├── .azure ├── cuda │ ├── .gitignore │ ├── Dockerfile │ ├── README.md │ ├── build_agent.sh │ ├── cuda-benchmark-baseline.yml │ ├── cuda-benchmark-fp16-bert.yml │ ├── cuda-benchmark-fp16-big.yml │ ├── cuda-benchmark-fp16.yml │ ├── cuda-benchmark-fp32-bert.yml │ ├── cuda-benchmark-fp32-big.yml │ ├── cuda-benchmark-fp32-resnet.yml │ ├── cuda-benchmark-fp32.yml │ ├── cuda-pr.yml │ ├── run_agent.sh │ └── scripts │ │ ├── install.azp.sh │ │ ├── install.builddeps.sh │ │ ├── install.dbgdeps.sh │ │ └── start.sh ├── linux-accera.yml ├── linux-pr.yml ├── macos-accera.yml ├── macos-pr.yml ├── manylinux │ ├── Dockerfile │ ├── build.sh │ ├── manylinux-accera.yml │ ├── manylinux-llvm.yml │ └── scripts │ │ ├── install.manylinux.sh │ │ ├── install.vcpkg.sh │ │ └── install.vulkanloader.sh ├── rocm │ ├── .gitignore │ ├── Dockerfile │ ├── README.md │ ├── build_agent.sh │ ├── rocm-benchmark-baseline.yml │ ├── rocm-benchmark-fp16-bert.yml │ ├── rocm-benchmark-fp16-big.yml │ ├── rocm-benchmark-fp16.yml │ ├── rocm-benchmark-fp32-bert.yml │ ├── rocm-benchmark-fp32-big.yml │ ├── rocm-benchmark-fp32-resnet.yml │ ├── rocm-benchmark-fp32.yml │ ├── rocm-pr.yml │ ├── run_agent.sh │ └── scripts │ │ ├── install.azp.sh │ │ ├── install.builddeps.sh │ │ ├── install.dbgdeps.sh │ │ └── start.sh ├── sdl-set1.yml ├── sdl-set2.yml ├── sdl-set3.yml ├── win-accera.yml └── win-pr.yml ├── .clang-format ├── .devcontainer ├── Dockerfile └── devcontainer.json ├── .dockerignore ├── .github ├── ISSUE_TEMPLATE │ ├── bug_report.md │ ├── feature_request.md │ └── question.md ├── pull_request_template.md └── workflows │ ├── ci.yml │ └── docs.yml ├── .gitignore ├── .gitmodules ├── .style.yapf ├── CMake ├── AddPrecompiledHeader.cmake ├── AddPyBind11.cmake ├── BuildTargetSetup.cmake ├── Catch2Setup.cmake ├── CompilerCache.cmake ├── CopySharedLibraries.cmake ├── DocSetup.cmake ├── GetGitVersion.cmake ├── InstallUtilities.cmake ├── LLVMSetup.cmake ├── LLVMSetupDefault.cmake ├── MKLSetup.cmake ├── OpenBLASSetup.cmake └── VulkanSetup.cmake ├── CMakeLists.txt ├── CODE_OF_CONDUCT.md ├── LICENSE ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── StyleGuide.md ├── accera ├── CMakeLists.txt ├── acc-gpu-runner │ ├── CMakeLists.txt │ ├── README.md │ ├── acc-gpu-runner.py │ ├── acc_gpu_runner_config.py.in │ ├── include │ │ └── ACCJITRunner.h │ ├── samples │ │ ├── gemm_32x32x32_naive.mlir │ │ ├── gemm_32x32x32_naive_no_yeild.mlir │ │ ├── gemm_32x32x32_tiled.mlir │ │ └── vecadd.mlir │ └── src │ │ ├── ACCGPURunnerMain.cpp │ │ └── ACCJITRunner.cpp ├── acc-lsp-server │ ├── CMakeLists.txt │ └── src │ │ └── acc-lsp-server.cpp ├── acc-opt │ ├── CMakeLists.txt │ ├── src │ │ └── ACCOptMain.cpp │ └── test │ │ ├── CMakeLists.txt │ │ ├── ValueBinOpCastOp.mlir │ │ ├── ValueCastOp.mlir │ │ ├── ValueFuncToTarget.mlir │ │ ├── affine_simplification.mlir │ │ ├── barrier_opt.mlir.disabled │ │ ├── barrier_opt_tests │ │ ├── all_barrier_opt_tests.mlir │ │ ├── barrier_opt_test_generator.py │ │ └── create_barrier_opt_tests.sh │ │ ├── commandline.mlir │ │ ├── debug_jit.sh │ │ ├── lit.cfg.py │ │ ├── lit.site.cfg.py.in │ │ ├── process_tests.py.in │ │ ├── thrifty_caching.mlir │ │ ├── value_mlir_test.cpp │ │ └── vectorization.mlir ├── acc-translate │ ├── CMakeLists.txt │ └── src │ │ ├── AcceraTranslateMain.cpp │ │ ├── CMakeLists.txt │ │ └── Target │ │ ├── CMakeLists.txt │ │ ├── Cpp │ │ ├── AMDGPU.cpp │ │ ├── AMDGPU.h │ │ ├── AcceraDialectCppPrinter.cpp │ │ ├── AcceraDialectCppPrinter.h │ │ ├── AffineDialectCppPrinter.cpp │ │ ├── AffineDialectCppPrinter.h │ │ ├── CppPrinter.cpp │ │ ├── CppPrinter.h │ │ ├── CppPrinterUtils.cpp │ │ ├── CppPrinterUtils.h │ │ ├── GpuDialectCppPrinter.cpp │ │ ├── GpuDialectCppPrinter.h │ │ ├── LLVMDialectCppPrinter.cpp │ │ ├── LLVMDialectCppPrinter.h │ │ ├── NVGPU.h │ │ ├── RocDLDialectCppPrinter.cpp │ │ ├── RocDLDialectCppPrinter.h │ │ ├── ScfDialectCppPrinter.cpp │ │ ├── ScfDialectCppPrinter.h │ │ ├── StdDialectCppPrinter.cpp │ │ ├── StdDialectCppPrinter.h │ │ ├── TranslateToCpp.cpp │ │ ├── TranslateToCpp.h │ │ ├── VectorDialectCppPrinter.cpp │ │ └── VectorDialectCppPrinter.h │ │ └── LLVMIR │ │ ├── CMakeLists.txt │ │ ├── IntrinsicToLLVMIRTranslation.cpp │ │ └── IntrinsicToLLVMIRTranslation.h ├── accc │ ├── CMakeLists.txt │ ├── CMakeLists.txt.emitted_library.in │ ├── CMakeLists.txt.generator.in │ ├── CMakeLists.txt.main.in │ ├── README.md │ ├── accc.py │ ├── accc_config.py.in │ ├── build_config.py.in │ ├── parameters.py │ └── utilities.py ├── export │ ├── AcceraConfig.cmake.in │ └── CMakeLists.txt ├── hat │ ├── find_onnx_function_sample.py │ ├── include │ │ └── HATEmitter.h │ └── scripts │ │ ├── __init__.py │ │ └── onnx_hat_package.py ├── ir │ ├── CMakeLists.txt │ ├── include │ │ ├── AffineConstraintsHelper.h │ │ ├── CMakeLists.txt │ │ ├── Common.td │ │ ├── DialectRegistry.h │ │ ├── IRUtil.h │ │ ├── InitializeAccera.h │ │ ├── LLVMEmitterTargets.h.in │ │ ├── Metadata.h │ │ ├── TranslateToHeader.h │ │ ├── accera │ │ │ ├── AcceraOps.h │ │ │ ├── AcceraOps.td │ │ │ └── CMakeLists.txt │ │ ├── argo │ │ │ ├── ArgoBase.td │ │ │ ├── ArgoOps.h │ │ │ ├── ArgoOps.td │ │ │ ├── ArgoStructuredOps.td │ │ │ ├── ArgoStructuredOpsInterface.td │ │ │ ├── ArgoTraits.h │ │ │ ├── ArgoTypes.h │ │ │ ├── CMakeLists.txt │ │ │ ├── FoldedIntrinsics.h │ │ │ └── Utils.h │ │ ├── exec │ │ │ ├── CMakeLists.txt │ │ │ ├── CacheAccessMaps.h │ │ │ ├── ExecutionOptions.h │ │ │ ├── ExecutionPlanAttributes.h │ │ │ ├── ExecutionPlanAttrs.td │ │ │ ├── ExecutionPlanEnums.h │ │ │ ├── ExecutionPlanInterfaces.td │ │ │ ├── ExecutionPlanOps.h │ │ │ ├── ExecutionPlanOps.td │ │ │ ├── InPlaceUnrollInfo.h │ │ │ ├── ParallelizationInfo.h │ │ │ ├── TensorizationInfo.h │ │ │ └── VectorizationInfo.h │ │ ├── intrinsics │ │ │ ├── AcceraIntrinsics.td │ │ │ ├── AcceraIntrinsicsDialect.h │ │ │ └── CMakeLists.txt │ │ ├── nest │ │ │ ├── AffineConstraints.h │ │ │ ├── AffineExpression.h │ │ │ ├── CMakeLists.txt │ │ │ ├── Index.h │ │ │ ├── IndexRange.h │ │ │ ├── IterationDomain.h │ │ │ ├── LoopIndexInfo.h │ │ │ ├── LoopNestAffineConstraints.h │ │ │ ├── LoopNestAttributes.h │ │ │ ├── LoopNestAttrs.td │ │ │ ├── LoopNestBase.td │ │ │ ├── LoopNestBuilder.h │ │ │ ├── LoopNestExportedInterfaces.td │ │ │ ├── LoopNestInterfaces.h │ │ │ ├── LoopNestInterfaces.td │ │ │ ├── LoopNestOps.h │ │ │ ├── LoopNestOps.td │ │ │ ├── LoopNestTypes.h │ │ │ ├── LoopVisitSchedule.h │ │ │ ├── OperandIndex.h │ │ │ ├── Range.h │ │ │ ├── TransformedDomain.h │ │ │ └── Util.h │ │ └── value │ │ │ ├── CMakeLists.txt │ │ │ ├── ValueAttributes.h │ │ │ ├── ValueAttrs.td │ │ │ ├── ValueBase.td │ │ │ ├── ValueDialect.h │ │ │ ├── ValueEnums.h │ │ │ ├── ValueFuncOp.h │ │ │ ├── ValueMMAOp.h │ │ │ ├── ValueOps.td │ │ │ └── ValueRangeOp.h │ ├── src │ │ ├── AffineConstraintsHelper.cpp │ │ ├── DialectRegistry.cpp │ │ ├── IRUtil.cpp │ │ ├── InitializeAccera.cpp │ │ ├── Metadata.cpp │ │ ├── TranslateToHeader.cpp │ │ ├── accera │ │ │ └── AcceraOps.cpp │ │ ├── argo │ │ │ ├── ArgoOps.cpp │ │ │ ├── ArgoTypes.cpp │ │ │ └── Utils.cpp │ │ ├── exec │ │ │ ├── CacheAccessMaps.cpp │ │ │ ├── ExecutionPlanAttributes.cpp │ │ │ └── ExecutionPlanOps.cpp │ │ ├── intrinsics │ │ │ └── AcceraIntrinsicsDialect.cpp │ │ ├── nest │ │ │ ├── AffineConstraints.cpp │ │ │ ├── AffineExpression.cpp │ │ │ ├── Index.cpp │ │ │ ├── IndexRange.cpp │ │ │ ├── IterationDomain.cpp │ │ │ ├── LoopNestAffineConstraints.cpp │ │ │ ├── LoopNestAttributes.cpp │ │ │ ├── LoopNestBuilder.cpp │ │ │ ├── LoopNestInterfaces.cpp │ │ │ ├── LoopNestOps.cpp │ │ │ ├── LoopNestTypes.cpp │ │ │ ├── LoopVisitSchedule.cpp │ │ │ ├── OperandIndex.cpp │ │ │ ├── Range.cpp │ │ │ └── TransformedDomain.cpp │ │ └── value │ │ │ ├── ValueCanonicalization.cpp │ │ │ ├── ValueDialect.cpp │ │ │ └── ValueFuncOpUtilities.cpp │ └── test │ │ ├── CMakeLists.txt │ │ ├── ir_tests │ │ ├── CMakeLists.txt │ │ └── ir_tests.cpp │ │ └── nest_dialect_test │ │ ├── CMakeLists.txt │ │ ├── DynamicRangeTests.cpp │ │ ├── IRTestVerification.cpp │ │ ├── IRTestVerification.h │ │ ├── LoopNestTestVerification.cpp │ │ ├── LoopNestTestVerification.h │ │ ├── LowLevelIRTests.cpp │ │ ├── NestIRTests.cpp │ │ ├── NestUtilTests.cpp │ │ ├── Test.cpp │ │ ├── Test.h │ │ ├── TestContext.h │ │ └── nest_test_main.cpp ├── mlirHelpers │ ├── CMakeLists.txt │ ├── include │ │ ├── ConvertToLLVM.h │ │ ├── MLIRExecutionEngine.h │ │ └── TranslateToLLVMIR.h │ └── src │ │ ├── ConvertToLLVM.cpp │ │ ├── MLIRExecutionEngine.cpp │ │ └── TranslateToLLVMIR.cpp ├── onnx-emitter │ ├── CMakeLists.txt │ ├── onnx_emitter.py │ └── test │ │ ├── CMakeLists.txt │ │ ├── onnx_emitter_tests.py │ │ ├── pi3 │ │ ├── Transformer model perf test on pi3.md │ │ ├── emit_hat_package.py │ │ └── run_model_test.py │ │ └── requirements.txt ├── python │ ├── .gitignore │ ├── CMakeLists.txt │ ├── README.md │ ├── accera │ │ ├── Constants.py │ │ ├── Debug.py │ │ ├── Package.py │ │ ├── Parameter.py │ │ ├── Platforms.py │ │ ├── Targets.py │ │ ├── __init__.py │ │ ├── algorithms │ │ │ ├── NoneCacheHeuristics.py │ │ │ └── __init__.py │ │ ├── lang │ │ │ ├── Array.py │ │ │ ├── Cache.py │ │ │ ├── DimensionUtilities.py │ │ │ ├── Function.py │ │ │ ├── IntrospectionUtilities.py │ │ │ ├── Layout.py │ │ │ ├── LogicFunction.py │ │ │ ├── LoopIndex.py │ │ │ ├── NativeLoopNestContext.py │ │ │ ├── Nest.py │ │ │ ├── Plan.py │ │ │ ├── Schedule.py │ │ │ └── __init__.py │ │ └── test │ │ │ ├── dsl_tests.py │ │ │ ├── int_matmul_tests.py │ │ │ ├── mfma_tests.py │ │ │ ├── smoke_tests.py │ │ │ ├── test_utils.py │ │ │ ├── unit_tests.py │ │ │ └── verifiers.py │ ├── compilers │ │ ├── CMakeLists.txt │ │ ├── README.md │ │ ├── pyproject.toml │ │ ├── setup.cfg │ │ ├── setup.py │ │ └── src │ │ │ └── __init__.py │ ├── gpu │ │ ├── CMakeLists.txt │ │ ├── README.md │ │ ├── pyproject.toml │ │ ├── setup.cfg │ │ ├── setup.py │ │ └── src │ │ │ └── __init__.py │ ├── lib │ │ ├── include │ │ │ └── AcceraTypes.h │ │ └── src │ │ │ ├── ContainerTypes.cpp │ │ │ ├── ExecutionPlanTypes.cpp │ │ │ ├── NestTypes.cpp │ │ │ ├── Operations.cpp │ │ │ ├── PackagingTypes.cpp │ │ │ ├── SchedulingTypes.cpp │ │ │ └── main.cpp │ ├── llvm │ │ ├── CMakeLists.txt │ │ ├── README.md │ │ ├── pyproject.toml │ │ ├── setup.cfg │ │ ├── setup.py │ │ └── src │ │ │ └── __init__.py │ ├── samples │ │ ├── MatrixMultiplication.py │ │ ├── OfflineCacheMatrixMultiplication.py │ │ └── __init__.py │ └── setuputils │ │ └── setuputils.py ├── runtime │ ├── CMakeLists.txt │ ├── include │ │ └── Random.h │ └── src │ │ └── Random.cpp ├── testing │ ├── CMakeLists.txt │ ├── include │ │ └── testing.h │ └── src │ │ ├── CatchMain.cpp │ │ └── testing.cpp ├── toml │ ├── CMakeLists.txt │ ├── README.md │ └── parse_toml_header.py ├── transforms │ ├── CMakeLists.txt │ ├── include │ │ ├── AcceraPasses.h │ │ ├── AcceraPasses.td │ │ ├── CMakeLists.txt │ │ ├── affine │ │ │ ├── AffineLoopNormalize.h │ │ │ ├── AffineSimplifications.h │ │ │ └── CheckBoundsPass.h │ │ ├── exec │ │ │ └── ExecutionPlanToAffineLoweringPass.h │ │ ├── gpu │ │ │ ├── AcceraToGPUPass.h │ │ │ └── AcceraVulkanPasses.h │ │ ├── nest │ │ │ ├── LoopNestPasses.h │ │ │ ├── LoopNestToValue.h │ │ │ └── LoopNestToValueFunc.h │ │ ├── util │ │ │ ├── DebugFunctionPass.h │ │ │ ├── DebugUtilities.h │ │ │ ├── MathUtilities.h │ │ │ ├── RangeValueUtilities.h │ │ │ └── SnapshotUtilities.h │ │ ├── value │ │ │ ├── BarrierOptPass.h │ │ │ ├── FunctionPointerResolutionPass.h │ │ │ ├── RangeValueOptimizePass.h │ │ │ ├── ValueFuncToTargetPass.h │ │ │ ├── ValueSimplifyPass.h │ │ │ ├── ValueToLLVMLoweringPass.h │ │ │ ├── ValueToStandardLoweringPass.h │ │ │ └── ValueUnrollingPass.h │ │ └── vectorization │ │ │ ├── VectorizationPass.h │ │ │ ├── VectorizationUtil.h │ │ │ └── VectorizedOp.h │ └── src │ │ ├── AcceraPasses.cpp │ │ ├── CMakeLists.txt │ │ ├── affine │ │ ├── AffineLoopNormalize.cpp │ │ ├── AffineSimplifications.cpp │ │ └── CheckBoundsPass.cpp │ │ ├── exec │ │ ├── ExecutionPlanToAffineLoweringPass.cpp │ │ └── VectorizationNotes.md │ │ ├── gpu │ │ ├── AcceraToGPUPass.cpp │ │ ├── ConvertLaunchFuncToVulkanCalls.cpp │ │ ├── EmitVulkanWrappers.cpp │ │ └── SerializeToHSACO.cpp │ │ ├── nest │ │ ├── CMakeLists.txt │ │ ├── LoopNestPasses.cpp │ │ ├── LoopNestToValue.cpp │ │ ├── LoopNestToValue.td │ │ └── LoopNestToValueFunc.cpp │ │ ├── util │ │ ├── DebugFunctionPass.cpp │ │ ├── DebugUtilities.cpp │ │ ├── MathUtilities.cpp │ │ ├── RangeValueUtilities.cpp │ │ └── SnapshotUtilities.cpp │ │ ├── value │ │ ├── BarrierOptPass.cpp │ │ ├── CMakeLists.txt │ │ ├── FunctionPointerResolutionPass.cpp │ │ ├── RangeValueOptimizePass.cpp │ │ ├── ValueConversion.td │ │ ├── ValueFuncToTargetPass.cpp │ │ ├── ValueSimplifyPass.cpp │ │ ├── ValueToLLVMLoweringPass.cpp │ │ ├── ValueToStandardLoweringPass.cpp │ │ └── ValueUnrollingPass.cpp │ │ └── vectorization │ │ ├── VectorizationPass.cpp │ │ ├── VectorizationUtil.cpp │ │ └── VectorizedOp.cpp ├── utilities │ ├── CMakeLists.txt │ ├── include │ │ ├── Boolean.h │ │ ├── EnumFlagHelpers.h │ │ ├── Exception.h │ │ ├── Files.h │ │ ├── FunctionUtils.h │ │ ├── Hash.h │ │ ├── Logger.h │ │ ├── MathUtil.h │ │ ├── MemoryLayout.h │ │ ├── OutputStreamImpostor.h │ │ ├── PropertyBag.h │ │ ├── StringUtil.h │ │ ├── TunableParameters.h │ │ ├── TupleUtils.h │ │ ├── TypeAliases.h │ │ ├── TypeName.h │ │ ├── TypeTraits.h │ │ ├── UniqueId.h │ │ └── ZipIterator.h │ ├── src │ │ ├── Boolean.cpp │ │ ├── Files.cpp │ │ ├── Logger.cpp │ │ ├── MemoryLayout.cpp │ │ ├── OutputStreamImpostor.cpp │ │ ├── PropertyBag.cpp │ │ ├── StringUtil.cpp │ │ ├── TypeName.cpp │ │ └── UniqueId.cpp │ └── test │ │ └── src │ │ ├── Files_test.cpp │ │ ├── FunctionUtils_test.cpp │ │ ├── Hash_test.cpp │ │ ├── MemoryLayout_test.cpp │ │ ├── PropertyBag_test.cpp │ │ ├── TunableParameters_test.cpp │ │ └── TypeName_test.cpp ├── value │ ├── CMakeLists.txt │ ├── include │ │ ├── AcceraParameters.h │ │ ├── Array.h │ │ ├── ArrayOperations.h │ │ ├── Cache.h │ │ ├── CompilerOptions.h │ │ ├── Debugging.h │ │ ├── Emittable.h │ │ ├── EmitterContext.h │ │ ├── EmitterException.h │ │ ├── EmitterTypes.h │ │ ├── ExecutionOptions.h │ │ ├── FastMath.h │ │ ├── FunctionDeclaration.h │ │ ├── Index.h │ │ ├── IterationDomain.h │ │ ├── Kernel.h │ │ ├── KernelPredicate.h │ │ ├── LLVMUtilities.h │ │ ├── LoopNests.h │ │ ├── MLIREmitterContext.h │ │ ├── MLOperations.h │ │ ├── Matrix.h │ │ ├── MatrixFragment.h │ │ ├── MatrixOperations.h │ │ ├── Nest.h │ │ ├── Plan.h │ │ ├── Pointer.h │ │ ├── Profiling.h │ │ ├── Range.h │ │ ├── Scalar.h │ │ ├── ScalarDimension.h │ │ ├── ScalarIndex.h │ │ ├── ScalarOperations.h │ │ ├── Schedule.h │ │ ├── TargetDevice.h │ │ ├── Tensor.h │ │ ├── TensorOperations.h │ │ ├── Value.h │ │ ├── ValueOperations.h │ │ ├── ValueType.h │ │ ├── Vector.h │ │ ├── VectorOperations.h │ │ └── VectorizationInformation.h │ ├── src │ │ ├── AcceraParameters.cpp │ │ ├── Array.cpp │ │ ├── ArrayOperations.cpp │ │ ├── Cache.cpp │ │ ├── CompilerOptions.cpp │ │ ├── Debugging.cpp │ │ ├── Emittable.cpp │ │ ├── EmitterContext.cpp │ │ ├── FastMath.cpp │ │ ├── FunctionDeclaration.cpp │ │ ├── Kernel.cpp │ │ ├── KernelPredicate.cpp │ │ ├── MLIREmitterContext.cpp │ │ ├── MLOperations.cpp │ │ ├── Matrix.cpp │ │ ├── MatrixFragment.cpp │ │ ├── MatrixOperations.cpp │ │ ├── Nest.cpp │ │ ├── Plan.cpp │ │ ├── Pointer.cpp │ │ ├── Profiling.cpp │ │ ├── Scalar.cpp │ │ ├── ScalarDimension.cpp │ │ ├── ScalarOperations.cpp │ │ ├── Schedule.cpp │ │ ├── TargetDevice.cpp │ │ ├── Tensor.cpp │ │ ├── TensorOperations.cpp │ │ ├── Value.cpp │ │ ├── ValueOperations.cpp │ │ ├── Vector.cpp │ │ └── VectorOperations.cpp │ └── test │ │ ├── include │ │ ├── Functions_test.h │ │ ├── LoopNestAPI_test.h │ │ ├── LoopNest_convolution_test.h │ │ ├── LoopNest_kernels.h │ │ ├── LoopNest_test.h │ │ ├── Matrix_test.h │ │ ├── Scalar_test.h │ │ ├── Tensor_test.h │ │ ├── TestUtil.h │ │ ├── Value_test.h │ │ └── Vector_test.h │ │ └── src │ │ ├── Functions_test.cpp │ │ ├── LoopNestAPI_test.cpp │ │ ├── LoopNest_convolution_test.cpp │ │ ├── LoopNest_kernels.cpp │ │ ├── LoopNest_test.cpp │ │ ├── Matrix_test.cpp │ │ ├── Scalar_test.cpp │ │ ├── Tensor_test.cpp │ │ ├── TestUtil.cpp │ │ ├── Value_test.cpp │ │ ├── Vector_test.cpp │ │ └── mlir_test_main.cpp └── vulkanRuntime │ ├── CMakeLists.txt │ ├── README.md │ ├── include │ └── VulkanRuntime.h │ └── src │ ├── VulkanRuntime.cpp │ └── vulkan-runtime-wrappers.cpp ├── docs ├── .bumpversion.cfg ├── CMakeLists.txt ├── Case Studies │ ├── CONTRIBUTING.md │ └── README.md ├── Install │ ├── Building_on_MacOS.md │ ├── Building_on_Ubuntu.md │ ├── Building_on_Windows.md │ ├── Installing_Accera_on_MacOS.md │ ├── Installing_Accera_on_Ubuntu.md │ ├── Installing_Accera_on_Windows.md │ └── README.md ├── Manual │ ├── 00 Introduction.md │ ├── 01 Arrays and Scalars.md │ ├── 02 Simple Affine Loop Nests.md │ ├── 03 Schedules.md │ ├── 04 Fusing.md │ ├── 05 Targets.md │ ├── 06 Plans - Caching.md │ ├── 07 Plans - Operations and Optimizations.md │ ├── 08 Deferred Layout of Constant Arrays.md │ ├── 09 Parameters.md │ ├── 10 Packages.md │ ├── 11 Plans - GPU Tensorization.md │ └── README.md ├── Reference │ ├── accera.md │ ├── classes │ │ ├── Array │ │ │ ├── Array.md │ │ │ ├── Layout.md │ │ │ ├── deferred_layout.md │ │ │ ├── slice.md │ │ │ └── sub_array.md │ │ ├── Dimension │ │ │ └── Dimension.md │ │ ├── FusedSchedule │ │ │ ├── get_fused_indices.md │ │ │ ├── get_fusing_index.md │ │ │ └── get_unfused_indices.md │ │ ├── Nest │ │ │ ├── Nest.md │ │ │ ├── create_plan.md │ │ │ ├── create_schedule.md │ │ │ ├── get_indices.md │ │ │ └── iteration_logic.md │ │ ├── Package │ │ │ ├── Format.md │ │ │ ├── Mode.md │ │ │ ├── Package.md │ │ │ ├── Platform.md │ │ │ ├── add.md │ │ │ ├── add_description.md │ │ │ └── build.md │ │ ├── Plan │ │ │ ├── bind.md │ │ │ ├── cache.md │ │ │ ├── kernelize.md │ │ │ ├── parallelize.md │ │ │ ├── tensorize.md │ │ │ ├── unroll.md │ │ │ └── vectorize.md │ │ ├── Scalar │ │ │ └── Scalar.md │ │ ├── Schedule │ │ │ ├── create_plan.md │ │ │ ├── get_indices.md │ │ │ ├── is_valid_loop_order.md │ │ │ ├── pad.md │ │ │ ├── reorder.md │ │ │ ├── skew.md │ │ │ ├── split.md │ │ │ └── tile.md │ │ └── Target │ │ │ ├── Architecture.md │ │ │ ├── Category.md │ │ │ ├── Model.md │ │ │ ├── Runtime.md │ │ │ └── Target.md │ ├── enumerations │ │ ├── CacheStrategy.md │ │ ├── MMAFragmentOp.md │ │ ├── MMASchedulingPolicy.md │ │ ├── MMAShape.md │ │ ├── Role.md │ │ └── ScalarType.md │ ├── functions │ │ ├── cast.md │ │ ├── create_dimensions.md │ │ ├── create_parameter_grid.md │ │ ├── create_parameters.md │ │ └── fuse.md │ └── safety_analysis.md ├── Tutorials │ ├── GPU │ │ ├── Hello_MatMul_GPU.md │ │ ├── Tensor_MatMul_Caching_GPU.md │ │ ├── Tensor_MatMul_ElementWiseOps_GPU.md │ │ ├── Tensor_MatMul_GPU.md │ │ ├── Tensor_MatMul_MultiPass.md │ │ └── Tensor_MatMul_SchedulingPolicy_GPU.md │ ├── Hello_MatMul.md │ ├── Optimized_MatMul.md │ ├── Pi3_Cross_Compilation.md │ ├── README.md │ ├── cross_compilation_pi3 │ │ ├── hello_matmul_pi3_generator.py │ │ └── hello_matmul_pi3_runner.cpp │ ├── hello_matmul │ │ ├── hello_matmul_generator.py │ │ ├── hello_matmul_runner.cpp │ │ └── mlir │ │ │ ├── 0_Initial.mlir │ │ │ ├── 10_CSE.mlir │ │ │ ├── 10_Canonicalizer.mlir │ │ │ ├── 11_CSE.mlir │ │ │ ├── 11_GpuKernelOutlining.mlir │ │ │ ├── 12_GpuKernelOutlining.mlir │ │ │ ├── 12_LegalizeStandardForSPIRV.mlir │ │ │ ├── 13_ConvertAcceraToSPIRV.mlir │ │ │ ├── 13_LegalizeStandardForSPIRV.mlir │ │ │ ├── 14_Canonicalizer.mlir │ │ │ ├── 14_ConvertAcceraToSPIRV.mlir │ │ │ ├── 15_Canonicalizer.mlir │ │ │ ├── 15_SPIRVLowerABIAttributes.mlir │ │ │ ├── 16_SPIRVLowerABIAttributes.mlir │ │ │ ├── 16_SPIRVUpdateVCE.mlir │ │ │ ├── 17_ConvertGpuLaunchFuncToVulkanLaunchFunc.mlir │ │ │ ├── 17_SPIRVUpdateVCE.mlir │ │ │ ├── 18_ConvertGpuLaunchFuncToVulkanLaunchFunc.mlir │ │ │ ├── 18_EmitVulkanWrapper.mlir │ │ │ ├── 19_EmitVulkanWrapper.mlir │ │ │ ├── 19_SCFToStandard.mlir │ │ │ ├── 1_Canonicalizer.mlir │ │ │ ├── 20_ConvertValueToLLVM.mlir │ │ │ ├── 20_SCFToStandard.mlir │ │ │ ├── 21_ConvertValueToLLVM.mlir │ │ │ ├── 21_LLVMLegalizeForExport.mlir │ │ │ ├── 22_FunctionPointerResolution.mlir │ │ │ ├── 22_LLVMLegalizeForExport.mlir │ │ │ ├── 23_ConvertVulkanLaunchFuncToVulkanCallsWithTiming.mlir │ │ │ ├── 23_FunctionPointerResolution.mlir │ │ │ ├── 24_ConvertVulkanLaunchFuncToVulkanCallsWithTiming.mlir │ │ │ ├── 2_LoopNestToValueFunc.mlir │ │ │ ├── 3_ValueFuncToTarget.mlir │ │ │ ├── 4_LinalgLowerToAffineLoops.mlir │ │ │ ├── 4_SymbolDCE.mlir │ │ │ ├── 5_LinalgLowerToAffineLoops.mlir │ │ │ ├── 5_SimplifyAffineStructures.mlir │ │ │ ├── 6_Canonicalizer.mlir │ │ │ ├── 6_SimplifyAffineStructures.mlir │ │ │ ├── 7_Canonicalizer.mlir │ │ │ ├── 7_ConvertAffineToStandard.mlir │ │ │ ├── 8_ConvertAffineToStandard.mlir │ │ │ ├── 8_ConvertValueToStd.mlir │ │ │ ├── 9_Canonicalizer.mlir │ │ │ ├── 9_ConvertValueToStd.mlir │ │ │ ├── hello_matmul.s │ │ │ └── hello_matmul_llvm.mlir │ ├── hello_matmul_gpu │ │ ├── hello_matmul_gpu_generator.py │ │ ├── hello_matmul_gpu_runner.cpp │ │ ├── matmul_utils.py │ │ ├── tensor_alpha_scaling_matmul_gpu_generator.py │ │ ├── tensor_input_cache_matmul_gpu_generator.py │ │ ├── tensor_input_double_buffer_cache_matmul_gpu_generator.py │ │ ├── tensor_input_output_cache_matmul_gpu_generator.py │ │ ├── tensor_matmul_gpu_generator.py │ │ ├── tensor_multi_pass_matmul_gpu_generator.py │ │ ├── tensor_sched_policy_matmul_gpu_generator.py │ │ └── tensor_zero_init_matmul_gpu_generator.py │ └── optimized_matmul │ │ ├── mlir │ │ ├── 0_Initial.mlir │ │ ├── 10_CSE.mlir │ │ ├── 10_Canonicalizer.mlir │ │ ├── 11_CSE.mlir │ │ ├── 11_GpuKernelOutlining.mlir │ │ ├── 12_GpuKernelOutlining.mlir │ │ ├── 12_LegalizeStandardForSPIRV.mlir │ │ ├── 13_ConvertAcceraToSPIRV.mlir │ │ ├── 13_LegalizeStandardForSPIRV.mlir │ │ ├── 14_Canonicalizer.mlir │ │ ├── 14_ConvertAcceraToSPIRV.mlir │ │ ├── 15_Canonicalizer.mlir │ │ ├── 15_SPIRVLowerABIAttributes.mlir │ │ ├── 16_SPIRVLowerABIAttributes.mlir │ │ ├── 16_SPIRVUpdateVCE.mlir │ │ ├── 17_ConvertGpuLaunchFuncToVulkanLaunchFunc.mlir │ │ ├── 17_SPIRVUpdateVCE.mlir │ │ ├── 18_ConvertGpuLaunchFuncToVulkanLaunchFunc.mlir │ │ ├── 18_EmitVulkanWrapper.mlir │ │ ├── 19_EmitVulkanWrapper.mlir │ │ ├── 19_SCFToStandard.mlir │ │ ├── 1_Canonicalizer.mlir │ │ ├── 20_ConvertValueToLLVM.mlir │ │ ├── 20_SCFToStandard.mlir │ │ ├── 21_ConvertValueToLLVM.mlir │ │ ├── 21_LLVMLegalizeForExport.mlir │ │ ├── 22_FunctionPointerResolution.mlir │ │ ├── 22_LLVMLegalizeForExport.mlir │ │ ├── 23_ConvertVulkanLaunchFuncToVulkanCallsWithTiming.mlir │ │ ├── 23_FunctionPointerResolution.mlir │ │ ├── 24_ConvertVulkanLaunchFuncToVulkanCallsWithTiming.mlir │ │ ├── 2_LoopNestToValueFunc.mlir │ │ ├── 3_ValueFuncToTarget.mlir │ │ ├── 4_LinalgLowerToAffineLoops.mlir │ │ ├── 4_SymbolDCE.mlir │ │ ├── 5_LinalgLowerToAffineLoops.mlir │ │ ├── 5_SimplifyAffineStructures.mlir │ │ ├── 6_Canonicalizer.mlir │ │ ├── 6_SimplifyAffineStructures.mlir │ │ ├── 7_Canonicalizer.mlir │ │ ├── 7_ConvertAffineToStandard.mlir │ │ ├── 8_ConvertAffineToStandard.mlir │ │ ├── 8_ConvertValueToStd.mlir │ │ ├── 9_Canonicalizer.mlir │ │ ├── 9_ConvertValueToStd.mlir │ │ ├── optimized_matmul.s │ │ └── optimized_matmul_llvm.mlir │ │ ├── optimized_matmul_generator.py │ │ └── optimized_matmul_runner.cpp ├── assets │ ├── logos │ │ ├── A_darktext.png │ │ ├── A_darktext.svg │ │ ├── A_lighttext.png │ │ ├── A_lighttext.svg │ │ ├── Accera_darktext.png │ │ ├── Accera_darktext.svg │ │ ├── Accera_lighttext.png │ │ ├── Accera_lighttext.svg │ │ └── favicon.png │ └── viz │ │ ├── AMD_FP32_16x16x4_1.png │ │ ├── AMD_FP32_32x32x2_1_animated.gif │ │ ├── fuse1.png │ │ ├── fuse1a.png │ │ ├── fuse1b.png │ │ ├── fuse1b_animated.gif │ │ ├── fuse2.png │ │ ├── fuse2a.png │ │ ├── fuse2a_A.png │ │ ├── fuse2b.png │ │ ├── fuse2b_animated.gif │ │ ├── fuse3.png │ │ ├── fuse3a.png │ │ ├── fuse3b.png │ │ ├── fuse3c.png │ │ ├── space_12_15_3.png │ │ ├── space_3_12_15.png │ │ ├── space_3_12_15_postsplit.png │ │ ├── space_3_12_15_presplit.png │ │ ├── space_3_12_15_slice.png │ │ ├── space_3_15_15_postsplit.png │ │ ├── space_3_15_15_presplit.png │ │ ├── space_3_4_3_15_slice1.png │ │ ├── space_3_4_3_15_slice2.png │ │ └── space_3_4_3_15_slice3.png ├── build.bat ├── build.sh ├── demos │ ├── apt.txt │ └── quickstart.ipynb └── update_versions.sh ├── external └── llvm │ ├── 0001-Merged-PR-2213-mlir-Plumb-OpenMP-dialect-attributes-.patch │ ├── 0002-Merged-PR-2237-Improved-codegen-of-vpmaddwd-instruct.patch │ ├── 0003-Fix-bad-merge.patch │ ├── 0004-Lower-memref.copy-to-memcpy-when-layouts-canonicaliz.patch │ ├── 0004-fix-install-paths.patch │ ├── 0005-Fix-issue-where-passed-in-op-printing-flags-were-ign.patch │ ├── 0005-fix-vcpkg-install-paths.patch │ ├── 0006-Merged-PR-2822-Fix-lowering-of-MemrefCastOp-to-the-L.patch │ ├── 0006-Merged-PR-2919-More-flexible-code-generation-for-vpm.patch │ ├── 0007-More-flexible-code-generation-for-vpmaddwd-instructi.patch │ ├── 0007-fix-vcpkg-install-paths.patch │ ├── 0008-fix-vcpkg-install-paths.patch │ ├── README.md │ ├── lld_usage │ ├── llvm_usage │ ├── mlir_usage │ ├── portfile.cmake │ └── vcpkg.json ├── kernels ├── gather │ └── naive_runtime_sized.py ├── range │ └── naive_runtime_sized.py └── reduce_mean │ └── naive_runtime_sized.py ├── mkdocs.yml ├── pyproject.toml ├── requirements.txt ├── setup.cfg ├── setup.py └── tools ├── CMakeLists.txt ├── benchmarkers ├── .gitignore ├── CMakeLists.txt ├── accera_gemm.py ├── config.py ├── cosmosdb.py ├── cublas │ ├── CMakeLists.txt │ └── main.cpp ├── gemm_bert_assorted.csv ├── gemm_big.csv ├── gemm_big_A6000.csv ├── gemm_big_MI100.csv ├── gemm_opts.py ├── gemm_rectangle_A6000.csv ├── gemm_rectangle_MI100.csv ├── gemm_resnet_inception.csv ├── gemm_small.csv ├── gemm_small_A6000.csv ├── gemm_small_MI100.csv ├── gemm_square.csv ├── gpu_benchmark_tool.py ├── requirements.txt └── rocblas │ ├── CMakeLists.txt │ └── main.cpp └── viz ├── .gitignore ├── README.md ├── gif ├── make_gif.py └── requirements.txt ├── requirements.txt ├── run.bat ├── run.sh ├── static ├── index.html ├── js │ ├── OrbitControls.js │ ├── three.js │ ├── tween.umd.js │ └── viz_library.js └── styles.css ├── 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