From bf9e10dfec7c5dbd81f9f19f570dc10979a943fb Mon Sep 17 00:00:00 2001 From: Michael Feil <63565275+michaelfeil@users.noreply.github.com> Date: Sat, 11 Nov 2023 15:42:00 +0100 Subject: [PATCH] Docker: Cuda11.8, make dependencies optional (#33) * dependencies optional and docker * update pydantic dependency * update poetry * update tests * update double start * update unit test --------- Co-authored-by: Michael Feil --- .github/workflows/test.yaml | 6 + libs/infinity_emb/Dockerfile | 2 +- .../infinity_emb/fastapi_schemas/errors.py | 7 +- .../infinity_emb/infinity_server.py | 28 +- libs/infinity_emb/infinity_emb/log_handler.py | 25 +- libs/infinity_emb/poetry.lock | 415 +++++++++--------- libs/infinity_emb/pyproject.toml | 25 +- libs/infinity_emb/tests/script_live.py | 4 +- .../tests/unit_test/test_infinity_server.py | 17 + 9 files changed, 289 insertions(+), 240 deletions(-) diff --git a/.github/workflows/test.yaml b/.github/workflows/test.yaml index 739a9e1b..4b43142a 100644 --- a/.github/workflows/test.yaml +++ b/.github/workflows/test.yaml @@ -39,6 +39,12 @@ jobs: working-directory: ${{ inputs.working-directory }} cache-key: core + - name: Install minimal dependencies and import + shell: bash + run: | + poetry install --without test + poetry run python -c "import infinity_emb" + - name: Install dependencies shell: bash run: poetry install --extras all --with test diff --git a/libs/infinity_emb/Dockerfile b/libs/infinity_emb/Dockerfile index 7798378f..058dbb13 100644 --- a/libs/infinity_emb/Dockerfile +++ b/libs/infinity_emb/Dockerfile @@ -1,5 +1,5 @@ # Use the Python base image -FROM nvidia/cuda:12.2.0-base-ubuntu22.04 AS base +FROM nvidia/cuda:11.8.0-base-ubuntu22.04 AS base ENV PYTHONUNBUFFERED=1 \ # prevents python creating .pyc files diff --git a/libs/infinity_emb/infinity_emb/fastapi_schemas/errors.py b/libs/infinity_emb/infinity_emb/fastapi_schemas/errors.py index 5439e7e3..8315be22 100644 --- a/libs/infinity_emb/infinity_emb/fastapi_schemas/errors.py +++ b/libs/infinity_emb/infinity_emb/fastapi_schemas/errors.py @@ -1,7 +1,10 @@ from typing import Optional -from fastapi import Request -from fastapi.responses import JSONResponse +try: + from fastapi import Request + from fastapi.responses import JSONResponse +except ImportError: + Request = None class OpenAIException(Exception): diff --git a/libs/infinity_emb/infinity_emb/infinity_server.py b/libs/infinity_emb/infinity_emb/infinity_server.py index bbe37ef6..25cad466 100644 --- a/libs/infinity_emb/infinity_emb/infinity_server.py +++ b/libs/infinity_emb/infinity_emb/infinity_server.py @@ -1,11 +1,6 @@ import time from typing import List -import typer -import uvicorn -from fastapi import FastAPI, responses, status -from prometheus_fastapi_instrumentator import Instrumentator - # prometheus import infinity_emb from infinity_emb.fastapi_schemas import docs, errors @@ -59,6 +54,12 @@ def __init__( async def astart(self): """startup engine""" + if self.running: + raise ValueError( + "DoubleSpawn: already started `AsyncEmbeddingEngine`. " + " recommended use is via AsyncContextManager" + " `async with engine: ..`" + ) self.running = True self._batch_handler = BatchHandler( max_batch_size=self.batch_size, @@ -70,20 +71,14 @@ async def astart(self): async def astop(self): """stop engine""" + self._check_running() self.running = False await self._batch_handler.shutdown() async def __aenter__(self): - if self.running: - raise ValueError( - "DoubleSpawn: already started `AsyncEmbeddingEngine`. " - " recommended use is via AsyncContextManager" - " `async with engine: ..`" - ) await self.astart() async def __aexit__(self, *args): - self._check_running() await self.astop() def overload_status(self): @@ -128,10 +123,13 @@ def create_server( verbose: bool = False, model_warmup=True, doc_extra: dict = {}, -) -> FastAPI: +): """ creates the FastAPI App """ + from fastapi import FastAPI, responses, status + from prometheus_fastapi_instrumentator import Instrumentator + app = FastAPI( title=docs.FASTAPI_TITLE, summary=docs.FASTAPI_SUMMARY, @@ -274,6 +272,8 @@ def start_uvicorn( engine: framework that should perform inference. model_warmup: perform model warmup before starting the server. Defaults to True. """ + import uvicorn + engine_load: InferenceEngine = InferenceEngine[engine.name] logger.setLevel(log_level.to_int()) @@ -291,6 +291,8 @@ def start_uvicorn( def cli(): """fires the command line using Python `typer.run()`""" + import typer + typer.run(start_uvicorn) diff --git a/libs/infinity_emb/infinity_emb/log_handler.py b/libs/infinity_emb/infinity_emb/log_handler.py index 5b179609..2e3d8685 100644 --- a/libs/infinity_emb/infinity_emb/log_handler.py +++ b/libs/infinity_emb/infinity_emb/log_handler.py @@ -1,17 +1,32 @@ import logging from enum import Enum - -from rich.console import Console -from rich.logging import RichHandler -from uvicorn.config import LOG_LEVELS +from typing import Dict logging.getLogger().handlers.clear() +handlers = [] +try: + from rich.console import Console + from rich.logging import RichHandler + + handlers.append(RichHandler(console=Console(stderr=True), show_time=False)) +except ImportError: + pass + +LOG_LEVELS: Dict[str, int] = { + "critical": 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description = "Typer, build great CLIs. Easy to code. Based on Python type hints." -optional = false +optional = true python-versions = ">=3.6" files = [ {file = "typer-0.9.0-py3-none-any.whl", hash = "sha256:5d96d986a21493606a358cae4461bd8cdf83cbf33a5aa950ae629ca3b51467ee"}, @@ -3370,13 +3371,13 @@ files = [ [[package]] name = "types-redis" -version = "4.6.0.9" +version = "4.6.0.10" description = "Typing stubs for redis" optional = false python-versions = ">=3.7" files = [ - {file = "types-redis-4.6.0.9.tar.gz", hash = "sha256:06ac31ed7b23aae2d230a62e4bf7d0037aee10ab9f68eee261ac8be8402daf92"}, - {file = "types_redis-4.6.0.9-py3-none-any.whl", hash = "sha256:12fb29ff019b62998b17bb086cff260e625477db1a17bfca6bae0f43ab3447a5"}, + {file = "types-redis-4.6.0.10.tar.gz", hash = "sha256:aa7fb5f743534500f274ddf11ab1c910aae1020481865a36b799e1d67de2aaf3"}, + {file = "types_redis-4.6.0.10-py3-none-any.whl", hash = "sha256:00f003da884ec3d1d54633186b4cbd587b39782595c5603330cc46a51f9bcf6e"}, ] [package.dependencies] @@ -3437,7 +3438,7 @@ zstd = ["zstandard (>=0.18.0)"] name = "uvicorn" version = "0.23.2" description = "The lightning-fast ASGI server." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "uvicorn-0.23.2-py3-none-any.whl", hash = "sha256:1f9be6558f01239d4fdf22ef8126c39cb1ad0addf76c40e760549d2c2f43ab53"}, @@ -3463,7 +3464,7 @@ standard = ["colorama (>=0.4)", "httptools (>=0.5.0)", "python-dotenv (>=0.13)", name = "uvloop" version = "0.19.0" description = "Fast implementation of asyncio event loop on top of libuv" -optional = false +optional = true python-versions = ">=3.8.0" files = [ {file = "uvloop-0.19.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:de4313d7f575474c8f5a12e163f6d89c0a878bc49219641d49e6f1444369a90e"}, @@ -3507,7 +3508,7 @@ test = ["Cython (>=0.29.36,<0.30.0)", "aiohttp (==3.9.0b0)", "aiohttp (>=3.8.1)" name = "watchfiles" version = "0.21.0" description = "Simple, modern and high performance file watching and code reload in python." -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "watchfiles-0.21.0-cp310-cp310-macosx_10_7_x86_64.whl", hash = "sha256:27b4035013f1ea49c6c0b42d983133b136637a527e48c132d368eb19bf1ac6aa"}, @@ -3594,7 +3595,7 @@ anyio = ">=3.0.0" name = "websockets" version = "12.0" description = "An implementation of the WebSocket Protocol (RFC 6455 & 7692)" -optional = false +optional = true python-versions = ">=3.8" files = [ {file = "websockets-12.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:d554236b2a2006e0ce16315c16eaa0d628dab009c33b63ea03f41c6107958374"}, @@ -3890,13 +3891,15 @@ idna = ">=2.0" multidict = ">=4.0" [extras] -all = ["ctranslate2", "fastembed", "optimum", "sentence-transformers", "torch"] +all = ["ctranslate2", "fastapi", "fastembed", "optimum", "orjson", "prometheus-fastapi-instrumentator", "pydantic", "rich", "sentence-transformers", "torch", "typer", "uvicorn"] ct2 = ["ctranslate2", "sentence-transformers", "torch"] fastembed = ["fastembed"] +logging = ["rich"] optimum = ["optimum"] +server = ["fastapi", "orjson", "prometheus-fastapi-instrumentator", "pydantic", "rich", "typer", "uvicorn"] torch = ["sentence-transformers", "torch"] [metadata] lock-version = "2.0" python-versions = ">=3.10,<3.12" -content-hash = "11c93f67df7466778bcf55768f4c5e6ecd09c6da34012a68e1893a74c75435f1" +content-hash = "80f2b46330c48a28d42708348ac65d56f377a5ea5144f120200628e953d37c68" diff --git a/libs/infinity_emb/pyproject.toml b/libs/infinity_emb/pyproject.toml index b9470213..c9c4df13 100644 --- a/libs/infinity_emb/pyproject.toml +++ b/libs/infinity_emb/pyproject.toml @@ -9,20 +9,21 @@ packages = [{include = "infinity_emb"}] [tool.poetry.dependencies] python = ">=3.10,<3.12" -# webserver -fastapi = "^0.103.2" -pydantic = ">=2.4.2,<3" -orjson = "^3.9.8" -prometheus-fastapi-instrumentator = "^6.1.0" -uvicorn = {extras = ["standard"], version = "^0.23.2"} # basics -rich = "^13.6.0" -numpy = "^1" -typer = {extras = ["all"], version = "^0.9.0"} +numpy = ">=1.20.0" +pydantic = ">=2.4.0,<3" +# logging +rich = {version = "^13", optional=true} +# webserver-only +fastapi = {version = "^0.103.2", optional=true} +orjson = {version = ">=3.9.8,<4", optional=true} +prometheus-fastapi-instrumentator = {version = "^6.1.0", optional=true} +uvicorn = {extras = ["standard"], version = "^0.23.2", optional=true} +typer = {extras = ["all"], version = "^0.9.0", optional=true} # backend torch = {version = ">=2.0.0, !=2.0.1, !=2.1.0", optional=true} sentence-transformers = {version = "2.2.2", optional=true} -ctranslate2 = {version = "^3.20.0", optional=true} +ctranslate2 = {version = "^3.21.0", optional=true} optimum = {version = "^1.13.2", optional=true} fastembed = {version = "0.1.1", optional=true} @@ -56,7 +57,9 @@ ct2=["ctranslate2","sentence-transformers","torch"] optimum=["optimum"] fastembed=["fastembed"] torch=["sentence-transformers","torch"] -all=["ctranslate2","fastembed","optimum","sentence-transformers","torch"] +logging=["rich"] +server=["fastapi", "pydantic", "orjson", "prometheus-fastapi-instrumentator", "uvicorn", "typer","rich"] +all=["ctranslate2", "fastapi", "fastembed", "optimum", "orjson", "prometheus-fastapi-instrumentator", "pydantic", "rich", "sentence-transformers", "torch", "typer", "uvicorn"] [tool.pytest.ini_options] markers = [ diff --git a/libs/infinity_emb/tests/script_live.py b/libs/infinity_emb/tests/script_live.py index df10a1ed..47ee8eae 100644 --- a/libs/infinity_emb/tests/script_live.py +++ b/libs/infinity_emb/tests/script_live.py @@ -46,7 +46,7 @@ def remote(json_data: bytes, iters=1): print("Both methods provide the identical output.") print("Measuring latency via SentenceTransformers") - latency_st = timeit.timeit("local(sample, iters=5)", number=2, globals=locals()) + latency_st = timeit.timeit("local(sample, iters=1)", number=1, globals=locals()) print("SentenceTransformers latency: ", latency_st) model = None @@ -76,4 +76,4 @@ def _post(i): if __name__ == "__main__": - latency_single() + embedding_live_performance() diff --git a/libs/infinity_emb/tests/unit_test/test_infinity_server.py b/libs/infinity_emb/tests/unit_test/test_infinity_server.py index f46deab9..2a6e5da3 100644 --- a/libs/infinity_emb/tests/unit_test/test_infinity_server.py +++ b/libs/infinity_emb/tests/unit_test/test_infinity_server.py @@ -45,10 +45,27 @@ async def test_async_api_fastembed(): engine = AsyncEmbeddingEngine(engine=transformer.InferenceEngine.fastembed) async with engine: embeddings = np.array(await engine.embed(sentences)) + assert not engine.is_overloaded() assert embeddings.shape[0] == 2 assert embeddings.shape[1] >= 10 +@pytest.mark.anyio +async def test_async_api_failing(): + sentences = ["Hi", "how"] + engine = AsyncEmbeddingEngine() + with pytest.raises(ValueError): + await engine.embed(sentences) + + await engine.astart() + assert not engine.is_overloaded() + assert engine.overload_status() + + with pytest.raises(ValueError): + await engine.astart() + await engine.astop() + + def test_cli_help(): log = subprocess.run(["infinity_emb", "--help"]) assert log.returncode == 0