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Can't launch OpenAI API server on newly installed vLLM in Docker - fastchat not found #537
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OK yes it must be recent commits in FastChat that broke it. I can fix the error by manually rolling FastChat back to an earlier commit, with:
So my Dockerfile is now:
Now it seems to work fine. |
This should be the requirement issue, LLaMA requires transformers version >= 4.30.0 and LLaMA-2 requires >= 4.31.0, while FastChat requires >= 4.28.0 < 4.29.0. so when you update install vLLM it will uninstall FastChat because of the requirement conflict. |
@TheBloke I do exactly the same as you and when I use the api to do inference it raises an error: "openai.error.APIConnectionError: Error communicating with OpenAI: HTTPConnectionPool(host='localhost', port=8888): Max retries exceeded with url: /v1/completions (Caused by NewConnectionError('<urllib3.connection.HTTPConnection object at 0x7fe7d8208df0>: Failed to establish a new connection: [Errno 111] Connection refused'))" |
The transformers version in fastchat has been updated lm-sys/FastChat#2016. |
Thank you! |
@TheBloke run the opt 125M model takes 21GB on RTX 6000 gpu, I think it doesn't make sense, do you see the same situation ? |
Hi
I have a Docker container that I created for vLLM. I built it a few days ago and it worked fine. Today I rebuilt it to get the latest code changes, and now it's failing to launch the OpenAI server. SSHing in to the docker and running the launch command directly shows the following error:
However I can launch the non-API server fine:
Output of `pip freeze`
My Dockerfile
And finally here is the log from the creation of the Docker container:
docker build log
#1 [internal] load build definition from Dockerfile
#1 transferring dockerfile: 2.67kB done
#1 DONE 0.0s
#2 [internal] load .dockerignore
#2 transferring context: 2B done
#2 DONE 0.0s
#3 [internal] load metadata for docker.io/nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04
#3 ...
#4 [auth] nvidia/cuda:pull token for registry-1.docker.io
#4 DONE 0.0s
#3 [internal] load metadata for docker.io/nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04
#3 DONE 0.7s
#5 [ 1/17] FROM docker.io/nvidia/cuda:11.8.0-cudnn8-devel-ubuntu22.04@sha256:b856c89aa26c1dc1b56c834a66b44c527a298325173c87291486fc100ceedb6e
#5 DONE 0.0s
#6 [ 2/17] RUN apt-get update -y && apt-get install -y python3 python3-pip python3-venv && apt-get install -y --no-install-recommends openssh-server openssh-client git git-lfs && python3 -m pip install --upgrade pip && apt-get install -y --no-install-recommends zsh sudo wget tmux nvtop vim neovim curl rsync less && apt-get clean && rm -rf /var/lib/apt/lists/*
#6 CACHED
#7 [ 3/17] RUN useradd -m -u 1000 vllm && chsh -s /usr/bin/zsh vllm && mkdir -p "/workspace" && chown vllm:vllm "/workspace" && usermod -aG sudo vllm && echo "vllm ALL=(ALL) NOPASSWD:ALL" > /etc/sudoers.d/90-docker-users
#7 CACHED
#8 [ 4/17] WORKDIR /home/vllm
#8 CACHED
#9 [internal] load build context
#9 transferring context: 444B 0.0s done
#9 DONE 0.0s
#10 [ 5/17] RUN git clone https://github.com/vllm-project/vllm.git && cd vllm && pip3 install -e . && pip3 cache purge
#10 0.321 Cloning into 'vllm'...
#10 2.377 Defaulting to user installation because normal site-packages is not writeable
#10 2.419 Obtaining file:///home/vllm/vllm
#10 2.423 Installing build dependencies: started
#10 90.29 Installing build dependencies: still running...
#10 90.75 Installing build dependencies: finished with status 'done'
#10 90.75 Checking if build backend supports build_editable: started
#10 90.97 Checking if build backend supports build_editable: finished with status 'done'
#10 90.97 Getting requirements to build editable: started
#10 93.48 Getting requirements to build editable: finished with status 'done'
#10 93.49 Preparing editable metadata (pyproject.toml): started
#10 96.08 Preparing editable metadata (pyproject.toml): finished with status 'done'
#10 96.47 Collecting ninja (from vllm==0.1.2)
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#10 125.6 Collecting wandb (from fschat->vllm==0.1.2)
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#10 129.0 Collecting pandas (from gradio==3.23->fschat->vllm==0.1.2)
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#10 129.9 Collecting semantic-version (from gradio==3.23->fschat->vllm==0.1.2)
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#10 130.2 Collecting websockets>=10.0 (from gradio==3.23->fschat->vllm==0.1.2)
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#10 130.3 Collecting h11>=0.8 (from uvicorn->vllm==0.1.2)
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#10 130.6 Collecting wcwidth (from prompt-toolkit>=3.0.0->fschat->vllm==0.1.2)
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#10 487.5 Installing collected packages: wcwidth, tokenizers, sentencepiece, safetensors, pytz, pydub, pathtools, ninja, msgpack, mpmath, lit, ffmpy, cmake, appdirs, websockets, urllib3, uc-micro-py, tzdata, typing-extensions, tqdm, toolz, sympy, svgwrite, sniffio, smmap, six, shortuuid, setproctitle, semantic-version, rpds-py, regex, pyyaml, python-multipart, pyparsing, pygments, psutil, protobuf, prompt-toolkit, pillow, packaging, orjson, nvidia-nvtx-cu11, nvidia-nccl-cu11, nvidia-cusparse-cu11, nvidia-curand-cu11, nvidia-cufft-cu11, nvidia-cuda-runtime-cu11, nvidia-cuda-nvrtc-cu11, nvidia-cuda-cupti-cu11, nvidia-cublas-cu11, numpy, networkx, mypy-extensions, multidict, mdurl, markupsafe, markdown2, kiwisolver, idna, h11, grpcio, fsspec, frozenlist, fonttools, filelock, exceptiongroup, cycler, click, charset-normalizer, certifi, attrs, async-timeout, aiofiles, yarl, wavedrom, uvicorn, typing-inspect, sentry-sdk, requests, referencing, python-dateutil, pydantic, nvidia-cusolver-cu11, nvidia-cudnn-cu11, markdown-it-py, linkify-it-py, jinja2, gitdb, docker-pycreds, contourpy, anyio, aiosignal, starlette, rich, pyre-extensions, pandas, mdit-py-plugins, matplotlib, jsonschema-specifications, huggingface-hub, httpcore, GitPython, aiohttp, wandb, transformers, jsonschema, httpx, fastapi, ray, altair, gradio, triton, torch, accelerate, xformers, fschat, vllm
#10 542.4 Successfully installed GitPython-3.1.32 accelerate-0.21.0 aiofiles-23.1.0 aiohttp-3.8.5 aiosignal-1.3.1 altair-5.0.1 anyio-3.7.1 appdirs-1.4.4 async-timeout-4.0.2 attrs-23.1.0 certifi-2023.5.7 charset-normalizer-3.2.0 click-8.1.6 cmake-3.27.0 contourpy-1.1.0 cycler-0.11.0 docker-pycreds-0.4.0 exceptiongroup-1.1.2 fastapi-0.100.0 ffmpy-0.3.1 filelock-3.12.2 fonttools-4.41.0 frozenlist-1.4.0 fschat-0.2.3 fsspec-2023.6.0 gitdb-4.0.10 gradio-3.23.0 grpcio-1.51.3 h11-0.14.0 httpcore-0.17.3 httpx-0.24.1 huggingface-hub-0.16.4 idna-3.4 jinja2-3.1.2 jsonschema-4.18.4 jsonschema-specifications-2023.7.1 kiwisolver-1.4.4 linkify-it-py-2.0.2 lit-16.0.6 markdown-it-py-2.2.0 markdown2-2.4.9 markupsafe-2.1.3 matplotlib-3.7.2 mdit-py-plugins-0.3.3 mdurl-0.1.2 mpmath-1.3.0 msgpack-1.0.5 multidict-6.0.4 mypy-extensions-1.0.0 networkx-3.1 ninja-1.11.1 numpy-1.25.1 nvidia-cublas-cu11-11.10.3.66 nvidia-cuda-cupti-cu11-11.7.101 nvidia-cuda-nvrtc-cu11-11.7.99 nvidia-cuda-runtime-cu11-11.7.99 nvidia-cudnn-cu11-8.5.0.96 nvidia-cufft-cu11-10.9.0.58 nvidia-curand-cu11-10.2.10.91 nvidia-cusolver-cu11-11.4.0.1 nvidia-cusparse-cu11-11.7.4.91 nvidia-nccl-cu11-2.14.3 nvidia-nvtx-cu11-11.7.91 orjson-3.9.2 packaging-23.1 pandas-2.0.3 pathtools-0.1.2 pillow-10.0.0 prompt-toolkit-3.0.39 protobuf-4.23.4 psutil-5.9.5 pydantic-1.10.11 pydub-0.25.1 pygments-2.15.1 pyparsing-3.0.9 pyre-extensions-0.0.29 python-dateutil-2.8.2 python-multipart-0.0.6 pytz-2023.3 pyyaml-6.0.1 ray-2.5.1 referencing-0.30.0 regex-2023.6.3 requests-2.31.0 rich-13.4.2 rpds-py-0.9.2 safetensors-0.3.1 semantic-version-2.10.0 sentencepiece-0.1.99 sentry-sdk-1.28.1 setproctitle-1.3.2 shortuuid-1.0.11 six-1.16.0 smmap-5.0.0 sniffio-1.3.0 starlette-0.27.0 svgwrite-1.4.3 sympy-1.12 tokenizers-0.13.3 toolz-0.12.0 torch-2.0.1 tqdm-4.65.0 transformers-4.31.0 triton-2.0.0 typing-extensions-4.7.1 typing-inspect-0.9.0 tzdata-2023.3 uc-micro-py-1.0.2 urllib3-2.0.4 uvicorn-0.23.1 vllm-0.1.2 wandb-0.15.5 wavedrom-2.0.3.post3 wcwidth-0.2.6 websockets-11.0.3 xformers-0.0.20 yarl-1.9.2
#10 544.6 Files removed: 328
#10 DONE 546.1s
This has really confused me because this was working fine until recently, and I can't see any commits in vLLM that look like they should affect this. Unless it's a change in FastChat that's broken it?
Thanks in advance for any help.
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