_tag in dst_region_tags: + plan.add_gateway(dst_region_tag) + + # initialize gateway programs per region + dst_program = {dst_region: GatewayProgram() for dst_region in dst_region_tags} + + # iterate through all jobs + for job in jobs: + src_bucket = job.src_iface.bucket() + src_region_tag = job.src_iface.region_tag() + src_provider = src_region_tag.split(":")[0] + + # give each job a different partition id, so we can read/write to different buckets + # use job UUID as partition id + partition_id = str(job.uuid) #jobs.index(job) + print(job, job.src_path, "partition", partition_id) + + # send to all destination + dst_prefixes = job.dst_prefixes + for i in range(len(job.dst_ifaces)): + dst_iface = job.dst_ifaces[i] + dst_prefix = dst_prefixes[i] + dst_region_tag = dst_iface.region_tag() + dst_bucket = dst_iface.bucket() + dst_gateways = plan.get_region_gateways(dst_region_tag) + + # source region gateway program + obj_store_read = dst_program[dst_region_tag].add_operator( + GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id + ) + + dst_program[dst_region_tag].add_operator( + GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), + parent_handle=obj_store_read, + partition_id=partition_id, + ) + + # update cost per GB + plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) + + # set gateway programs + for dst_region_tag, program in dst_program.items(): + plan.set_gateway_program(dst_region_tag, program) + return plan + + + + class UnicastILPPlanner(Planner): def __init__(self, n_instances: int, n_connections: int, required_throughput_gbits: float): self.n_instances = n_instances diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index ea23e781b..3ad0dac88 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -15,8 +15,14 @@ def is_plausible_local_path(path_test: str): if path_test.parent.exists(): return True return False - - if path.startswith("cos://"): + if (path.startswith("https://") or path.startswith("http://")) and "r2.cloudflarestorage.com" in path: + regex = re.compile(r"https?://([^/]+).r2.cloudflarestorage.com/([^/]+)/?(.*)") + match = regex.match(path) + if match is None: + raise ValueError(f"Invalid Azure path: {path}") + account, bucket, blob_path = match.groups() + return "r2", f"{account}/{bucket}", blob_path + elif path.startswith("cos://"): provider, parsed = path[:3], path[6:] if len(parsed) == 0: logger.error(f"Invalid path: '{path}'", fg="red", err=True) From 46f13c97651553cb215f4ca3e3a20bdd6a0daf94 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Mon, 12 Jun 2023 23:28:36 +0000 Subject: [PATCH 178/186] merge --- skyplane/cli/cli_init.py | 2 - skyplane/config.py | 3 - skyplane/planner/planner.py | 133 ------------------------------------ 3 files changed, 138 deletions(-) diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index ee8093d81..e946de451 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -471,14 +471,12 @@ def init( reinit_azure: bool = False, reinit_gcp: bool = False, reinit_ibm: bool = False, - reinit_cloudflare: bool = False, reinit_cloudflare: bool = False, disable_config_aws: bool = False, disable_config_azure: bool = False, disable_config_gcp: bool = False, disable_config_ibm: bool = True, # TODO: eventuall enable IBM disable_config_cloudflare: bool = False, - disable_config_cloudflare: bool = False, ): """ It loads the configuration file, and if it doesn't exist, it creates a default one. Then it creates diff --git a/skyplane/config.py b/skyplane/config.py index 0a145abb6..445c78a71 100644 --- a/skyplane/config.py +++ b/skyplane/config.py @@ -104,7 +104,6 @@ class SkyplaneConfig: azure_enabled: bool gcp_enabled: bool cloudflare_enabled: bool - cloudflare_enabled: bool ibmcloud_enabled: bool anon_clientid: str azure_principal_id: Optional[str] = None @@ -248,8 +247,6 @@ def to_config_file(self, path): if path.exists(): config.read(os.path.expanduser(path)) - print("CONFIG", self.cloudflare_enabled, self.cloudflare_access_key_id, self.cloudflare_secret_access_key) - if "aws" not in config: config.add_section("aws") config.set("aws", "aws_enabled", str(self.aws_enabled)) diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 6074dd671..6acedbeaf 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -476,139 +476,6 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: return plan -class DirectPlannerSourceOneSided(Planner): - - def __init__(self, n_instances: int, n_connections: int): - self.n_instances = n_instances - self.n_connections = n_connections - super().__init__() - - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - src_region_tag = jobs[0].src_iface.region_tag() - dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] - # jobs must have same sources and destinations - for job in jobs[1:]: - assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" - assert [iface.region_tag() for iface in job.dst_ifaces] == dst_region_tags, "Add jobs must have same destination set" - - plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) - # TODO: use VM limits to determine how many instances to create in each region - # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions - for i in range(self.n_instances): - plan.add_gateway(src_region_tag) - for dst_region_tag in dst_region_tags: - plan.add_gateway(dst_region_tag) - - # initialize gateway programs per region - src_program = GatewayProgram() - - # iterate through all jobs - for job in jobs: - src_bucket = job.src_iface.bucket() - src_region_tag = job.src_iface.region_tag() - src_provider = src_region_tag.split(":")[0] - - # give each job a different partition id, so we can read/write to different buckets - partition_id = jobs.index(job) - - # source region gateway program - obj_store_read = src_program.add_operator( - GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id - ) - # send to all destination - mux_and = src_program.add_operator(GatewayMuxAnd(), parent_handle=obj_store_read, partition_id=partition_id) - dst_prefixes = job.dst_prefixes - for i in range(len(job.dst_ifaces)): - dst_iface = job.dst_ifaces[i] - dst_prefix = dst_prefixes[i] - dst_region_tag = dst_iface.region_tag() - dst_bucket = dst_iface.bucket() - dst_gateways = plan.get_region_gateways(dst_region_tag) - - # special case where destination is same region as source - src_program.add_operator( - GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), - parent_handle=mux_and, - partition_id=partition_id, - ) - # update cost per GB - plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) - - # set gateway programs - plan.set_gateway_program(src_region_tag, src_program) - return plan - - -class DirectPlannerDestOneSided(Planner): - """ Planner that only creates instances in the destination region """ - - def __init__(self, n_instances: int, n_connections: int): - self.n_instances = n_instances - self.n_connections = n_connections - super().__init__() - - def plan(self, jobs: List[TransferJob]) -> TopologyPlan: - # only create in destination region - src_region_tag = jobs[0].src_iface.region_tag() - dst_region_tags = [iface.region_tag() for iface in jobs[0].dst_ifaces] - print("planner dst region", dst_region_tags, jobs[0].dst_ifaces) - # jobs must have same sources and destinations - for job in jobs[1:]: - assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" - assert [iface.region_tag() for iface in job.dst_ifaces] == dst_region_tags, "Add jobs must have same destination set" - - plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) - # TODO: use VM limits to determine how many instances to create in each region - # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions - for i in range(self.n_instances): - for dst_region_tag in dst_region_tags: - plan.add_gateway(dst_region_tag) - - # initialize gateway programs per region - dst_program = {dst_region: GatewayProgram() for dst_region in dst_region_tags} - - # iterate through all jobs - for job in jobs: - src_bucket = job.src_iface.bucket() - src_region_tag = job.src_iface.region_tag() - src_provider = src_region_tag.split(":")[0] - - # give each job a different partition id, so we can read/write to different buckets - # use job UUID as partition id - partition_id = str(job.uuid) #jobs.index(job) - print(job, job.src_path, "partition", partition_id) - - # send to all destination - dst_prefixes = job.dst_prefixes - for i in range(len(job.dst_ifaces)): - dst_iface = job.dst_ifaces[i] - dst_prefix = dst_prefixes[i] - dst_region_tag = dst_iface.region_tag() - dst_bucket = dst_iface.bucket() - dst_gateways = plan.get_region_gateways(dst_region_tag) - - # source region gateway program - obj_store_read = dst_program[dst_region_tag].add_operator( - GatewayReadObjectStore(src_bucket, src_region_tag, self.n_connections), partition_id=partition_id - ) - - dst_program[dst_region_tag].add_operator( - GatewayWriteObjectStore(dst_bucket, dst_region_tag, self.n_connections, key_prefix=dst_prefix), - parent_handle=obj_store_read, - partition_id=partition_id, - ) - - # update cost per GB - plan.cost_per_gb += compute.CloudProvider.get_transfer_cost(src_region_tag, dst_region_tag) - - # set gateway programs - for dst_region_tag, program in dst_program.items(): - plan.set_gateway_program(dst_region_tag, program) - return plan - - - - class UnicastILPPlanner(Planner): def plan(self, jobs: List[TransferJob]) -> TopologyPlan: raise NotImplementedError("ILP solver not implemented yet") From 86f304405b5ee6cbf147eb25d3319dab55609369 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Tue, 13 Jun 2023 21:17:49 +0000 Subject: [PATCH 179/186] add pytest integration tests --- poetry.lock | 20 ++++---- pyproject.toml | 1 + scripts/gen_data/gen_many_small.py | 2 +- skyplane/cli/cli_init.py | 2 +- skyplane/planner/planner.py | 16 +++++- tests/integration/test_cp.py | 80 ++++++++++++++++++++++++++++++ 6 files changed, 107 insertions(+), 14 deletions(-) create mode 100644 tests/integration/test_cp.py diff --git a/poetry.lock b/poetry.lock index 8e17c6812..8c4ca7bb7 100644 --- a/poetry.lock +++ b/poetry.lock @@ -772,7 +772,7 @@ scipy = ">=0.9" name = "exceptiongroup" version = "1.1.1" description = "Backport of PEP 654 (exception groups)" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -1381,7 +1381,7 @@ testing = ["flake8 (<5)", "flufl.flake8", "importlib-resources (>=1.3)", "packag name = "iniconfig" version = "2.0.0" description = "brain-dead simple config-ini parsing" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2095,7 +2095,7 @@ test = ["appdirs (==1.4.4)", "covdefaults (>=2.3)", "pytest (>=7.3.1)", "pytest- name = "pluggy" version = "1.0.0" description = "plugin and hook calling mechanisms for python" -category = "dev" +category = "main" optional = false python-versions = ">=3.6" files = [ @@ -2363,14 +2363,14 @@ diagrams = ["jinja2", "railroad-diagrams"] [[package]] name = "pytest" -version = "7.3.1" +version = "7.3.2" description = "pytest: simple powerful testing with Python" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ - {file = "pytest-7.3.1-py3-none-any.whl", hash = "sha256:3799fa815351fea3a5e96ac7e503a96fa51cc9942c3753cda7651b93c1cfa362"}, - {file = "pytest-7.3.1.tar.gz", hash = "sha256:434afafd78b1d78ed0addf160ad2b77a30d35d4bdf8af234fe621919d9ed15e3"}, + {file = "pytest-7.3.2-py3-none-any.whl", hash = "sha256:cdcbd012c9312258922f8cd3f1b62a6580fdced17db6014896053d47cddf9295"}, + {file = "pytest-7.3.2.tar.gz", hash = "sha256:ee990a3cc55ba808b80795a79944756f315c67c12b56abd3ac993a7b8c17030b"}, ] [package.dependencies] @@ -2383,7 +2383,7 @@ pluggy = ">=0.12,<2.0" tomli = {version = ">=1.0.0", markers = "python_version < \"3.11\""} [package.extras] -testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "xmlschema"] +testing = ["argcomplete", "attrs (>=19.2.0)", "hypothesis (>=3.56)", "mock", "nose", "pygments (>=2.7.2)", "requests", "setuptools", "xmlschema"] [[package]] name = "pytest-cov" @@ -2736,7 +2736,7 @@ test = ["tox (>=1.8.1)"] name = "tomli" version = "2.0.1" description = "A lil' TOML parser" -category = "dev" +category = "main" optional = false python-versions = ">=3.7" files = [ @@ -2899,4 +2899,4 @@ solver = ["cvxpy", "graphviz", "matplotlib", "numpy"] [metadata] lock-version = "2.0" python-versions = ">=3.7.1,<3.12" -content-hash = "b399e30ba267365760659d157388a4cf91af396621d7712b32dadae144e420d1" +content-hash = "3bd46488c6cc92dabe1262e664c7a227016cc42e7c2cbc203ce4abda7c5826e9" diff --git a/pyproject.toml b/pyproject.toml index 6443f3ff3..d50254d58 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -62,6 +62,7 @@ pynacl = { version = "^1.5.0", optional = true } pyopenssl = { version = "^22.0.0", optional = true } werkzeug = { version = "^2.1.2", optional = true } pyarrow = "^10.0.1" +pytest = "^7.3.2" [tool.poetry.extras] aws = ["boto3"] diff --git a/scripts/gen_data/gen_many_small.py b/scripts/gen_data/gen_many_small.py index 24640d59e..78dde2436 100644 --- a/scripts/gen_data/gen_many_small.py +++ b/scripts/gen_data/gen_many_small.py @@ -26,4 +26,4 @@ def make_file(data, fname): files = [f"{outdir}/{i:08d}.bin" for i in range(args.nfiles)] data = np.arange(args.size // 4, dtype=np.int32).tobytes() - do_parallel(partial(make_file, data), files, desc="Generating files", spinner=True, spinner_persist=True) + do_parallel(partial(make_file, data), files, desc="Generating files", spinner=True, spinner_persist=True, n=16) diff --git a/skyplane/cli/cli_init.py b/skyplane/cli/cli_init.py index e946de451..59cf95951 100644 --- a/skyplane/cli/cli_init.py +++ b/skyplane/cli/cli_init.py @@ -512,7 +512,7 @@ def init( # load AWS config if not (reinit_azure or reinit_gcp or reinit_ibm): - typer.secho("\n(1) configuring AWS:", fg="yellow", bold=True) + typer.secho("\n(1) Configuring AWS:", fg="yellow", bold=True) if not disable_config_aws: cloud_config = load_aws_config(cloud_config, non_interactive=non_interactive) diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 6acedbeaf..423c64bf6 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -116,11 +116,14 @@ def _calculate_vm_types(self, region_tag: str) -> Optional[Tuple[str, int]]: cloud_provider=cloud_provider, region=region, spot=getattr(self.transfer_config, f"{cloud_provider}_use_spot_instances") ) + config_vm_type = getattr(self.transfer_config, f"{cloud_provider}_instance_class") + # No quota limits (quota limits weren't initialized properly during skyplane init) if quota_limit is None: - return None + logger.warning(f"Quota limit file not found for {region_tag}") + # return default instance type and number of instances + return config_vm_type, self.n_instances - config_vm_type = getattr(self.transfer_config, f"{cloud_provider}_instance_class") config_vcpus = self._vm_to_vcpus(cloud_provider, config_vm_type) if config_vcpus <= quota_limit: return config_vm_type, quota_limit // config_vcpus @@ -156,11 +159,16 @@ def _get_vm_type_and_instances( :param dst_region_tags: a list of the destination region tags (defualt: None) :type dst_region_tags: Optional[List[str]] """ + # One of them has to provided assert src_region_tag is not None or dst_region_tags is not None, "There needs to be at least one source or destination" src_tags = [src_region_tag] if src_region_tag is not None else [] dst_tags = dst_region_tags or [] + assert len(src_region_tag.split(":")) == 2, f"Source region tag {src_region_tag} must be in the form of `cloud_provider:region`" + assert len(dst_region_tags[0].split(":")) == 2, f"Destination region tag {dst_region_tags} must be in the form of `cloud_provider:region`" + + # do_parallel returns tuples of (region_tag, (vm_type, n_instances)) vm_info = do_parallel(self._calculate_vm_types, src_tags + dst_tags) # Specifies the vm_type for each region @@ -184,6 +192,10 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_region_tag = jobs[0].src_iface.region_tag() dst_region_tag = jobs[0].dst_ifaces[0].region_tag() + + assert len(src_region_tag.split(":")) == 2, f"Source region tag {src_region_tag} must be in the form of `cloud_provider:region`" + assert len(dst_region_tag.split(":")) == 2, f"Destination region tag {dst_region_tag} must be in the form of `cloud_provider:region`" + # jobs must have same sources and destinations for job in jobs[1:]: assert job.src_iface.region_tag() == src_region_tag, "All jobs must have same source region" diff --git a/tests/integration/test_cp.py b/tests/integration/test_cp.py new file mode 100644 index 000000000..add4d41ea --- /dev/null +++ b/tests/integration/test_cp.py @@ -0,0 +1,80 @@ +import pytest +from skyplane.utils import logger +import time +from skyplane.api.client import SkyplaneClient +from skyplane.obj_store.object_store_interface import ObjectStoreInterface +import uuid +import os + +test_bucket = "gs://skyplane-test-bucket" # bucket containing test data + +@pytest.mark.skip(reason="Shared function") +def setup_bucket(region_tag): + provider, region = region_tag.split(":") + if provider == "azure": + bucket_name = f"integration{region}/{str(uuid.uuid4()).replace('-', '')}" + else: + bucket_name = f"integration{region}-{str(uuid.uuid4())[:8]}" + + # create bucket + try: + iface = ObjectStoreInterface.create(region_tag, bucket_name) + iface.create_bucket(region) + except Exception as e: + logger.fs.error(f"Failed to create bucket {bucket_name}: {e}") + raise e + + return iface + +@pytest.fixture +def bucket(region_tag): + iface = setup_bucket(region_tag) + yield iface.bucket() + # cleanup + iface.delete_bucket() + +@pytest.fixture() +def azure_bucket(): + azure_region_tag = "azure:westus2" + iface = setup_bucket(azure_region_tag) + while not iface.bucket_exists(): + logger.fs.info(f"Waiting for bucket {iface.bucket()}") + time.sleep(1) + yield iface.bucket() + # cleanup + iface.delete_bucket() + +@pytest.fixture() +def aws_bucket(): + aws_region_tag = "aws:us-west-2" + iface = setup_bucket(aws_region_tag) + #while not iface.bucket_exists(): + # print("waiting for bucket...") + # logger.fs.info(f"Waiting for bucket {iface.bucket()}") + # time.sleep(1) + + assert iface.bucket_exists(), f"Bucket {iface.bucket()} does not exist" + + yield iface.bucket() + # cleanup + #iface.delete_bucket() + + + +def test_cp_gcp_aws_azure(aws_bucket): + + client = SkyplaneClient() + src_iface = ObjectStoreInterface.create("gcp:us-west2", test_bucket.split("://")[1]) + + print("AWS BUCKEt", aws_bucket) + + test_case = "files_100000_size_4_mb" + assert isinstance(aws_bucket, str), f"Bucket name is not a string {aws_bucket}" + assert len(list(src_iface.list_objects(prefix=test_case))) > 0, f"Test case {test_bucket}/{test_case} does not exist in {test_bucket}" + client.copy(f"{test_bucket}/{test_case}", f"s3://{aws_bucket}/{test_case}", recursive=True) + + + + + + From 68d8dd760bd3c5b2a3e47f1c98db5969aaa92d16 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 14 Jun 2023 00:03:09 +0000 Subject: [PATCH 180/186] fix bug --- skyplane/api/dataplane.py | 1 + skyplane/api/tracker.py | 21 ++++++++++++++++++++- skyplane/cli/impl/progress_bar.py | 6 ++++++ skyplane/compute/aws/aws_server.py | 10 +++++----- skyplane/compute/azure/azure_server.py | 14 +++++++------- skyplane/compute/gcp/gcp_server.py | 8 ++++---- 6 files changed, 43 insertions(+), 17 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index d009b5eee..9639c22f5 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -267,6 +267,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): for task in self.pending_transfers: logger.fs.warning(f"Before deprovisioning, waiting for jobs to finish: {list(task.jobs.keys())}") task.join() + print("task finished") except KeyboardInterrupt: logger.warning("Interrupted while waiting for transfers to finish, deprovisioning anyway.") raise diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9f9d2e4a7..a6c412c0c 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -1,10 +1,12 @@ import functools +import signal + from pprint import pprint import json import time from abc import ABC from datetime import datetime -from threading import Thread +from threading import Thread, Event import urllib3 from typing import TYPE_CHECKING, Dict, List, Optional, Set @@ -39,6 +41,10 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): """Ending the dispatch job""" raise NotImplementedError() + + def on_dispatch_error(self): + """Showing dispatch error""" + raise NotImplementedError() def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): """Chunks are all transferred""" @@ -67,6 +73,9 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): return + + def on_dispatch_error(self): + return def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): return @@ -97,6 +106,12 @@ def __init__(self, dataplane, jobs: List["TransferJob"], transfer_config: Transf self.jobs = {job.uuid: job for job in jobs} self.transfer_config = transfer_config + # exit handling + self.exit_flag = Event() + def signal_handler(signal, frame): + self.exit_flag.set() + signal.signal(signal.SIGINT, signal_handler) + if hooks is None: self.hooks = EmptyTransferHook() else: @@ -148,6 +163,10 @@ def run(self): self.job_complete_chunk_ids[job_uuid] = {region: set() for region in self.dataplane.topology.dest_region_tags} for chunk in chunk_streams[job_uuid]: + if self.exit_flag.is_set(): + logger.fs.debug(f"[TransferProgressTracker] Exiting due to signal") + self.hooks.on_dispatch_error("Exiting due to signal") + return chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk self.hooks.on_chunk_dispatched(chunks_dispatched) diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 41d41a5ac..f049aa6de 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -44,6 +44,11 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): self.dispatch_task, description=f" {self.chunks_dispatched} chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" ) + def on_dispatch_error(self, error): + console.log(error) + self.spinner.stop() + raise exceptions.SkyplaneGatewayException("Dispatch failed with error", error) + def on_dispatch_end(self): self.spinner.stop() self.pbar = Progress( @@ -70,4 +75,5 @@ def on_transfer_end(self): def on_transfer_error(self, error): console.log(error) + self.pbar.stop() raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) diff --git a/skyplane/compute/aws/aws_server.py b/skyplane/compute/aws/aws_server.py index a2c1d2a22..3a087e14f 100644 --- a/skyplane/compute/aws/aws_server.py +++ b/skyplane/compute/aws/aws_server.py @@ -24,8 +24,8 @@ class AWSServer(Server): def __init__(self, region_tag, instance_id, log_dir=None): super().__init__(region_tag, log_dir=log_dir) assert self.region_tag.split(":")[0] == "aws" - self.auth = AWSAuthentication() - self.key_manager = AWSKeyManager(self.auth) + assert "aws" in self.auth, f"AWS Server created but not authenticated with AWS" + self.key_manager = AWSKeyManager(self.auth["aws"]) self.aws_region = self.region_tag.split(":")[1] self.instance_id = instance_id @@ -33,7 +33,7 @@ def __init__(self, region_tag, instance_id, log_dir=None): @functools.lru_cache(maxsize=None) def login_name(self) -> str: # update the login name according to AMI - ec2 = self.auth.get_boto3_resource("ec2", self.aws_region) + ec2 = self.auth["aws"].get_boto3_resource("ec2", self.aws_region) ec2client = ec2.meta.client image_info = ec2client.describe_images(ImageIds=[ec2.Instance(self.instance_id).image_id]) if [r["Name"] for r in image_info["Images"]][0].split("/")[0] == "ubuntu": @@ -52,7 +52,7 @@ def uuid(self): return f"{self.region_tag}:{self.instance_id}" def get_boto3_instance_resource(self): - ec2 = self.auth.get_boto3_resource("ec2", self.aws_region) + ec2 = self.auth["aws"].get_boto3_resource("ec2", self.aws_region) return ec2.Instance(self.instance_id) @ignore_lru_cache() @@ -101,7 +101,7 @@ def __repr__(self): return f"AWSServer(region_tag={self.region_tag}, instance_id={self.instance_id})" def terminate_instance_impl(self): - iam = self.auth.get_boto3_resource("iam") + iam = self.auth["aws"].get_boto3_resource("iam") # get instance profile name that is associated with this instance profile = self.get_boto3_instance_resource().iam_instance_profile diff --git a/skyplane/compute/azure/azure_server.py b/skyplane/compute/azure/azure_server.py index 4f995c50d..9538a826f 100644 --- a/skyplane/compute/azure/azure_server.py +++ b/skyplane/compute/azure/azure_server.py @@ -20,7 +20,6 @@ class AzureServer(Server): resource_group_location = "westus2" def __init__(self, name: str, key_root: PathLike = key_root / "azure", log_dir=None, ssh_private_key=None, assume_exists=True): - self.auth = AzureAuthentication() self.name = name self.location = None @@ -32,6 +31,7 @@ def __init__(self, name: str, key_root: PathLike = key_root / "azure", log_dir=N region_tag = "azure:UNKNOWN" super().__init__(region_tag, log_dir=log_dir) + assert "azure" in self.auth, f"Azure Server created but not authenticated with Azure" key_root = Path(key_root) key_root.mkdir(parents=True, exist_ok=True) @@ -85,7 +85,7 @@ def nic_name(name): return AzureServer.vm_name(name) + "-nic" def get_virtual_machine(self): - compute_client = self.auth.get_compute_client() + compute_client = self.auth["azure"].get_compute_client() vm = compute_client.virtual_machines.get(AzureServer.resource_group_name, AzureServer.vm_name(self.name)) # Sanity checks @@ -106,7 +106,7 @@ def uuid(self): return f"{self.region_tag}:{self.name}" def instance_state(self) -> ServerState: - compute_client = self.auth.get_compute_client() + compute_client = self.auth["azure"].get_compute_client() vm_instance_view = compute_client.virtual_machines.instance_view(AzureServer.resource_group_name, AzureServer.vm_name(self.name)) statuses = vm_instance_view.statuses for status in statuses: @@ -116,7 +116,7 @@ def instance_state(self) -> ServerState: @ignore_lru_cache() def public_ip(self): - network_client = self.auth.get_network_client() + network_client = self.auth["azure"].get_network_client() public_ip = network_client.public_ip_addresses.get(AzureServer.resource_group_name, AzureServer.ip_name(self.name)) # Sanity checks @@ -147,10 +147,10 @@ def network_tier(self): return "PREMIUM" def terminate_instance_impl(self): - compute_client = self.auth.get_compute_client() - network_client = self.auth.get_network_client() + compute_client = self.auth["azure"].get_compute_client() + network_client = self.auth["azure"].get_network_client() - self.auth.get_authorization_client() + self.auth["azure"].get_authorization_client() self.get_virtual_machine() vm_poller = compute_client.virtual_machines.begin_delete(AzureServer.resource_group_name, self.vm_name(self.name)) diff --git a/skyplane/compute/gcp/gcp_server.py b/skyplane/compute/gcp/gcp_server.py index ed4029d74..397e7dd87 100644 --- a/skyplane/compute/gcp/gcp_server.py +++ b/skyplane/compute/gcp/gcp_server.py @@ -19,7 +19,7 @@ def __init__(self, region_tag: str, instance_name: str, key_root: PathLike = key super().__init__(region_tag, log_dir=log_dir) assert self.region_tag.split(":")[0] == "gcp", f"Region name doesn't match pattern gcp: {self.region_tag}" self.gcp_region = self.region_tag.split(":")[1] - self.auth = GCPAuthentication() + assert "gcp" in self.auth, f"GCP Server created but not authenticated with GCP" self.gcp_instance_name = instance_name key_root = Path(key_root) key_root.mkdir(parents=True, exist_ok=True) @@ -33,7 +33,7 @@ def uuid(self): @lru_cache(maxsize=1) def get_gcp_instance(self): - instances = self.auth.get_gcp_instances(self.gcp_region) + instances = self.auth["gcp"].get_gcp_instances(self.gcp_region) if "items" in instances: for i in instances["items"]: if i["name"] == self.gcp_instance_name: @@ -79,8 +79,8 @@ def __repr__(self): return f"GCPServer(region_tag={self.region_tag}, instance_name={self.gcp_instance_name})" def terminate_instance_impl(self): - self.auth.get_gcp_client().instances().delete( - project=self.auth.project_id, zone=self.gcp_region, instance=self.instance_name() + self.auth["gcp"].get_gcp_client().instances().delete( + project=self.auth["gcp"].project_id, zone=self.gcp_region, instance=self.instance_name() ).execute() def get_ssh_client_impl(self, uname="skyplane", ssh_key_password="skyplane"): From 79180c0f4d24b09eea167c288720a6bc01671c50 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 14 Jun 2023 00:04:11 +0000 Subject: [PATCH 181/186] remove temporarily --- tests/integration/test_cp.py | 80 ------------------------------------ 1 file changed, 80 deletions(-) delete mode 100644 tests/integration/test_cp.py diff --git a/tests/integration/test_cp.py b/tests/integration/test_cp.py deleted file mode 100644 index add4d41ea..000000000 --- a/tests/integration/test_cp.py +++ /dev/null @@ -1,80 +0,0 @@ -import pytest -from skyplane.utils import logger -import time -from skyplane.api.client import SkyplaneClient -from skyplane.obj_store.object_store_interface import ObjectStoreInterface -import uuid -import os - -test_bucket = "gs://skyplane-test-bucket" # bucket containing test data - -@pytest.mark.skip(reason="Shared function") -def setup_bucket(region_tag): - provider, region = region_tag.split(":") - if provider == "azure": - bucket_name = f"integration{region}/{str(uuid.uuid4()).replace('-', '')}" - else: - bucket_name = f"integration{region}-{str(uuid.uuid4())[:8]}" - - # create bucket - try: - iface = ObjectStoreInterface.create(region_tag, bucket_name) - iface.create_bucket(region) - except Exception as e: - logger.fs.error(f"Failed to create bucket {bucket_name}: {e}") - raise e - - return iface - -@pytest.fixture -def bucket(region_tag): - iface = setup_bucket(region_tag) - yield iface.bucket() - # cleanup - iface.delete_bucket() - -@pytest.fixture() -def azure_bucket(): - azure_region_tag = "azure:westus2" - iface = setup_bucket(azure_region_tag) - while not iface.bucket_exists(): - logger.fs.info(f"Waiting for bucket {iface.bucket()}") - time.sleep(1) - yield iface.bucket() - # cleanup - iface.delete_bucket() - -@pytest.fixture() -def aws_bucket(): - aws_region_tag = "aws:us-west-2" - iface = setup_bucket(aws_region_tag) - #while not iface.bucket_exists(): - # print("waiting for bucket...") - # logger.fs.info(f"Waiting for bucket {iface.bucket()}") - # time.sleep(1) - - assert iface.bucket_exists(), f"Bucket {iface.bucket()} does not exist" - - yield iface.bucket() - # cleanup - #iface.delete_bucket() - - - -def test_cp_gcp_aws_azure(aws_bucket): - - client = SkyplaneClient() - src_iface = ObjectStoreInterface.create("gcp:us-west2", test_bucket.split("://")[1]) - - print("AWS BUCKEt", aws_bucket) - - test_case = "files_100000_size_4_mb" - assert isinstance(aws_bucket, str), f"Bucket name is not a string {aws_bucket}" - assert len(list(src_iface.list_objects(prefix=test_case))) > 0, f"Test case {test_bucket}/{test_case} does not exist in {test_bucket}" - client.copy(f"{test_bucket}/{test_case}", f"s3://{aws_bucket}/{test_case}", recursive=True) - - - - - - From 0a0fde7e4b488c71d19da445d0e9c7ed61c4b052 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 14 Jun 2023 03:07:12 +0000 Subject: [PATCH 182/186] ctril-c working --- skyplane/api/dataplane.py | 4 + skyplane/api/tracker.py | 19 ++-- skyplane/api/transfer_job.py | 113 +++++++++++++++++------- skyplane/cli/cli_transfer.py | 3 +- skyplane/cli/impl/progress_bar.py | 1 - skyplane/obj_store/storage_interface.py | 1 + skyplane/planner/planner.py | 21 +++-- skyplane/utils/path.py | 1 + tests/gateway/test_gateway_obj_store.py | 3 +- 9 files changed, 114 insertions(+), 52 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 9639c22f5..92894e476 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -268,10 +268,14 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): logger.fs.warning(f"Before deprovisioning, waiting for jobs to finish: {list(task.jobs.keys())}") task.join() print("task finished") + for thread in threading.enumerate(): + print("Remaining", thread.name) except KeyboardInterrupt: logger.warning("Interrupted while waiting for transfers to finish, deprovisioning anyway.") raise finally: + print(spinner) + print('deprovisoning') self.provisioner.deprovision( max_jobs=max_jobs, spinner=spinner, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index a6c412c0c..9a1328188 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -41,8 +41,8 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): """Ending the dispatch job""" raise NotImplementedError() - - def on_dispatch_error(self): + + def on_dispatch_error(self): """Showing dispatch error""" raise NotImplementedError() @@ -73,9 +73,9 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): return - - def on_dispatch_error(self): - return + + def on_dispatch_error(self): + return def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): return @@ -108,8 +108,10 @@ def __init__(self, dataplane, jobs: List["TransferJob"], transfer_config: Transf # exit handling self.exit_flag = Event() + def signal_handler(signal, frame): self.exit_flag.set() + signal.signal(signal.SIGINT, signal_handler) if hooks is None: @@ -165,8 +167,11 @@ def run(self): for chunk in chunk_streams[job_uuid]: if self.exit_flag.is_set(): logger.fs.debug(f"[TransferProgressTracker] Exiting due to signal") - self.hooks.on_dispatch_error("Exiting due to signal") - return + self.hooks.on_dispatch_end() + self.hooks.on_transfer_end() + print("stop job") + job.stop() # stop threads in chunk stream + return chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk self.hooks.on_chunk_dispatched(chunks_dispatched) diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 300a01b85..73cd817f0 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -1,4 +1,5 @@ import json +import signal import time import time import typer @@ -69,7 +70,7 @@ def __init__( self, src_iface: StorageInterface, dst_ifaces: List[StorageInterface], - transfer_config: TransferConfig, + transfer_config: Optional[TransferConfig] = None, concurrent_multipart_chunk_threads: Optional[int] = 64, num_partitions: Optional[int] = 1, ): @@ -89,6 +90,30 @@ def __init__( self.multipart_upload_requests = [] self.concurrent_multipart_chunk_threads = concurrent_multipart_chunk_threads self.num_partitions = num_partitions + if transfer_config is None: + self.transfer_config = TransferConfig() + + # threads for multipart uploads + self.multipart_send_queue: Queue[TransferPair] = Queue() + self.multipart_chunk_queue: Queue[GatewayMessage] = Queue() + self.multipart_exit_event = threading.Event() + self.multipart_chunk_threads = [] + + # handle exit signal + def signal_handler(signal, frame): + self.multipart_exit_event.set() + for t in self.multipart_chunk_threads: + t.join() + signal.signal(signal.SIGINT, signal_handler) + + + def stop(self): + """Stops all threads""" + print("stopping all threads") + self.multipart_exit_event.set() + for t in self.multipart_chunk_threads: + t.join() + print("done multipart", t) def _run_multipart_chunk_thread( self, @@ -304,27 +329,38 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> :param transfer_pair_generator: generator of pairs of objects to transfer :type transfer_pair_generator: Generator """ - multipart_send_queue: Queue[TransferPair] = Queue() - multipart_chunk_queue: Queue[GatewayMessage] = Queue() - multipart_exit_event = threading.Event() - multipart_chunk_threads = [] - # start chunking threads if self.transfer_config.multipart_enabled: for _ in range(self.concurrent_multipart_chunk_threads): t = threading.Thread( target=self._run_multipart_chunk_thread, - args=(multipart_exit_event, multipart_send_queue, multipart_chunk_queue), + args=(self.multipart_exit_event, self.multipart_send_queue, self.multipart_chunk_queue), daemon=False, ) t.start() - multipart_chunk_threads.append(t) + self.multipart_chunk_threads.append(t) + + #multipart_send_queue: Queue[TransferPair] = Queue() + #multipart_chunk_queue: Queue[GatewayMessage] = Queue() + #multipart_exit_event = threading.Event() + #multipart_chunk_threads = [] + + ## start chunking threads + #if self.transfer_config.multipart_enabled: + # for _ in range(self.concurrent_multipart_chunk_threads): + # t = threading.Thread( + # target=self._run_multipart_chunk_thread, + # args=(multipart_exit_event, multipart_send_queue, multipart_chunk_queue), + # daemon=False, + # ) + # t.start() + # multipart_chunk_threads.append(t) # begin chunking loop for transfer_pair in transfer_pair_generator: src_obj = transfer_pair.src_obj if self.transfer_config.multipart_enabled and src_obj.size > self.transfer_config.multipart_threshold_mb * MB: - multipart_send_queue.put(transfer_pair) + self.multipart_send_queue.put(transfer_pair) else: if transfer_pair.src_obj.size == 0: logger.fs.debug(f"Skipping empty object {src_obj.key}") @@ -341,25 +377,25 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> if self.transfer_config.multipart_enabled: # drain multipart chunk queue and yield with updated chunk IDs - while not multipart_chunk_queue.empty(): - yield multipart_chunk_queue.get() + while not self.multipart_chunk_queue.empty(): + yield self.multipart_chunk_queue.get() if self.transfer_config.multipart_enabled: # wait for processing multipart requests to finish logger.fs.debug("Waiting for multipart threads to finish") # while not multipart_send_queue.empty(): # TODO: may be an issue waiting for this in case of force-quit - while not multipart_send_queue.empty(): - logger.fs.debug(f"Remaining in multipart queue: sent {multipart_send_queue.qsize()}") + while not self.multipart_send_queue.empty(): + logger.fs.debug(f"Remaining in multipart queue: sent {self.multipart_send_queue.qsize()}") time.sleep(0.1) # send sentinel to all threads - multipart_exit_event.set() - for thread in multipart_chunk_threads: + self.multipart_exit_event.set() + for thread in self.multipart_chunk_threads: thread.join() # drain multipart chunk queue and yield with updated chunk IDs - while not multipart_chunk_queue.empty(): - yield multipart_chunk_queue.get() + while not self.multipart_chunk_queue.empty(): + yield self.multipart_chunk_queue.get() @staticmethod def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Generator[List[T], None, None]: @@ -377,8 +413,8 @@ def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Genera if len(batch) > 0: yield batch - @staticmethod - def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: + #@staticmethod + def prefetch_generator(self, gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: """ Prefetches from generator while handing StopIteration to ensure items yield immediately. Start a thread to prefetch items from the generator and put them in a queue. Upon StopIteration, @@ -394,6 +430,8 @@ def prefetch_generator(gen_in: Generator[T, None, None], buffer_size: int) -> Ge def prefetch(): for item in gen_in: + if self.multipart_exit_event.is_set(): # exit with exit event + break queue.put(item) queue.put(sentinel) @@ -447,10 +485,11 @@ def __init__( uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path - self.dst_paths = dst_paths + self.dst_paths = dst_paths if isinstance(dst_paths, list) else [dst_paths] self.recursive = recursive self.requester_pays = requester_pays self.uuid = uuid + print("TRANSFER TYPE", self.transfer_type, self.dst_paths) @property def transfer_type(self) -> str: @@ -492,11 +531,13 @@ def dst_ifaces(self) -> List[StorageInterface]: if not hasattr(self, "_dst_ifaces"): if self.transfer_type == "unicast": provider_dst, bucket_dst, _ = parse_path(self.dst_paths[0]) + print("parse", parse_path(self.dst_paths[0])) self._dst_ifaces = [StorageInterface.create(f"{provider_dst}:infer", bucket_dst)] else: self._dst_ifaces = [] for path in self.dst_paths: provider_dst, bucket_dst, _ = parse_path(path) + print("parse", parse_path(path)) self._dst_ifaces.append(StorageInterface.create(f"{provider_dst}:infer", bucket_dst)) return self._dst_ifaces @@ -543,11 +584,17 @@ def __init__( dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, + transfer_config: Optional[TransferConfig] = None, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) self.transfer_list = [] self.multipart_transfer_list = [] + self.chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config + + def stop(self): + print("stop chunker") + self.chunker.stop() @property def http_pool(self): @@ -560,22 +607,22 @@ def http_pool(self): def gen_transfer_pairs( self, chunker: Optional[Chunker] = None, - transfer_config: Optional[TransferConfig] = field(init=False, default_factory=lambda: TransferConfig()), + transfer_config: Optional[TransferConfig] = None, ) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ - if chunker is None: # used for external access to transfer pair list - chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config - yield from chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) + #if chunker is None: # used for external access to transfer pair list + # chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config + yield from self.chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) def dispatch( self, dataplane: "Dataplane", dispatch_batch_size: int = 100, # 6.4 GB worth of chunks - transfer_config: Optional[TransferConfig] = field(init=False, default_factory=lambda: TransferConfig()), + transfer_config: Optional[TransferConfig] = None, ) -> Generator[Chunk, None, None]: """Dispatch transfer job to specified gateways. @@ -586,12 +633,12 @@ def dispatch( :param dispatch_batch_size: maximum size of the buffer to temporarily store the generators (default: 1000) :type dispatch_batch_size: int """ - chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - transfer_pair_generator = self.gen_transfer_pairs(chunker) # returns TransferPair objects - gen_transfer_list = chunker.tail_generator(transfer_pair_generator, self.transfer_list) - chunks = chunker.chunk(gen_transfer_list) - batches = chunker.batch_generator( - chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size + #chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) + transfer_pair_generator = self.gen_transfer_pairs(self.chunker) # returns TransferPair objects + gen_transfer_list = self.chunker.tail_generator(transfer_pair_generator, self.transfer_list) + chunks = self.chunker.chunk(gen_transfer_list) + batches = self.chunker.batch_generator( + self.chunker.prefetch_generator(chunks, buffer_size=dispatch_batch_size * 32), batch_size=dispatch_batch_size ) # dispatch chunk requests @@ -657,8 +704,8 @@ def dispatch( yield from chunk_batch # copy new multipart transfers to the multipart transfer list - updated_len = len(chunker.multipart_upload_requests) - self.multipart_transfer_list.extend(chunker.multipart_upload_requests[n_multiparts:updated_len]) + updated_len = len(self.chunker.multipart_upload_requests) + self.multipart_transfer_list.extend(self.chunker.multipart_upload_requests[n_multiparts:updated_len]) n_multiparts = updated_len def finalize(self): diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index a1b30d963..fbb5658c0 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -293,7 +293,8 @@ def estimate_small_transfer(self, job: TransferJob, size_threshold_bytes: float, def force_deprovision(dp: skyplane.Dataplane): s = signal.signal(signal.SIGINT, signal.SIG_IGN) - dp.deprovision() + print("force deprovision") + dp.deprovision(spinner=True) signal.signal(signal.SIGINT, s) diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index f049aa6de..dfcd4ffd9 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -47,7 +47,6 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_error(self, error): console.log(error) self.spinner.stop() - raise exceptions.SkyplaneGatewayException("Dispatch failed with error", error) def on_dispatch_end(self): self.spinner.stop() diff --git a/skyplane/obj_store/storage_interface.py b/skyplane/obj_store/storage_interface.py index f012b26fd..b2d982723 100644 --- a/skyplane/obj_store/storage_interface.py +++ b/skyplane/obj_store/storage_interface.py @@ -63,6 +63,7 @@ def create(region_tag: str, bucket: str): return POSIXInterface(bucket) elif region_tag.startswith("cloudflare"): from skyplane.obj_store.r2_interface import R2Interface + account, bucket = bucket.split("/", 1) # / return R2Interface(account, bucket) else: diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 423c64bf6..085f4dbf3 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -147,9 +147,7 @@ def _calculate_vm_types(self, region_tag: str) -> Optional[Tuple[str, int]]: ) return (vm_type, n_instances) - def _get_vm_type_and_instances( - self, src_region_tag: Optional[str] = None, dst_region_tags: Optional[List[str]] = None - ) -> Tuple[Dict[str, str], int]: + def _get_vm_type_and_instances(self, src_region_tag: str, dst_region_tags: str) -> Tuple[Dict[str, str], int]: """Dynamically calculates the vm type each region can use (both the source region and all destination regions) based on their quota limits and calculates the number of vms to launch in all regions by conservatively taking the minimum of all regions to stay consistent. @@ -161,13 +159,16 @@ def _get_vm_type_and_instances( """ # One of them has to provided - assert src_region_tag is not None or dst_region_tags is not None, "There needs to be at least one source or destination" - src_tags = [src_region_tag] if src_region_tag is not None else [] - dst_tags = dst_region_tags or [] + # assert src_region_tag is not None or dst_region_tags is not None, "There needs to be at least one source or destination" + src_tags = [src_region_tag] # if src_region_tag is not None else [] + dst_tags = dst_region_tags # or [] - assert len(src_region_tag.split(":")) == 2, f"Source region tag {src_region_tag} must be in the form of `cloud_provider:region`" - assert len(dst_region_tags[0].split(":")) == 2, f"Destination region tag {dst_region_tags} must be in the form of `cloud_provider:region`" + print(src_region_tag, dst_region_tags) + assert len(src_region_tag.split(":")) == 2, f"Source region tag {src_region_tag} must be in the form of `cloud_provider:region`" + assert ( + len(dst_region_tags[0].split(":")) == 2 + ), f"Destination region tag {dst_region_tags} must be in the form of `cloud_provider:region`" # do_parallel returns tuples of (region_tag, (vm_type, n_instances)) vm_info = do_parallel(self._calculate_vm_types, src_tags + dst_tags) @@ -194,7 +195,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: dst_region_tag = jobs[0].dst_ifaces[0].region_tag() assert len(src_region_tag.split(":")) == 2, f"Source region tag {src_region_tag} must be in the form of `cloud_provider:region`" - assert len(dst_region_tag.split(":")) == 2, f"Destination region tag {dst_region_tag} must be in the form of `cloud_provider:region`" + assert ( + len(dst_region_tag.split(":")) == 2 + ), f"Destination region tag {dst_region_tag} must be in the form of `cloud_provider:region`" # jobs must have same sources and destinations for job in jobs[1:]: diff --git a/skyplane/utils/path.py b/skyplane/utils/path.py index b4d2129ae..83c69ae03 100644 --- a/skyplane/utils/path.py +++ b/skyplane/utils/path.py @@ -15,6 +15,7 @@ def is_plausible_local_path(path_test: str): if path_test.parent.exists(): return True return False + if (path.startswith("https://") or path.startswith("http://")) and "r2.cloudflarestorage.com" in path: regex = re.compile(r"https?://([^/]+).r2.cloudflarestorage.com/([^/]+)/?(.*)") match = regex.match(path) diff --git a/tests/gateway/test_gateway_obj_store.py b/tests/gateway/test_gateway_obj_store.py index 81f46ac8c..f4e91a583 100644 --- a/tests/gateway/test_gateway_obj_store.py +++ b/tests/gateway/test_gateway_obj_store.py @@ -63,7 +63,8 @@ def check_container_running(container_name): def run(gateway_docker_image: str, restart_gateways: bool): """Run the gateway docker image locally""" - job = CopyJob("s3://feature-store-datasets/yahoo/processed_yahoo/A1/", ["gs://38046a6749df436886491a95cacdebb8/yahoo/"], recursive=True) + #job = CopyJob("s3://feature-store-datasets/yahoo/processed_yahoo/A1/", ["gs://38046a6749df436886491a95cacdebb8/yahoo/"], recursive=True) + job = CopyJob("gs://skyplane-test-bucket/files_100000_size_4_mb/", "s3://integrationus-west-2-4450f073/", recursive=True) topology = MulticastDirectPlanner(1, 64, TransferConfig()).plan([job]) print([g.region_tag for g in topology.get_gateways()]) From dd6d2c203830f304706ef548fe9e331bee02c855 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 14 Jun 2023 05:23:36 +0000 Subject: [PATCH 183/186] cleanup --- skyplane/api/dataplane.py | 7 ++----- skyplane/api/tracker.py | 1 - skyplane/api/transfer_job.py | 22 ---------------------- skyplane/cli/cli_transfer.py | 3 ++- 4 files changed, 4 insertions(+), 29 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index 92894e476..e1aad2734 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -246,7 +246,7 @@ def copy_gateway_logs(self): # copy logs from all gateways in parallel do_parallel(self.copy_gateway_log, self.bound_nodes.values(), n=-1) - def deprovision(self, max_jobs: int = 64, spinner: bool = False): + def deprovision(self, max_jobs: int = 64, spinner: bool = True): """ Deprovision the remote gateways @@ -267,15 +267,12 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = False): for task in self.pending_transfers: logger.fs.warning(f"Before deprovisioning, waiting for jobs to finish: {list(task.jobs.keys())}") task.join() - print("task finished") for thread in threading.enumerate(): - print("Remaining", thread.name) + assert "_run_multipart_chunk_thread" not in thread.name, f"thread {thread.name} is still running" except KeyboardInterrupt: logger.warning("Interrupted while waiting for transfers to finish, deprovisioning anyway.") raise finally: - print(spinner) - print('deprovisoning') self.provisioner.deprovision( max_jobs=max_jobs, spinner=spinner, diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index 9a1328188..e45992282 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -169,7 +169,6 @@ def run(self): logger.fs.debug(f"[TransferProgressTracker] Exiting due to signal") self.hooks.on_dispatch_end() self.hooks.on_transfer_end() - print("stop job") job.stop() # stop threads in chunk stream return chunks_dispatched = [chunk] diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 73cd817f0..2f14ec2da 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -109,11 +109,9 @@ def signal_handler(signal, frame): def stop(self): """Stops all threads""" - print("stopping all threads") self.multipart_exit_event.set() for t in self.multipart_chunk_threads: t.join() - print("done multipart", t) def _run_multipart_chunk_thread( self, @@ -340,22 +338,6 @@ def chunk(self, transfer_pair_generator: Generator[TransferPair, None, None]) -> t.start() self.multipart_chunk_threads.append(t) - #multipart_send_queue: Queue[TransferPair] = Queue() - #multipart_chunk_queue: Queue[GatewayMessage] = Queue() - #multipart_exit_event = threading.Event() - #multipart_chunk_threads = [] - - ## start chunking threads - #if self.transfer_config.multipart_enabled: - # for _ in range(self.concurrent_multipart_chunk_threads): - # t = threading.Thread( - # target=self._run_multipart_chunk_thread, - # args=(multipart_exit_event, multipart_send_queue, multipart_chunk_queue), - # daemon=False, - # ) - # t.start() - # multipart_chunk_threads.append(t) - # begin chunking loop for transfer_pair in transfer_pair_generator: src_obj = transfer_pair.src_obj @@ -489,7 +471,6 @@ def __init__( self.recursive = recursive self.requester_pays = requester_pays self.uuid = uuid - print("TRANSFER TYPE", self.transfer_type, self.dst_paths) @property def transfer_type(self) -> str: @@ -531,13 +512,11 @@ def dst_ifaces(self) -> List[StorageInterface]: if not hasattr(self, "_dst_ifaces"): if self.transfer_type == "unicast": provider_dst, bucket_dst, _ = parse_path(self.dst_paths[0]) - print("parse", parse_path(self.dst_paths[0])) self._dst_ifaces = [StorageInterface.create(f"{provider_dst}:infer", bucket_dst)] else: self._dst_ifaces = [] for path in self.dst_paths: provider_dst, bucket_dst, _ = parse_path(path) - print("parse", parse_path(path)) self._dst_ifaces.append(StorageInterface.create(f"{provider_dst}:infer", bucket_dst)) return self._dst_ifaces @@ -593,7 +572,6 @@ def __init__( self.chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config def stop(self): - print("stop chunker") self.chunker.stop() @property diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index fbb5658c0..10a331c13 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -7,6 +7,7 @@ import typer from rich.progress import Progress, TextColumn, SpinnerColumn +from rich import print as rprint import skyplane from skyplane.api.config import TransferConfig, AWSConfig, GCPConfig, AzureConfig, IBMCloudConfig @@ -292,8 +293,8 @@ def estimate_small_transfer(self, job: TransferJob, size_threshold_bytes: float, def force_deprovision(dp: skyplane.Dataplane): + rprint(f"\n:x: [bold red]Force deprovisioning dataplane[/bold red]") s = signal.signal(signal.SIGINT, signal.SIG_IGN) - print("force deprovision") dp.deprovision(spinner=True) signal.signal(signal.SIGINT, s) From 8190ba76d01b5ac9db1c810d7b97b68d4187fb5b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Wed, 14 Jun 2023 05:31:20 +0000 Subject: [PATCH 184/186] remove dispatch_error --- skyplane/api/tracker.py | 7 ------- skyplane/cli/impl/progress_bar.py | 4 ---- 2 files changed, 11 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index e45992282..d18fba8f4 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -42,10 +42,6 @@ def on_dispatch_end(self): """Ending the dispatch job""" raise NotImplementedError() - def on_dispatch_error(self): - """Showing dispatch error""" - raise NotImplementedError() - def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): """Chunks are all transferred""" raise NotImplementedError() @@ -74,9 +70,6 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): def on_dispatch_end(self): return - def on_dispatch_error(self): - return - def on_chunk_completed(self, chunks: List[Chunk], region_tag: Optional[str] = None): return diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index dfcd4ffd9..81d510e41 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -44,10 +44,6 @@ def on_chunk_dispatched(self, chunks: List[Chunk]): self.dispatch_task, description=f" {self.chunks_dispatched} chunks (~{format_bytes(self.bytes_dispatched)} dispatched)" ) - def on_dispatch_error(self, error): - console.log(error) - self.spinner.stop() - def on_dispatch_end(self): self.spinner.stop() self.pbar = Progress( From ab86868d7b64be45b8e53a18f268e4c822e34925 Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 15 Jun 2023 01:44:54 +0000 Subject: [PATCH 185/186] fix pytype --- skyplane/api/dataplane.py | 2 +- skyplane/api/tracker.py | 2 +- skyplane/api/transfer_job.py | 22 ++++++++++++--------- skyplane/cli/cli_cloud.py | 26 +++++++++++++++++++++++++ skyplane/cli/impl/progress_bar.py | 1 - skyplane/planner/planner.py | 9 +++++---- tests/gateway/test_gateway_obj_store.py | 2 +- tests/interface_util.py | 13 +++++++++---- 8 files changed, 56 insertions(+), 21 deletions(-) diff --git a/skyplane/api/dataplane.py b/skyplane/api/dataplane.py index e1aad2734..eebe7e42f 100644 --- a/skyplane/api/dataplane.py +++ b/skyplane/api/dataplane.py @@ -267,7 +267,7 @@ def deprovision(self, max_jobs: int = 64, spinner: bool = True): for task in self.pending_transfers: logger.fs.warning(f"Before deprovisioning, waiting for jobs to finish: {list(task.jobs.keys())}") task.join() - for thread in threading.enumerate(): + for thread in threading.enumerate(): assert "_run_multipart_chunk_thread" not in thread.name, f"thread {thread.name} is still running" except KeyboardInterrupt: logger.warning("Interrupted while waiting for transfers to finish, deprovisioning anyway.") diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index d18fba8f4..adca52b12 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -162,7 +162,7 @@ def run(self): logger.fs.debug(f"[TransferProgressTracker] Exiting due to signal") self.hooks.on_dispatch_end() self.hooks.on_transfer_end() - job.stop() # stop threads in chunk stream + job.stop() # stop threads in chunk stream return chunks_dispatched = [chunk] self.job_chunk_requests[job_uuid][chunk.chunk_id] = chunk diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index 2f14ec2da..e4a723abb 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -104,8 +104,8 @@ def signal_handler(signal, frame): self.multipart_exit_event.set() for t in self.multipart_chunk_threads: t.join() - signal.signal(signal.SIGINT, signal_handler) + signal.signal(signal.SIGINT, signal_handler) def stop(self): """Stops all threads""" @@ -395,7 +395,7 @@ def batch_generator(gen_in: Generator[T, None, None], batch_size: int) -> Genera if len(batch) > 0: yield batch - #@staticmethod + # @staticmethod def prefetch_generator(self, gen_in: Generator[T, None, None], buffer_size: int) -> Generator[T, None, None]: """ Prefetches from generator while handing StopIteration to ensure items yield immediately. @@ -412,7 +412,7 @@ def prefetch_generator(self, gen_in: Generator[T, None, None], buffer_size: int) def prefetch(): for item in gen_in: - if self.multipart_exit_event.is_set(): # exit with exit event + if self.multipart_exit_event.is_set(): # exit with exit event break queue.put(item) queue.put(sentinel) @@ -464,6 +464,7 @@ def __init__( dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, + transfer_config: Optional[TransferConfig] = None, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): self.src_path = src_path @@ -471,6 +472,7 @@ def __init__( self.recursive = recursive self.requester_pays = requester_pays self.uuid = uuid + self.transfer_config = transfer_config if transfer_config else TransferConfig() @property def transfer_type(self) -> str: @@ -566,10 +568,10 @@ def __init__( transfer_config: Optional[TransferConfig] = None, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): - super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) + super().__init__(src_path, dst_paths, recursive, requester_pays, transfer_config, uuid) self.transfer_list = [] self.multipart_transfer_list = [] - self.chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config + self.chunker = Chunker(self.src_iface, self.dst_ifaces, self.transfer_config) # TODO: should read in existing transfer config def stop(self): self.chunker.stop() @@ -592,7 +594,7 @@ def gen_transfer_pairs( :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ - #if chunker is None: # used for external access to transfer pair list + # if chunker is None: # used for external access to transfer pair list # chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config yield from self.chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) @@ -611,7 +613,7 @@ def dispatch( :param dispatch_batch_size: maximum size of the buffer to temporarily store the generators (default: 1000) :type dispatch_batch_size: int """ - #chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) + # chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) transfer_pair_generator = self.gen_transfer_pairs(self.chunker) # returns TransferPair objects gen_transfer_list = self.chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = self.chunker.chunk(gen_transfer_list) @@ -764,11 +766,12 @@ def __init__( dst_paths: List[str] or str, recursive: bool = False, requester_pays: bool = False, + transfer_config: Optional[TransferConfig] = None, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), num_chunks: int = 10, chunk_size_bytes: int = 1024, ): - super().__init__(src_path, dst_paths, recursive, requester_pays, uuid) + super().__init__(src_path, dst_paths, recursive, requester_pays, transfer_config, uuid) self.num_chunks = num_chunks self.chunk_size_bytes = chunk_size_bytes @@ -782,9 +785,10 @@ def __init__( src_path: str, dst_paths: List[str] or str, requester_pays: bool = False, + transfer_config: Optional[TransferConfig] = None, uuid: str = field(init=False, default_factory=lambda: str(uuid.uuid4())), ): - super().__init__(src_path, dst_paths, True, requester_pays, uuid) + super().__init__(src_path, dst_paths, True, requester_pays, transfer_config, uuid) self.transfer_list = [] self.multipart_transfer_list = [] diff --git a/skyplane/cli/cli_cloud.py b/skyplane/cli/cli_cloud.py index 71f8be7e7..084e62faa 100644 --- a/skyplane/cli/cli_cloud.py +++ b/skyplane/cli/cli_cloud.py @@ -3,6 +3,7 @@ """ import json +import uuid import subprocess import time from collections import defaultdict @@ -260,6 +261,7 @@ def azure_check( role_idx = [i for i, r in enumerate(roles) if r["scope"] == f"/subscriptions/{account_subscription}"] check_assert(len(role_idx) >= 1, "Skyplane storage account role assigned to UMI") role_names = [roles[i]["roleDefinitionName"] for i in role_idx] + print(role_names) rprint(f"[bright_black]Skyplane storage account roles: {role_names}[/bright_black]") check_assert("Storage Blob Data Contributor" in role_names, "Skyplane storage account has Blob Data Contributor role assigned to UMI") check_assert("Storage Account Contributor" in role_names, "Skyplane storage account has Account Contributor role assigned to UMI") @@ -281,6 +283,30 @@ def azure_check( iface = AzureBlobInterface(account, container) print(iface.container_client.get_container_properties()) + # check if writeable + rprint(f"\n{hline}\n[bold]Checking Skyplane AzureBlobInterface write access[/bold]\n{hline}") + import tempfile + import random + import string + + def generate_random_string(length): + """Generate a random string of given length""" + letters = string.ascii_letters + return "".join(random.choice(letters) for _ in range(length)) + + def create_temp_file(size): + """Create a temporary file with random data""" + with tempfile.NamedTemporaryFile(delete=False) as temp_file: + temp_file_path = temp_file.name + random_data = generate_random_string(size) + temp_file.write(random_data.encode()) + return temp_file_path + + tmp_file = create_temp_file(1024) + tmp_object = f"skyplane-{uuid.uuid4()}" + iface.upload_object(tmp_file, tmp_object) + iface.delete_objects([tmp_object]) + @app.command() def gcp_check( diff --git a/skyplane/cli/impl/progress_bar.py b/skyplane/cli/impl/progress_bar.py index 81d510e41..41d41a5ac 100644 --- a/skyplane/cli/impl/progress_bar.py +++ b/skyplane/cli/impl/progress_bar.py @@ -70,5 +70,4 @@ def on_transfer_end(self): def on_transfer_error(self, error): console.log(error) - self.pbar.stop() raise exceptions.SkyplaneGatewayException("Transfer failed with error", error) diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 085f4dbf3..76548cd12 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -33,6 +33,7 @@ class Planner: def __init__(self, transfer_config: TransferConfig): self.transfer_config = transfer_config self.config = SkyplaneConfig.load_config(config_path) + self.n_instances = self.config.get_flag("max_instances") # Loading the quota information, add ibm cloud when it is supported self.quota_limits = {} @@ -147,7 +148,7 @@ def _calculate_vm_types(self, region_tag: str) -> Optional[Tuple[str, int]]: ) return (vm_type, n_instances) - def _get_vm_type_and_instances(self, src_region_tag: str, dst_region_tags: str) -> Tuple[Dict[str, str], int]: + def _get_vm_type_and_instances(self, src_region_tag: str, dst_region_tags: List[str]) -> Tuple[Dict[str, str], int]: """Dynamically calculates the vm type each region can use (both the source region and all destination regions) based on their quota limits and calculates the number of vms to launch in all regions by conservatively taking the minimum of all regions to stay consistent. @@ -257,9 +258,9 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: class MulticastDirectPlanner(Planner): def __init__(self, n_instances: int, n_connections: int, transfer_config: TransferConfig): + super().__init__(transfer_config) self.n_instances = n_instances self.n_connections = n_connections - super().__init__(transfer_config) def plan(self, jobs: List[TransferJob]) -> TopologyPlan: src_region_tag = jobs[0].src_iface.region_tag() @@ -383,7 +384,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) # Dynammically calculate n_instances based on quota limits - vm_types, n_instances = self._get_vm_type_and_instances(src_region_tag=src_region_tag) + vm_types, n_instances = self._get_vm_type_and_instances(src_region_tag, dst_region_tags) # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions for i in range(n_instances): @@ -444,7 +445,7 @@ def plan(self, jobs: List[TransferJob]) -> TopologyPlan: plan = TopologyPlan(src_region_tag=src_region_tag, dest_region_tags=dst_region_tags) # Dynammically calculate n_instances based on quota limits - vm_types, n_instances = self._get_vm_type_and_instances(dst_region_tags=dst_region_tags) + vm_types, n_instances = self._get_vm_type_and_instances(src_region_tag, dst_region_tags) # TODO: support on-sided transfers but not requiring VMs to be created in source/destination regions for i in range(n_instances): diff --git a/tests/gateway/test_gateway_obj_store.py b/tests/gateway/test_gateway_obj_store.py index f4e91a583..5d7c7ff9b 100644 --- a/tests/gateway/test_gateway_obj_store.py +++ b/tests/gateway/test_gateway_obj_store.py @@ -63,7 +63,7 @@ def check_container_running(container_name): def run(gateway_docker_image: str, restart_gateways: bool): """Run the gateway docker image locally""" - #job = CopyJob("s3://feature-store-datasets/yahoo/processed_yahoo/A1/", ["gs://38046a6749df436886491a95cacdebb8/yahoo/"], recursive=True) + # job = CopyJob("s3://feature-store-datasets/yahoo/processed_yahoo/A1/", ["gs://38046a6749df436886491a95cacdebb8/yahoo/"], recursive=True) job = CopyJob("gs://skyplane-test-bucket/files_100000_size_4_mb/", "s3://integrationus-west-2-4450f073/", recursive=True) topology = MulticastDirectPlanner(1, 64, TransferConfig()).plan([job]) diff --git a/tests/interface_util.py b/tests/interface_util.py index f6d1f85d9..5b9084c85 100644 --- a/tests/interface_util.py +++ b/tests/interface_util.py @@ -12,7 +12,10 @@ def interface_test_framework(region, bucket, multipart: bool, test_delete_bucket: bool = False, file_size_mb: int = 1): interface = ObjectStoreInterface.create(region, bucket) interface.create_bucket(region.split(":")[1]) - time.sleep(5) + # time.sleep(10) + while not interface.bucket_exists(): + print("waiting for bucket to exist") + time.sleep(1) # generate file and upload obj_name = f"test_{uuid.uuid4()}.txt" @@ -63,7 +66,9 @@ def interface_test_framework(region, bucket, multipart: bool, test_delete_bucket assert obj_name in objs[0].key, f"{objs[0].key} != {obj_name}" assert objs[0].size == file_size_mb * MB, f"{objs[0].size} != {file_size_mb * MB}" - # interface.delete_objects([obj_name]) - # if test_delete_bucket: - # interface.delete_bucket() + # delete bucket + if test_delete_bucket: + interface.delete_bucket() + assert not interface.bucket_exists(), "Bucket should not exist" + return True From 43a512a1b9fa5b1a1079cf3b5a454d2d0b72608b Mon Sep 17 00:00:00 2001 From: Sarah Wooders Date: Thu, 15 Jun 2023 02:33:01 +0000 Subject: [PATCH 186/186] move transfer config to TransferJob init --- skyplane/api/tracker.py | 4 +--- skyplane/api/transfer_job.py | 13 ++----------- skyplane/cli/cli.py | 2 +- skyplane/cli/cli_transfer.py | 4 ++-- skyplane/planner/planner.py | 2 -- 5 files changed, 6 insertions(+), 19 deletions(-) diff --git a/skyplane/api/tracker.py b/skyplane/api/tracker.py index adca52b12..120e59d8a 100644 --- a/skyplane/api/tracker.py +++ b/skyplane/api/tracker.py @@ -148,9 +148,7 @@ def run(self): session_start_timestamp_ms = int(time.time() * 1000) try: # pre-dispatch chunks to begin pre-buffering chunks - chunk_streams = { - job_uuid: job.dispatch(self.dataplane, transfer_config=self.transfer_config) for job_uuid, job in self.jobs.items() - } + chunk_streams = {job_uuid: job.dispatch(self.dataplane) for job_uuid, job in self.jobs.items()} for job_uuid, job in self.jobs.items(): logger.fs.debug(f"[TransferProgressTracker] Dispatching job {job.uuid}") self.job_chunk_requests[job_uuid] = {} diff --git a/skyplane/api/transfer_job.py b/skyplane/api/transfer_job.py index e4a723abb..44d2ae76c 100644 --- a/skyplane/api/transfer_job.py +++ b/skyplane/api/transfer_job.py @@ -586,23 +586,18 @@ def http_pool(self): def gen_transfer_pairs( self, - chunker: Optional[Chunker] = None, - transfer_config: Optional[TransferConfig] = None, ) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ - # if chunker is None: # used for external access to transfer pair list - # chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) # TODO: should read in existing transfer config yield from self.chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) def dispatch( self, dataplane: "Dataplane", dispatch_batch_size: int = 100, # 6.4 GB worth of chunks - transfer_config: Optional[TransferConfig] = None, ) -> Generator[Chunk, None, None]: """Dispatch transfer job to specified gateways. @@ -614,7 +609,7 @@ def dispatch( :type dispatch_batch_size: int """ # chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - transfer_pair_generator = self.gen_transfer_pairs(self.chunker) # returns TransferPair objects + transfer_pair_generator = self.gen_transfer_pairs() # returns TransferPair objects gen_transfer_list = self.chunker.tail_generator(transfer_pair_generator, self.transfer_list) chunks = self.chunker.chunk(gen_transfer_list) batches = self.chunker.batch_generator( @@ -799,17 +794,13 @@ def __init__( def gen_transfer_pairs( self, - chunker: Optional[Chunker] = None, - transfer_config: Optional[TransferConfig] = field(init=False, default_factory=lambda: TransferConfig()), ) -> Generator[TransferPair, None, None]: """Generate transfer pairs for the transfer job. :param chunker: chunker that makes the chunk requests :type chunker: Chunker """ - if chunker is None: # used for external access to transfer pair list - chunker = Chunker(self.src_iface, self.dst_ifaces, transfer_config) - transfer_pair_gen = chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) + transfer_pair_gen = self.chunker.transfer_pair_generator(self.src_prefix, self.dst_prefixes, self.recursive, self._pre_filter_fn) # only single destination supported assert len(self.dst_ifaces) == 1, "Only single destination supported for sync job" diff --git a/skyplane/cli/cli.py b/skyplane/cli/cli.py index eb1d38f5d..a44f374db 100644 --- a/skyplane/cli/cli.py +++ b/skyplane/cli/cli.py @@ -44,7 +44,7 @@ def deprovision( instances = query_instances() if filter_client_id: instances = [instance for instance in instances if instance.tags().get("skyplaneclientid") == filter_client_id] - + print(instances) if instances: typer.secho(f"Deprovisioning {len(instances)} instances", fg="yellow", bold=True) do_parallel(lambda instance: instance.terminate_instance(), instances, desc="Deprovisioning", spinner=True, spinner_persist=True) diff --git a/skyplane/cli/cli_transfer.py b/skyplane/cli/cli_transfer.py index 10a331c13..c49edef31 100644 --- a/skyplane/cli/cli_transfer.py +++ b/skyplane/cli/cli_transfer.py @@ -373,12 +373,12 @@ def run_transfer( elif cloud_config.get_flag("native_cmd_enabled"): # fallback option: transfer is too small if cli.args["cmd"] == "cp": - job = CopyJob(src, [dst], recursive=recursive) # TODO: rever to using pipeline + job = CopyJob(src, [dst], recursive=recursive, transfer_config=cli.transfer_config) # TODO: rever to using pipeline if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): small_transfer_status = cli.transfer_cp_small(src, dst, recursive) return 0 if small_transfer_status else 1 else: - job = SyncJob(src, [dst]) + job = SyncJob(src, [dst], transfer_config=cli.transfer_config) if cli.estimate_small_transfer(job, cloud_config.get_flag("native_cmd_threshold_gb") * GB): small_transfer_status = cli.transfer_sync_small(src, dst) return 0 if small_transfer_status else 1 diff --git a/skyplane/planner/planner.py b/skyplane/planner/planner.py index 76548cd12..8d9ed87c7 100644 --- a/skyplane/planner/planner.py +++ b/skyplane/planner/planner.py @@ -164,8 +164,6 @@ def _get_vm_type_and_instances(self, src_region_tag: str, dst_region_tags: List[ src_tags = [src_region_tag] # if src_region_tag is not None else [] dst_tags = dst_region_tags # or [] - print(src_region_tag, dst_region_tags) - assert len(src_region_tag.split(":")) == 2, f"Source region tag {src_region_tag} must be in the form of `cloud_provider:region`" assert ( len(dst_region_tags[0].split(":")) == 2