diff --git a/Dockerfile b/Dockerfile index 90c9a7dfc7f..d7904636612 100644 --- a/Dockerfile +++ b/Dockerfile @@ -37,10 +37,10 @@ RUN cargo build --release # Python builder # Adapted from: https://github.com/pytorch/pytorch/blob/master/Dockerfile -FROM debian:bullseye-slim as pytorch-install +FROM debian:bullseye-slim as conda-install ARG PYTORCH_VERSION=2.1.0 -ARG PYTHON_VERSION=3.9 +ARG PYTHON_VERSION=3.10 # Keep in sync with `server/pyproject.toml ARG CUDA_VERSION=12.1 ARG MAMBA_VERSION=23.1.0-1 @@ -70,23 +70,35 @@ RUN chmod +x ~/mambaforge.sh && \ bash ~/mambaforge.sh -b -p /opt/conda && \ rm ~/mambaforge.sh +FROM conda-install as pytorch-install + # Install pytorch # On arm64 we exit with an error code RUN case ${TARGETPLATFORM} in \ "linux/arm64") exit 1 ;; \ *) /opt/conda/bin/conda update -y conda && \ - /opt/conda/bin/conda install -c "${INSTALL_CHANNEL}" -c "${CUDA_CHANNEL}" -y "python=${PYTHON_VERSION}" pytorch==$PYTORCH_VERSION "pytorch-cuda=$(echo $CUDA_VERSION | cut -d'.' -f 1-2)" ;; \ + /opt/conda/bin/conda install -c "${INSTALL_CHANNEL}" -c "${CUDA_CHANNEL}" -y "python=${PYTHON_VERSION}" pytorch==$PYTORCH_VERSION "pytorch-cuda=${CUDA_VERSION}" ;; \ esac && \ /opt/conda/bin/conda clean -ya # CUDA kernels builder image -FROM pytorch-install as kernel-builder +FROM conda-install as kernel-builder RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ ninja-build \ && rm -rf /var/lib/apt/lists/* -RUN /opt/conda/bin/conda install -c "nvidia/label/cuda-11.8.0" cuda==11.8 && \ +# FIXME: for some reason if we install cuda after, some libs are not properly linked... +RUN /opt/conda/bin/conda install -c "nvidia/label/cuda-12.1.0" cuda && \ + /opt/conda/bin/conda clean -ya + +# Install pytorch +# On arm64 we exit with an error code +RUN case ${TARGETPLATFORM} in \ + "linux/arm64") exit 1 ;; \ + *) /opt/conda/bin/conda update -y conda && \ + /opt/conda/bin/conda install -c "${INSTALL_CHANNEL}" -c "${CUDA_CHANNEL}" -y "python=${PYTHON_VERSION}" pytorch==$PYTORCH_VERSION "pytorch-cuda=${CUDA_VERSION}" ;; \ + esac && \ /opt/conda/bin/conda clean -ya # Build Flash Attention CUDA kernels @@ -172,24 +184,24 @@ RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-ins COPY --from=pytorch-install /opt/conda /opt/conda # Copy build artifacts from flash attention builder -COPY --from=flash-att-builder /usr/src/flash-attention/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages -COPY --from=flash-att-builder /usr/src/flash-attention/csrc/layer_norm/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages -COPY --from=flash-att-builder /usr/src/flash-attention/csrc/rotary/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=flash-att-builder /usr/src/flash-attention/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages +COPY --from=flash-att-builder /usr/src/flash-attention/csrc/layer_norm/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages +COPY --from=flash-att-builder /usr/src/flash-attention/csrc/rotary/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages # Copy build artifacts from flash attention v2 builder -COPY --from=flash-att-v2-builder /usr/src/flash-attention-v2/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=flash-att-v2-builder /usr/src/flash-attention-v2/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages # Copy build artifacts from custom kernels builder -COPY --from=custom-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=custom-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages # Copy build artifacts from exllama kernels builder -COPY --from=exllama-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=exllama-kernels-builder /usr/src/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages # Copy build artifacts from awq kernels builder -COPY --from=awq-kernels-builder /usr/src/llm-awq/awq/kernels/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=awq-kernels-builder /usr/src/llm-awq/awq/kernels/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages # Copy build artifacts from eetq kernels builder -COPY --from=eetq-kernels-builder /usr/src/eetq/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=eetq-kernels-builder /usr/src/eetq/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages # Copy builds artifacts from vllm builder -COPY --from=vllm-builder /usr/src/vllm/build/lib.linux-x86_64-cpython-39 /opt/conda/lib/python3.9/site-packages +COPY --from=vllm-builder /usr/src/vllm/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.9/site-packages # Install flash-attention dependencies RUN pip install einops --no-cache-dir diff --git a/server/Makefile b/server/Makefile index 7ba4aed4075..c521460e3db 100644 --- a/server/Makefile +++ b/server/Makefile @@ -18,7 +18,7 @@ gen-server: install-torch: # Install specific version of torch - pip install torch==2.1.0 --extra-index-url https://download.pytorch.org/whl/cu118 --no-cache-dir + pip install torch==2.1.0 --extra-index-url https://download.pytorch.org/whl/cu121 --no-cache-dir install: gen-server install-torch pip install pip --upgrade diff --git a/server/poetry.lock b/server/poetry.lock index c768fe0a894..b8af18726e3 100644 --- a/server/poetry.lock +++ b/server/poetry.lock @@ -30,111 +30,99 @@ testing = ["datasets", "deepspeed", "evaluate", "parameterized", "pytest", "pyte [[package]] name = "aiohttp" -version = "3.8.6" +version = "3.9.0" description = "Async http client/server framework 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a/server/requirements.txt +++ b/server/requirements.txt @@ -1,28 +1,28 @@ accelerate==0.20.3 ; python_version >= "3.9" and python_version < "3.13" -aiohttp==3.8.6 ; python_version >= "3.9" and python_version < "3.13" +aiohttp==3.9.0 ; python_version >= "3.9" and python_version < "3.13" aiosignal==1.3.1 ; python_version >= "3.9" and python_version < "3.13" -async-timeout==4.0.3 ; python_version >= "3.9" and python_version < "3.13" +async-timeout==4.0.3 ; python_version >= "3.9" and python_version < "3.11" attrs==23.1.0 ; python_version >= "3.9" and python_version < "3.13" backoff==2.2.1 ; python_version >= "3.9" and python_version < "3.13" -bitsandbytes==0.41.1 ; python_version >= "3.9" and python_version < "3.13" -certifi==2023.7.22 ; python_version >= "3.9" and python_version < "3.13" -charset-normalizer==3.3.0 ; python_version >= "3.9" and python_version < "3.13" +bitsandbytes==0.41.2.post2 ; python_version >= "3.9" and python_version < "3.13" +certifi==2023.11.17 ; python_version >= 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>= "3.9" and python_version < "3.13" huggingface-hub==0.16.4 ; python_version >= "3.9" and python_version < "3.13" idna==3.4 ; python_version >= "3.9" and python_version < "3.13" jinja2==3.1.2 ; python_version >= "3.9" and python_version < "3.13" @@ -31,8 +31,20 @@ markupsafe==2.1.3 ; python_version >= "3.9" and python_version < "3.13" mpmath==1.3.0 ; python_version >= "3.9" and python_version < "3.13" multidict==6.0.4 ; python_version >= "3.9" and python_version < "3.13" multiprocess==0.70.15 ; python_version >= "3.9" and python_version < "3.13" -networkx==3.2 ; python_version >= "3.9" and python_version < "3.13" -numpy==1.26.1 ; python_version >= "3.9" and python_version < "3.13" +networkx==3.2.1 ; python_version >= "3.9" and python_version < "3.13" +numpy==1.26.2 ; python_version >= "3.9" and python_version < "3.13" +nvidia-cublas-cu12==12.1.3.1 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-cuda-cupti-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-cuda-nvrtc-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-cuda-runtime-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-cudnn-cu12==8.9.2.26 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-cufft-cu12==11.0.2.54 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-curand-cu12==10.3.2.106 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-cusolver-cu12==11.4.5.107 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-cusparse-cu12==12.1.0.106 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-nccl-cu12==2.18.1 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-nvjitlink-cu12==12.3.101 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" +nvidia-nvtx-cu12==12.1.105 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" opentelemetry-api==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-grpc==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-exporter-otlp-proto-http==1.15.0 ; python_version >= "3.9" and python_version < "3.13" @@ -43,33 +55,35 @@ opentelemetry-proto==1.15.0 ; python_version >= "3.9" and python_version < "3.13 opentelemetry-sdk==1.15.0 ; python_version >= "3.9" and python_version < "3.13" opentelemetry-semantic-conventions==0.36b0 ; python_version >= "3.9" and python_version < "3.13" packaging==23.2 ; python_version >= "3.9" and python_version < "3.13" -pandas==2.1.1 ; python_version >= "3.9" and python_version < "3.13" +pandas==2.1.3 ; python_version >= "3.9" and python_version < "3.13" peft==0.4.0 ; python_version >= "3.9" and python_version < "3.13" pillow==10.1.0 ; python_version >= "3.9" and python_version < "3.13" -protobuf==4.24.4 ; python_version >= "3.9" and python_version < "3.13" +protobuf==4.25.1 ; python_version >= "3.9" and python_version < "3.13" psutil==5.9.6 ; python_version >= "3.9" and python_version < "3.13" -pyarrow==13.0.0 ; python_version >= "3.9" and python_version < "3.13" +pyarrow-hotfix==0.5 ; python_version >= "3.9" and python_version < "3.13" +pyarrow==14.0.1 ; python_version >= "3.9" and python_version < "3.13" python-dateutil==2.8.2 ; python_version >= "3.9" and python_version < "3.13" pytz==2023.3.post1 ; python_version >= "3.9" and python_version < "3.13" pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" regex==2023.10.3 ; python_version >= "3.9" and python_version < "3.13" requests==2.31.0 ; python_version >= "3.9" and python_version < "3.13" safetensors==0.3.3 ; python_version >= "3.9" and python_version < "3.13" -scipy==1.11.3 ; python_version >= "3.9" and python_version < "3.13" +scipy==1.11.4 ; python_version >= "3.9" and python_version < "3.13" sentencepiece==0.1.99 ; python_version >= "3.9" and python_version < "3.13" setuptools==68.2.2 ; python_version >= "3.9" and python_version < "3.13" six==1.16.0 ; python_version >= "3.9" and python_version < "3.13" sympy==1.12 ; python_version >= "3.9" and python_version < "3.13" texttable==1.7.0 ; python_version >= "3.9" and python_version < "3.13" tokenizers==0.13.3 ; python_version >= "3.9" and python_version < "3.13" -torch==2.1.0 ; python_version >= "3.9" and python_version < "3.13" +torch==2.1.1 ; python_version >= "3.9" and python_version < "3.13" tqdm==4.66.1 ; python_version >= "3.9" and python_version < "3.13" transformers==4.33.3 ; python_version >= "3.9" and python_version < "3.13" +triton==2.1.0 ; platform_system == "Linux" and platform_machine == "x86_64" and python_version >= "3.9" and python_version < "3.13" typer==0.6.1 ; python_version >= "3.9" and python_version < "3.13" typing-extensions==4.8.0 ; python_version >= "3.9" and python_version < "3.13" tzdata==2023.3 ; python_version >= "3.9" and python_version < "3.13" -urllib3==2.0.7 ; python_version >= "3.9" and python_version < "3.13" +urllib3==2.1.0 ; python_version >= "3.9" and python_version < "3.13" win32-setctime==1.1.0 ; python_version >= "3.9" and python_version < "3.13" and sys_platform == "win32" -wrapt==1.15.0 ; python_version >= "3.9" and python_version < "3.13" +wrapt==1.16.0 ; python_version >= "3.9" and python_version < "3.13" xxhash==3.4.1 ; python_version >= "3.9" and python_version < "3.13" yarl==1.9.2 ; python_version >= "3.9" and python_version < "3.13"