├── .clang-format ├── .github ├── scripts │ └── doc_link_checker.py └── workflows │ ├── ci.yml │ └── lint.yml ├── .gitignore ├── .gitmodules ├── .pre-commit-config.yaml ├── LICENSE ├── README.md ├── README_ZH_CN.md ├── benchmark ├── .gitignore ├── CMakeLists.txt ├── README.md ├── clean.sh ├── main.cpp ├── megcc_benchmark.yaml ├── model │ ├── model_arm.json │ ├── model_arm_fp16.json │ ├── model_riscv.json │ └── model_x86.json ├── python │ ├── common.py │ ├── example.py │ ├── format.sh │ └── src │ │ ├── benchmark.py │ │ └── models.py ├── src │ ├── CCbenchmark.cpp │ ├── CCbenchmark.h │ ├── MGEbenchmark.cpp │ ├── MGEbenchmark.h │ ├── benchmark.h │ └── build_config.h.in └── tools │ ├── cc_analysis.py │ └── inference_visual.py ├── ci ├── build_json_model.sh ├── check_cv.sh ├── compare_output_bin.py ├── compare_vec.c ├── compare_vec_distance.py ├── prepare.sh ├── prepare_env.sh ├── run_format_check.sh ├── run_not_standard_os_test.sh └── test_tools.sh ├── compiler ├── .ycm_extra_conf.py ├── CMakeLists.txt ├── README.md ├── cmake │ ├── GenLiteSchema.cmake │ └── GitUtils.cmake ├── devref │ ├── README.md │ ├── TOSAme0.mlir │ └── run_mlir_gen_relu.c ├── include │ ├── CMakeLists.txt │ ├── compiler │ │ ├── CMakeLists.txt │ │ ├── CodeGen │ │ │ └── CodeGen.h │ │ ├── Common │ │ │ ├── Logger.h │ │ │ ├── MemoryStatus.h │ │ │ ├── MlirUtils.h │ │ │ ├── TContext.h │ │ │ ├── Version.h.in │ │ │ └── utils.h │ │ ├── Conversion │ │ │ ├── CMakeLists.txt │ │ │ └── MGBToKernel │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── MGBToKernel.h │ │ │ │ └── Passes.td │ │ ├── Dialect │ │ │ ├── CMakeLists.txt │ │ │ ├── Kernel │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── IR │ │ │ │ │ ├── AbstractKernels.td │ │ │ │ │ ├── CMakeLists.txt │ │ │ │ │ ├── KernelBase.td │ │ │ │ │ ├── KernelDialect.h │ │ │ │ │ ├── KernelDialect.td │ │ │ │ │ ├── KernelInterfaces.td │ │ │ │ │ └── MemFwdOp.td │ │ │ │ └── Transforms │ │ │ │ │ ├── CMakeLists.txt │ │ │ │ │ ├── Passes.h │ │ │ │ │ └── Passes.td │ │ │ └── MGB │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── IR │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── MGBDialect.h │ │ │ │ └── MGBDialect.td │ │ │ │ └── Transforms │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── Passes.h │ │ │ │ └── Passes.td │ │ ├── KernelGen │ │ │ ├── JitExe.h │ │ │ └── KernelGen.h │ │ └── Target │ │ │ ├── Hako │ │ │ └── hako_parse.h │ │ │ ├── MGB │ │ │ ├── dummy_loader.h │ │ │ ├── helper.h │ │ │ └── import.h │ │ │ ├── TinyNN │ │ │ └── export.h │ │ │ └── onnx │ │ │ ├── helper.h │ │ │ └── import.h │ └── megbrain │ │ ├── CMakeLists.txt │ │ ├── IR │ │ ├── base.td │ │ ├── ops.td │ │ └── param_defs.td │ │ └── reflection.h ├── lib │ ├── CMakeLists.txt │ ├── CodeGen │ │ ├── AutoKernelFunc.cpp │ │ ├── AutoKernelFunc.h │ │ ├── CMakeLists.txt │ │ ├── CodeGen.cpp │ │ ├── CodeGenUtil.h │ │ ├── Elemwise.cpp │ │ ├── Elemwise.h │ │ ├── GlobalCtx.cpp │ │ ├── GlobalCtx.h │ │ ├── Matmul.cpp │ │ └── Matmul.h │ ├── Common │ │ ├── CMakeLists.txt │ │ └── Logger.cpp │ ├── Conversion │ │ ├── CMakeLists.txt │ │ └── MGBToKernel │ │ │ ├── CMakeLists.txt │ │ │ ├── MGBToKernel.cpp │ │ │ └── MGBToKernelHelper.h │ ├── Dialect │ │ ├── CMakeLists.txt │ │ ├── Kernel │ │ │ ├── CMakeLists.txt │ │ │ ├── IR │ │ │ │ ├── CMakeLists.txt │ │ │ │ └── KernelDialect.cpp │ │ │ └── Transforms │ │ │ │ ├── CMakeLists.txt │ │ │ │ ├── KernelMaterialization.cpp │ │ │ │ ├── KernelRegister.h │ │ │ │ ├── KernelTemplate.cpp │ │ │ │ ├── KernelTemplate.h │ │ │ │ ├── MemoryForwarding.cpp │ │ │ │ ├── StaticMemoryPlanning.cpp │ │ │ │ └── migrate │ │ │ │ ├── arith_helper.h │ │ │ │ ├── helper.h │ │ │ │ ├── static_mem_alloc.h │ │ │ │ └── static_mem_alloc │ │ │ │ ├── best_fit.cpp │ │ │ │ ├── best_fit.h │ │ │ │ ├── best_fit_helper.cpp │ │ │ │ ├── best_fit_helper.h │ │ │ │ ├── impl.cpp │ │ │ │ ├── impl.h │ │ │ │ ├── interval_move.cpp │ │ │ │ ├── interval_move.h │ │ │ │ ├── pushdown.cpp │ │ │ │ └── pushdown.h │ │ └── MGB │ │ │ ├── CMakeLists.txt │ │ │ ├── IR │ │ │ ├── CMakeLists.txt │ │ │ └── MGBDialect.cpp │ │ │ └── Transforms │ │ │ ├── CMakeLists.txt │ │ │ └── KernelFuse.cpp │ ├── KernelGen │ │ ├── Arm │ │ │ ├── ARMBackend.h │ │ │ ├── Arm64 │ │ │ │ ├── Activation.cpp │ │ │ │ ├── Activation.h │ │ │ │ ├── BatchedMatmul │ │ │ │ │ ├── BatchedMatmul.h │ │ │ │ │ └── Fp32BatchedMatmul.cpp │ │ │ │ ├── ConvKernel.h │ │ │ │ ├── ConvKernel │ │ │ │ │ ├── Fp32 │ │ │ │ │ │ ├── Fp32Conv1x1Mk4M8N12.cpp │ │ │ │ │ │ ├── Fp32Im2col.cpp │ │ │ │ │ │ ├── Fp32WinogradNchw44.cpp │ │ │ │ │ │ └── Winograd │ │ │ │ │ │ │ ├── WinogradF23Strategy4x16MK4.cpp │ │ │ │ │ │ │ └── WinogradF23Strategy4x16MK4.h │ │ │ │ │ └── Int8 │ │ │ │ │ │ ├── Int8Conv1x1NCHW44M4N4K16.cpp │ │ │ │ │ │ ├── Int8DotConv1x1Mk4M8N12.cpp │ │ │ │ │ │ ├── Int8DotConvNchwNchw44Common.cpp │ │ │ │ │ │ ├── Int8DotConvNchwNchw44Stride1.cpp │ │ │ │ │ │ ├── Int8DotConvNchwNchw44Stride2.cpp │ │ │ │ │ │ ├── Int8DotIm2col.cpp │ │ │ │ │ │ └── Int8I8mmIm2colS1NCHW44M8N12K8.cpp │ │ │ │ ├── Elemwise │ │ │ │ │ ├── Elemwise.cpp │ │ │ │ │ ├── Elemwise.h │ │ │ │ │ ├── ElemwiseMultiType.cpp │ │ │ │ │ └── ElemwiseMultiType.h │ │ │ │ ├── ElemwiseHelper │ │ │ │ │ ├── ElemwiseHelper.cpp │ │ │ │ │ ├── ElemwiseHelper.h │ │ │ │ │ └── UnaryHelper.cpp │ │ │ │ ├── InternalKernel │ │ │ │ │ ├── Fp16M8N8K8Matmul.cpp │ │ │ │ │ ├── Fp32M4N16K4Matmul.cpp │ │ │ │ │ ├── Fp32M8N12K4Matmul.cpp │ │ │ │ │ ├── Fp32M8N12Matmul.cpp │ │ │ │ │ ├── Int8DotM8N12MK4GEMM.cpp │ │ │ │ │ ├── Int8I8mmM8K8N12MK4GEMM.cpp │ │ │ │ │ ├── Int8M4N4K16MK4GEMM.cpp │ │ │ │ │ ├── Int8M8N12K4GEMM.cpp │ │ │ │ │ └── InternalKernel.h │ │ │ │ ├── KernelCommon.h │ │ │ │ ├── KernelPack.cpp │ │ │ │ ├── KernelPack.h │ │ │ │ ├── MatMulKernel │ │ │ │ │ ├── Fp16MatMulM8N8K8.cpp │ │ │ │ │ ├── Fp32MatMulM4N16K4.cpp │ │ │ │ │ ├── Fp32MatMulM8N12.cpp │ │ │ │ │ ├── Fp32MatMulM8N12K4.cpp │ │ │ │ │ ├── Int8DotMatMulM8N12K4.cpp │ │ │ │ │ ├── Int8I8mmMatMulM8N12K8MK4.cpp │ │ │ │ │ ├── Int8MK4MatMulM4N4K16.cpp │ │ │ │ │ └── MatMul.h │ │ │ │ ├── Rotate.cpp │ │ │ │ ├── Rotate.h │ │ │ │ └── Transpose.h │ │ │ ├── ArmCommon │ │ │ │ ├── Activation.cpp │ │ │ │ ├── Activation.h │ │ │ │ ├── ArmSimdHelper.h │ │ │ │ ├── CVTranspose.cpp │ │ │ │ ├── CVTranspose.h │ │ │ │ ├── ConvKernel.h │ │ │ │ ├── ConvKernel │ │ │ │ │ ├── Fp32 │ │ │ │ │ │ ├── Fp32ChannelWiseMk4.cpp │ │ │ │ │ │ ├── Fp32ConvNchwNchw44.cpp │ │ │ │ │ │ └── Winograd │ │ │ │ │ │ │ ├── WinogradCommon.cpp │ │ │ │ │ │ │ └── WinogradCommon.h │ │ │ │ │ └── Int8 │ │ │ │ │ │ ├── Common.h │ │ │ │ │ │ ├── Int8ChannelWiseNchw44.cpp │ │ │ │ │ │ ├── Int8DirectNchw44.cpp │ │ │ │ │ │ ├── Int8NchwNchw44ConvS1.cpp │ │ │ │ │ │ ├── Int8NchwNchw44ConvS2.cpp │ │ │ │ │ │ ├── Int8WinogradF23Nchw44MK8.cpp │ │ │ │ │ │ └── Winograd │ │ │ │ │ │ ├── WinogradCommon.cpp │ │ │ │ │ │ ├── WinogradCommon.h │ │ │ │ │ │ ├── WinogradF23Strategy8x8Nchw44MK8Int8.cpp │ │ │ │ │ │ └── WinogradF23Strategy8x8Nchw44MK8Int8.h │ │ │ │ ├── CvCommon.h │ │ │ │ ├── CvtColor.cpp │ │ │ │ ├── CvtColor.h │ │ │ │ ├── Elemwise │ │ │ │ │ ├── Elemwise.cpp │ │ │ │ │ └── Elemwise.h │ │ │ │ ├── ElemwiseHelper │ │ │ │ │ ├── BinaryHelper.cpp │ │ │ │ │ ├── ElemwiseHelper.cpp │ │ │ │ │ ├── ElemwiseHelper.h │ │ │ │ │ ├── TernaryHelper.cpp │ │ │ │ │ └── UnaryHelper.cpp │ │ │ │ ├── ExpNeonKernel.cpp │ │ │ │ ├── Flip.cpp │ │ │ │ ├── Flip.h │ │ │ │ ├── Im2colHelper.h │ │ │ │ ├── InternalKernel.cpp │ │ │ │ ├── InternalKernel.h │ │ │ │ ├── InternalMatMul │ │ │ │ │ ├── Int16M8N8K8Matmul.cpp │ │ │ │ │ └── InternalMatMul.h │ │ │ │ ├── KernelPack.cpp │ │ │ │ ├── KernelPack.h │ │ │ │ ├── MatMulKernel │ │ │ │ │ ├── Fp32Gemv.cpp │ │ │ │ │ ├── Fp32Gemv.h │ │ │ │ │ ├── Fp32Gevm.cpp │ │ │ │ │ ├── Fp32Gevm.h │ │ │ │ │ ├── Int16MatMulM8N8K8.cpp │ │ │ │ │ └── Int16MatMulM8N8K8.h │ │ │ │ ├── MatmulCommon.h │ │ │ │ ├── NeonIntrinCompat.h │ │ │ │ ├── Pooling.h │ │ │ │ ├── PoolingKernel │ │ │ │ │ ├── Fp32PoolingNchw44.cpp │ │ │ │ │ ├── Int8PoolingNCHW44.cpp │ │ │ │ │ └── QInt8PoolingNCHW44.cpp │ │ │ │ ├── Reduce.cpp │ │ │ │ ├── Reduce.h │ │ │ │ ├── Relayout.cpp │ │ │ │ ├── Relayout.h │ │ │ │ ├── Resize.cpp │ │ │ │ ├── Resize.h │ │ │ │ ├── Rotate.cpp │ │ │ │ ├── Rotate.h │ │ │ │ ├── Typecvt.cpp │ │ │ │ ├── Typecvt.h │ │ │ │ └── common_asm_utils.h │ │ │ └── Armv7 │ │ │ │ ├── Activation.cpp │ │ │ │ ├── Activation.h │ │ │ │ ├── ConvKernel │ │ │ │ ├── ConvKernel.h │ │ │ │ ├── DotInt8Conv1x1NchwM6N8K4.cpp │ │ │ │ ├── DotInt8Conv5x5S2DirectNchw.cpp │ │ │ │ ├── F32ConvNCHWNCHW443x3s2.cpp │ │ │ │ ├── Fp32Conv1x1Mk4M4N12.cpp │ │ │ │ ├── Fp32Im2col.cpp │ │ │ │ ├── Fp32WinogradNchw44.cpp │ │ │ │ ├── Int8Conv1x1Nchw44.cpp │ │ │ │ ├── Int8Conv5x5S1DirectNchw.cpp │ │ │ │ ├── Int8DirectNchwBase.cpp │ │ │ │ ├── Int8DirectNchwBase.h │ │ │ │ └── Winograd │ │ │ │ │ ├── WinogradF23Strategy4x8MK4.cpp │ │ │ │ │ └── WinogradF23Strategy4x8MK4.h │ │ │ │ ├── InternalKernel │ │ │ │ ├── DotInt8x8x32M8N6K4Matmul.cpp │ │ │ │ ├── Fp32M4N12K4Matmul.cpp │ │ │ │ ├── Fp32M4N12Matmul.cpp │ │ │ │ ├── Fp32M4N8K4Matmul.cpp │ │ │ │ ├── Int8x8x32MK4Matmul.cpp │ │ │ │ └── InternalKernel.h │ │ │ │ ├── KernelCommon.h │ │ │ │ ├── KernelPack.cpp │ │ │ │ ├── KernelPack.h │ │ │ │ ├── MatMulKernel │ │ │ │ ├── Fp32MatMul.h │ │ │ │ ├── Fp32MatMulM4N12.cpp │ │ │ │ ├── Fp32MatMulM4N12K4.cpp │ │ │ │ ├── Fp32MatMulM4N8K4.cpp │ │ │ │ ├── Int8MatMul.h │ │ │ │ └── Int8x8x32MatMulMK4.cpp │ │ │ │ ├── Transpose.h │ │ │ │ └── armv7_asm_utils.h │ │ ├── AutoBareMetal │ │ │ ├── CMakeLists.txt │ │ │ ├── ElemwiseKernel.cpp │ │ │ ├── ElemwiseKernel.h │ │ │ ├── KernelPack.cpp │ │ │ ├── KernelPack.h │ │ │ ├── MatmulKernel.cpp │ │ │ └── MatmulKernel.h │ │ ├── BareMetal │ │ │ ├── Activation.cpp │ │ │ ├── Activation.h │ │ │ ├── Argmax.cpp │ │ │ ├── Argmax.h │ │ │ ├── Argsort.cpp │ │ │ ├── Argsort.h │ │ │ ├── BatchedMatmul.cpp │ │ │ ├── BatchedMatmul.h │ │ │ ├── CVTranspose.cpp │ │ │ ├── CVTranspose.h │ │ │ ├── Concat.cpp │ │ │ ├── Concat.h │ │ │ ├── ConvBackDataKernel.cpp │ │ │ ├── ConvBackDataKernel.h │ │ │ ├── ConvKernel.cpp │ │ │ ├── ConvKernel.h │ │ │ ├── CvCommon.h │ │ │ ├── CvtColor.cpp │ │ │ ├── CvtColor.h │ │ │ ├── ElemwiseKernel.cpp │ │ │ ├── ElemwiseKernel.h │ │ │ ├── ElemwiseMultiType.cpp │ │ │ ├── ElemwiseMultiType.h │ │ │ ├── Flip.cpp │ │ │ ├── Flip.h │ │ │ ├── FormatHelper.cpp │ │ │ ├── FormatHelper.h │ │ │ ├── Fp16Common.h │ │ │ ├── Fp32Gemv.cpp │ │ │ ├── Fp32Gemv.h │ │ │ ├── Fp32Gevm.cpp │ │ │ ├── Fp32Gevm.h │ │ │ ├── FusedElemwiseKernel.cpp │ │ │ ├── FusedElemwiseKernel.h │ │ │ ├── GaussianBlur.cpp │ │ │ ├── GaussianBlur.h │ │ │ ├── IndexingMultiAxisVec.cpp │ │ │ ├── IndexingMultiAxisVec.h │ │ │ ├── IndexingOneHot.cpp │ │ │ ├── IndexingOneHot.h │ │ │ ├── KernelPack.cpp │ │ │ ├── KernelPack.h │ │ │ ├── MatrixInv.cpp │ │ │ ├── MatrixInv.h │ │ │ ├── MatrixMul.cpp │ │ │ ├── MatrixMul.h │ │ │ ├── Padding.cpp │ │ │ ├── Padding.h │ │ │ ├── Pooling.cpp │ │ │ ├── Pooling.h │ │ │ ├── PowC.cpp │ │ │ ├── PowC.h │ │ │ ├── Reduce.cpp │ │ │ ├── Reduce.h │ │ │ ├── Relayout.cpp │ │ │ ├── Relayout.h │ │ │ ├── Resize.cpp │ │ │ ├── Resize.h │ │ │ ├── RoiCopy.cpp │ │ │ ├── RoiCopy.h │ │ │ ├── Rotate.cpp │ │ │ ├── Rotate.h │ │ │ ├── Topk.cpp │ │ │ ├── Topk.h │ │ │ ├── Typecvt.cpp │ │ │ ├── Typecvt.h │ │ │ ├── WarpAffine.cpp │ │ │ ├── WarpAffine.h │ │ │ ├── WarpPerspective.cpp │ │ │ └── WarpPerspective.h │ │ ├── CMakeLists.txt │ │ ├── Common │ │ │ ├── CVRemapTable.h │ │ │ ├── ConvKernel.h │ │ │ ├── DeduceLayoutMap.cpp │ │ │ ├── DeduceLayoutMap.h │ │ │ ├── ElemwiseCommon.cpp │ │ │ ├── ElemwiseCommon.h │ │ │ ├── PoolingKernel.h │ │ │ ├── Relayout.h │ │ │ └── Resize.h │ │ ├── GeneralIntrinsic │ │ │ ├── Activation.cpp │ │ │ ├── Activation.h │ │ │ ├── CVTranspose.cpp │ │ │ ├── CVTranspose.h │ │ │ ├── ConvKernel │ │ │ │ ├── ConvKernel.h │ │ │ │ ├── Fp16WinogradNchw88.cpp │ │ │ │ ├── Fp32ChannelWiseMk4.cpp │ │ │ │ ├── Fp32Conv1x1Mk4M4N12.cpp │ │ │ │ ├── Fp32ConvNchwNchw44.cpp │ │ │ │ ├── Fp32Im2col.cpp │ │ │ │ ├── Fp32NchwBackwardConv.cpp │ │ │ │ ├── Fp32WinogradNchw44.cpp │ │ │ │ ├── Im2col │ │ │ │ │ ├── F32StrategyM4N12.cpp │ │ │ │ │ ├── F32StrategyM4N12.h │ │ │ │ │ ├── F32StrategyM4N8.cpp │ │ │ │ │ └── F32StrategyM4N8.h │ │ │ │ ├── Im2colCommon.cpp │ │ │ │ ├── Im2colCommon.h │ │ │ │ ├── Winograd │ │ │ │ │ ├── WinogradF23Strategy4x8MK4.cpp │ │ │ │ │ ├── WinogradF23Strategy4x8MK4.h │ │ │ │ │ ├── WinogradF43Strategy4x16MK4.cpp │ │ │ │ │ ├── WinogradF43Strategy4x16MK4.h │ │ │ │ │ ├── WinogradF63Strategy4x16MK4.cpp │ │ │ │ │ └── WinogradF63Strategy4x16MK4.h │ │ │ │ ├── WinogradCommon.cpp │ │ │ │ ├── WinogradCommon.h │ │ │ │ └── fp16 │ │ │ │ │ ├── F16StrategyM8N8.cpp │ │ │ │ │ ├── F16StrategyM8N8.h │ │ │ │ │ ├── Fp16ChannelWiseMk8.cpp │ │ │ │ │ ├── Fp16Conv1x1Mk8M8N8.cpp │ │ │ │ │ ├── Fp16ConvNchwNchw88.cpp │ │ │ │ │ ├── Fp16Im2col.cpp │ │ │ │ │ ├── WinogradF23Strategy8x8MK8.cpp │ │ │ │ │ ├── WinogradF23Strategy8x8MK8.h │ │ │ │ │ ├── WinogradF43Strategy8x8MK8.cpp │ │ │ │ │ ├── WinogradF43Strategy8x8MK8.h │ │ │ │ │ ├── WinogradF63Strategy8x8MK8.cpp │ │ │ │ │ └── WinogradF63Strategy8x8MK8.h │ │ │ ├── CvCommon.h │ │ │ ├── CvtColor.cpp │ │ │ ├── CvtColor.h │ │ │ ├── Elemwise │ │ │ │ ├── Elemwise.cpp │ │ │ │ └── Elemwise.h │ │ │ ├── ElemwiseHelper │ │ │ │ ├── BinaryHelper.cpp │ │ │ │ ├── ElemwiseHelper.cpp │ │ │ │ ├── ElemwiseHelper.h │ │ │ │ ├── TernaryHelper.cpp │ │ │ │ └── UnaryHelper.cpp │ │ │ ├── Flip.cpp │ │ │ ├── Flip.h │ │ │ ├── FusedElemwiseKernel.cpp │ │ │ ├── FusedElemwiseKernel.h │ │ │ ├── GIMathHelper.h │ │ │ ├── GISimdHelper.h │ │ │ ├── InternalKernel │ │ │ │ ├── Fp32M4N12K4Matmul.cpp │ │ │ │ ├── Fp32M4N12Matmul.cpp │ │ │ │ ├── Fp32M4N8K4Matmul.cpp │ │ │ │ ├── InternalKernel.cpp │ │ │ │ ├── InternalKernel.h │ │ │ │ └── fp16 │ │ │ │ │ └── Fp16M8N8K8Matmul.cpp │ │ │ ├── KernelPack.cpp │ │ │ ├── KernelPack.h │ │ │ ├── MatMulKernel │ │ │ │ ├── Fp32Gemv.cpp │ │ │ │ ├── Fp32GemvMk4.cpp │ │ │ │ ├── Fp32Gevm.cpp │ │ │ │ ├── Fp32MatMul.h │ │ │ │ ├── Fp32MatMulM4N12.cpp │ │ │ │ ├── Fp32MatMulM4N12K4.cpp │ │ │ │ ├── Fp32MatMulM4N8K4.cpp │ │ │ │ ├── MatMulCommon.h │ │ │ │ └── fp16 │ │ │ │ │ ├── Fp16Gemv.cpp │ │ │ │ │ ├── Fp16Gevm.cpp │ │ │ │ │ ├── Fp16MatMul.h │ │ │ │ │ └── Fp16MatMulM8N8K8.cpp │ │ │ ├── PoolingKernel │ │ │ │ ├── Fp16PoolingNchw88.cpp │ │ │ │ ├── Fp32PoolingNchw44.cpp │ │ │ │ ├── Pooling.h │ │ │ │ └── QInt8PoolingNCHW44.cpp │ │ │ ├── Reduce.cpp │ │ │ ├── Reduce.h │ │ │ ├── Relayout.cpp │ │ │ ├── Relayout.h │ │ │ ├── Resize.cpp │ │ │ ├── Resize.h │ │ │ ├── Rotate.cpp │ │ │ ├── Rotate.h │ │ │ ├── Transpose.h │ │ │ ├── Typecvt.cpp │ │ │ ├── Typecvt.h │ │ │ ├── WarpAffine.cpp │ │ │ └── WarpAffine.h │ │ ├── Jit │ │ │ ├── JitExe.cpp │ │ │ └── JitHeader.h │ │ ├── KernelGen.cpp │ │ ├── Utils │ │ │ ├── StringTemplate.cpp │ │ │ ├── StringTemplate.h │ │ │ ├── SymbolHelper.h │ │ │ ├── Utils.cpp │ │ │ └── Utils.h │ │ └── WebAssembly │ │ │ ├── InternalKernel │ │ │ ├── Fp32MatMulM4N12.cpp │ │ │ ├── InternalKernel.cpp │ │ │ └── InternalKernel.h │ │ │ ├── KernelCommon.h │ │ │ ├── KernelPack.cpp │ │ │ ├── KernelPack.h │ │ │ └── MatMulKernel │ │ │ ├── FP32MatMulM4N12.cpp │ │ │ └── Fp32MatMul.h │ ├── README.md │ └── Target │ │ ├── CMakeLists.txt │ │ ├── Hako │ │ ├── CMakeLists.txt │ │ ├── decryption │ │ │ ├── decrypt_base.h │ │ │ ├── rc4 │ │ │ │ ├── rc4_cryption_base.h │ │ │ │ ├── rc4_cryption_impl.cpp │ │ │ │ └── rc4_cryption_impl.h │ │ │ ├── rc4_cryption.cpp │ │ │ └── rc4_cryption.h │ │ └── hako_parse.cpp │ │ ├── MGB │ │ ├── CMakeLists.txt │ │ └── importer.cpp │ │ ├── TinyNN │ │ ├── CMakeLists.txt │ │ ├── KernelExporter.cpp │ │ └── exporter.cpp │ │ └── onnx │ │ ├── CMakeLists.txt │ │ └── importer.cpp ├── llvm_version.txt ├── script │ ├── build_target_archive.sh │ ├── ci │ │ ├── build_android_arm64v8_kernel_ut.sh │ │ ├── build_android_armv7_kernel_ut.sh │ │ ├── build_riscv_kernel_ut.sh │ │ ├── hako_header_verify.py │ │ ├── run_local_cmake_build.sh │ │ ├── run_local_kernel_ut.sh │ │ └── run_local_regression_test.sh │ ├── compile_target_cmake.cmake │ ├── debug │ │ ├── gen_input.py │ │ ├── inspect_runtime_dump.py │ │ ├── parse_mgb_bin_dump.py │ │ └── test_model.sh │ ├── docker │ │ ├── Dockerfile │ │ ├── README.md │ │ ├── build_mlir.sh │ │ └── llvm_version.txt │ ├── gen_target_code.sh │ └── tool │ │ └── cv_remap_table.cpp ├── test │ ├── CMakeLists.txt │ ├── kernel │ │ ├── CMakeLists.txt │ │ ├── common │ │ │ ├── benchmark.h │ │ │ ├── cc_proxy.h │ │ │ ├── checker.h │ │ │ ├── cv_opr.h │ │ │ ├── dnn_algo_checker.h │ │ │ ├── dnn_helper.h │ │ │ ├── dnn_proxy.h │ │ │ ├── dnn_proxy_algo.h │ │ │ ├── dnn_proxy_deduce.h │ │ │ ├── dnn_proxy_exec.h │ │ │ ├── dnn_proxy_trait.h │ │ │ ├── fast_run_cache.h │ │ │ ├── hash_ct.h │ │ │ ├── memory_manager.h │ │ │ ├── performance.h │ │ │ ├── rng.h │ │ │ ├── runner.h │ │ │ ├── src │ │ │ │ ├── benchmark.cpp │ │ │ │ ├── cc_fill_attr.cpp │ │ │ │ ├── cc_fill_attr.h │ │ │ │ ├── cc_proxy.cpp │ │ │ │ ├── cc_proxy_cv.cpp │ │ │ │ ├── cc_proxy_utils.h │ │ │ │ ├── checker.cpp │ │ │ │ ├── cv_dnn_proxy.cpp │ │ │ │ ├── dnn_helper.cpp │ │ │ │ ├── fast_run_cache.cpp │ │ │ │ ├── memory_manager.cpp │ │ │ │ ├── rng.cpp │ │ │ │ ├── target_module.cpp │ │ │ │ ├── workload_proxy.cpp │ │ │ │ └── workspace_wrapper.cpp │ │ │ ├── target_module.h │ │ │ ├── timer.h │ │ │ ├── workload_proxy.h │ │ │ └── workspace_wrapper.h │ │ ├── debug │ │ │ └── update_mgb_cross.sh │ │ ├── opr │ │ │ ├── arm │ │ │ │ ├── Elementwise.cpp │ │ │ │ ├── Fp16Matmul.cpp │ │ │ │ ├── Fp32Matmul.cpp │ │ │ │ ├── Int8Matmul.cpp │ │ │ │ ├── benchmark_conv.cpp │ │ │ │ ├── benchmark_cv.cpp │ │ │ │ ├── benchmark_elemwise.cpp │ │ │ │ ├── benchmark_matmul.cpp │ │ │ │ ├── benchmark_pooling.cpp │ │ │ │ ├── benchmark_relayout.cpp │ │ │ │ ├── benchmark_typecvt.cpp │ │ │ │ ├── conv.cpp │ │ │ │ ├── cv.cpp │ │ │ │ ├── elemwise_multitype.cpp │ │ │ │ ├── pooling.cpp │ │ │ │ ├── reduce.cpp │ │ │ │ ├── relayout.cpp │ │ │ │ ├── resize.cpp │ │ │ │ └── typecvt.cpp │ │ │ ├── arm_common │ │ │ │ ├── benchmark_conv.cpp │ │ │ │ ├── benchmark_matmul.cpp │ │ │ │ ├── benchmark_pooling.cpp │ │ │ │ ├── conv.cpp │ │ │ │ ├── matmul.cpp │ │ │ │ └── pooling.cpp │ │ │ ├── armv7 │ │ │ │ ├── Elementwise.cpp │ │ │ │ ├── Fp32Matmul.cpp │ │ │ │ ├── Int8Matmul.cpp │ │ │ │ ├── benchmark_conv.cpp │ │ │ │ ├── benchmark_matmul.cpp │ │ │ │ ├── benchmark_relayout.cpp │ │ │ │ ├── benchmark_typecvt.cpp │ │ │ │ ├── conv.cpp │ │ │ │ ├── cv.cpp │ │ │ │ ├── pooling.cpp │ │ │ │ ├── reduce.cpp │ │ │ │ ├── relayout.cpp │ │ │ │ ├── resize.cpp │ │ │ │ └── typecvt.cpp │ │ │ ├── auto_naive │ │ │ │ ├── benchmark_matmul.cpp │ │ │ │ ├── elementwise.cpp │ │ │ │ └── matmul.cpp │ │ │ ├── common │ │ │ │ ├── elemwise.h │ │ │ │ ├── fused_elemwise.cpp │ │ │ │ ├── fused_elemwise.h │ │ │ │ └── relayout.h │ │ │ ├── generalIntrinsic │ │ │ │ ├── Fp16Matmul.cpp │ │ │ │ ├── Fp16conv.cpp │ │ │ │ ├── Fp32Matmul.cpp │ │ │ │ ├── benchmark_conv.cpp │ │ │ │ ├── benchmark_cv.cpp │ │ │ │ ├── benchmark_elemwise.cpp │ │ │ │ ├── benchmark_matmul.cpp │ │ │ │ ├── benchmark_pooling.cpp │ │ │ │ ├── benchmark_reduce.cpp │ │ │ │ ├── benchmark_relayout.cpp │ │ │ │ ├── benchmark_typecvt.cpp │ │ │ │ ├── conv.cpp │ │ │ │ ├── cv.cpp │ │ │ │ ├── elementwise.cpp │ │ │ │ ├── fused_elemwise.cpp │ │ │ │ ├── pooling.cpp │ │ │ │ ├── reduce.cpp │ │ │ │ ├── relayout.cpp │ │ │ │ ├── resize.cpp │ │ │ │ ├── typecvt.cpp │ │ │ │ └── warpaffine.cpp │ │ │ └── naive │ │ │ │ ├── argmax.cpp │ │ │ │ ├── argsort.cpp │ │ │ │ ├── benchmark_cv.cpp │ │ │ │ ├── benchmark_matmul.cpp │ │ │ │ ├── concat.cpp │ │ │ │ ├── conv.cpp │ │ │ │ ├── cv.cpp │ │ │ │ ├── elementwise.cpp │ │ │ │ ├── elemwise_multitype.cpp │ │ │ │ ├── fp32Gemv.cpp │ │ │ │ ├── fp32Gevm.cpp │ │ │ │ ├── fused_elemwise.cpp │ │ │ │ ├── gaussianblur.cpp │ │ │ │ ├── indexing_opr.cpp │ │ │ │ ├── indingonehot.cpp │ │ │ │ ├── matmul.cpp │ │ │ │ ├── matrixinv.cpp │ │ │ │ ├── padding.cpp │ │ │ │ ├── pool.cpp │ │ │ │ ├── powc.cpp │ │ │ │ ├── reduce.cpp │ │ │ │ ├── relayout.cpp │ │ │ │ ├── resize.cpp │ │ │ │ ├── topk.cpp │ │ │ │ ├── typecvt.cpp │ │ │ │ ├── warpaffine.cpp │ │ │ │ └── warpperspective.cpp │ │ ├── prebuild_include │ │ │ └── megbrain │ │ │ │ └── enum_reflection.h.inl │ │ ├── test_main.cpp │ │ └── tools │ │ │ └── string_render.cpp │ └── regression │ │ ├── CMakeLists.txt │ │ ├── DynamicAlloc.mlir │ │ ├── E2EMemref.mlir │ │ ├── MGBFuseKernel.mlir │ │ ├── MGBToKernel.mlir │ │ ├── MGBToKernelDynamic.mlir │ │ ├── MemoryForward.mlir │ │ ├── StaticMemoryPlan.mlir │ │ ├── lit.cfg.py │ │ └── lit.site.cfg.py.in └── tools │ ├── CMakeLists.txt │ ├── dump-kernel │ ├── CMakeLists.txt │ └── dump-kernel.cpp │ ├── kernel_exporter │ ├── CMakeLists.txt │ ├── config_attr.cpp │ ├── config_attr.h │ ├── exporter_imp.cpp │ ├── exporter_imp.h │ ├── tinynn-exporter.cpp │ ├── utils.cpp │ └── utils.h │ ├── megcc-opt │ ├── CMakeLists.txt │ └── megcc-opt.cpp │ ├── megcc-translate │ ├── CMakeLists.txt │ └── megcc-translate.cpp │ ├── mgb-importer │ ├── CMakeLists.txt │ └── mgb-importer.cpp │ ├── mgb-runner │ ├── CMakeLists.txt │ └── main.cpp │ ├── mgb-tblgen │ ├── CMakeLists.txt │ ├── helper.h │ └── mgb-tblgen.cpp │ ├── mgb-to-tinynn │ ├── CMakeLists.txt │ └── mgb-to-tinynn.cpp │ ├── onnx-importer │ ├── CMakeLists.txt │ └── onnx-importer.cpp │ ├── onnx-to-tinynn │ ├── CMakeLists.txt │ └── onnx-to-tinynn.cpp │ └── tinynn-exporter │ ├── CMakeLists.txt │ └── tinynn-exporter.cpp ├── doc ├── dynamic-chinese.md ├── first-use.md ├── how-to-add-new-kernel.md ├── how-to-release.md ├── how-to-use-chinese.md ├── how-to-use.md ├── megcc_arch.md ├── mlir_codegen.md ├── opr.md ├── picture │ ├── abstract_kernel_ir.png │ ├── cc.png │ ├── compiler.png │ ├── kernel_gen.png │ ├── kernel_ir.png │ ├── megcc.png │ ├── mgb_ir.png │ ├── runtime.png │ ├── runtime_bing.png │ └── test_model.png └── try-codegen-chinese.md ├── immigration └── include │ ├── extern_c_opr.h │ ├── gi_common.h │ ├── gi_float.h │ ├── gi_float16.h │ ├── gi_int.h │ ├── marm_neon.h │ └── unroll_macro.h ├── runtime ├── .gitattributes ├── .ycm_extra_conf.py ├── CMakeLists.txt ├── README.md ├── docker_env │ └── ubuntu │ │ ├── Dockerfile │ │ └── build_image.sh ├── example │ ├── Nonstandard_OS │ │ ├── bare_board │ │ │ ├── aarch32_qemu │ │ │ │ ├── link.ld │ │ │ │ └── startup.s │ │ │ ├── aarch64_qemu │ │ │ │ ├── link.ld │ │ │ │ └── startup.s │ │ │ ├── bare_board_qemu_arm_example.c │ │ │ └── test_bare_board_qemu.py │ │ ├── freeRTOS │ │ │ ├── test_freertos.py │ │ │ ├── tinynn_example_test_at_minimal_rtos.patch │ │ │ └── tinynn_freeRTOS_example.c │ │ └── tee │ │ │ ├── CMakeLists.txt │ │ │ ├── common_api │ │ │ ├── api.c │ │ │ └── api.h │ │ │ ├── host │ │ │ └── main.c │ │ │ ├── ta │ │ │ ├── Android.mk │ │ │ ├── Makefile │ │ │ ├── api.c │ │ │ ├── include │ │ │ │ └── megcc_inference_ta.h │ │ │ ├── megcc_inference_ta.c │ │ │ ├── none_libm │ │ │ │ └── libm.a │ │ │ ├── sub.mk │ │ │ └── user_ta_header_defines.h │ │ │ ├── terminal_start.patch │ │ │ ├── terminal_start_only_show_ca_log.patch │ │ │ └── test_optee.py │ ├── README.md │ ├── WebAssembly │ │ ├── template.html │ │ └── wasm_main.c │ └── standard_OS │ │ └── lite_main.c ├── flatcc │ ├── bin │ │ ├── flatcc │ │ └── flatcc_macos_x86 │ └── include │ │ └── flatcc │ │ ├── flatcc.h │ │ ├── flatcc_accessors.h │ │ ├── flatcc_alloc.h │ │ ├── flatcc_assert.h │ │ ├── flatcc_builder.h │ │ ├── flatcc_emitter.h │ │ ├── flatcc_endian.h │ │ ├── flatcc_epilogue.h │ │ ├── flatcc_flatbuffers.h │ │ ├── flatcc_identifier.h │ │ ├── flatcc_iov.h │ │ ├── flatcc_json_parser.h │ │ ├── flatcc_json_printer.h │ │ ├── flatcc_portable.h │ │ ├── flatcc_prologue.h │ │ ├── flatcc_refmap.h │ │ ├── flatcc_rtconfig.h │ │ ├── flatcc_types.h │ │ ├── flatcc_unaligned.h │ │ ├── flatcc_verifier.h │ │ ├── flatcc_version.h │ │ ├── portable │ │ ├── LICENSE │ │ ├── README.md │ │ ├── grisu3_math.h │ │ ├── grisu3_parse.h │ │ ├── grisu3_print.h │ │ ├── include │ │ │ ├── README │ │ │ ├── linux │ │ │ │ └── endian.h │ │ │ └── std │ │ │ │ ├── inttypes.h │ │ │ │ ├── stdalign.h │ │ │ │ ├── stdbool.h │ │ │ │ └── stdint.h │ │ ├── paligned_alloc.h │ │ ├── pbase64.h │ │ ├── pcrt.h │ │ ├── pdiagnostic.h │ │ ├── pdiagnostic_pop.h │ │ ├── pdiagnostic_push.h │ │ ├── pendian.h │ │ ├── pendian_detect.h │ │ ├── pinline.h │ │ ├── pinttypes.h │ │ ├── portable.h │ │ ├── portable_basic.h │ │ ├── pparsefp.h │ │ ├── pparseint.h │ │ ├── pprintfp.h │ │ ├── pprintint.h │ │ ├── pstatic_assert.h │ │ ├── pstatic_assert_scope.h │ │ ├── pstdalign.h │ │ ├── pstdbool.h │ │ ├── pstdint.h │ │ ├── punaligned.h │ │ ├── pversion.h │ │ └── pwarnings.h │ │ ├── reflection │ │ ├── README │ │ ├── flatbuffers_common_builder.h │ │ ├── flatbuffers_common_reader.h │ │ ├── reflection_builder.h │ │ ├── reflection_reader.h │ │ └── reflection_verifier.h │ │ └── support │ │ ├── README │ │ ├── cdump.h │ │ ├── elapsed.h │ │ ├── hexdump.h │ │ └── readfile.h ├── include │ ├── lite-c │ │ ├── common_enum_c.h │ │ ├── global_c.h │ │ ├── macro.h │ │ ├── network_c.h │ │ └── tensor_c.h │ ├── tinycv_c.h │ └── tinynn_callback.h ├── schema │ └── model.fbs ├── scripts │ ├── check_tinynn_lib.py │ ├── run_local_instruction_test.sh │ ├── runtime_build.py │ └── strip_and_mangling_static_tinynn.py ├── src │ ├── cheader │ │ ├── flatbuffers_common_builder.h │ │ ├── flatbuffers_common_reader.h │ │ └── model_reader.h │ ├── data_struct.h │ ├── device.c │ ├── device.h │ ├── init.c │ ├── init.h │ ├── lite │ │ ├── global.c │ │ ├── io_tensor.h │ │ ├── network.c │ │ └── tensor.c │ ├── parse.c │ ├── parse.h │ ├── tensor_util.h │ ├── tinynn.c │ ├── tinynn.h │ ├── utils.c │ ├── utils.h │ ├── vm.c │ ├── vm.h │ └── vm │ │ ├── broadcast.c │ │ ├── common.h │ │ ├── dimshuffle.c │ │ ├── extern_opr.c │ │ ├── instruction.h │ │ ├── memforward.c │ │ ├── memory.c │ │ ├── op.c │ │ ├── registry.h │ │ ├── reshape.c │ │ └── subtensor.c ├── test │ ├── .ycm_extra_conf.py │ ├── CMakeLists.txt │ ├── common │ │ ├── common.cpp │ │ └── common.h │ ├── instruction │ │ ├── broadcast.cpp │ │ ├── dimshuffle.cpp │ │ ├── reshape.cpp │ │ ├── runtime_inst_switch.h │ │ ├── setsubtensor.cpp │ │ ├── shape_op.cpp │ │ └── subtensor.cpp │ ├── main.cpp │ └── runtime │ │ ├── kernels.h │ │ └── test_model_init.cpp ├── toolchains │ ├── ios.toolchain.cmake │ ├── riscv64-linux-gnu.toolchain.cmake │ └── riscv64-rvv-linux-gnu.toolchain.cmake └── version.ld ├── script ├── 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