diff --git a/Dockerfile b/Dockerfile index 9c15f023..cf5e0ed6 100644 --- a/Dockerfile +++ b/Dockerfile @@ -37,13 +37,13 @@ RUN cargo build --release # Python builder # Adapted from: https://github.com/pytorch/pytorch/blob/master/Dockerfile -FROM debian:bullseye-slim as pytorch-install +FROM nvidia/cuda:12.1.0-devel-ubuntu20.04 as pytorch-install -ARG PYTORCH_VERSION=2.0.1 -ARG PYTHON_VERSION=3.9 +ARG PYTORCH_VERSION=2.1.1 +ARG PYTHON_VERSION=3.10 # Keep in sync with `server/pyproject.toml -ARG CUDA_VERSION=11.8 -ARG MAMBA_VERSION=23.1.0-1 +ARG CUDA_VERSION=12.1 +ARG MAMBA_VERSION=23.3.1-1 ARG CUDA_CHANNEL=nvidia ARG INSTALL_CHANNEL=pytorch # Automatically set by buildx @@ -75,20 +75,19 @@ RUN chmod +x ~/mambaforge.sh && \ 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=$PYTORCH_VERSION" "pytorch-cuda=$(echo $CUDA_VERSION | cut -d'.' -f 1-2)" ;; \ esac && \ /opt/conda/bin/conda clean -ya # CUDA kernels builder image FROM pytorch-install as kernel-builder +ARG MAX_JOBS=8 + RUN apt-get update && DEBIAN_FRONTEND=noninteractive apt-get install -y --no-install-recommends \ ninja-build \ && rm -rf /var/lib/apt/lists/* -RUN /opt/conda/bin/conda install -c "nvidia/label/cuda-11.8.0" cuda==11.8 && \ - /opt/conda/bin/conda clean -ya - # Build Flash Attention CUDA kernels FROM kernel-builder as flash-att-builder @@ -148,7 +147,7 @@ COPY server/Makefile-vllm Makefile RUN make build-vllm # Text Generation Inference base image -FROM nvidia/cuda:11.8.0-base-ubuntu20.04 as base +FROM nvidia/cuda:12.1.0-base-ubuntu20.04 as base # Conda env ENV PATH=/opt/conda/bin:$PATH \ @@ -172,24 +171,24 @@ 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/python3.10/site-packages +COPY --from=flash-att-builder /usr/src/flash-attention/csrc/layer_norm/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.10/site-packages +COPY --from=flash-att-builder /usr/src/flash-attention/csrc/rotary/build/lib.linux-x86_64-cpython-310 /opt/conda/lib/python3.10/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/python3.10/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/python3.10/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/python3.10/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/python3.10/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/python3.10/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/python3.10/site-packages # Install flash-attention dependencies RUN pip install einops --no-cache-dir @@ -201,7 +200,7 @@ COPY server/Makefile server/Makefile RUN cd server && \ make gen-server && \ pip install -r requirements.txt && \ - pip install ".[bnb, accelerate, quantize]" --no-cache-dir + pip install ".[bnb, accelerate, quantize, peft]" --no-cache-dir # Install benchmarker COPY --from=builder /usr/src/target/release/text-generation-benchmark /usr/local/bin/text-generation-benchmark diff --git a/integration-tests/conftest.py b/integration-tests/conftest.py index 3f7a24dd..c1cbe7f3 100644 --- a/integration-tests/conftest.py +++ b/integration-tests/conftest.py @@ -318,6 +318,7 @@ def launcher(event_loop): ], volumes=volumes, ports={"80/tcp": port}, + shm_size="1G" ) yield ContainerLauncherHandle(client, container.name, port) diff --git a/server/Makefile b/server/Makefile index 52543e3d..92958d02 100644 --- a/server/Makefile +++ b/server/Makefile @@ -16,17 +16,13 @@ gen-server: find text_generation_server/pb/ -type f -name "*.py" -print0 -exec sed -i -e 's/^\(import.*pb2\)/from . \1/g' {} \; touch text_generation_server/pb/__init__.py -install-torch: - # Install specific version of torch - pip install torch --extra-index-url https://download.pytorch.org/whl/cu118 --no-cache-dir - -install: gen-server install-torch +install: gen-server pip install pip --upgrade pip install -r requirements.txt - pip install -e ".[bnb, accelerate]" + pip install -e ".[bnb, accelerate, quantize, peft]" run-dev: SAFETENSORS_FAST_GPU=1 python -m torch.distributed.run --nproc_per_node=2 text_generation_server/cli.py serve bigscience/bloom-560m --sharded export-requirements: - poetry export -o requirements.txt -E bnb -E quantize --without-hashes + poetry export -o requirements.txt -E bnb --without-hashes diff --git a/server/poetry.lock b/server/poetry.lock index 0caa1d34..48ae40fe 100644 --- a/server/poetry.lock +++ b/server/poetry.lock @@ -1,10 +1,10 @@ -# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand. +# This file is automatically @generated by Poetry 1.6.1 and should not be changed by hand. 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hash = "sha256:271d63396460b6607b588555ea27a1a02b717ca2e3f2cf53bdde4013d7790929"}, + {file = "yarl-1.9.3.tar.gz", hash = "sha256:4a14907b597ec55740f63e52d7fee0e9ee09d5b9d57a4f399a7423268e457b57"}, ] [package.dependencies] @@ -2547,9 +2775,11 @@ multidict = ">=4.0" [extras] accelerate = ["accelerate"] bnb = ["bitsandbytes"] +peft = ["peft"] quantize = ["accelerate", "datasets", "texttable"] +torch = ["torch"] [metadata] lock-version = "2.0" python-versions = ">=3.9,<3.13" -content-hash = "f2ef5f41a172d14985367a385ad6ce844c8c05b2d68d9ddcc11b41f581921c96" +content-hash = "cd3fb4b4e4aaf100f6015afa8c9adc28c22e6c0b48752452892dc3d004c1562a" diff --git a/server/pyproject.toml b/server/pyproject.toml index 673968be..52431eea 100644 --- a/server/pyproject.toml +++ b/server/pyproject.toml @@ -30,14 +30,16 @@ transformers = "^4.32.1" einops = "^0.6.1" texttable = { version = "^1.6.7", optional = true } datasets = { version = "^2.14.0", optional = true } -peft = "^0.4.0" -torch = { version = "^2.0.1" } +peft = { version = "^0.4.0", optional = true } +torch = { version = "^2.1.1", optional = true } scipy = "^1.11.1" pillow = "^10.0.0" [tool.poetry.extras] +torch = ["torch"] accelerate = ["accelerate"] bnb = ["bitsandbytes"] +peft = ["peft"] quantize = ["texttable", "datasets", "accelerate"] [tool.poetry.group.dev.dependencies] @@ -47,7 +49,7 @@ pytest = "^7.3.0" [[tool.poetry.source]] name = "pytorch-gpu-src" -url = "https://download.pytorch.org/whl/cu118" +url = "https://download.pytorch.org/whl/cu121" priority = "explicit" [tool.pytest.ini_options] diff --git a/server/requirements.txt b/server/requirements.txt index 7c81c5f9..bc1b8891 100644 --- a/server/requirements.txt +++ b/server/requirements.txt @@ -1,38 +1,23 @@ -accelerate==0.20.3 ; python_version >= "3.9" and python_version < "3.13" -aiohttp==3.8.5 ; 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" -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==3.2.0 ; 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 >= "3.9" and python_version < "3.13" +charset-normalizer==3.3.2 ; python_version >= "3.9" and python_version < "3.13" click==8.1.7 ; python_version >= "3.9" and python_version < "3.13" colorama==0.4.6 ; python_version >= "3.9" and python_version < "3.13" and (sys_platform == "win32" or platform_system == "Windows") -datasets==2.14.5 ; python_version >= "3.9" and python_version < "3.13" deprecated==1.2.14 ; python_version >= "3.9" and python_version < "3.13" -dill==0.3.7 ; python_version >= "3.9" and python_version < "3.13" einops==0.6.1 ; python_version >= "3.9" and python_version < "3.13" -filelock==3.12.4 ; python_version >= "3.9" and python_version < "3.13" -frozenlist==1.4.0 ; python_version >= "3.9" and python_version < "3.13" -fsspec==2023.6.0 ; python_version >= "3.9" and python_version < "3.13" -fsspec[http]==2023.6.0 ; python_version >= "3.9" and python_version < "3.13" -googleapis-common-protos==1.60.0 ; python_version >= "3.9" and python_version < "3.13" -grpc-interceptor==0.15.3 ; python_version >= "3.9" and python_version < "3.13" -grpcio-reflection==1.58.0 ; python_version >= "3.9" and python_version < "3.13" -grpcio-status==1.58.0 ; python_version >= "3.9" and python_version < "3.13" -grpcio==1.58.0 ; python_version >= "3.9" and python_version < "3.13" -hf-transfer==0.1.3 ; python_version >= "3.9" and python_version < "3.13" +filelock==3.13.1 ; python_version >= "3.9" and python_version < "3.13" +fsspec==2023.10.0 ; python_version >= "3.9" and python_version < "3.13" +googleapis-common-protos==1.61.0 ; python_version >= "3.9" and python_version < "3.13" +grpc-interceptor==0.15.4 ; python_version >= "3.9" and python_version < "3.13" +grpcio-reflection==1.59.3 ; python_version >= "3.9" and python_version < "3.13" +grpcio-status==1.59.3 ; python_version >= "3.9" and python_version < "3.13" +grpcio==1.59.3 ; python_version >= "3.9" and python_version < "3.13" +hf-transfer==0.1.4 ; python_version >= "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" loguru==0.6.0 ; python_version >= "3.9" and python_version < "3.13" -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==3.1 ; python_version >= "3.9" and python_version < "3.13" -numpy==1.26.0 ; python_version >= "3.9" and python_version < "3.13" +numpy==1.26.2 ; 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" @@ -42,34 +27,21 @@ opentelemetry-instrumentation==0.36b0 ; python_version >= "3.9" and python_versi 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==23.1 ; python_version >= "3.9" and python_version < "3.13" -pandas==2.1.1 ; python_version >= "3.9" and python_version < "3.13" -peft==0.4.0 ; python_version >= "3.9" and python_version < "3.13" -pillow==10.0.1 ; python_version >= "3.9" and python_version < "3.13" -protobuf==4.24.3 ; python_version >= "3.9" and python_version < "3.13" -psutil==5.9.5 ; python_version >= "3.9" and python_version < "3.13" -pyarrow==13.0.0 ; 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" +packaging==23.2 ; python_version >= "3.9" and python_version < "3.13" +pillow==10.1.0 ; python_version >= "3.9" and python_version < "3.13" +protobuf==4.25.1 ; python_version >= "3.9" and python_version < "3.13" pyyaml==6.0.1 ; python_version >= "3.9" and python_version < "3.13" -regex==2023.8.8 ; 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==1.11.2 ; 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==1.6.7 ; python_version >= "3.9" and python_version < "3.13" +setuptools==69.0.2 ; python_version >= "3.9" and python_version < "3.13" tokenizers==0.13.3 ; python_version >= "3.9" and python_version < "3.13" -torch==2.0.1 ; python_version >= "3.9" and python_version < "3.13" tqdm==4.66.1 ; python_version >= "3.9" and python_version < "3.13" -transformers==4.33.2 ; python_version >= "3.9" and python_version < "3.13" 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