├── .clang-format ├── .gitattributes ├── .github └── workflows │ ├── build.yml │ ├── build_arm64_qemu.yml │ └── test.yml ├── .gitignore ├── CMakeLists.txt ├── LICENSE ├── README.md ├── cpp_ext ├── AffineAnalysis.cpp ├── AffineAnalysis.h ├── CMakeLists.txt ├── FakeQuantize │ ├── CMakeLists.txt │ ├── FakeQuantize.cpp │ └── FakeQuantize.h ├── GPUTransforms │ ├── AddOuterParallelLoop.cpp │ ├── BufferHostRegister.cpp │ ├── CMakeLists.txt │ ├── GPUToSPIRVPass.cpp │ ├── GPUTransforms.h │ ├── InsertGPUAllocs.cpp │ ├── MapMemRefStorageClassPass.cpp │ ├── MapMemRefStorageClassPass.h │ ├── SerializeSPIRV.cpp │ ├── SetSPIRVAbiAttribute.cpp │ └── SetSPIRVCapabilities.cpp ├── LLVMGPUVectorLowering │ ├── CMakeLists.txt │ ├── ConvertToNVVM.cpp │ ├── LLVMGPUVectorLowering.cpp │ └── LLVMGPUVectorLowering.h ├── LinalgTransforms │ ├── CMakeLists.txt │ ├── LinalgTransforms.cpp │ └── LinalgTransforms.h ├── LoopUtils.cpp ├── LoopUtils.h ├── NelliExtension.cpp ├── PDLByteCodeInterpreter │ ├── CMakeLists.txt │ ├── PDLByteCodeInterpreter.cpp │ └── PDLByteCodeInterpreter.h ├── Pybind.h ├── RaiseToAffine │ ├── AffineCFG.cpp │ ├── AffineCFG.h │ ├── CMakeLists.txt │ ├── RaiseToAffine.cpp │ └── RaiseToAffine.h ├── RefBackend │ ├── CMakeLists.txt │ ├── RefBackend.cpp │ └── RefBackend.h ├── SiteInitialize.cpp ├── TilingInterface │ ├── CMakeLists.txt │ ├── TilingInterface.cpp │ └── TilingInterface.h ├── Transform │ ├── CMakeLists.txt │ ├── CommonExtensions │ │ ├── CMakeLists.txt │ │ ├── CommonExtensions.cpp │ │ ├── CommonExtensions.h │ │ ├── CommonExtensionsOps.cpp.inc │ │ ├── CommonExtensionsOps.h.inc │ │ ├── CommonExtensionsOps.td │ │ ├── Util.cpp │ │ ├── Util.h │ │ ├── mlir_tblgen.sh │ │ └── regex.sh │ ├── LLVMGPU │ │ ├── CMakeLists.txt │ │ ├── GPUUtils.cpp │ │ ├── GPUUtils.h │ │ ├── LLVMGPUExtensions.cpp │ │ ├── LLVMGPUExtensions.h │ │ ├── LLVMGPUExtensionsOps.cpp.inc │ │ ├── LLVMGPUExtensionsOps.h.inc │ │ ├── LLVMGPUExtensionsOps.td │ │ └── LLVMGPULayoutAnalysisAndDistribution.cpp │ ├── ListenerCSE.cpp │ ├── ListenerCSE.h │ ├── Structured │ │ ├── CMakeLists.txt │ │ ├── StructuredTransformOpsExt.cpp │ │ ├── StructuredTransformOpsExt.cpp.inc │ │ ├── StructuredTransformOpsExt.h │ │ ├── StructuredTransformOpsExt.h.inc │ │ └── StructuredTransformOpsExt.td │ ├── TransformDialectInterpreter.cpp │ ├── TransformDialectInterpreter.h │ ├── TransformMatchers.cpp │ └── TransformMatchers.h ├── dylib.hpp ├── tabulate.hpp └── utils.h ├── examples ├── dependence_check.py ├── tiling.py ├── transform.py └── visitors_demo.py ├── nelli ├── __init__.py ├── mlir │ ├── __init__.py │ ├── affine │ │ ├── AffineOps.td │ │ ├── __init__.py │ │ ├── _affine_ops_gen.py │ │ ├── affine.py │ │ └── affine_defs.py │ ├── annot.py │ ├── arith.py │ ├── ast │ │ ├── __init__.py │ │ └── visitors.py │ ├── async_dialect │ │ ├── AsyncOps.td │ │ ├── __init__.py │ │ ├── _async_ops_gen.py │ │ └── async_dialect.py │ ├── benchmark.py │ ├── func.py │ ├── gpu.py │ ├── llvm │ │ ├── LLVMOps.td │ │ ├── __init__.py │ │ ├── _llvm_ops_gen.py │ │ └── llvm.py │ ├── memref.py │ ├── module.py │ ├── omp │ │ ├── OpenMPOps.td │ │ ├── __init__.py │ │ ├── _omp_ops_gen.py │ │ └── omp.py │ ├── passes │ │ ├── __init__.py │ │ ├── parse_mlir_opt_passes.py │ │ └── passes.py │ ├── refbackend.py │ ├── scf.py │ ├── spirv │ │ └── __init__.py │ ├── tensor.py │ ├── transform │ │ ├── GPUTransformOps.td │ │ ├── VectorTransformOps.td │ │ ├── __init__.py │ │ ├── common.py │ │ ├── gpu.py │ │ ├── llvm_gpu.py │ │ ├── structured_ext.py │ │ ├── transform.py │ │ └── vector.py │ └── utils.py ├── poly │ ├── __init__.py │ ├── affine.py │ ├── constraints.py │ ├── op.py │ ├── sympy_.py │ ├── tiling.py │ └── z3_.py └── utils.py ├── pyproject.toml ├── requirements.txt ├── scripts ├── Dockerfile ├── copy_mlir_libs_and_patch_elf.py ├── generate_dialect_visitors.py ├── mlir_tblgen.sh ├── regex_mlir_bindings.py ├── torch-mlir-requirements.txt └── torchvision_mlir.py ├── setup.py └── tests ├── pytorch_nns ├── alexnet.mlir ├── convnext_base.mlir ├── convnext_large.mlir ├── convnext_small.mlir ├── convnext_tiny.mlir ├── densenet121.mlir ├── densenet161.mlir ├── densenet169.mlir ├── densenet201.mlir ├── efficientnet_b0.mlir ├── efficientnet_b1.mlir ├── efficientnet_b2.mlir ├── efficientnet_b3.mlir ├── efficientnet_b4.mlir ├── efficientnet_b5.mlir ├── efficientnet_b6.mlir ├── efficientnet_b7.mlir ├── efficientnet_v2_l.mlir ├── efficientnet_v2_m.mlir ├── efficientnet_v2_s.mlir ├── googlenet.mlir ├── inception_v3.mlir ├── mnasnet0_5.mlir ├── mnasnet0_75.mlir ├── mnasnet1_0.mlir ├── mnasnet1_3.mlir ├── mobilenet_v2.mlir ├── mobilenet_v3_large.mlir ├── mobilenet_v3_small.mlir ├── resnet101.mlir ├── resnet152.mlir ├── resnet18.mlir ├── resnet34.mlir ├── resnet50.mlir ├── squeezenet1_0.mlir ├── squeezenet1_1.mlir ├── vgg11.mlir ├── vgg11_bn.mlir ├── vgg13.mlir ├── vgg13_bn.mlir ├── vgg16.mlir ├── vgg16_bn.mlir ├── vgg19.mlir ├── vgg19_bn.mlir ├── wide_resnet101_2.mlir └── wide_resnet50_2.mlir ├── test_ast_visitors.py ├── test_async.py ├── 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