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GitHub - sherhut/openxla-pjrt-plugin: PJRT plugin for interfacing the OpenXLA compiler to Jax, PyTorch/XLA and TensorFlow
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0c.042-.331.063-.628.063-.894v-.02c-.001-.77-.169-1.271-.438-1.578-.341-.391-1.046-.69-2.533-.529-1.505.163-2.347.537-2.824 1.025-.462.472-.705 1.179-.705 2.319 0 1.211.175 1.926.558 2.361.365.414 1.084.751 2.657.751 1.21 0 1.902-.394 2.344-.938.475-.584.742-1.44.878-2.497Z"></path><path d="M14.5 14.25a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Zm-5 0a1 1 0 0 1 1 1v2a1 1 0 0 1-2 0v-2a1 1 0 0 1 1-1Z"></path> </svg> <div> <div class="color-fg-default h4">GitHub Copilot</div> Write better code with AI </div> </a></li> <li> <a class="HeaderMenu-dropdown-link d-block no-underline position-relative py-2 Link--secondary d-flex flex-items-center Link--has-description pb-lg-3" data-analytics-event="{"location":"navbar","action":"security","context":"product","tag":"link","label":"security_link_product_navbar"}" href="https://github.com/features/security"> <svg aria-hidden="true" height="24" viewBox="0 0 24 24" version="1.1" width="24" data-view-component="true" class="octicon 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dir=\"auto\"\u003eOpenXLA PJRT Plugin\u003c/h1\u003e\u003ca id=\"user-content-openxla-pjrt-plugin\" class=\"anchor\" aria-label=\"Permalink: OpenXLA PJRT Plugin\" href=\"#openxla-pjrt-plugin\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis repository contains an experimental PJRT plugin library which can bridge\nJax (and TensorFlow in the future) to OpenXLA/IREE.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch1 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eDeveloping\u003c/h1\u003e\u003ca id=\"user-content-developing\" class=\"anchor\" aria-label=\"Permalink: Developing\" href=\"#developing\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eSupport for dynamically loaded PJRT plugins is brand new as of 12/21/2022 and\nthere are sharp edges still. The following procedure is being used to develop.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThere are multiple development workflows, ranked from easiest to hardest (but\nmost powerful).\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSetup options\u003c/h2\u003e\u003ca id=\"user-content-setup-options\" class=\"anchor\" aria-label=\"Permalink: Setup options\" href=\"#setup-options\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe below presumes that you have a compatible Jax/Jaxlib installed. Since\nPJRT plugin support is moving fast, it is rare that released versions are\nappropriate. \u003cstrong\u003eSee \u003ca href=\"#building-jax-from-source\"\u003e\"Building Jax from Source\"\u003c/a\u003e\nbelow.\u003c/strong\u003e\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eIf you are building without CUDA, you may still need to install IREE's CUDA deps\nfor the \u003ccode\u003ebazel\u003c/code\u003e build below:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"export IREE_CUDA_DEPS_DIR=${HOME?}/.iree_cuda_deps\n../iree/build_tools/docker/context/fetch_cuda_deps.sh ${IREE_CUDA_DEPS_DIR?}\"\u003e\u003cpre\u003e\u003cspan class=\"pl-k\"\u003eexport\u003c/span\u003e IREE_CUDA_DEPS_DIR=\u003cspan class=\"pl-smi\"\u003e${HOME?}\u003c/span\u003e/.iree_cuda_deps\n../iree/build_tools/docker/context/fetch_cuda_deps.sh \u003cspan class=\"pl-smi\"\u003e${IREE_CUDA_DEPS_DIR?}\u003c/span\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOption 1: Synchronize to a nightly IREE release\u003c/h3\u003e\u003ca id=\"user-content-option-1-synchronize-to-a-nightly-iree-release\" class=\"anchor\" aria-label=\"Permalink: Option 1: Synchronize to a nightly IREE release\" href=\"#option-1-synchronize-to-a-nightly-iree-release\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"python ./sync_deps.py\npython -m pip install -U -r requirements.txt\npython ./configure.py --cc=clang --cxx=clang++ --cuda-sdk-dir=$CUDA_SDK_DIR\n\n# Source environment variables to run interactively.\n# The above generates a .env and .env.sh file with key setup vars.\nsource .env.sh\n\n# Build.\nbazel build iree/integrations/pjrt/...\n\n# Run a sample.\nJAX_PLATFORMS=iree_cpu python test/test_simple.py\nJAX_PLATFORMS=iree_cuda python test/test_simple.py\n# When multiple CUDA devices are installed, pick one by setting CUDA_VISIBLE_DEVICES=\u0026lt;n\u0026gt;.\nCUDA_VISIBLE_DEVICES=0 JAX_PLATFORMS=iree_cuda python test/test_simple.py\n\"\u003e\u003cpre\u003epython ./sync_deps.py\npython -m pip install -U -r requirements.txt\npython ./configure.py --cc=clang --cxx=clang++ --cuda-sdk-dir=\u003cspan class=\"pl-smi\"\u003e$CUDA_SDK_DIR\u003c/span\u003e\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Source environment variables to run interactively.\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e The above generates a .env and .env.sh file with key setup vars.\u003c/span\u003e\n\u003cspan class=\"pl-c1\"\u003esource\u003c/span\u003e .env.sh\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Build.\u003c/span\u003e\nbazel build iree/integrations/pjrt/...\n\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Run a sample.\u003c/span\u003e\nJAX_PLATFORMS=iree_cpu python test/test_simple.py\nJAX_PLATFORMS=iree_cuda python test/test_simple.py\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e When multiple CUDA devices are installed, pick one by setting CUDA_VISIBLE_DEVICES=\u0026lt;n\u0026gt;.\u003c/span\u003e\nCUDA_VISIBLE_DEVICES=0 JAX_PLATFORMS=iree_cuda python test/test_simple.py\n\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eOption 2: Set up for a full at-head dev rig\u003c/h3\u003e\u003ca id=\"user-content-option-2-set-up-for-a-full-at-head-dev-rig\" class=\"anchor\" aria-label=\"Permalink: Option 2: Set up for a full at-head dev rig\" href=\"#option-2-set-up-for-a-full-at-head-dev-rig\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"mkdir openxla\ncd openxla\npython -m venv .env\nsource .env/bin/activate || die \u0026quot;Could not activate venv\u0026quot;\n\npip install git+https://github.com/openxla/openxla-devtools.git\nopenxla-workspace init\nopenxla-workspace checkout --sync openxla-pjrt-plugin\n\ncd jax\npip install numpy wheel\npython build/build.py \\\n --bazel_options=--override_repository=xla=$PWD/../xla \\\n \u0026amp;\u0026amp; pip3 install dist/*.whl --force-reinstall\npip install -e .\n\ncd ../iree\ncmake -GNinja -B ../iree-build/ -S . \\\n -DCMAKE_BUILD_TYPE=RelWithDebInfo \\\n -DIREE_ENABLE_ASSERTIONS=ON \\\n -DCMAKE_C_COMPILER=clang \\\n -DCMAKE_CXX_COMPILER=clang++ \\\n -DIREE_ENABLE_LLD=ON -DIREE_ENABLE_CCACHE=ON\ncd ../iree-build\nninja libIREECompiler.so\nexport DYLIB_PATH=$PWD\n\ncd ../openxla-pjrt-plugin\npython ./configure.py --cc=clang --cxx=clang++ --iree-compiler-dylib=$DYLIB_PATH/lib/libIREECompiler.so\nsource .env.sh\nbazel build iree/integrations/pjrt/cpu/...\n\n# Do simple smoke test.\nJAX_PLATFORMS=iree_cpu python test/test_simple.py\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003emkdir openxla\ncd openxla\npython -m venv .env\nsource .env/bin/activate || die \"Could not activate venv\"\n\npip install git+https://github.com/openxla/openxla-devtools.git\nopenxla-workspace init\nopenxla-workspace checkout --sync openxla-pjrt-plugin\n\ncd jax\npip install numpy wheel\npython build/build.py \\\n --bazel_options=--override_repository=xla=$PWD/../xla \\\n \u0026amp;\u0026amp; pip3 install dist/*.whl --force-reinstall\npip install -e .\n\ncd ../iree\ncmake -GNinja -B ../iree-build/ -S . \\\n -DCMAKE_BUILD_TYPE=RelWithDebInfo \\\n -DIREE_ENABLE_ASSERTIONS=ON \\\n -DCMAKE_C_COMPILER=clang \\\n -DCMAKE_CXX_COMPILER=clang++ \\\n -DIREE_ENABLE_LLD=ON -DIREE_ENABLE_CCACHE=ON\ncd ../iree-build\nninja libIREECompiler.so\nexport DYLIB_PATH=$PWD\n\ncd ../openxla-pjrt-plugin\npython ./configure.py --cc=clang --cxx=clang++ --iree-compiler-dylib=$DYLIB_PATH/lib/libIREECompiler.so\nsource .env.sh\nbazel build iree/integrations/pjrt/cpu/...\n\n# Do simple smoke test.\nJAX_PLATFORMS=iree_cpu python test/test_simple.py\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eBuilding Jax from Source\u003c/h2\u003e\u003ca id=\"user-content-building-jax-from-source\" class=\"anchor\" aria-label=\"Permalink: Building Jax from Source\" href=\"#building-jax-from-source\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eInstall Jax with Python sources:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"# Starting in the openxla-pjrt-plugin repo, download JAX and sync to a\n# compatible commit.\npython ./sync_deps.py\npython -m pip install -e ../jax\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Starting in the openxla-pjrt-plugin repo, download JAX and sync to a\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e compatible commit.\u003c/span\u003e\npython ./sync_deps.py\npython -m pip install -e ../jax\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eBuild a compatible jaxlib:\u003c/p\u003e\n\u003cdiv class=\"highlight highlight-source-shell notranslate position-relative overflow-auto\" dir=\"auto\" data-snippet-clipboard-copy-content=\"cd ../jax\n# NOTE: Try running `bazel clean --expunge` if you run into undeclared inclusion\n# error(s).\npython build/build.py \\\n --bazel_options=--override_repository=xla=$PWD/../xla\n# Install the version of jaxlib you just built.\npython -m pip install dist/*.whl --force-reinstall\"\u003e\u003cpre\u003e\u003cspan class=\"pl-c1\"\u003ecd\u003c/span\u003e ../jax\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e NOTE: Try running `bazel clean --expunge` if you run into undeclared inclusion\u003c/span\u003e\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e error(s).\u003c/span\u003e\npython build/build.py \\\n --bazel_options=--override_repository=xla=\u003cspan class=\"pl-smi\"\u003e$PWD\u003c/span\u003e/../xla\n\u003cspan class=\"pl-c\"\u003e\u003cspan class=\"pl-c\"\u003e#\u003c/span\u003e Install the version of jaxlib you just built.\u003c/span\u003e\npython -m pip install dist/\u003cspan class=\"pl-k\"\u003e*\u003c/span\u003e.whl --force-reinstall\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGenerating runtime traces\u003c/h2\u003e\u003ca id=\"user-content-generating-runtime-traces\" class=\"anchor\" aria-label=\"Permalink: Generating runtime traces\" href=\"#generating-runtime-traces\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe plugins can be build with tracing enabled by adding the bazel build flag\n\u003ccode\u003e--iree_enable_runtime_tracing\u003c/code\u003e. With this flag, if a profiler is running,\ninstrumentation will be sent to it. It can be useful to set the environment\nvariable \u003ccode\u003eTRACY_NO_EXIT=1\u003c/code\u003e in order to block termination of one-shot programs\nthat exit too quickly to stream all events.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eGenerating compile_commands.json\u003c/h2\u003e\u003ca id=\"user-content-generating-compile_commandsjson\" class=\"anchor\" aria-label=\"Permalink: Generating compile_commands.json\" href=\"#generating-compile_commandsjson\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003e\u003ccode\u003ecompile_commands.json\u003c/code\u003e can be generated by the following command.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"bazel run @hedron_compile_commands//:refresh_all\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003ebazel run @hedron_compile_commands//:refresh_all\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eASAN\u003c/h2\u003e\u003ca id=\"user-content-asan\" class=\"anchor\" aria-label=\"Permalink: ASAN\" href=\"#asan\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eDeveloping with ASAN is recommended but requires some special steps because\nwe need to arrange for the plugin to be able to link with undefined\nsymbols and load the ASAN runtime library.\u003c/p\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003eEdit out the \u003ccode\u003e\"-Wl,--no-undefined\"\u003c/code\u003e from \u003ccode\u003ebuild_defs.bzl\u003c/code\u003e\u003c/li\u003e\n\u003cli\u003eSet env var \u003ccode\u003eLD_PRELOAD=$(clang-12 -print-file-name=libclang_rt.asan-x86_64.so)\u003c/code\u003e\n(assuming compiling with \u003ccode\u003eclang-12\u003c/code\u003e. See configured.bazelrc in the IREE repo).\u003c/li\u003e\n\u003cli\u003eSet env var \u003ccode\u003eASAN_OPTIONS=detect_leaks=0\u003c/code\u003e (Python allocates a bunch of stuff\nthat it never frees. TODO: Make this more fine-grained so we can detect leaks in\nplugin code).\u003c/li\u003e\n\u003cli\u003e\u003ccode\u003e--config=asan\u003c/code\u003e\u003c/li\u003e\n\u003c/ul\u003e\n\u003cp dir=\"auto\"\u003eThis can be improved and made more systematic but should work.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eRunning the Jax test suite\u003c/h2\u003e\u003ca id=\"user-content-running-the-jax-test-suite\" class=\"anchor\" aria-label=\"Permalink: Running the Jax test suite\" href=\"#running-the-jax-test-suite\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThe JAX test suite can be run with pytest. We recommend using \u003ccode\u003epytest-xdist\u003c/code\u003e\nas it spawns tests in workers which can be restarted in the event of individual\ntest case crashes.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eSetup:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"# Install pytest\npip install pytest pytest-xdist\n\n# Install the ctstools package from this repo (`-e` makes it editable).\npip install -e ctstools\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e# Install pytest\npip install pytest pytest-xdist\n\n# Install the ctstools package from this repo (`-e` makes it editable).\npip install -e ctstools\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eExample of running tests:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"JAX_PLATFORMS=iree_cuda pytest -n4 --max-worker-restart=9999 \\\n -p openxla_pjrt_artifacts --openxla-pjrt-artifact-dir=/tmp/foobar \\\n ~/src/jax/tests/nn_test.py\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eJAX_PLATFORMS=iree_cuda pytest -n4 --max-worker-restart=9999 \\\n -p openxla_pjrt_artifacts --openxla-pjrt-artifact-dir=/tmp/foobar \\\n ~/src/jax/tests/nn_test.py\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eNote that you will typically want a small number of workers (\u003ccode\u003e-n4\u003c/code\u003e above) for\nCUDA and a larger number can be tolerated for cpu.\u003c/p\u003e\n\u003cp dir=\"auto\"\u003eThe plugin \u003ccode\u003eopenxla_pjrt_artifacts\u003c/code\u003e is in the \u003ccode\u003ectstools\u003c/code\u003e directory and\nperforms additional manipulation of the environment in order to save\ncompilation artifacts, reproducers, etc.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eProject Maintenance\u003c/h2\u003e\u003ca id=\"user-content-project-maintenance\" class=\"anchor\" aria-label=\"Permalink: Project Maintenance\" href=\"#project-maintenance\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis section is a work in progress describing various project maintenance\ntasks.\u003c/p\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePre-requisite: Install openxla-devtools\u003c/h3\u003e\u003ca id=\"user-content-pre-requisite-install-openxla-devtools\" class=\"anchor\" aria-label=\"Permalink: Pre-requisite: Install openxla-devtools\" href=\"#pre-requisite-install-openxla-devtools\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"pip install git+https://github.com/openxla/openxla-devtools.git\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003epip install git+https://github.com/openxla/openxla-devtools.git\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eSync all deps to pinned versions\u003c/h3\u003e\u003ca id=\"user-content-sync-all-deps-to-pinned-versions\" class=\"anchor\" aria-label=\"Permalink: Sync all deps to pinned versions\" href=\"#sync-all-deps-to-pinned-versions\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis updates the git repositories and upgrades Python packages.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"openxla-workspace sync\npython -m pip install -U -r requirements.txt\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eopenxla-workspace sync\npython -m pip install -U -r requirements.txt\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUpdate to latest nightlies\u003c/h3\u003e\u003ca id=\"user-content-update-to-latest-nightlies\" class=\"anchor\" aria-label=\"Permalink: Update to latest nightlies\" href=\"#update-to-latest-nightlies\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis updates the pinned revisions to track upstream nightlies.\nNote that the roll action will upgrade Python packages implicitly.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"# Updates the sync_deps.py metadata.\nopenxla-workspace roll nightly\n# Brings all dependencies to pinned versions.\nopenxla-workspace sync\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e# Updates the sync_deps.py metadata.\nopenxla-workspace roll nightly\n# Brings all dependencies to pinned versions.\nopenxla-workspace sync\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eUpdate just IREE to its latest nightly.\u003c/h3\u003e\u003ca id=\"user-content-update-just-iree-to-its-latest-nightly\" class=\"anchor\" aria-label=\"Permalink: Update just IREE to its latest nightly.\" href=\"#update-just-iree-to-its-latest-nightly\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis just updates the IREE compiler and source pins to IREE's latest\nnightly. It is useful for when there is some issue blocking a jax/xla\nupgrade but progress is desired.\nNote that the roll action will upgrade Python packages implicitly.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"# Updates the sync_deps.py metadata.\nopenxla-workspace roll iree_nightly\n# Brings all dependencies to pinned versions.\nopenxla-workspace sync\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e# Updates the sync_deps.py metadata.\nopenxla-workspace roll iree_nightly\n# Brings all dependencies to pinned versions.\nopenxla-workspace sync\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eAlternatively, just the IREE source dep (runtime and APIs) can be pinned\nto head:\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"# Updates the sync_deps.py metadata.\nopenxla-workspace roll iree\n# Brings all dependencies to pinned versions.\nopenxla-workspace sync\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003e# Updates the sync_deps.py metadata.\nopenxla-workspace roll iree\n# Brings all dependencies to pinned versions.\nopenxla-workspace sync\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch3 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003ePin current versions of all deps\u003c/h3\u003e\u003ca id=\"user-content-pin-current-versions-of-all-deps\" class=\"anchor\" aria-label=\"Permalink: Pin current versions of all deps\" href=\"#pin-current-versions-of-all-deps\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eThis can be done if local, cross project changes have been made and landed.\nIt snapshots the state of all deps as actually checked out and updates\nthe metadata.\u003c/p\u003e\n\u003cdiv class=\"snippet-clipboard-content notranslate position-relative overflow-auto\" data-snippet-clipboard-copy-content=\"openxla-workspace pin\"\u003e\u003cpre class=\"notranslate\"\u003e\u003ccode\u003eopenxla-workspace pin\n\u003c/code\u003e\u003c/pre\u003e\u003c/div\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eContacts\u003c/h2\u003e\u003ca id=\"user-content-contacts\" class=\"anchor\" aria-label=\"Permalink: Contacts\" href=\"#contacts\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cul dir=\"auto\"\u003e\n\u003cli\u003e\u003ca href=\"https://github.com/openxla/openxla-pjrt-plugin/issues\"\u003eGitHub issues\u003c/a\u003e:\nFeature requests, bugs, and other work tracking\u003c/li\u003e\n\u003cli\u003e\u003ca href=\"https://discord.gg/pvuUmVQa\" rel=\"nofollow\"\u003eOpenXLA discord\u003c/a\u003e: Daily development discussions\nwith the core team and collaborators\u003c/li\u003e\n\u003c/ul\u003e\n\u003cdiv class=\"markdown-heading\" dir=\"auto\"\u003e\u003ch2 tabindex=\"-1\" class=\"heading-element\" dir=\"auto\"\u003eLicense\u003c/h2\u003e\u003ca id=\"user-content-license\" class=\"anchor\" aria-label=\"Permalink: License\" href=\"#license\"\u003e\u003csvg class=\"octicon octicon-link\" viewBox=\"0 0 16 16\" version=\"1.1\" width=\"16\" height=\"16\" aria-hidden=\"true\"\u003e\u003cpath d=\"m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z\"\u003e\u003c/path\u003e\u003c/svg\u003e\u003c/a\u003e\u003c/div\u003e\n\u003cp dir=\"auto\"\u003eOpenXLA PJRT plugin is licensed under the terms of the Apache 2.0 License with\nLLVM Exceptions. See \u003ca href=\"/sherhut/openxla-pjrt-plugin/blob/main/LICENSE\"\u003eLICENSE\u003c/a\u003e for more information.\u003c/p\u003e\n\u003c/article\u003e","loaded":true,"timedOut":false,"errorMessage":null,"headerInfo":{"toc":[{"level":1,"text":"OpenXLA PJRT Plugin","anchor":"openxla-pjrt-plugin","htmlText":"OpenXLA PJRT Plugin"},{"level":1,"text":"Developing","anchor":"developing","htmlText":"Developing"},{"level":2,"text":"Setup options","anchor":"setup-options","htmlText":"Setup options"},{"level":3,"text":"Option 1: Synchronize to a nightly IREE release","anchor":"option-1-synchronize-to-a-nightly-iree-release","htmlText":"Option 1: Synchronize to a nightly IREE release"},{"level":3,"text":"Option 2: Set up for a full at-head dev rig","anchor":"option-2-set-up-for-a-full-at-head-dev-rig","htmlText":"Option 2: Set up for a full at-head dev rig"},{"level":2,"text":"Building Jax from Source","anchor":"building-jax-from-source","htmlText":"Building Jax from Source"},{"level":2,"text":"Generating runtime traces","anchor":"generating-runtime-traces","htmlText":"Generating runtime traces"},{"level":2,"text":"Generating compile_commands.json","anchor":"generating-compile_commandsjson","htmlText":"Generating compile_commands.json"},{"level":2,"text":"ASAN","anchor":"asan","htmlText":"ASAN"},{"level":2,"text":"Running the Jax test suite","anchor":"running-the-jax-test-suite","htmlText":"Running the Jax test suite"},{"level":2,"text":"Project Maintenance","anchor":"project-maintenance","htmlText":"Project Maintenance"},{"level":3,"text":"Pre-requisite: Install openxla-devtools","anchor":"pre-requisite-install-openxla-devtools","htmlText":"Pre-requisite: Install openxla-devtools"},{"level":3,"text":"Sync all deps to pinned versions","anchor":"sync-all-deps-to-pinned-versions","htmlText":"Sync all deps to pinned versions"},{"level":3,"text":"Update to latest nightlies","anchor":"update-to-latest-nightlies","htmlText":"Update to latest nightlies"},{"level":3,"text":"Update just IREE to its latest nightly.","anchor":"update-just-iree-to-its-latest-nightly","htmlText":"Update just IREE to its latest nightly."},{"level":3,"text":"Pin current versions of all deps","anchor":"pin-current-versions-of-all-deps","htmlText":"Pin current versions of all 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1.5h-8.5a.75.75 0 0 1 0-1.5ZM2 14a1 1 0 1 1 0-2 1 1 0 0 1 0 2Zm1-6a1 1 0 1 1-2 0 1 1 0 0 1 2 0ZM2 4a1 1 0 1 1 0-2 1 1 0 0 1 0 2Z"></path></svg></button></div><div class="Box-sc-g0xbh4-0 QkQOb js-snippet-clipboard-copy-unpositioned" data-hpc="true"><article class="markdown-body entry-content container-lg" itemprop="text"><div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">OpenXLA PJRT Plugin</h1><a id="user-content-openxla-pjrt-plugin" class="anchor" aria-label="Permalink: OpenXLA PJRT Plugin" href="#openxla-pjrt-plugin"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This repository contains an experimental PJRT plugin library which can bridge Jax (and TensorFlow in the future) to OpenXLA/IREE.</p> <div class="markdown-heading" dir="auto"><h1 tabindex="-1" class="heading-element" dir="auto">Developing</h1><a id="user-content-developing" class="anchor" aria-label="Permalink: Developing" href="#developing"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Support for dynamically loaded PJRT plugins is brand new as of 12/21/2022 and there are sharp edges still. The following procedure is being used to develop.</p> <p dir="auto">There are multiple development workflows, ranked from easiest to hardest (but most powerful).</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Setup options</h2><a id="user-content-setup-options" class="anchor" aria-label="Permalink: Setup options" href="#setup-options"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The below presumes that you have a compatible Jax/Jaxlib installed. Since PJRT plugin support is moving fast, it is rare that released versions are appropriate. <strong>See <a href="#building-jax-from-source">"Building Jax from Source"</a> below.</strong></p> <p dir="auto">If you are building without CUDA, you may still need to install IREE's CUDA deps for the <code>bazel</code> build below:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="export IREE_CUDA_DEPS_DIR=${HOME?}/.iree_cuda_deps ../iree/build_tools/docker/context/fetch_cuda_deps.sh ${IREE_CUDA_DEPS_DIR?}"><pre><span class="pl-k">export</span> IREE_CUDA_DEPS_DIR=<span class="pl-smi">${HOME?}</span>/.iree_cuda_deps ../iree/build_tools/docker/context/fetch_cuda_deps.sh <span class="pl-smi">${IREE_CUDA_DEPS_DIR?}</span></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Option 1: Synchronize to a nightly IREE release</h3><a id="user-content-option-1-synchronize-to-a-nightly-iree-release" class="anchor" aria-label="Permalink: Option 1: Synchronize to a nightly IREE release" href="#option-1-synchronize-to-a-nightly-iree-release"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="python ./sync_deps.py python -m pip install -U -r requirements.txt python ./configure.py --cc=clang --cxx=clang++ --cuda-sdk-dir=$CUDA_SDK_DIR # Source environment variables to run interactively. # The above generates a .env and .env.sh file with key setup vars. source .env.sh # Build. bazel build iree/integrations/pjrt/... # Run a sample. JAX_PLATFORMS=iree_cpu python test/test_simple.py JAX_PLATFORMS=iree_cuda python test/test_simple.py # When multiple CUDA devices are installed, pick one by setting CUDA_VISIBLE_DEVICES=<n>. CUDA_VISIBLE_DEVICES=0 JAX_PLATFORMS=iree_cuda python test/test_simple.py "><pre>python ./sync_deps.py python -m pip install -U -r requirements.txt python ./configure.py --cc=clang --cxx=clang++ --cuda-sdk-dir=<span class="pl-smi">$CUDA_SDK_DIR</span> <span class="pl-c"><span class="pl-c">#</span> Source environment variables to run interactively.</span> <span class="pl-c"><span class="pl-c">#</span> The above generates a .env and .env.sh file with key setup vars.</span> <span class="pl-c1">source</span> .env.sh <span class="pl-c"><span class="pl-c">#</span> Build.</span> bazel build iree/integrations/pjrt/... <span class="pl-c"><span class="pl-c">#</span> Run a sample.</span> JAX_PLATFORMS=iree_cpu python test/test_simple.py JAX_PLATFORMS=iree_cuda python test/test_simple.py <span class="pl-c"><span class="pl-c">#</span> When multiple CUDA devices are installed, pick one by setting CUDA_VISIBLE_DEVICES=<n>.</span> CUDA_VISIBLE_DEVICES=0 JAX_PLATFORMS=iree_cuda python test/test_simple.py </pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Option 2: Set up for a full at-head dev rig</h3><a id="user-content-option-2-set-up-for-a-full-at-head-dev-rig" class="anchor" aria-label="Permalink: Option 2: Set up for a full at-head dev rig" href="#option-2-set-up-for-a-full-at-head-dev-rig"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="mkdir openxla cd openxla python -m venv .env source .env/bin/activate || die "Could not activate venv" pip install git+https://github.com/openxla/openxla-devtools.git openxla-workspace init openxla-workspace checkout --sync openxla-pjrt-plugin cd jax pip install numpy wheel python build/build.py \ --bazel_options=--override_repository=xla=$PWD/../xla \ && pip3 install dist/*.whl --force-reinstall pip install -e . cd ../iree cmake -GNinja -B ../iree-build/ -S . \ -DCMAKE_BUILD_TYPE=RelWithDebInfo \ -DIREE_ENABLE_ASSERTIONS=ON \ -DCMAKE_C_COMPILER=clang \ -DCMAKE_CXX_COMPILER=clang++ \ -DIREE_ENABLE_LLD=ON -DIREE_ENABLE_CCACHE=ON cd ../iree-build ninja libIREECompiler.so export DYLIB_PATH=$PWD cd ../openxla-pjrt-plugin python ./configure.py --cc=clang --cxx=clang++ --iree-compiler-dylib=$DYLIB_PATH/lib/libIREECompiler.so source .env.sh bazel build iree/integrations/pjrt/cpu/... # Do simple smoke test. JAX_PLATFORMS=iree_cpu python test/test_simple.py"><pre class="notranslate"><code>mkdir openxla cd openxla python -m venv .env source .env/bin/activate || die "Could not activate venv" pip install git+https://github.com/openxla/openxla-devtools.git openxla-workspace init openxla-workspace checkout --sync openxla-pjrt-plugin cd jax pip install numpy wheel python build/build.py \ --bazel_options=--override_repository=xla=$PWD/../xla \ && pip3 install dist/*.whl --force-reinstall pip install -e . cd ../iree cmake -GNinja -B ../iree-build/ -S . \ -DCMAKE_BUILD_TYPE=RelWithDebInfo \ -DIREE_ENABLE_ASSERTIONS=ON \ -DCMAKE_C_COMPILER=clang \ -DCMAKE_CXX_COMPILER=clang++ \ -DIREE_ENABLE_LLD=ON -DIREE_ENABLE_CCACHE=ON cd ../iree-build ninja libIREECompiler.so export DYLIB_PATH=$PWD cd ../openxla-pjrt-plugin python ./configure.py --cc=clang --cxx=clang++ --iree-compiler-dylib=$DYLIB_PATH/lib/libIREECompiler.so source .env.sh bazel build iree/integrations/pjrt/cpu/... # Do simple smoke test. JAX_PLATFORMS=iree_cpu python test/test_simple.py </code></pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Building Jax from Source</h2><a id="user-content-building-jax-from-source" class="anchor" aria-label="Permalink: Building Jax from Source" href="#building-jax-from-source"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Install Jax with Python sources:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="# Starting in the openxla-pjrt-plugin repo, download JAX and sync to a # compatible commit. python ./sync_deps.py python -m pip install -e ../jax"><pre><span class="pl-c"><span class="pl-c">#</span> Starting in the openxla-pjrt-plugin repo, download JAX and sync to a</span> <span class="pl-c"><span class="pl-c">#</span> compatible commit.</span> python ./sync_deps.py python -m pip install -e ../jax</pre></div> <p dir="auto">Build a compatible jaxlib:</p> <div class="highlight highlight-source-shell notranslate position-relative overflow-auto" dir="auto" data-snippet-clipboard-copy-content="cd ../jax # NOTE: Try running `bazel clean --expunge` if you run into undeclared inclusion # error(s). python build/build.py \ --bazel_options=--override_repository=xla=$PWD/../xla # Install the version of jaxlib you just built. python -m pip install dist/*.whl --force-reinstall"><pre><span class="pl-c1">cd</span> ../jax <span class="pl-c"><span class="pl-c">#</span> NOTE: Try running `bazel clean --expunge` if you run into undeclared inclusion</span> <span class="pl-c"><span class="pl-c">#</span> error(s).</span> python build/build.py \ --bazel_options=--override_repository=xla=<span class="pl-smi">$PWD</span>/../xla <span class="pl-c"><span class="pl-c">#</span> Install the version of jaxlib you just built.</span> python -m pip install dist/<span class="pl-k">*</span>.whl --force-reinstall</pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Generating runtime traces</h2><a id="user-content-generating-runtime-traces" class="anchor" aria-label="Permalink: Generating runtime traces" href="#generating-runtime-traces"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The plugins can be build with tracing enabled by adding the bazel build flag <code>--iree_enable_runtime_tracing</code>. With this flag, if a profiler is running, instrumentation will be sent to it. It can be useful to set the environment variable <code>TRACY_NO_EXIT=1</code> in order to block termination of one-shot programs that exit too quickly to stream all events.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Generating compile_commands.json</h2><a id="user-content-generating-compile_commandsjson" class="anchor" aria-label="Permalink: Generating compile_commands.json" href="#generating-compile_commandsjson"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto"><code>compile_commands.json</code> can be generated by the following command.</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="bazel run @hedron_compile_commands//:refresh_all"><pre class="notranslate"><code>bazel run @hedron_compile_commands//:refresh_all </code></pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">ASAN</h2><a id="user-content-asan" class="anchor" aria-label="Permalink: ASAN" href="#asan"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">Developing with ASAN is recommended but requires some special steps because we need to arrange for the plugin to be able to link with undefined symbols and load the ASAN runtime library.</p> <ul dir="auto"> <li>Edit out the <code>"-Wl,--no-undefined"</code> from <code>build_defs.bzl</code></li> <li>Set env var <code>LD_PRELOAD=$(clang-12 -print-file-name=libclang_rt.asan-x86_64.so)</code> (assuming compiling with <code>clang-12</code>. See configured.bazelrc in the IREE repo).</li> <li>Set env var <code>ASAN_OPTIONS=detect_leaks=0</code> (Python allocates a bunch of stuff that it never frees. TODO: Make this more fine-grained so we can detect leaks in plugin code).</li> <li><code>--config=asan</code></li> </ul> <p dir="auto">This can be improved and made more systematic but should work.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Running the Jax test suite</h2><a id="user-content-running-the-jax-test-suite" class="anchor" aria-label="Permalink: Running the Jax test suite" href="#running-the-jax-test-suite"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">The JAX test suite can be run with pytest. We recommend using <code>pytest-xdist</code> as it spawns tests in workers which can be restarted in the event of individual test case crashes.</p> <p dir="auto">Setup:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="# Install pytest pip install pytest pytest-xdist # Install the ctstools package from this repo (`-e` makes it editable). pip install -e ctstools"><pre class="notranslate"><code># Install pytest pip install pytest pytest-xdist # Install the ctstools package from this repo (`-e` makes it editable). pip install -e ctstools </code></pre></div> <p dir="auto">Example of running tests:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="JAX_PLATFORMS=iree_cuda pytest -n4 --max-worker-restart=9999 \ -p openxla_pjrt_artifacts --openxla-pjrt-artifact-dir=/tmp/foobar \ ~/src/jax/tests/nn_test.py"><pre class="notranslate"><code>JAX_PLATFORMS=iree_cuda pytest -n4 --max-worker-restart=9999 \ -p openxla_pjrt_artifacts --openxla-pjrt-artifact-dir=/tmp/foobar \ ~/src/jax/tests/nn_test.py </code></pre></div> <p dir="auto">Note that you will typically want a small number of workers (<code>-n4</code> above) for CUDA and a larger number can be tolerated for cpu.</p> <p dir="auto">The plugin <code>openxla_pjrt_artifacts</code> is in the <code>ctstools</code> directory and performs additional manipulation of the environment in order to save compilation artifacts, reproducers, etc.</p> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Project Maintenance</h2><a id="user-content-project-maintenance" class="anchor" aria-label="Permalink: Project Maintenance" href="#project-maintenance"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This section is a work in progress describing various project maintenance tasks.</p> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Pre-requisite: Install openxla-devtools</h3><a id="user-content-pre-requisite-install-openxla-devtools" class="anchor" aria-label="Permalink: Pre-requisite: Install openxla-devtools" href="#pre-requisite-install-openxla-devtools"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="pip install git+https://github.com/openxla/openxla-devtools.git"><pre class="notranslate"><code>pip install git+https://github.com/openxla/openxla-devtools.git </code></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Sync all deps to pinned versions</h3><a id="user-content-sync-all-deps-to-pinned-versions" class="anchor" aria-label="Permalink: Sync all deps to pinned versions" href="#sync-all-deps-to-pinned-versions"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This updates the git repositories and upgrades Python packages.</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="openxla-workspace sync python -m pip install -U -r requirements.txt"><pre class="notranslate"><code>openxla-workspace sync python -m pip install -U -r requirements.txt </code></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Update to latest nightlies</h3><a id="user-content-update-to-latest-nightlies" class="anchor" aria-label="Permalink: Update to latest nightlies" href="#update-to-latest-nightlies"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This updates the pinned revisions to track upstream nightlies. Note that the roll action will upgrade Python packages implicitly.</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="# Updates the sync_deps.py metadata. openxla-workspace roll nightly # Brings all dependencies to pinned versions. openxla-workspace sync"><pre class="notranslate"><code># Updates the sync_deps.py metadata. openxla-workspace roll nightly # Brings all dependencies to pinned versions. openxla-workspace sync </code></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Update just IREE to its latest nightly.</h3><a id="user-content-update-just-iree-to-its-latest-nightly" class="anchor" aria-label="Permalink: Update just IREE to its latest nightly." href="#update-just-iree-to-its-latest-nightly"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This just updates the IREE compiler and source pins to IREE's latest nightly. It is useful for when there is some issue blocking a jax/xla upgrade but progress is desired. Note that the roll action will upgrade Python packages implicitly.</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="# Updates the sync_deps.py metadata. openxla-workspace roll iree_nightly # Brings all dependencies to pinned versions. openxla-workspace sync"><pre class="notranslate"><code># Updates the sync_deps.py metadata. openxla-workspace roll iree_nightly # Brings all dependencies to pinned versions. openxla-workspace sync </code></pre></div> <p dir="auto">Alternatively, just the IREE source dep (runtime and APIs) can be pinned to head:</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="# Updates the sync_deps.py metadata. openxla-workspace roll iree # Brings all dependencies to pinned versions. openxla-workspace sync"><pre class="notranslate"><code># Updates the sync_deps.py metadata. openxla-workspace roll iree # Brings all dependencies to pinned versions. openxla-workspace sync </code></pre></div> <div class="markdown-heading" dir="auto"><h3 tabindex="-1" class="heading-element" dir="auto">Pin current versions of all deps</h3><a id="user-content-pin-current-versions-of-all-deps" class="anchor" aria-label="Permalink: Pin current versions of all deps" href="#pin-current-versions-of-all-deps"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">This can be done if local, cross project changes have been made and landed. It snapshots the state of all deps as actually checked out and updates the metadata.</p> <div class="snippet-clipboard-content notranslate position-relative overflow-auto" data-snippet-clipboard-copy-content="openxla-workspace pin"><pre class="notranslate"><code>openxla-workspace pin </code></pre></div> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">Contacts</h2><a id="user-content-contacts" class="anchor" aria-label="Permalink: Contacts" href="#contacts"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <ul dir="auto"> <li><a href="https://github.com/openxla/openxla-pjrt-plugin/issues">GitHub issues</a>: Feature requests, bugs, and other work tracking</li> <li><a href="https://discord.gg/pvuUmVQa" rel="nofollow">OpenXLA discord</a>: Daily development discussions with the core team and collaborators</li> </ul> <div class="markdown-heading" dir="auto"><h2 tabindex="-1" class="heading-element" dir="auto">License</h2><a id="user-content-license" class="anchor" aria-label="Permalink: License" href="#license"><svg class="octicon octicon-link" viewBox="0 0 16 16" version="1.1" width="16" height="16" aria-hidden="true"><path d="m7.775 3.275 1.25-1.25a3.5 3.5 0 1 1 4.95 4.95l-2.5 2.5a3.5 3.5 0 0 1-4.95 0 .751.751 0 0 1 .018-1.042.751.751 0 0 1 1.042-.018 1.998 1.998 0 0 0 2.83 0l2.5-2.5a2.002 2.002 0 0 0-2.83-2.83l-1.25 1.25a.751.751 0 0 1-1.042-.018.751.751 0 0 1-.018-1.042Zm-4.69 9.64a1.998 1.998 0 0 0 2.83 0l1.25-1.25a.751.751 0 0 1 1.042.018.751.751 0 0 1 .018 1.042l-1.25 1.25a3.5 3.5 0 1 1-4.95-4.95l2.5-2.5a3.5 3.5 0 0 1 4.95 0 .751.751 0 0 1-.018 1.042.751.751 0 0 1-1.042.018 1.998 1.998 0 0 0-2.83 0l-2.5 2.5a1.998 1.998 0 0 0 0 2.83Z"></path></svg></a></div> <p dir="auto">OpenXLA PJRT plugin is licensed under the terms of the Apache 2.0 License with LLVM Exceptions. See <a href="/sherhut/openxla-pjrt-plugin/blob/main/LICENSE">LICENSE</a> for more information.</p> </article></div></div></div></div></div> <!-- --> <!-- --> <script type="application/json" id="__PRIMER_DATA_:R0:__">{"resolvedServerColorMode":"day"}</script></div> </react-partial> <input type="hidden" data-csrf="true" value="lJLUe3ZE6JW5JfWOUkJlwhCo0UL2CmPpCu7VMqTcxGpo0EfemIf0HfsCsGj6Y13N3mWr9L0EIkgLl9/eVMqR7g==" /> </div> <div data-view-component="true" class="Layout-sidebar"> <div class="BorderGrid about-margin" data-pjax> <div class="BorderGrid-row"> <div class="BorderGrid-cell"> <div class="hide-sm hide-md"> <h2 class="mb-3 h4">About</h2> <p class="f4 my-3"> PJRT plugin for interfacing the OpenXLA compiler to Jax, PyTorch/XLA and TensorFlow </p> <h3 class="sr-only">Resources</h3> <div class="mt-2"> <a class="Link--muted" data-analytics-event="{"category":"Repository Overview","action":"click","label":"location:sidebar;file:readme"}" href="#readme-ov-file"> <svg aria-hidden="true" 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