mirror of
https://github.com/kvcache-ai/sglang.git
synced 2026-07-15 03:44:18 +00:00
252 lines
9.6 KiB
Bash
Executable File
252 lines
9.6 KiB
Bash
Executable File
#!/bin/bash
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# Install the dependency in CI.
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set -euxo pipefail
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# Set up environment variables
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IS_BLACKWELL=${IS_BLACKWELL:-0}
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CU_VERSION="cu129"
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FLASHINFER_VERSION=0.5.3
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OPTIONAL_DEPS="${1:-}"
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# Detect system architecture
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ARCH=$(uname -m)
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echo "Detected architecture: ${ARCH}"
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if [ "$CU_VERSION" = "cu130" ]; then
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NVRTC_SPEC="nvidia-cuda-nvrtc"
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else
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NVRTC_SPEC="nvidia-cuda-nvrtc-cu12"
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fi
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# Kill existing processes
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SCRIPT_DIR="$( cd "$( dirname "${BASH_SOURCE[0]}" )" && pwd )"
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bash "${SCRIPT_DIR}/../killall_sglang.sh"
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echo "CUDA_VISIBLE_DEVICES=${CUDA_VISIBLE_DEVICES:-}"
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# Clear torch compilation cache
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python3 -c 'import os, shutil, tempfile, getpass; cache_dir = os.environ.get("TORCHINDUCTOR_CACHE_DIR") or os.path.join(tempfile.gettempdir(), "torchinductor_" + getpass.getuser()); shutil.rmtree(cache_dir, ignore_errors=True)'
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# Install apt packages
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apt install -y git libnuma-dev libssl-dev pkg-config libibverbs-dev libibverbs1 ibverbs-providers ibverbs-utils
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# Check if protoc of correct architecture is already installed
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if command -v protoc >/dev/null 2>&1; then
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if protoc --version >/dev/null 2>&1; then
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echo "protoc already installed: $(protoc --version)"
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else
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echo "protoc found but not runnable, reinstalling..."
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INSTALL_PROTOC=1
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fi
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else
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INSTALL_PROTOC=1
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fi
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# Install protoc for router build (gRPC protobuf compilation)
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if [ "${INSTALL_PROTOC:-0}" = "1" ]; then
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# TODO: move this to a separate script
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echo "Installing protoc..."
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if command -v apt-get &> /dev/null; then
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# Ubuntu/Debian
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apt-get update
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apt-get install -y wget unzip gcc g++ perl make
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elif command -v yum &> /dev/null; then
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# RHEL/CentOS
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yum update -y
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yum install -y wget unzip gcc gcc-c++ perl-core make
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fi
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cd /tmp
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# Determine protoc architecture
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if [ "$ARCH" = "aarch64" ] || [ "$ARCH" = "arm64" ]; then
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PROTOC_ARCH="aarch_64"
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else
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PROTOC_ARCH="x86_64"
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fi
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PROTOC_ZIP="protoc-32.0-linux-${PROTOC_ARCH}.zip"
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wget https://github.com/protocolbuffers/protobuf/releases/download/v32.0/${PROTOC_ZIP}
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unzip -o ${PROTOC_ZIP} -d /usr/local
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rm ${PROTOC_ZIP}
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protoc --version
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cd -
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else
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echo "protoc already installed: $(protoc --version)"
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fi
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# Install uv
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pip install --upgrade pip
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if [ "$IS_BLACKWELL" = "1" ]; then
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# The blackwell CI runner has some issues with pip and uv,
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# so we can only use pip with `--break-system-packages`
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PIP_CMD="pip"
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PIP_INSTALL_SUFFIX="--break-system-packages"
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PIP_UNINSTALL_CMD="pip uninstall -y"
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PIP_UNINSTALL_SUFFIX="--break-system-packages"
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else
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# In normal cases, we use uv, which is much faster than pip.
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pip install uv
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export UV_SYSTEM_PYTHON=true
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PIP_CMD="uv pip"
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PIP_INSTALL_SUFFIX="--index-strategy unsafe-best-match --prerelease allow"
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PIP_UNINSTALL_CMD="uv pip uninstall"
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PIP_UNINSTALL_SUFFIX=""
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fi
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# Clean up existing installations
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$PIP_UNINSTALL_CMD sgl-kernel sglang $PIP_UNINSTALL_SUFFIX || true
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$PIP_UNINSTALL_CMD flashinfer-python flashinfer-cubin flashinfer-jit-cache $PIP_UNINSTALL_SUFFIX || true
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$PIP_UNINSTALL_CMD opencv-python opencv-python-headless $PIP_UNINSTALL_SUFFIX || true
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# Install the main package
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EXTRAS="dev"
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if [ -n "$OPTIONAL_DEPS" ]; then
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EXTRAS="dev,${OPTIONAL_DEPS}"
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fi
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echo "Installing python extras: [${EXTRAS}]"
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$PIP_CMD install -e "python[${EXTRAS}]" --extra-index-url https://download.pytorch.org/whl/${CU_VERSION} $PIP_INSTALL_SUFFIX
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# Install router for pd-disagg test
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$PIP_CMD install sglang-router $PIP_INSTALL_SUFFIX
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# Remove flash_attn folder to avoid conflicts
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PYTHON_LIB_PATH=$(python3 -c "import site; print(site.getsitepackages()[0])")
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FLASH_ATTN_PATH="${PYTHON_LIB_PATH}/flash_attn"
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if [ -d "$FLASH_ATTN_PATH" ]; then
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echo "Directory $FLASH_ATTN_PATH exists. Removing..."
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rm -rf "$FLASH_ATTN_PATH"
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else
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echo "Directory $FLASH_ATTN_PATH does not exist."
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fi
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# Install sgl-kernel
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SGL_KERNEL_VERSION_FROM_KERNEL=$(grep -Po '(?<=^version = ")[^"]*' sgl-kernel/pyproject.toml)
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SGL_KERNEL_VERSION_FROM_SRT=$(grep -Po -m1 '(?<=sgl-kernel==)[0-9A-Za-z\.\-]+' python/pyproject.toml)
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echo "SGL_KERNEL_VERSION_FROM_KERNEL=${SGL_KERNEL_VERSION_FROM_KERNEL} SGL_KERNEL_VERSION_FROM_SRT=${SGL_KERNEL_VERSION_FROM_SRT}"
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if [ "${CUSTOM_BUILD_SGL_KERNEL:-}" = "true" ]; then
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ls -alh sgl-kernel/dist
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# Determine wheel architecture
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if [ "$ARCH" = "aarch64" ] || [ "$ARCH" = "arm64" ]; then
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WHEEL_ARCH="aarch64"
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else
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WHEEL_ARCH="x86_64"
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fi
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$PIP_CMD install sgl-kernel/dist/sgl_kernel-${SGL_KERNEL_VERSION_FROM_KERNEL}-cp310-abi3-manylinux2014_${WHEEL_ARCH}.whl --force-reinstall $PIP_INSTALL_SUFFIX
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else
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# On Blackwell machines, skip reinstall if correct version already installed to avoid race conditions
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if [ "$IS_BLACKWELL" = "1" ]; then
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INSTALLED_SGL_KERNEL=$(pip show sgl-kernel 2>/dev/null | grep "^Version:" | awk '{print $2}' || echo "")
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if [ "$INSTALLED_SGL_KERNEL" = "$SGL_KERNEL_VERSION_FROM_SRT" ]; then
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echo "sgl-kernel==${SGL_KERNEL_VERSION_FROM_SRT} already installed, skipping reinstall"
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else
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echo "Installing sgl-kernel==${SGL_KERNEL_VERSION_FROM_SRT} (current: ${INSTALLED_SGL_KERNEL:-none})"
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$PIP_CMD install sgl-kernel==${SGL_KERNEL_VERSION_FROM_SRT} $PIP_INSTALL_SUFFIX
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fi
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else
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$PIP_CMD install sgl-kernel==${SGL_KERNEL_VERSION_FROM_SRT} --force-reinstall $PIP_INSTALL_SUFFIX
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fi
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fi
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# Show current packages
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$PIP_CMD list
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# Install other python dependencies
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$PIP_CMD install mooncake-transfer-engine==0.3.8.post1 "${NVRTC_SPEC}" py-spy scipy huggingface_hub[hf_xet] pytest $PIP_INSTALL_SUFFIX
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if [ "$IS_BLACKWELL" != "1" ]; then
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# For lmms_evals evaluating MMMU
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git clone --branch v0.5 --depth 1 https://github.com/EvolvingLMMs-Lab/lmms-eval.git
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$PIP_CMD install -e lmms-eval/ $PIP_INSTALL_SUFFIX
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fi
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# DeepEP depends on nvshmem 3.4.5
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# On Blackwell machines, skip reinstall if correct version already installed to avoid race conditions
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if [ "$IS_BLACKWELL" = "1" ]; then
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INSTALLED_NVSHMEM=$(pip show nvidia-nvshmem-cu12 2>/dev/null | grep "^Version:" | awk '{print $2}' || echo "")
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if [ "$INSTALLED_NVSHMEM" = "3.4.5" ]; then
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echo "nvidia-nvshmem-cu12==3.4.5 already installed, skipping reinstall"
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else
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$PIP_CMD install nvidia-nvshmem-cu12==3.4.5 $PIP_INSTALL_SUFFIX
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fi
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else
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$PIP_CMD install nvidia-nvshmem-cu12==3.4.5 --force-reinstall $PIP_INSTALL_SUFFIX
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fi
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# Cudnn with version less than 9.16.0.29 will cause performance regression on Conv3D kernel
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# On Blackwell machines, skip reinstall if correct version already installed to avoid race conditions
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if [ "$IS_BLACKWELL" = "1" ]; then
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INSTALLED_CUDNN=$(pip show nvidia-cudnn-cu12 2>/dev/null | grep "^Version:" | awk '{print $2}' || echo "")
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if [ "$INSTALLED_CUDNN" = "9.16.0.29" ]; then
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echo "nvidia-cudnn-cu12==9.16.0.29 already installed, skipping reinstall"
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else
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$PIP_CMD install nvidia-cudnn-cu12==9.16.0.29 $PIP_INSTALL_SUFFIX
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fi
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else
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$PIP_CMD install nvidia-cudnn-cu12==9.16.0.29 --force-reinstall $PIP_INSTALL_SUFFIX
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fi
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$PIP_CMD uninstall xformers || true
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# Install flashinfer-jit-cache with caching and retry logic (flashinfer.ai can have transient DNS issues)
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# Cache directory for flashinfer wheels (persists across CI runs on self-hosted runners)
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FLASHINFER_CACHE_DIR="${HOME}/.cache/flashinfer-wheels"
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mkdir -p "${FLASHINFER_CACHE_DIR}"
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# Clean up old versions to avoid cache bloat
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find "${FLASHINFER_CACHE_DIR}" -name "flashinfer_jit_cache-*.whl" ! -name "flashinfer_jit_cache-${FLASHINFER_VERSION}*" -type f -delete 2>/dev/null || true
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FLASHINFER_WHEEL_PATTERN="flashinfer_jit_cache-${FLASHINFER_VERSION}*.whl"
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CACHED_WHEEL=$(find "${FLASHINFER_CACHE_DIR}" -name "${FLASHINFER_WHEEL_PATTERN}" -type f 2>/dev/null | head -n 1)
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FLASHINFER_INSTALLED=false
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# Try to install from cache first
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if [ -n "$CACHED_WHEEL" ] && [ -f "$CACHED_WHEEL" ]; then
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echo "Found cached flashinfer wheel: $CACHED_WHEEL"
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if $PIP_CMD install "$CACHED_WHEEL" $PIP_INSTALL_SUFFIX; then
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FLASHINFER_INSTALLED=true
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echo "Successfully installed flashinfer-jit-cache from cache"
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else
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echo "Failed to install from cache, will try downloading..."
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rm -f "$CACHED_WHEEL"
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fi
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fi
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# If not installed from cache, download with retry logic
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if [ "$FLASHINFER_INSTALLED" = false ]; then
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for i in {1..5}; do
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# Download wheel to cache directory (use pip directly as uv pip doesn't support download)
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if pip download flashinfer-jit-cache==${FLASHINFER_VERSION} \
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--index-url https://flashinfer.ai/whl/${CU_VERSION} \
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-d "${FLASHINFER_CACHE_DIR}"; then
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CACHED_WHEEL=$(find "${FLASHINFER_CACHE_DIR}" -name "${FLASHINFER_WHEEL_PATTERN}" -type f 2>/dev/null | head -n 1)
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if [ -n "$CACHED_WHEEL" ] && [ -f "$CACHED_WHEEL" ]; then
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if $PIP_CMD install "$CACHED_WHEEL" $PIP_INSTALL_SUFFIX; then
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FLASHINFER_INSTALLED=true
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echo "Successfully downloaded and installed flashinfer-jit-cache"
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break
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fi
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else
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echo "Warning: Download succeeded but wheel file not found"
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fi
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fi
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echo "Attempt $i to download flashinfer-jit-cache failed, retrying in 10 seconds..."
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sleep 10
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done
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fi
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if [ "$FLASHINFER_INSTALLED" = false ]; then
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echo "ERROR: Failed to install flashinfer-jit-cache after 5 attempts"
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exit 1
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fi
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# Show current packages
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$PIP_CMD list
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python3 -c "import torch; print(torch.version.cuda)"
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# Prepare the CI runner (cleanup HuggingFace cache, etc.)
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bash "${SCRIPT_DIR}/prepare_runner.sh"
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