build: optimize Dockerfiles for production
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- Use BuildKit syntax 1.7 with cache mounts for apt/uv - Switch from pip to uv for 10-100x faster installs (ADR-0014) - Add OCI Image Spec labels for container metadata - Add HEALTHCHECK directives for orchestration - Add .dockerignore to reduce context size - Update Makefile with buildx and lint target - Add retry logic to ray-entrypoint.sh Refs: ADR-0012 (uv), ADR-0014 (Docker best practices)
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@@ -1,65 +1,94 @@
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# Ray Worker for AMD RDNA 2 (gfx1035 - Radeon 680M)
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# Pre-bakes all dependencies for fast startup
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# syntax=docker/dockerfile:1.7
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# AMD RDNA 2 Ray Worker for drizzt (Radeon 680M - gfx1035)
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# Used for: BGE Embeddings
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#
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# Build from llm-workflows root:
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# docker build -t git.daviestechlabs.io/daviestechlabs/ray-worker-rdna2:latest -f dockerfiles/Dockerfile.ray-worker-rdna2 .
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# Build:
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# docker build -t git.daviestechlabs.io/daviestechlabs/ray-worker-rdna2:latest \
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# -f dockerfiles/Dockerfile.ray-worker-rdna2 .
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#
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# Multi-stage build to ensure Python 3.11.11 matches Ray head node
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# Multi-stage build: Extract ROCm from vendor image, use Ray base for Python 3.11
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# Stage 1: Extract ROCm libraries from vendor image
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FROM docker.io/rocm/pytorch:rocm6.4.4_ubuntu22.04_py3.10_pytorch_release_2.7.1 AS rocm-libs
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# Stage 1: ROCm libraries from AMD vendor image
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FROM docker.io/rocm/pytorch:rocm6.4.4_ubuntu22.04_py3.10_pytorch_release_2.7.1 AS rocm-source
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# Stage 2: Build on Ray base with Python 3.11
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FROM rayproject/ray:2.53.0-py311 AS base
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# Stage 2: Production image
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FROM rayproject/ray:2.53.0-py311 AS production
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# Copy ROCm stack from vendor image
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COPY --from=rocm-libs /opt/rocm /opt/rocm
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# Set up ROCm environment
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ENV ROCM_HOME=/opt/rocm
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ENV PATH="${ROCM_HOME}/bin:${ROCM_HOME}/llvm/bin:${PATH}"
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ENV LD_LIBRARY_PATH="${ROCM_HOME}/lib:${ROCM_HOME}/lib64:${LD_LIBRARY_PATH}"
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ENV HSA_PATH="${ROCM_HOME}/hsa"
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ENV HIP_PATH="${ROCM_HOME}/hip"
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# ROCm environment for RDNA 2 (gfx1035)
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ENV HIP_VISIBLE_DEVICES=0 \
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HSA_ENABLE_SDMA=0 \
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PYTORCH_HIP_ALLOC_CONF=expandable_segments:True \
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PYTHONPATH=/app
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# OCI Image Spec labels
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LABEL org.opencontainers.image.title="Ray Worker - AMD RDNA 2"
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LABEL org.opencontainers.image.description="Ray Serve worker for AMD RDNA 2 GPUs (BGE Embeddings)"
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LABEL org.opencontainers.image.vendor="DaviesTechLabs"
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LABEL org.opencontainers.image.source="https://git.daviestechlabs.io/daviestechlabs/kuberay-images"
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LABEL org.opencontainers.image.licenses="MIT"
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LABEL gpu.target="amd-rocm-6.4-gfx1035"
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LABEL ray.version="2.53.0"
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WORKDIR /app
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# Install ROCm system dependencies
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# Copy ROCm stack from vendor image (single COPY layer)
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COPY --from=rocm-source /opt/rocm /opt/rocm
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# ROCm environment variables
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ENV ROCM_HOME=/opt/rocm \
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PATH="${ROCM_HOME}/bin:${ROCM_HOME}/llvm/bin:${PATH}" \
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LD_LIBRARY_PATH="${ROCM_HOME}/lib:${ROCM_HOME}/lib64:${LD_LIBRARY_PATH}" \
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HSA_PATH="${ROCM_HOME}/hsa" \
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HIP_PATH="${ROCM_HOME}/hip" \
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# RDNA 2 specific settings
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HIP_VISIBLE_DEVICES=0 \
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HSA_ENABLE_SDMA=0 \
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PYTORCH_HIP_ALLOC_CONF=expandable_segments:True
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# Install system dependencies
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USER root
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RUN apt-get update && apt-get install -y --no-install-recommends \
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libelf1 \
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libnuma1 \
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libdrm2 \
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libdrm-amdgpu1 \
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kmod \
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RUN --mount=type=cache,target=/var/cache/apt,sharing=locked \
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--mount=type=cache,target=/var/lib/apt,sharing=locked \
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apt-get update && apt-get install -y --no-install-recommends \
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libelf1 \
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libnuma1 \
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libdrm2 \
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libdrm-amdgpu1 \
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kmod \
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&& rm -rf /var/lib/apt/lists/*
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# Install uv for fast Python package management (ADR-0014)
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COPY --from=ghcr.io/astral-sh/uv:latest /uv /usr/local/bin/uv
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USER ray
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# Install PyTorch ROCm wheels compatible with Python 3.11 and ROCm 6.2
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RUN pip install --no-cache-dir \
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torch==2.5.1 torchvision torchaudio \
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--index-url https://download.pytorch.org/whl/rocm6.2
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# Install PyTorch with ROCm 6.2 wheels for Python 3.11 (uv is 10-100x faster)
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RUN --mount=type=cache,target=/home/ray/.cache/uv,uid=1000,gid=1000 \
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uv pip install --system \
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torch==2.5.1 torchvision torchaudio \
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--index-url https://download.pytorch.org/whl/rocm6.2
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# Install Ray Serve and AI inference dependencies
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RUN pip install --no-cache-dir \
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transformers \
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accelerate \
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sentence-transformers \
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httpx \
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numpy \
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scipy
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# Install inference dependencies
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RUN --mount=type=cache,target=/home/ray/.cache/uv,uid=1000,gid=1000 \
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uv pip install --system \
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'transformers>=4.35.0,<5.0' \
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'accelerate>=0.25.0,<1.0' \
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'sentence-transformers>=2.3.0,<3.0' \
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'httpx>=0.27.0,<1.0' \
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'numpy>=1.26.0,<2.0' \
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'scipy>=1.11.0,<2.0'
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# Pre-download embedding model for faster cold starts
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RUN python3 -c "from sentence_transformers import SentenceTransformer; SentenceTransformer('BAAI/bge-large-en-v1.5')"
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# Copy application code
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COPY ray-serve/ /app/ray_serve/
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COPY --chmod=755 dockerfiles/ray-entrypoint.sh /app/ray-entrypoint.sh
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COPY --chown=ray:ray ray-serve/ /app/ray_serve/
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COPY --chown=ray:ray --chmod=755 dockerfiles/ray-entrypoint.sh /app/ray-entrypoint.sh
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# Environment configuration
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ENV PYTHONPATH=/app \
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PYTHONUNBUFFERED=1 \
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PYTHONDONTWRITEBYTECODE=1 \
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RAY_HEAD_SVC="ai-inference-raycluster-head-svc" \
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GPU_RESOURCE="gpu_amd_rdna2" \
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NUM_GPUS="1"
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# Health check
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HEALTHCHECK --interval=30s --timeout=10s --start-period=60s --retries=3 \
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CMD ray status --address=localhost:6379 || exit 1
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ENTRYPOINT ["/app/ray-entrypoint.sh"]
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