Build flashinfer from source
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75
Dockerfile
75
Dockerfile
@@ -105,6 +105,63 @@ ARG CACHEBUST_DEPS=1
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# =========================================================
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# =========================================================
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FROM base AS builder
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FROM base AS builder
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ENV FLASHINFER_CUDA_ARCH_LIST="12.1f"
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WORKDIR $VLLM_BASE_DIR
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ARG FLASHINFER_REF=main
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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uv pip install nvidia-nvshmem-cu13 "apache-tvm-ffi<0.2"
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# 4. Smart Git Clone (Fetch changes instead of full re-clone)
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# We mount a cache at /repo-cache. This directory persists on your host machine.
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RUN --mount=type=cache,id=repo-cache,target=/repo-cache \
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# 1. Go into the persistent cache directory
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cd /repo-cache && \
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# 2. Logic: Clone if missing, otherwise Fetch & Reset
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if [ ! -d "flashinfer" ]; then \
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echo "Cache miss: Cloning FlashInfer from scratch..." && \
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git clone --recursive https://github.com/flashinfer-ai/flashinfer.git; \
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if [ "$FLASHINFER_REF" != "main" ]; then \
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cd flashinfer && \
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git checkout ${FLASHINFER_REF}; \
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fi; \
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else \
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echo "Cache hit: Fetching flashinfer updates..." && \
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cd flashinfer && \
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git fetch --all && \
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git checkout ${FLASHINFER_REF} && \
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if [ "${FLASHINFER_REF}" = "main" ]; then \
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git reset --hard origin/main; \
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fi && \
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git submodule update --init --recursive && \
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# Optimize git repo size
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git gc --auto; \
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fi && \
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# 3. Copy the updated code from the cache to the actual container workspace
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# We use 'cp -a' to preserve permissions
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cp -a /repo-cache/flashinfer /workspace/flashinfer
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# Build FlashInfer wheels
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WORKDIR /workspace/flashinfer
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# flashinfer-python
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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--mount=type=cache,id=ccache,target=/root/.ccache \
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sed -i -e 's/license = "Apache-2.0"/license = { text = "Apache-2.0" }/' -e '/license-files/d' pyproject.toml && \
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uv build --no-build-isolation --wheel . --out-dir=/workspace/wheels -v
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# flashinfer-cubin
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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--mount=type=cache,id=ccache,target=/root/.ccache \
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cd flashinfer-cubin && uv build --no-build-isolation --wheel . --out-dir=/workspace/wheels -v
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# flashinfer-jit-cache
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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--mount=type=cache,id=ccache,target=/root/.ccache \
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cd flashinfer-jit-cache && \
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uv build --no-build-isolation --wheel . --out-dir=/workspace/wheels -v
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# --- VLLM SOURCE CACHE BUSTER ---
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# --- VLLM SOURCE CACHE BUSTER ---
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# Change THIS argument to force a fresh git clone and rebuild of vLLM
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# Change THIS argument to force a fresh git clone and rebuild of vLLM
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# without re-installing the dependencies above.
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# without re-installing the dependencies above.
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@@ -206,13 +263,11 @@ RUN mkdir -p tiktoken_encodings && \
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wget -O tiktoken_encodings/o200k_base.tiktoken "https://openaipublic.blob.core.windows.net/encodings/o200k_base.tiktoken" && \
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wget -O tiktoken_encodings/o200k_base.tiktoken "https://openaipublic.blob.core.windows.net/encodings/o200k_base.tiktoken" && \
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wget -O tiktoken_encodings/cl100k_base.tiktoken "https://openaipublic.blob.core.windows.net/encodings/cl100k_base.tiktoken"
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wget -O tiktoken_encodings/cl100k_base.tiktoken "https://openaipublic.blob.core.windows.net/encodings/cl100k_base.tiktoken"
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ARG FLASHINFER_PRE=""
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# Copy artifacts from Builder Stage
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COPY --from=builder /workspace/wheels /workspace/wheels
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# Install FlashInfer packages
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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uv pip install ${FLASHINFER_PRE} flashinfer-python --no-deps --index-url https://flashinfer.ai/whl && \
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uv pip install /workspace/wheels/*.whl && \
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uv pip install ${FLASHINFER_PRE} flashinfer-cubin --index-url https://flashinfer.ai/whl && \
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rm -rf /workspace/wheels
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uv pip install ${FLASHINFER_PRE} flashinfer-jit-cache --index-url https://flashinfer.ai/whl/cu130
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ARG PRE_TRANSFORMERS=0
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ARG PRE_TRANSFORMERS=0
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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@@ -220,12 +275,6 @@ RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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uv pip install -U transformers --pre; \
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uv pip install -U transformers --pre; \
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fi
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fi
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# Copy artifacts from Builder Stage
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COPY --from=builder /workspace/wheels /workspace/wheels
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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uv pip install /workspace/wheels/*.whl && \
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rm -rf /workspace/wheels
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# Setup Env for Runtime
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# Setup Env for Runtime
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ENV TORCH_CUDA_ARCH_LIST=12.1a
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ENV TORCH_CUDA_ARCH_LIST=12.1a
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ENV FLASHINFER_CUDA_ARCH_LIST="12.1f"
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ENV FLASHINFER_CUDA_ARCH_LIST="12.1f"
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@@ -239,7 +288,7 @@ RUN chmod +x $VLLM_BASE_DIR/run-cluster-node.sh
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# Final extra deps
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# Final extra deps
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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RUN --mount=type=cache,id=uv-cache,target=/root/.cache/uv \
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uv pip install ray[default] fastsafetensors "apache-tvm-ffi<0.2"
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uv pip install ray[default] fastsafetensors
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# Cleanup
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# Cleanup
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# RUN uv pip uninstall absl-py apex argon2-cffi \
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# RUN uv pip uninstall absl-py apex argon2-cffi \
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