Added Triton compilation to custom build
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74
Dockerfile
74
Dockerfile
@@ -38,7 +38,7 @@ RUN apt update && \
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curl vim ninja-build git \
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ccache \
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&& rm -rf /var/lib/apt/lists/* \
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&& pip install uv && pip uninstall -y flash-attn
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&& pip install uv && pip uninstall -y flash-attn pytorch-triton triton-kernels
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# Configure Ccache for CUDA/C++
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ENV PATH=/usr/lib/ccache:$PATH
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@@ -58,51 +58,36 @@ WORKDIR $VLLM_BASE_DIR
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ENV TORCH_CUDA_ARCH_LIST=12.1a
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ENV TRITON_PTXAS_PATH=/usr/local/cuda/bin/ptxas
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# 3. Install Python Dependencies with Cache Mounts
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# Using --mount=type=cache ensures that even if this layer invalidates,
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# pip reuses previously downloaded wheels.
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# # Install additional dependencies
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# RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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# uv pip install fastsafetensors
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# # =========================================================
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# # STAGE 2: Triton Builder (Compiles Triton independently)
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# # =========================================================
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# FROM base AS triton-builder
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# WORKDIR $VLLM_BASE_DIR
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# # Initial Triton repo clone (cached forever)
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# RUN git clone https://github.com/triton-lang/triton.git
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# # We expect TRITON_REF to be passed from the command line to break the cache
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# # Set to v3.5.1 tag by default
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# ARG TRITON_REF=v3.6.0
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# WORKDIR $VLLM_BASE_DIR/triton
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# # This only runs if TRITON_REF differs from the last build
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# RUN --mount=type=cache,id=ccache,target=/root/.ccache \
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# --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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# git fetch origin && \
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# git checkout ${TRITON_REF} && \
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# git submodule sync && \
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# git submodule update --init --recursive && \
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# uv pip install -r python/requirements.txt && \
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# mkdir -p /workspace/wheels && \
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# rm -rf .git && \
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# uv build --no-build-isolation --out-dir=/workspace/wheels -v . && \
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# uv build --no-build-isolation --no-index --out-dir=/workspace/wheels python/triton_kernels
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# =========================================================
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# STAGE 3: vLLM Builder (Builds vLLM from Source)
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# STAGE 2: Builder (Builds Triton, Flashinfer and vLLM from Source)
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# =========================================================
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FROM base AS builder
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# Triton Build
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# Initial Triton repo clone (cached forever)
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RUN git clone https://github.com/triton-lang/triton.git
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# We expect TRITON_REF to be passed from the command line to break the cache
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# Set to v3.5.1 tag by default
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ARG TRITON_REF=v3.5.1
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WORKDIR $VLLM_BASE_DIR/triton
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# This only runs if TRITON_REF differs from the last build
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RUN --mount=type=cache,id=ccache,target=/root/.ccache \
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--mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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git fetch origin && \
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git checkout ${TRITON_REF} && \
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git submodule sync && \
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git submodule update --init --recursive && \
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uv pip install -r python/requirements.txt && \
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mkdir -p /workspace/wheels && \
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rm -rf .git && \
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uv build --no-build-isolation --wheel --out-dir=/workspace/wheels -v . && \
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uv build --no-build-isolation --wheel --no-index --out-dir=/workspace/wheels python/triton_kernels
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ENV FLASHINFER_CUDA_ARCH_LIST="12.1f"
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WORKDIR $VLLM_BASE_DIR
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ARG FLASHINFER_REF=main
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@@ -209,6 +194,7 @@ ARG PRE_TRANSFORMERS=0
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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python3 use_existing_torch.py && \
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sed -i "/flashinfer/d" requirements/cuda.txt && \
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sed -i '/^triton\b/d' requirements/test.txt && \
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sed -i '/^fastsafetensors\b/d' requirements/test.txt && \
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if [ "$PRE_TRANSFORMERS" = "1" ]; then \
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sed -i '/^transformers\b/d' requirements/common.txt; \
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@@ -255,7 +241,7 @@ RUN apt update && \
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curl vim git \
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libxcb1 \
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&& rm -rf /var/lib/apt/lists/* \
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&& pip install uv && pip uninstall -y flash-attn
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&& pip install uv && pip uninstall -y flash-attn pytorch-triton triton-kernels
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# Set final working directory
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WORKDIR $VLLM_BASE_DIR
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@@ -294,7 +280,7 @@ RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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# Cleanup
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# Remove triton-kernels as they are not compatible with this vLLM version yet
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RUN uv pip uninstall triton-kernels
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# RUN uv pip uninstall triton-kernels
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# Keeping it here for reference - this won't work as is without squashing layers
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# RUN uv pip uninstall absl-py apex argon2-cffi \
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