Files
amd-strix-halo-vllm-toolboxes/Dockerfile
T

164 rader
7.1 KiB
Docker

FROM registry.fedoraproject.org/fedora:43
# 1. System Base & Build Tools
# Added 'gperftools-libs' for tcmalloc (fixes double-free)
COPY scripts/install_deps.sh /tmp/install_deps.sh
RUN sh /tmp/install_deps.sh
# 2. Install "TheRock" ROCm SDK (Tarball Method)
WORKDIR /tmp
ARG ROCM_MAJOR_VER=7
ARG GFX=gfx1151
# We pass ARGs to the script via ENV or rely on defaults.
# But let's be explicit and export them for the RUN command.
COPY scripts/install_rocm_sdk.sh /tmp/install_rocm_sdk.sh
RUN chmod +x /tmp/install_rocm_sdk.sh && \
export ROCM_MAJOR_VER=$ROCM_MAJOR_VER && \
export GFX=$GFX && \
/tmp/install_rocm_sdk.sh
# 4. Python Venv Setup
RUN /usr/bin/python3.13 -m venv /opt/venv
ENV VIRTUAL_ENV=/opt/venv
ENV PATH=/opt/venv/bin:$PATH
ENV PIP_NO_CACHE_DIR=1
RUN printf 'source /opt/venv/bin/activate\n' > /etc/profile.d/venv.sh
RUN python -m pip install --upgrade pip wheel packaging "setuptools<80.0.0"
# 5. Install PyTorch (TheRock Nightly)
RUN python -m pip install \
--index-url https://rocm.nightlies.amd.com/v2-staging/gfx1151/ \
--pre torch torchaudio torchvision
WORKDIR /opt
# Flash-Attention
ENV FLASH_ATTENTION_TRITON_AMD_ENABLE="TRUE"
RUN git clone https://github.com/ROCm/flash-attention.git &&\
cd flash-attention &&\
git checkout main_perf &&\
python setup.py install && \
cd /opt && rm -rf /opt/flash-attention
# 6. Clone vLLM
RUN git clone https://github.com/vllm-project/vllm.git /opt/vllm
WORKDIR /opt/vllm
# --- PATCHING ---
RUN echo "import sys, re" > patch_strix.py && \
echo "from pathlib import Path" >> patch_strix.py && \
# Patch 1: __init__.py
echo "p = Path('vllm/platforms/__init__.py')" >> patch_strix.py && \
echo "txt = p.read_text()" >> patch_strix.py && \
echo "txt = txt.replace('import amdsmi', '# import amdsmi')" >> patch_strix.py && \
echo "txt = re.sub(r'is_rocm = .*', 'is_rocm = True', txt)" >> patch_strix.py && \
echo "txt = re.sub(r'if len\(amdsmi\.amdsmi_get_processor_handles\(\)\) > 0:', 'if True:', txt)" >> patch_strix.py && \
echo "txt = txt.replace('amdsmi.amdsmi_init()', 'pass')" >> patch_strix.py && \
echo "txt = txt.replace('amdsmi.amdsmi_shut_down()', 'pass')" >> patch_strix.py && \
echo "p.write_text(txt)" >> patch_strix.py && \
# Patch 2: rocm.py
echo "p = Path('vllm/platforms/rocm.py')" >> patch_strix.py && \
echo "txt = p.read_text()" >> patch_strix.py && \
echo "header = 'import sys\nfrom unittest.mock import MagicMock\nsys.modules[\"amdsmi\"] = MagicMock()\n'" >> patch_strix.py && \
echo "txt = header + txt" >> patch_strix.py && \
echo "txt = re.sub(r'device_type = .*', 'device_type = \"rocm\"', txt)" >> patch_strix.py && \
echo "txt = re.sub(r'device_name = .*', 'device_name = \"gfx1151\"', txt)" >> patch_strix.py && \
echo "txt += '\n def get_device_name(self, device_id: int = 0) -> str:\n return \"AMD-gfx1151\"\n'" >> patch_strix.py && \
echo "p.write_text(txt)" >> patch_strix.py && \
echo "print('Successfully patched vLLM for Strix Halo')" >> patch_strix.py && \
python patch_strix.py && \
sed -i 's/gfx1200;gfx1201/gfx1151/' CMakeLists.txt
# 7. Build vLLM (Wheel Method) with CLANG Host Compiler
RUN python -m pip install --upgrade cmake ninja packaging wheel numpy "setuptools-scm>=8" "setuptools<80.0.0" scikit-build-core pybind11
ENV ROCM_HOME="/opt/rocm"
ENV HIP_PATH="/opt/rocm"
ENV VLLM_TARGET_DEVICE="rocm"
ENV PYTORCH_ROCM_ARCH="gfx1151"
ENV HIP_ARCHITECTURES="gfx1151"
ENV AMDGPU_TARGETS="gfx1151"
ENV MAX_JOBS="4"
# --- CRITICAL FIX FOR SEGFAULT ---
# We force the Host Compiler (CC/CXX) to be the ROCm Clang, not Fedora GCC.
# This aligns the ABI of the compiled vLLM extensions with PyTorch.
ENV CC="/opt/rocm/llvm/bin/clang"
ENV CXX="/opt/rocm/llvm/bin/clang++"
RUN export HIP_DEVICE_LIB_PATH=$(find /opt/rocm -type d -name bitcode -print -quit) && \
echo "Compiling with Bitcode: $HIP_DEVICE_LIB_PATH" && \
export CMAKE_ARGS="-DROCM_PATH=/opt/rocm -DHIP_PATH=/opt/rocm -DAMDGPU_TARGETS=gfx1151 -DHIP_ARCHITECTURES=gfx1151" && \
python -m pip wheel --no-build-isolation --no-deps -w /tmp/dist -v . && \
python -m pip install /tmp/dist/*.whl
RUN python -m pip install ray
# --- bitsandbytes (ROCm) ---
WORKDIR /opt
RUN git clone -b rocm_enabled_multi_backend https://github.com/ROCm/bitsandbytes.git
WORKDIR /opt/bitsandbytes
# Explicitly set HIP_PLATFORM (Docker ENV, not /etc/profile)
ENV HIP_PLATFORM="amd"
ENV CMAKE_PREFIX_PATH="/opt/rocm"
# Force CMake to use the System ROCm Compiler (/opt/rocm/llvm/bin/clang++)
RUN cmake -S . \
-DGPU_TARGETS="gfx1151" \
-DBNB_ROCM_ARCH="gfx1151" \
-DCOMPUTE_BACKEND=hip \
-DCMAKE_HIP_COMPILER=/opt/rocm/llvm/bin/clang++ \
-DCMAKE_CXX_COMPILER=/opt/rocm/llvm/bin/clang++ \
&& \
make -j$(nproc) && \
python -m pip install --no-cache-dir . --no-build-isolation --no-deps
# 8. Final Cleanup & Runtime
WORKDIR /opt
RUN chmod -R a+rwX /opt && \
find /opt/venv -type f -name "*.so" -exec strip -s {} + 2>/dev/null || true && \
find /opt/venv -type d -name "__pycache__" -prune -exec rm -rf {} + && \
rm -rf /root/.cache/pip || true && \
dnf clean all && rm -rf /var/cache/dnf/*
COPY scripts/01-rocm-env-for-triton.sh /etc/profile.d/01-rocm-env-for-triton.sh
COPY scripts/99-toolbox-banner.sh /etc/profile.d/99-toolbox-banner.sh
COPY scripts/zz-venv-last.sh /etc/profile.d/zz-venv-last.sh
COPY scripts/start_vllm.py /opt/start-vllm
COPY scripts/start_vllm_cluster.py /opt/start-vllm-cluster
COPY scripts/models.py /opt/models.py
COPY benchmarks/max_context_results.json /opt/max_context_results.json
COPY benchmarks/run_vllm_bench.py /opt/run_vllm_bench.py
COPY benchmarks/vllm_cluster_bench.py /opt/vllm_cluster_bench.py
COPY benchmarks/find_max_context.py /opt/find_max_context.py
COPY rdma_cluster/compare_eth_vs_rdma.sh /opt/compare_eth_vs_rdma.sh
COPY scripts/configure_cluster.sh /opt/configure_cluster.sh
RUN chmod +x /opt/configure_cluster.sh
RUN chmod +x /opt/start-vllm /opt/start-vllm-cluster /opt/vllm_cluster_bench.py /opt/compare_eth_vs_rdma.sh /opt/find_max_context.py /opt/run_vllm_bench.py && \
ln -s /opt/start-vllm /usr/local/bin/start-vllm && \
ln -s /opt/start-vllm-cluster /usr/local/bin/start-vllm-cluster && \
chmod 0644 /etc/profile.d/*.sh /opt/max_context_results.json /opt/models.py
RUN chmod 0644 /etc/profile.d/*.sh
RUN printf 'ulimit -S -c 0\n' > /etc/profile.d/90-nocoredump.sh && chmod 0644 /etc/profile.d/90-nocoredump.sh
# 9. Install Custom RCCL (gfx1151) - Replaces standard library with manually built one
COPY custom_libs/librccl.so.1.gz /tmp/librccl.so.1.gz
RUN echo "Installing Custom RCCL..." && \
gzip -d /tmp/librccl.so.1.gz && \
chmod 755 /tmp/librccl.so.1 && \
# Replace /opt/rocm library strictly as managed_rccl_install.sh does
cp -fv /tmp/librccl.so.1 /opt/rocm/lib/librccl.so.1.0 && \
# Replace /opt/venv library
find /opt/venv -name "librccl.so.1" -exec cp -fv /tmp/librccl.so.1 {} + && \
rm /tmp/librccl.so.1
# 10. Force Upgrade Transformers (User Override)
# Required for GLM Flash. vLLM reports incompatibility with transformers >= 5,
# but this version (5.0.0) has been tested and confirmed working.
RUN python -m pip install transformers==5.0.0
RUN chmod -R a+rwX /opt
CMD ["/bin/bash"]