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a/pyproject.toml b/pyproject.toml index 06d63c57..c8661380 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -29,6 +29,7 @@ pypdf = "^4.0.1" docx2txt = "^0.8" python-dotenv = "^1.0.1" unstructured = {version = "^0.12.4", extras = ["all-docs"], python = "<3.12"} +e2b = "^0.14.4" [tool.poetry.group.dev.dependencies] termcolor = "^2.4.0" @@ -43,6 +44,7 @@ build-backend = "poetry.core.masonry.api" exclude = [ "*/test_*.py", "*/.venv/*.py", + "*/sandboxes/*", ] ignore_decorators = ["@app.route", "@require_*"] ignore_names = ["visit_*", "do_*"] @@ -57,4 +59,5 @@ exclude = [ "*/docs/*.py", "*/test_*.py", "*/.venv/*.py", + "*/sandboxes/*", ] diff --git a/sandboxes/e2b/super-rag/e2b.Dockerfile b/sandboxes/e2b/super-rag/e2b.Dockerfile new file mode 100644 index 00000000..a98fe009 --- /dev/null +++ b/sandboxes/e2b/super-rag/e2b.Dockerfile @@ -0,0 +1,18 @@ +FROM python:3.11.6 + +RUN DEBIAN_FRONTEND=noninteractive apt-get update && apt-get install -y \ + build-essential curl git util-linux + +ENV PIP_DEFAULT_TIMEOUT=100 \ + PIP_DISABLE_PIP_VERSION_CHECK=1 \ + PIP_NO_CACHE_DIR=1 + +WORKDIR /code + +COPY ./requirements.txt requirements.txt +RUN pip install -r requirements.txt + +RUN mkdir -p /home/user/artifacts + +RUN echo "export MPLBACKEND=module://e2b_matplotlib_backend" >>~/.bashrc +COPY e2b_matplotlib_backend.py /usr/local/lib/python3.11/site-packages/e2b_matplotlib_backend.py \ No newline at end of file diff --git a/sandboxes/e2b/super-rag/e2b.toml b/sandboxes/e2b/super-rag/e2b.toml new file mode 100644 index 00000000..d1a6bdbd --- /dev/null +++ b/sandboxes/e2b/super-rag/e2b.toml @@ -0,0 +1,14 @@ +# This is a config for E2B sandbox template. +# You can use 'template_id' (1db0ceubobh88yem7h90) or 'template_name (super-rag) from this config to spawn a sandbox: + +# Python SDK +# from e2b import Sandbox +# sandbox = Sandbox(template='super-rag') + +# JS SDK +# import { Sandbox } from 'e2b' +# const sandbox = await Sandbox.create({ template: 'super-rag' }) + +dockerfile = "e2b.Dockerfile" +template_name = "super-rag" +template_id = "1db0ceubobh88yem7h90" diff --git a/sandboxes/e2b/super-rag/e2b_matplotlib_backend.py b/sandboxes/e2b/super-rag/e2b_matplotlib_backend.py new file mode 100644 index 00000000..90bef1e0 --- /dev/null +++ b/sandboxes/e2b/super-rag/e2b_matplotlib_backend.py @@ -0,0 +1,22 @@ +# flake8: noqa +from time import strftime + +from matplotlib.backend_bases import FigureManagerBase, Gcf +from matplotlib.backends.backend_agg import FigureCanvasAgg + +dateformat = "%Y%m%d-%H%M%S" +FigureCanvas = FigureCanvasAgg + + +class FigureManager(FigureManagerBase): + def show(self): + self.canvas.figure.savefig( + f"/home/user/artifacts/figure_{strftime(dateformat)}.png" + ) + + +def show(*_args, **_kwargs): + for _, figmanager in enumerate(Gcf.get_all_fig_managers()): + figmanager.canvas.figure.savefig( + f"/home/user/artifacts/figure_{strftime(dateformat)}.png" + ) diff --git a/sandboxes/e2b/super-rag/requirements.txt b/sandboxes/e2b/super-rag/requirements.txt new file mode 100644 index 00000000..290c4ce2 --- /dev/null +++ b/sandboxes/e2b/super-rag/requirements.txt @@ -0,0 +1,29 @@ +pandas +opencv-python +imageio +scikit-learn +spacy +bokeh +pytest +aiohttp +python-docx +nltk +textblob +beautifulsoup4 +seaborn +plotly +tornado +matplotlib +xarray +librosa +gensim +soundfile +pytz +requests +scikit-image +xlrd +scipy +numpy +openpyxl +joblib +urllib3 \ No newline at end of file diff --git a/service/code_interpreter.py b/service/code_interpreter.py new file mode 100644 index 00000000..7c456fa5 --- /dev/null +++ b/service/code_interpreter.py @@ -0,0 +1,111 @@ +import asyncio +import logging +import time +from typing import List + +from e2b import Sandbox + +logging.getLogger("e2b").setLevel(logging.INFO) + + +class CodeInterpreterService: + timeout = 3 * 60 # 3 minutes + + @staticmethod + def _get_file_path(file_url: str): + """Get the file path in the sandbox for a given file_url.""" + return "/code/" + str(hash(file_url)) + + async def _upload_file(self, file_url: str): + """Upload a file to the sandbox.""" + process = await asyncio.to_thread( + self.sandbox.process.start_and_wait, + f"wget -O {self._get_file_path(file_url)} {file_url}", + ) + + if process.exit_code != 0: + raise Exception( + f"Error downloading file {file_url} to sandbox {self.sandbox.id}" + ) + + def _ensure_sandbox( + self, + session_id: str | None, + ): + """ + Ensure we have a sandbox for the given session_id exists. If not, create a new one. + If no session_id is given, create a new sandbox that will + be deleted after exiting the object context. + """ + if not session_id: + return Sandbox("super-rag") + + sandboxes = Sandbox.list() + for s in sandboxes: + if not s.metadata: + continue + if s.metadata.get("session_id") == session_id: + return Sandbox.reconnect(s.sandbox_id) + + return Sandbox(metadata={"session_id": session_id}, template="super-rag") + + def __init__( + self, + session_id: str | None, + file_urls: List[str], + ): + self.session_id = session_id + self.file_urls = file_urls + self._is_initialized = False + + self.sandbox = self._ensure_sandbox(session_id) + + async def __aenter__(self): + if not self._is_initialized: + self._is_initialized = True + for file_url in self.file_urls: + await self._upload_file(file_url) + + return self + + async def __aexit__(self, _exc_type, _exc_value, _traceback): + if self.session_id: + self.sandbox.keep_alive(self.timeout) + self.sandbox.close() + + def get_files_code(self): + """ + Get the code to read the files in the sandbox. + This can be used for instructing the LLM how to access the loaded files. + """ + + # TODO: Add support for xslx, json + files_code = "\n".join( + f'df{i} = pd.read_csv("{self._get_file_path(url)}") # {url}' + for i, url in enumerate(self.file_urls) + ) + + return f""" +import pandas as pd + +{files_code} + +""" + + async def run_python(self, code: str): + files_code = self.get_files_code() + + templated_code = f""" +{files_code} +{code} +""" + + epoch_time = time.time() + codefile_path = f"/tmp/main-{epoch_time}.py" + self.sandbox.filesystem.write(codefile_path, templated_code) + process = await asyncio.to_thread( + self.sandbox.process.start_and_wait, + f"python {codefile_path}", + ) + + return process diff --git a/service/router.py b/service/router.py index 90e9334b..3a7f6947 100644 --- a/service/router.py +++ b/service/router.py @@ -5,6 +5,7 @@ from models.document import BaseDocumentChunk from models.query import RequestPayload +from service.code_interpreter import CodeInterpreterService from service.embedding import get_encoder from utils.logger import logger from utils.summarise import SUMMARY_SUFFIX @@ -55,9 +56,21 @@ async def query(payload: RequestPayload) -> list[BaseDocumentChunk]: ) return await get_documents(vector_service=vector_service, payload=payload) - vector_service: BaseVectorDatabase = get_vector_service( - index_name=payload.index_name, - credentials=payload.vector_database, - encoder=encoder, - ) + # vector_service: BaseVectorDatabase = get_vector_service( + # index_name=payload.index_name, + # credentials=payload.vector_database, + # encoder=encoder, + # ) + + async with CodeInterpreterService( + session_id=payload.session_id, + file_urls=[ + "https://raw.githubusercontent.com/datasciencedojo/datasets/master/titanic.csv" + ], + ) as service: + code = "df0.info()" + output = await service.run_python(code=code) + print(output.stderr) + print(output.stdout) + return await get_documents(vector_service=vector_service, payload=payload)