diff --git a/.github/workflows/ci.yaml b/.github/workflows/ci.yaml index f68eeb75..661f1195 100644 --- a/.github/workflows/ci.yaml +++ b/.github/workflows/ci.yaml @@ -31,17 +31,34 @@ env: WORKDIR: "libs/infinity_emb" jobs: - lint: + lint-infinity_emb: uses: ./.github/workflows/linting.yaml with: working-directory: libs/infinity_emb secrets: inherit - test: + lint-easyinference: + uses: + ./.github/workflows/linting.yaml + with: + working-directory: libs/easyinference + extra_poetry: "--with test,lint,codespell" + secrets: inherit + + test-infinity_emb: uses: ./.github/workflows/test.yaml with: working-directory: libs/infinity_emb upload_coverage: true + secrets: inherit + + test-easyinference: + uses: + ./.github/workflows/test.yaml + with: + working-directory: libs/easyinference + upload_coverage: true + extra_poetry: "--with test" secrets: inherit \ No newline at end of file diff --git a/.github/workflows/linting.yaml b/.github/workflows/linting.yaml index c3ff5b58..90d0c295 100644 --- a/.github/workflows/linting.yaml +++ b/.github/workflows/linting.yaml @@ -7,6 +7,11 @@ on: required: true type: string description: "From which folder this pipeline executes" + extra_poetry: + description: 'Extra poetry commands to run' + required: false + type: string + default: "--extras all --with test,lint,codespell" env: POETRY_VERSION: "1.7.1" @@ -76,7 +81,7 @@ jobs: # It doesn't matter how you change it, any change will cause a cache-bust . working-directory: ${{ inputs.working-directory }} run: | - poetry install --extras "all" --with test,lint,codespell + poetry install ${{ inputs.extra_poetry }} - name: Get .mypy_cache to speed up mypy uses: actions/cache@v4 diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml index 2189cba4..8a5c79d9 100644 --- a/.github/workflows/test.yaml +++ b/.github/workflows/test.yaml @@ -10,6 +10,11 @@ on: required: false type: boolean default: true + extra_poetry: + description: 'Extra poetry commands to run' + required: false + type: string + default: "--extras all --with test" env: @@ -76,7 +81,7 @@ jobs: - name: Install dependencies from local # only if source is local shell: bash - run: poetry install --extras all --with test + run: poetry install ${{ inputs.extra_poetry }} - name: Run Pytest Coverage if: ${{ inputs.working-directory == 'libs/infinity_emb' }} diff --git a/libs/easyinference/Makefile b/libs/easyinference/Makefile new file mode 100644 index 00000000..e591939f --- /dev/null +++ b/libs/easyinference/Makefile @@ -0,0 +1,87 @@ +.PHONY: all clean docs_build docs_clean docs_linkcheck api_docs_build api_docs_clean api_docs_linkcheck format lint test tests test_watch integration_tests docker_tests help extended_tests + +# Default target executed when no arguments are given to make. +all: help + +precommit : | format spell_fix spell_check lint poetry_check test + +###################### +# TESTING AND COVERAGE +###################### + +# Define a variable for the test file path. +TEST_FILE ?= + +# Run unit tests and generate a coverage report. +coverage: + poetry run coverage run --source ./easyinference -m pytest --doctest-modules + poetry run coverage report -m + poetry run coverage xml + +test tests: + poetry run pytest --doctest-modules + + +###################### +# LINTING AND FORMATTING +###################### + +# Define a variable for Python and notebook files. +PYTHON_FILES=. +lint format: PYTHON_FILES=. +lint_diff format_diff: PYTHON_FILES=$(shell git diff --relative=libs/infinity_emb --name-only --diff-filter=d master | grep -E '\.py$$|\.ipynb$$') + +lint lint_diff: + poetry run ruff . + [ "$(PYTHON_FILES)" = "" ] || poetry run black $(PYTHON_FILES) --check + [ "$(PYTHON_FILES)" = "" ] || poetry run mypy $(PYTHON_FILES) + +format format_diff: + [ "$(PYTHON_FILES)" = "" ] || poetry run black $(PYTHON_FILES) + [ "$(PYTHON_FILES)" = "" ] || poetry run ruff --select I --fix $(PYTHON_FILES) + +poetry_check: + poetry check + +spell_check: + poetry run codespell --toml pyproject.toml + +spell_fix: + poetry run codespell --toml pyproject.toml -w + +benchmark_embed: tests/data/benchmark/benchmark_embed.json + ab -n 10 -c 10 -l -s 480 \ + -T 'application/json' \ + -p $< \ + http://127.0.0.1:7997/embeddings + # sudo apt-get apache2-utils + +###################### +# HELP +###################### + +help: + @echo '====================' + @echo 'clean - run docs_clean and api_docs_clean' + @echo 'docs_build - build the documentation' + @echo 'docs_clean - clean the documentation build artifacts' + @echo 'docs_linkcheck - run linkchecker on the documentation' + @echo 'api_docs_build - build the API Reference documentation' + @echo 'api_docs_clean - clean the API Reference documentation build artifacts' + @echo 'api_docs_linkcheck - run linkchecker on the API Reference documentation' + @echo '-- LINTING --' + @echo 'format - run code formatters' + @echo 'lint - run linters' + @echo 'spell_check - run codespell on the project' + @echo 'spell_fix - run codespell on the project and fix the errors' + @echo 'poetry_check - run poetry check' + @echo '-- TESTS --' + @echo 'coverage - run unit tests and generate coverage report' + @echo 'test - run unit tests' + @echo 'tests - run unit tests (alias for "make test")' + @echo 'test TEST_FILE= - run all tests in file' + @echo 'extended_tests - run only extended unit tests' + @echo 'test_watch - run unit tests in watch mode' + @echo 'integration_tests - run integration tests' + @echo 'docker_tests - run unit tests in docker' + @echo '-- DOCUMENTATION tasks are from the top-level Makefile --' \ No newline at end of file diff --git a/libs/easyinference/README.md b/libs/easyinference/README.md new file mode 100644 index 00000000..e69de29b diff --git a/libs/easyinference/easyinference/__init__.py b/libs/easyinference/easyinference/__init__.py new file mode 100644 index 00000000..ae4a65af --- /dev/null +++ b/libs/easyinference/easyinference/__init__.py @@ -0,0 +1,3 @@ +from easyinference.infer import EasyInference + +__all__ = ["EasyInference"] diff --git a/libs/easyinference/easyinference/infer.py b/libs/easyinference/easyinference/infer.py new file mode 100644 index 00000000..57ba489c --- /dev/null +++ b/libs/easyinference/easyinference/infer.py @@ -0,0 +1,134 @@ +from concurrent.futures import Future +from typing import Iterable, Literal, Union + +from infinity_emb import EngineArgs, SyncEngineArray + +__all__ = ["EasyInference"] + +Device = Literal["cpu", "cuda"] +ModelID = str +Engine = Literal["torch", "optimum"] +EmbeddingDtype = Literal["float32", "int8", "binary"] +ModelIndex = Union[int, str] + + +class EasyInference: + def __init__( + self, + *, + model_id: Union[ModelID, Iterable[ModelID]], + engine: Union[Engine, Iterable[Engine]] = "optimum", + device: Union[Device, Iterable[Device]] = "cpu", + embedding_dtype: Union[EmbeddingDtype, Iterable[EmbeddingDtype]] = "float32", + ): + """An easy interface to infer with multiple models. + >>> ei = EasyInference(model_id="michaelfeil/bge-small-en-v1.5") + >>> ei + EasyInference(['michaelfeil/bge-small-en-v1.5']) + >>> ei.stop() + """ + + if isinstance(model_id, str): + model_id = [model_id] + if isinstance(engine, str): + engine = [engine] + if isinstance(device, str): + device = [device] + if isinstance(embedding_dtype, str): + embedding_dtype = [embedding_dtype] + self._engine_args = [ + EngineArgs( + model_name_or_path=m, + engine=e, # type: ignore + device=d, # type: ignore + served_model_name=m, + embedding_dtype=edt, # type: ignore + lengths_via_tokenize=True, + model_warmup=False, + ) + for m, e, d, edt in zip(model_id, engine, device, embedding_dtype) + ] + self._engine_array = SyncEngineArray.from_args(engine_args=self._engine_args) + + def stop(self): + self._engine_array.stop() + + def __repr__(self) -> str: + return f"{self.__class__.__name__}({[a.model_name_or_path for a in self._engine_args]})" + + def embed( + self, + *, + sentences: list[str], + model_id: ModelIndex = 0, + ) -> Future[tuple[list[list[float]], int]]: + """Embed sentences with a model. + + >>> ei = EasyInference(model_id="michaelfeil/bge-small-en-v1.5") + >>> embed_result = ei.embed(model_id="michaelfeil/bge-small-en-v1.5", sentences=["Hello, world!"]) + >>> type(embed_result) + + >>> embed_result.result()[0][0].shape # embedding + (384,) + >>> embed_result.result()[1] # embedding and usage of 6 tokens + 6 + >>> ei.stop() + """ + return self._engine_array.embed(model=model_id, sentences=sentences) + + def image_embed( + self, + *, + images: list[str], + model_id: ModelIndex = 0, + ) -> Future[tuple[list[list[float]], int]]: + """Embed images with a model. + + >>> ei = EasyInference(model_id="wkcn/TinyCLIP-ViT-8M-16-Text-3M-YFCC15M", engine="torch") + >>> image_embed_result = ei.image_embed(model_id="wkcn/TinyCLIP-ViT-8M-16-Text-3M-YFCC15M", images=["http://images.cocodataset.org/val2017/000000039769.jpg"]) + >>> type(image_embed_result) + + >>> image_embed_result.result()[0][0].shape + (512,) + >>> ei.stop() + """ + return self._engine_array.image_embed(model=model_id, images=images) + + def classify( + self, + *, + sentences: list[str], + model_id: ModelIndex = 0, + ) -> Future[tuple[list[list[dict[str, float]]], int]]: + """Classify sentences with a model. + + >>> ei = EasyInference(model_id="philschmid/tiny-bert-sst2-distilled", engine="torch") + >>> classify_result = ei.classify(model_id="philschmid/tiny-bert-sst2-distilled", sentences=["I love this movie"]) + >>> type(classify_result) + + >>> label_0 = classify_result.result()[0][0][0] + >>> label_0["label"], round(label_0["score"], 4) + ('positive', 0.9996) + >>> ei.stop() + """ + return self._engine_array.classify(model=model_id, sentences=sentences) + + def rerank( + self, + *, + query: str, + docs: list[str], + model_id: ModelIndex = 0, + ) -> Future[list[str]]: + """ + + >>> ei = EasyInference(model_id="mixedbread-ai/mxbai-rerank-xsmall-v1") + >>> docs = ["Paris is nice", "Paris is in France", "In Germany"] + >>> rerank_result = ei.rerank(model_id="mixedbread-ai/mxbai-rerank-xsmall-v1", query="Where is Paris?", docs=docs) + >>> type(rerank_result) + + >>> [round(score, 3) for score in rerank_result.result()[0]] + [0.288, 0.742, 0.022] + >>> ei.stop() + """ + return self._engine_array.rerank(model=model_id, query=query, docs=docs) diff --git a/libs/easyinference/easyinference/py.typed b/libs/easyinference/easyinference/py.typed new file mode 100644 index 00000000..e69de29b diff --git a/libs/easyinference/poetry.lock b/libs/easyinference/poetry.lock new file mode 100644 index 00000000..9df8bbd2 --- /dev/null +++ b/libs/easyinference/poetry.lock @@ -0,0 +1,2920 @@ +# This file is automatically @generated by Poetry 1.7.1 and should not be changed by hand. + +[[package]] +name = "aiohttp" +version = "3.9.5" +description = "Async http client/server framework (asyncio)" +optional = false +python-versions = ">=3.8" +files = [ + {file = 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a/libs/infinity_emb/infinity_emb/inference/batch_handler.py +++ b/libs/infinity_emb/infinity_emb/inference/batch_handler.py @@ -303,7 +303,7 @@ async def _collect_from_model( except queue.Empty: # instead use async await to get try: - post_batch = await to_thread(result_queue.get, tp, timeout=1) + post_batch = await to_thread(result_queue.get, tp, timeout=0.5) except queue.Empty: # in case of timeout start again continue @@ -426,7 +426,7 @@ def _preprocess_batch(self): # while-loop just for shutdown while not self._shutdown.is_set(): try: - self._feature_queue.put((feat, batch), timeout=1) + self._feature_queue.put((feat, batch), timeout=0.5) break except queue.Full: continue @@ -455,7 +455,7 @@ def _core_batch(self): # while-loop just for shutdown while not self._shutdown.is_set(): try: - self._postprocess_queue.put((embed, batch), timeout=1) + self._postprocess_queue.put((embed, batch), timeout=0.5) break except queue.Full: continue diff --git a/libs/infinity_emb/infinity_emb/inference/caching_layer.py b/libs/infinity_emb/infinity_emb/inference/caching_layer.py index 4538cdce..33b122f3 100644 --- a/libs/infinity_emb/infinity_emb/inference/caching_layer.py +++ b/libs/infinity_emb/infinity_emb/inference/caching_layer.py @@ -38,7 +38,7 @@ def _hash(key: Union[str, Any]) -> str: def _consume_queue(self) -> None: while not self._shutdown.is_set(): try: - item = self._add_q.get(timeout=1) + item = self._add_q.get(timeout=0.5) except queue.Empty: continue if item is not None: diff --git a/libs/infinity_emb/infinity_emb/inference/threading_asyncio.py b/libs/infinity_emb/infinity_emb/inference/threading_asyncio.py index d45fb401..c3025955 100644 --- a/libs/infinity_emb/infinity_emb/inference/threading_asyncio.py +++ b/libs/infinity_emb/infinity_emb/inference/threading_asyncio.py @@ -63,7 +63,7 @@ async def to_thread(func, tp: ThreadPoolExecutor, /, *args, **kwargs): Return a coroutine that can be awaited to get the eventual result of *func*. """ - loop = asyncio.events.get_running_loop() + loop = asyncio.get_running_loop() ctx = contextvars.copy_context() func_call = functools.partial(ctx.run, func, *args, **kwargs) return await loop.run_in_executor(tp, func_call) diff --git a/libs/infinity_emb/infinity_emb/sync_engine.py b/libs/infinity_emb/infinity_emb/sync_engine.py index 067f02f9..73c20feb 100644 --- a/libs/infinity_emb/infinity_emb/sync_engine.py +++ b/libs/infinity_emb/infinity_emb/sync_engine.py @@ -24,6 +24,8 @@ def decorator(fn): def wrapper(self: "SyncEngineArray", **kwargs) -> "Future": future: Future = Future() + assert self.is_running, "SyncEngineArray is not running" + def execute(): async_function = getattr(self.async_engine_array, funcname) try: @@ -71,6 +73,7 @@ def __iter__(self) -> Iterator["AsyncEmbeddingEngine"]: return iter(self.async_engine_array) def stop(self): + """blocks until the engine is stopped""" self._stop_event.set() while self._loop.is_running(): time.sleep(0.05) @@ -83,10 +86,14 @@ def _lifetime(self): async def block_until_engine_stop(): logger.info("Started SyncEngineArray Background Event Loop") self._start_event.set() # signal that the event loop has started - await self.async_engine_array.astart() - while not self._stop_event.is_set(): - await asyncio.sleep(0.2) - await self.async_engine_array.astop() + try: + await self.async_engine_array.astart() + while not self._stop_event.is_set(): + await asyncio.sleep(0.2) + finally: + await self.async_engine_array.astop() + # additional delay to ensure that the engine is stopped + await asyncio.sleep(2.0) self._loop.run_until_complete(block_until_engine_stop()) self._loop.close()