From 94397c2923a410c4578051bd39f0119902f3e870 Mon Sep 17 00:00:00 2001 From: Avram Tudor Date: Fri, 4 Oct 2024 14:25:59 +0300 Subject: [PATCH] feat: switch to using vllm (#103) * when cuda is not available, we are still using llama.cpp as a fallback Co-authored-by: Avram Tudor --- Dockerfile | 19 +- poetry.lock | 2626 +++++++++++++++---- pyproject.toml | 11 +- requirements.txt | 95 +- run.sh | 14 +- skynet/env.py | 4 +- skynet/modules/stt/streaming_whisper/cfg.py | 9 +- skynet/modules/ttt/openai_api/app.py | 45 +- skynet/modules/ttt/summaries/processor.py | 4 +- skynet/modules/ttt/summaries/v1/models.py | 4 +- skynet/utils.py | 9 + 11 files changed, 2315 insertions(+), 525 deletions(-) diff --git a/Dockerfile b/Dockerfile index 3fe6002..6fd3f5d 100644 --- a/Dockerfile +++ b/Dockerfile @@ -15,20 +15,8 @@ COPY docker/rootfs/ / RUN \ apt-dpkg-wrap apt-key adv --keyserver hkp://keyserver.ubuntu.com:80 --recv-keys F23C5A6CF475977595C89F51BA6932366A755776 && \ apt-dpkg-wrap apt-get update && \ - apt-dpkg-wrap apt-get install -y wget build-essential libcurl4-openssl-dev python3.11 python3.11-venv - -RUN \ - wget -nv -O cmake.sh https://github.com/Kitware/CMake/releases/download/v3.29.3/cmake-3.29.3-linux-x86_64.sh && \ - sh cmake.sh --skip-license --prefix=/usr/local && \ - rm cmake.sh - -COPY llama.cpp llama.cpp -RUN \ - cd llama.cpp && \ - rm -rf build && \ - cmake -B build -DCMAKE_BUILD_TYPE=RelWithDebInfo -DGGML_CUDA=ON -DGGML_NATIVE=OFF -DBUILD_SHARED_LIBS=OFF && \ - cmake --build build --target llama-server -j`getconf _NPROCESSORS_ONLN` && \ - ldd build/bin/llama-server + apt-dpkg-wrap apt-get install -y build-essential libcurl4-openssl-dev python3.11 python3.11-venv && \ + apt-cleanup COPY requirements.txt /app/ @@ -66,9 +54,6 @@ RUN \ # Copy virtual environment COPY --chown=jitsi:jitsi --from=builder /app/.venv /app/.venv -COPY --chown=jitsi:jitsi --from=builder /llama.cpp/build/bin /app/llama.cpp - -RUN ldd /app/llama.cpp/llama-server # Copy application files COPY --chown=jitsi:jitsi /skynet /app/skynet/ diff --git a/poetry.lock b/poetry.lock index d39328b..d03b5ea 100644 --- a/poetry.lock +++ b/poetry.lock @@ -1,4 +1,4 @@ -# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand. [[package]] name = "aiofiles" @@ -133,13 +133,13 @@ files = [ [[package]] name = "anyio" -version = "4.5.0" +version = "4.6.0" description = "High level compatibility layer for multiple asynchronous event loop implementations" optional = false -python-versions = ">=3.8" +python-versions = ">=3.9" files = [ - {file = "anyio-4.5.0-py3-none-any.whl", hash = "sha256:fdeb095b7cc5a5563175eedd926ec4ae55413bb4be5770c424af0ba46ccb4a78"}, - {file = "anyio-4.5.0.tar.gz", hash = "sha256:c5a275fe5ca0afd788001f58fca1e69e29ce706d746e317d660e21f70c530ef9"}, + {file = "anyio-4.6.0-py3-none-any.whl", hash = "sha256:c7d2e9d63e31599eeb636c8c5c03a7e108d73b345f064f1c19fdc87b79036a9a"}, + {file = "anyio-4.6.0.tar.gz", hash = "sha256:137b4559cbb034c477165047febb6ff83f390fc3b20bf181c1fc0a728cb8beeb"}, ] [package.dependencies] @@ -307,17 +307,17 @@ uvloop = ["uvloop (>=0.15.2)"] [[package]] name = "boto3" -version = "1.35.23" +version = "1.35.27" description = "The AWS SDK for Python" optional = false python-versions = ">=3.8" files = [ - {file = "boto3-1.35.23-py3-none-any.whl", hash = "sha256:ecba4362f82e23ef775c72b3e6fdef3ef68443629b79e88886d5088302ffc050"}, - {file = "boto3-1.35.23.tar.gz", hash = "sha256:3fbf1d5b749c92ed43aa190650979dff9f83790a42522e1e9eefa54c8e44bc4b"}, + {file = "boto3-1.35.27-py3-none-any.whl", hash = "sha256:3da139ca038032e92086e26d23833b557f0c257520162bfd3d6f580bf8032c86"}, + {file = "boto3-1.35.27.tar.gz", hash = "sha256:10d0fe15670b83a3f26572ab20d9152a064cee4c54b5ea9a1eeb1f0c3b807a7b"}, ] [package.dependencies] -botocore = ">=1.35.23,<1.36.0" +botocore = ">=1.35.27,<1.36.0" jmespath = ">=0.7.1,<2.0.0" s3transfer = ">=0.10.0,<0.11.0" @@ -326,13 +326,13 @@ crt = ["botocore[crt] (>=1.21.0,<2.0a0)"] [[package]] name = "botocore" -version = "1.35.23" +version = "1.35.27" description = "Low-level, data-driven core of boto 3." optional = false python-versions = ">=3.8" files = [ - {file = "botocore-1.35.23-py3-none-any.whl", hash = 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python_version >= "3.11" and python_version < "3.12" +mistral-common==1.4.4 ; python_version >= "3.11" and python_version < "3.12" mpmath==1.3.0 ; python_version >= "3.11" and python_version < "3.12" +msgpack==1.1.0 ; python_version >= "3.11" and python_version < "3.12" +msgspec==0.18.6 ; python_version >= "3.11" and python_version < "3.12" multidict==6.1.0 ; python_version >= "3.11" and python_version < "3.12" +multiprocess==0.70.15 ; python_version >= "3.11" and python_version < "3.12" natsort==8.4.0 ; python_version >= "3.11" and python_version < "3.12" +nest-asyncio==1.6.0 ; python_version >= "3.11" and python_version < "3.12" networkx==3.3 ; python_version >= "3.11" and python_version < "3.12" +numba==0.60.0 ; python_version >= "3.11" and python_version < "3.12" numpy==1.26.4 ; python_version >= "3.11" and python_version < "3.12" +nvidia-cublas-cu12==12.1.3.1 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-cuda-cupti-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-cuda-nvrtc-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-cuda-runtime-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-cudnn-cu12==9.1.0.70 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-cufft-cu12==11.0.2.54 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-curand-cu12==10.3.2.106 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-cusolver-cu12==11.4.5.107 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-cusparse-cu12==12.1.0.106 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-ml-py==12.560.30 ; python_version >= "3.11" and python_version < "3.12" +nvidia-nccl-cu12==2.20.5 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-nvjitlink-cu12==12.6.68 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +nvidia-nvtx-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" onnxruntime==1.19.2 ; python_version >= "3.11" and python_version < "3.12" -openai==1.46.1 ; python_version >= "3.11" and python_version < "3.12" +openai==1.48.0 ; python_version >= "3.11" and python_version < "3.12" orjson==3.10.7 ; python_version >= "3.11" and python_version < "3.12" +outlines==0.0.46 ; python_version >= "3.11" and python_version < "3.12" packaging==24.1 ; python_version >= "3.11" and python_version < "3.12" -prometheus-client==0.19.0 ; python_version >= "3.11" and python_version < "3.12" -prometheus-fastapi-instrumentator==6.1.0 ; python_version >= "3.11" and python_version < "3.12" +pandas==2.2.3 ; python_version >= "3.11" and python_version < "3.12" +partial-json-parser==0.2.1.1.post4 ; python_version >= "3.11" and python_version < "3.12" +pillow==10.4.0 ; python_version >= "3.11" and python_version < "3.12" +prometheus-client==0.20.0 ; python_version >= "3.11" and python_version < "3.12" +prometheus-fastapi-instrumentator==7.0.0 ; python_version >= "3.11" and python_version < "3.12" protobuf==5.28.2 ; python_version >= "3.11" and python_version < "3.12" +psutil==6.0.0 ; python_version >= "3.11" and python_version < "3.12" +py-cpuinfo==9.0.0 ; python_version >= "3.11" and python_version < "3.12" +pyairports==2.1.1 ; python_version >= "3.11" and python_version < "3.12" +pyarrow==17.0.0 ; python_version >= "3.11" and python_version < "3.12" pybase64==1.4.0 ; python_version >= "3.11" and python_version < "3.12" -pycparser==2.22 ; python_version >= "3.11" and python_version < "3.12" and platform_python_implementation != "PyPy" +pycountry==24.6.1 ; python_version >= "3.11" and python_version < "3.12" +pycparser==2.22 ; python_version >= "3.11" and python_version < "3.12" and (platform_python_implementation != "PyPy" or implementation_name == "pypy") pydantic-core==2.23.4 ; python_version >= "3.11" and python_version < "3.12" pydantic==2.9.2 ; python_version >= "3.11" and python_version < "3.12" pyjwt[crypto]==2.9.0 ; python_version >= "3.11" and python_version < "3.12" pyreadline3==3.5.4 ; sys_platform == "win32" and python_version >= "3.11" and python_version < "3.12" python-dateutil==2.9.0.post0 ; python_version >= "3.11" and python_version < "3.12" python-dotenv==1.0.1 ; python_version >= "3.11" and python_version < "3.12" +pytz==2024.2 ; python_version >= "3.11" and python_version < "3.12" pyyaml==6.0.2 ; python_version >= "3.11" and python_version < "3.12" +pyzmq==26.2.0 ; python_version >= "3.11" and python_version < "3.12" +ray==2.37.0 ; python_version >= "3.11" and python_version < "3.12" redis==5.0.1 ; python_version >= "3.11" and python_version < "3.12" +referencing==0.35.1 ; python_version >= "3.11" and python_version < "3.12" regex==2024.9.11 ; python_version >= "3.11" and python_version < "3.12" requests==2.32.3 ; python_version >= "3.11" and python_version < "3.12" +rpds-py==0.20.0 ; python_version >= "3.11" and python_version < "3.12" s3transfer==0.10.2 ; python_version >= "3.11" and python_version < "3.12" +safetensors==0.4.5 ; python_version >= "3.11" and python_version < "3.12" +sentencepiece==0.2.0 ; python_version >= "3.11" and python_version < "3.12" setuptools==75.1.0 ; python_version >= "3.11" and python_version < "3.12" six==1.16.0 ; python_version >= "3.11" and python_version < "3.12" sniffio==1.3.1 ; python_version >= "3.11" and python_version < "3.12" sqlalchemy==2.0.35 ; python_version >= "3.11" and python_version < "3.12" -starlette==0.35.1 ; python_version >= "3.11" and python_version < "3.12" +starlette==0.38.6 ; python_version >= "3.11" and python_version < "3.12" sympy==1.13.3 ; python_version >= "3.11" and python_version < "3.12" tenacity==8.5.0 ; python_version >= "3.11" and python_version < "3.12" tiktoken==0.7.0 ; python_version >= "3.11" and python_version < "3.12" tokenizers==0.20.0 ; python_version >= "3.11" and python_version < "3.12" -torch==2.0.1 ; python_version >= "3.11" and python_version < "3.12" -torchaudio==2.0.2 ; python_version >= "3.11" and python_version < "3.12" +torch==2.4.0 ; python_version >= "3.11" and python_version < "3.12" +torchaudio==2.4.0 ; python_version >= "3.11" and python_version < "3.12" +torchvision==0.19.0 ; python_version >= "3.11" and python_version < "3.12" tqdm==4.66.5 ; python_version >= "3.11" and python_version < "3.12" +transformers==4.45.1 ; python_version >= "3.11" and python_version < "3.12" +triton==3.0.0 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version < "3.12" and python_version >= "3.11" typing-extensions==4.12.2 ; python_version >= "3.11" and python_version < "3.12" +tzdata==2024.2 ; python_version >= "3.11" and python_version < "3.12" urllib3==2.2.3 ; python_version >= "3.11" and python_version < "3.12" uuid6==2024.7.10 ; python_version >= "3.11" and python_version < "3.12" uvicorn[standard]==0.29.0 ; python_version >= "3.11" and python_version < "3.12" uvloop==0.20.0 ; (sys_platform != "win32" and sys_platform != "cygwin") and platform_python_implementation != "PyPy" and python_version >= "3.11" and python_version < "3.12" +vllm==0.6.2 ; python_version >= "3.11" and python_version < "3.12" watchfiles==0.24.0 ; python_version >= "3.11" and python_version < "3.12" -websockets==13.0.1 ; python_version >= "3.11" and python_version < "3.12" -yarl==1.11.1 ; python_version >= "3.11" and python_version < "3.12" +websockets==13.1 ; python_version >= "3.11" and python_version < "3.12" +xformers==0.0.27.post2 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.11" and python_version < "3.12" +xxhash==3.5.0 ; python_version >= "3.11" and python_version < "3.12" +yarl==1.12.1 ; python_version >= "3.11" and python_version < "3.12" +zipp==3.20.2 ; python_version >= "3.11" and python_version < "3.12" diff --git a/run.sh b/run.sh index 4d9967f..975d0cc 100755 --- a/run.sh +++ b/run.sh @@ -1,7 +1,13 @@ #!/bin/sh -cd llama.cpp -make llama-server -cd .. -export LLAMA_N_CTX=32000 +if nvcc --version +then + export CUDA_VISIBLE_DEVICES=0 +else + cd llama.cpp + make llama-server + cd .. +fi + +export LLAMA_N_CTX=8192 poetry run python -m uvicorn skynet.main:app --reload diff --git a/skynet/env.py b/skynet/env.py index 13fbd5c..e140630 100644 --- a/skynet/env.py +++ b/skynet/env.py @@ -35,7 +35,8 @@ def tobool(val: str | None): azure_openai_api_version = os.environ.get('AZURE_OPENAI_API_VERSION', '2024-02-01') # openai api -openai_api_server_path = os.environ.get('OPENAI_API_SERVER_PATH', '/app/llama.cpp/llama-server') +llama_cpp_server_path = os.environ.get('LLAMA_CPP_SERVER_PATH', './llama.cpp/llama-server') +vllm_server_path = os.environ.get('VLLM_SERVER_PATH', 'vllm.entrypoints.openai.api_server') openai_api_server_port = int(os.environ.get('OPENAI_API_SERVER_PORT', 8003)) openai_api_base_url = os.environ.get('OPENAI_API_BASE_URL', f'http://localhost:{openai_api_server_port}') @@ -87,7 +88,6 @@ def tobool(val: str | None): job_timeout = int(os.environ.get('JOB_TIMEOUT', 60 * 5)) # 5 minutes default # summaries -summary_default_hint_type = os.environ.get('SUMMARY_DEFAULT_HINT_TYPE', 'text') summary_minimum_payload_length = int(os.environ.get('SUMMARY_MINIMUM_PAYLOAD_LENGTH', 100)) # monitoring diff --git a/skynet/modules/stt/streaming_whisper/cfg.py b/skynet/modules/stt/streaming_whisper/cfg.py index 8eec9b6..ee4d17a 100644 --- a/skynet/modules/stt/streaming_whisper/cfg.py +++ b/skynet/modules/stt/streaming_whisper/cfg.py @@ -6,18 +6,11 @@ from skynet.env import whisper_compute_type, whisper_device, whisper_gpu_indices, whisper_model_name, whisper_model_path from skynet.logs import get_logger from skynet.modules.stt.streaming_whisper.utils import vad_utils as vad +from skynet.utils import get_device log = get_logger(__name__) -def get_device() -> str: - if torch.cuda.is_available(): - log.debug('CUDA device found.') - return 'cuda' - log.warning('No CUDA device found, defaulting to CPU.') - return 'cpu' - - vad_model = vad.init_jit_model(f'{os.getcwd()}/skynet/modules/stt/streaming_whisper/models/vad/silero_vad.jit') device = whisper_device if whisper_device != 'auto' else get_device() diff --git a/skynet/modules/ttt/openai_api/app.py b/skynet/modules/ttt/openai_api/app.py index ab18502..8505775 100644 --- a/skynet/modules/ttt/openai_api/app.py +++ b/skynet/modules/ttt/openai_api/app.py @@ -2,18 +2,21 @@ from skynet import http_client from skynet.env import ( + llama_cpp_server_path, llama_n_batch, llama_n_ctx, llama_n_gpu_layers, llama_path, openai_api_base_url, - openai_api_server_path, openai_api_server_port, + vllm_server_path, ) from skynet.logs import get_logger from skynet.modules.monitoring import OPENAI_API_RESTART_COUNTER +from skynet.utils import get_device proc = None +use_vllm = get_device() == 'cuda' log = get_logger(__name__) @@ -23,16 +26,28 @@ def initialize(): global proc - proc = subprocess.Popen( - f'{openai_api_server_path} \ - --batch-size {llama_n_batch} \ - --ctx-size {llama_n_ctx} \ - --flash-attn \ - --model {llama_path} \ - --n-gpu-layers {llama_n_gpu_layers} \ - --port {openai_api_server_port}'.split(), - shell=False, - ) + if use_vllm: + openai_api_server_path = vllm_server_path + proc = subprocess.Popen( + f'python -m {openai_api_server_path} \ + --model {llama_path} \ + --gpu_memory_utilization 0.95 \ + --max-model-len {llama_n_ctx} \ + --port {openai_api_server_port}'.split(), + shell=False, + ) + else: + openai_api_server_path = llama_cpp_server_path + proc = subprocess.Popen( + f'{openai_api_server_path} \ + --batch-size {llama_n_batch} \ + --ctx-size {llama_n_ctx} \ + --flash-attn \ + --model {llama_path} \ + --n-gpu-layers {llama_n_gpu_layers} \ + --port {openai_api_server_port}'.split(), + shell=False, + ) if proc.poll() is not None: log.error(f'Failed to start OpenAI API server from {openai_api_server_path}') @@ -41,14 +56,10 @@ def initialize(): async def is_ready(): - # https://github.com/ggerganov/llama.cpp/blob/master/examples/server/README.md#get-health-returns-heath-check-result try: - response = await http_client.get(f'{openai_api_base_url}/health') - - if response.get('error'): - return False + await http_client.get(f'{openai_api_base_url}/health', 'text' if use_vllm else 'json') - return response.get('status') == 'ok' + return True except Exception: return False diff --git a/skynet/modules/ttt/summaries/processor.py b/skynet/modules/ttt/summaries/processor.py index 908df1a..861128d 100644 --- a/skynet/modules/ttt/summaries/processor.py +++ b/skynet/modules/ttt/summaries/processor.py @@ -4,7 +4,7 @@ from langchain_core.documents import Document from langchain_openai import AzureChatOpenAI, ChatOpenAI -from skynet.env import app_uuid, azure_openai_api_version, llama_n_ctx, openai_api_base_url +from skynet.env import app_uuid, azure_openai_api_version, llama_n_ctx, llama_path, openai_api_base_url from skynet.logs import get_logger from .prompts.action_items import action_items_conversation, action_items_emails, action_items_text @@ -33,9 +33,11 @@ def initialize(): global llm llm = ChatOpenAI( + model=llama_path, api_key='placeholder', # use a placeholder value to bypass validation, and allow the custom base url to be used base_url=f'{openai_api_base_url}/v1', default_headers={"X-Skynet-UUID": app_uuid}, + frequency_penalty=1, max_retries=0, temperature=0, ) diff --git a/skynet/modules/ttt/summaries/v1/models.py b/skynet/modules/ttt/summaries/v1/models.py index 403a0bd..a8fe89b 100644 --- a/skynet/modules/ttt/summaries/v1/models.py +++ b/skynet/modules/ttt/summaries/v1/models.py @@ -3,8 +3,6 @@ from pydantic import BaseModel, computed_field, Field -from skynet.env import summary_default_hint_type - class HintType(Enum): CONVERSATION = 'conversation' @@ -14,7 +12,7 @@ class HintType(Enum): class DocumentPayload(BaseModel): text: str - hint: HintType = summary_default_hint_type + hint: HintType = HintType.TEXT prompt: str | None = None model_config = { diff --git a/skynet/utils.py b/skynet/utils.py index 821a954..e8b55bd 100644 --- a/skynet/utils.py +++ b/skynet/utils.py @@ -1,3 +1,4 @@ +import torch import uvicorn from fastapi import APIRouter, Depends, FastAPI from fastapi.middleware.cors import CORSMiddleware @@ -46,3 +47,11 @@ async def create_webserver(app, port): ) server = uvicorn.Server(server_config) await server.serve() + + +def get_device() -> str: + if torch.cuda.is_available(): + log.debug('CUDA device found.') + return 'cuda' + log.warning('No CUDA device found, defaulting to CPU.') + return 'cpu'