├── .clang-format ├── .gitattributes ├── .github └── ISSUE_TEMPLATE │ ├── bug_report.md │ └── feature_request.md ├── .gitignore ├── .gitmodules ├── .style.yapf ├── CMakeLists.txt ├── LICENSE ├── README.md ├── benchmarks ├── AudioProcessing │ ├── Audios │ │ └── NASA_Mars.wav │ ├── CMakeLists.txt │ ├── Operations │ │ ├── BiquadOp │ │ │ ├── CMakeLists.txt │ │ │ ├── MLIRBiquad.mlir │ │ │ ├── Main.cpp │ │ │ └── Utils.hpp │ │ ├── CMakeLists.txt │ │ ├── FFTOp │ │ │ ├── CMakeLists.txt │ │ │ ├── KFRFft.cpp │ │ │ └── Main.cpp │ │ ├── FIROp │ │ │ ├── CMakeLists.txt │ │ │ ├── MLIRFIR.mlir │ │ │ ├── MLIRFIRTiledVectorization.mlir │ │ │ ├── MLIRFIRVectorization.mlir │ │ │ ├── Main.cpp │ │ │ └── Utils.hpp │ │ ├── IIROp │ │ │ ├── CMakeLists.txt │ │ │ ├── MLIRIIRScalar.mlir │ │ │ ├── MLIRIIRVectorization.mlir │ │ │ ├── Main.cpp │ │ │ └── Utils.hpp │ │ └── RFFTOp │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── RFFT.py │ └── README.md ├── CMakeLists.txt ├── DeepLearning │ ├── CMakeLists.txt │ ├── Layers │ │ ├── CMakeLists.txt │ │ ├── FFN │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── buddy_ffn_import.py │ │ ├── RMSNorm │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── buddy_rmsnorm_import.py │ │ └── SelfAttention │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── buddy_selfattention_import.py │ ├── Models │ │ ├── Bert │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── buddy_bert_import.py │ │ ├── CMakeLists.txt │ │ ├── LeNet │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ ├── buddy_lenet_import.py │ │ │ ├── lenet_model.pth │ │ │ └── model.py │ │ ├── MobileNet-V3 │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── buddy_mobilenetv3_import.py │ │ ├── Resnet18 │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── buddy_resnet18_import.py │ │ ├── TinyLlama │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── Main.cpp │ │ │ ├── Utils.hpp │ │ │ └── buddy_tinyllama_import.py │ │ └── Whisper │ │ │ ├── .gitignore │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── buddy_whisper_import.py │ ├── Ops │ │ ├── ArithAddfOp │ │ │ ├── ArithAddf.mlir │ │ │ ├── CMakeLists.txt │ │ │ └── GoogleBenchmarkMain.cpp │ │ ├── ArithDivfOp │ │ │ ├── ArithDivf.mlir │ │ │ ├── CMakeLists.txt │ │ │ └── GoogleBenchmarkMain.cpp │ │ ├── ArithMulfOp │ │ │ ├── ArithMulf.mlir │ │ │ ├── CMakeLists.txt │ │ │ └── GoogleBenchmarkMain.cpp │ │ ├── ArithNegfOp │ │ │ ├── ArithNegf.mlir │ │ │ ├── CMakeLists.txt │ │ │ └── GoogleBenchmarkMain.cpp │ │ ├── ArithSubfOp │ │ │ ├── ArithSubf.mlir │ │ │ ├── CMakeLists.txt │ │ │ └── GoogleBenchmarkMain.cpp │ │ ├── BatchMatMulOp │ │ │ ├── BatchMatMul.mlir │ │ │ ├── BatchMatMulBroadcast.mlir │ │ │ ├── BatchMatMulSCF.mlir │ │ │ ├── BatchMatMulVec.mlir │ │ │ ├── BatchMatMulVecTile.mlir │ │ │ ├── CMakeLists.txt │ │ │ ├── Main.cpp │ │ │ └── Utils.hpp │ │ ├── BatchMatMulTransposeBOp │ │ │ ├── BatchMatMulTransposeB.mlir │ │ │ ├── CMakeLists.txt │ │ │ ├── Main.cpp │ │ │ └── Utils.hpp │ │ ├── CMakeLists.txt │ │ ├── Conv2DNchwFchwOp │ │ │ ├── CMakeLists.txt │ │ │ ├── Conv2DNchwFchw.mlir │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── conv2d-nchw-fchw-im2col.mlir │ │ ├── Conv2DNhwcFhwcInt32Op │ │ │ ├── CMakeLists.txt │ │ │ ├── Conv2DNhwcFhwc.mlir │ │ │ ├── Conv2DNhwcFhwcVec.mlir │ │ │ ├── Conv2DNhwcFhwcVecRVV.mlir │ │ │ ├── Main.cpp │ │ │ └── Utils.hpp │ │ ├── Conv2DNhwcFhwcOp │ │ │ ├── CMakeLists.txt │ │ │ ├── Conv2DNhwcFhwc.mlir │ │ │ ├── Conv2DNhwcFhwcVec.mlir │ │ │ ├── Conv2DNhwcFhwcVecTile.mlir │ │ │ ├── Main.cpp │ │ │ └── Utils.hpp │ │ ├── Conv2DNhwcHwcfOp │ │ │ ├── CMakeLists.txt │ │ │ ├── Conv2DNhwcHwcf.mlir │ │ │ └── GoogleBenchmarkMain.cpp │ │ ├── DepthwiseConv2DNhwcHwcOp │ │ │ ├── CMakeLists.txt │ │ │ ├── DepthwiseConv2DNhwcHwc.mlir │ │ │ ├── DepthwiseConv2DNhwcHwcVec.mlir │ │ │ ├── Main.cpp │ │ │ └── Utils.hpp │ │ ├── MatMulOp │ │ │ ├── CMakeLists.txt │ │ │ ├── Main.cpp │ │ │ ├── Utils.hpp │ │ │ └── matmul.mlir │ │ ├── MatMulTransposeBOp │ │ │ ├── CMakeLists.txt │ │ │ ├── Main.cpp │ │ │ ├── MatMulTransposeB.mlir │ │ │ └── Utils.hpp │ │ ├── MathExpOp │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── MathExp.mlir │ │ ├── MathFpowOp │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── MathFpow.mlir │ │ ├── MathRsqrtOp │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── MathRsqrt.mlir │ │ ├── PoolingNhwcSumOp │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── PoolingNhwcSum.mlir │ │ ├── ReduceAddfOp │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── ReduceAddf.mlir │ │ ├── ReduceMaxfOp │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── ReduceMaxf.mlir │ │ ├── SoftmaxExpSumDivOp │ │ │ ├── CMakeLists.txt │ │ │ ├── GoogleBenchmarkMain.cpp │ │ │ └── SoftmaxExpSumDiv.mlir │ │ └── TransposeOp │ │ │ ├── CMakeLists.txt │ │ │ ├── Main.cpp │ │ │ ├── Transpose2D.mlir │ │ │ └── Utils.hpp │ └── README.md ├── Gemmini │ ├── CMakeLists.txt │ ├── Ops │ │ ├── CMakeLists.txt │ │ └── MatMulOp │ │ │ ├── CMakeLists.txt │ │ │ ├── ExoMatmul.c │ │ │ ├── ExoUtils.h │ │ │ ├── Main.cpp │ │ │ └── matmul.mlir │ ├── README.md │ ├── ResNet-101 │ │ ├── .gitattributes │ │ ├── CMakeLists.txt │ │ ├── CRunnerUtils.cpp │ │ ├── Main.cpp │ │ ├── ResNet101.mlir │ │ ├── images │ │ │ ├── Cat.h │ │ │ └── Cat.jpg │ │ └── include │ │ │ └── Labels.h │ └── Utils.h ├── ImageProcessing │ ├── BuddyConv2DBenchmark.cpp │ ├── BuddyCorr2DBenchmark.cpp │ ├── BuddyMorph2DBenchmark.cpp │ ├── BuddyResize2DBenchmark.cpp │ ├── CMakeLists.txt │ ├── EigenConvolve2DBenchmark.cpp │ ├── Images │ │ ├── YuTu.png │ │ ├── YuTu1022.png │ │ ├── YuTu1024.png │ │ ├── YuTu128.png │ │ ├── YuTu16.png │ │ ├── YuTu18.png │ │ ├── YuTu256.png │ │ ├── YuTu32.png │ │ ├── YuTu4.png │ │ ├── YuTu512.png │ │ ├── YuTu6.png │ │ ├── YuTu64.png │ │ └── YuTu8.png │ ├── MLIRConv2D.mlir │ ├── MLIRConv2DBenchmark.cpp │ ├── Main.cpp │ ├── OpenCVFilter2DBenchmark.cpp │ ├── OpenCVMorph2DBenchmark.cpp │ ├── OpenCVResize2DBenchmark.cpp │ └── include │ │ └── Kernels.h ├── OpOptimization │ ├── CMakeLists.txt │ ├── Conv2dNchwFchw │ │ ├── CMakeLists.txt │ │ ├── Conv2DNchwFchw.mlir │ │ ├── Conv2DNchwFchwBenchmark.cpp │ │ ├── Conv2DNchwFchwBroadcast.mlir │ │ ├── Conv2DNchwFchwIm2col.mlir │ │ ├── Conv2DNchwFchwWinagrad.mlir │ │ └── Main.cpp │ └── MatMul │ │ ├── CMakeLists.txt │ │ ├── Main.cpp │ │ ├── MatMul.mlir │ │ ├── MatMulBenchmark.cpp │ │ ├── MatMulBroadcast.mlir │ │ ├── MatMulTransform.mlir │ │ └── TVM │ │ ├── .gitignore │ │ ├── main.py │ │ ├── matmul_autotvm.py │ │ └── matmul_manual.py └── Vectorization │ ├── CMakeLists.txt │ ├── MLIRMatMul.mlir │ ├── MLIRMatMulBenchmark.cpp │ ├── MLIRMatVec.mlir │ ├── MLIRMatVecBenchmark.cpp │ ├── Main.cpp │ ├── gccloops │ ├── CMakeLists.txt │ ├── MLIRGccLoopsEx1.mlir │ ├── MLIRGccLoopsEx10a.mlir │ ├── MLIRGccLoopsEx10aBenchmark.cpp │ ├── MLIRGccLoopsEx10b.mlir │ ├── MLIRGccLoopsEx10bBenchmark.cpp │ ├── MLIRGccLoopsEx11.mlir │ ├── MLIRGccLoopsEx11Benchmark.cpp │ ├── MLIRGccLoopsEx12.mlir │ ├── MLIRGccLoopsEx12Benchmark.cpp │ ├── MLIRGccLoopsEx13.mlir │ ├── MLIRGccLoopsEx13Benchmark.cpp │ ├── MLIRGccLoopsEx14.mlir │ ├── MLIRGccLoopsEx14Benchmark.cpp │ ├── MLIRGccLoopsEx1Benchmark.cpp │ ├── MLIRGccLoopsEx21.mlir │ ├── MLIRGccLoopsEx21Benchmark.cpp │ ├── MLIRGccLoopsEx23.mlir │ ├── MLIRGccLoopsEx23Benchmark.cpp │ ├── MLIRGccLoopsEx24.mlir │ ├── MLIRGccLoopsEx24Benchmark.cpp │ ├── MLIRGccLoopsEx25.mlir │ ├── MLIRGccLoopsEx25Benchmark.cpp │ ├── MLIRGccLoopsEx2a.mlir │ ├── MLIRGccLoopsEx2aBenchmark.cpp │ ├── MLIRGccLoopsEx2b.mlir │ ├── MLIRGccLoopsEx2bBenchmark.cpp │ ├── MLIRGccLoopsEx3.mlir │ ├── MLIRGccLoopsEx3Benchmark.cpp │ ├── MLIRGccLoopsEx4a.mlir │ ├── MLIRGccLoopsEx4aBenchmark.cpp │ ├── MLIRGccLoopsEx4b.mlir │ ├── MLIRGccLoopsEx4bBenchmark.cpp │ ├── MLIRGccLoopsEx4c.mlir │ ├── MLIRGccLoopsEx4cBenchmark.cpp │ ├── MLIRGccLoopsEx7.mlir │ ├── MLIRGccLoopsEx7Benchmark.cpp │ ├── MLIRGccLoopsEx8.mlir │ ├── MLIRGccLoopsEx8Benchmark.cpp │ ├── MLIRGccLoopsEx9.mlir │ ├── MLIRGccLoopsEx9Benchmark.cpp │ └── Main.cpp │ ├── linpackc │ ├── CMakeLists.txt │ ├── MLIRLinpackCDaxpyBenchmark.cpp │ ├── MLIRLinpackCDaxpyRollF32.mlir │ ├── MLIRLinpackCDaxpyRollF64.mlir │ ├── MLIRLinpackCDaxpyUnrollF32.mlir │ ├── MLIRLinpackCDaxpyUnrollF64.mlir │ └── Main.cpp │ └── polybench │ ├── CMakeLists.txt │ ├── MLIRPolybench2mm.mlir │ ├── MLIRPolybench2mmBenchmark.cpp │ ├── MLIRPolybench3mm.mlir │ ├── MLIRPolybench3mmBenchmark.cpp │ ├── MLIRPolybenchAdi.mlir │ ├── MLIRPolybenchAdiBenchmark.cpp │ ├── MLIRPolybenchAtax.mlir │ ├── MLIRPolybenchAtaxBenchmark.cpp │ ├── MLIRPolybenchBicg.mlir │ ├── MLIRPolybenchBicgBenchmark.cpp │ ├── MLIRPolybenchCholesky.mlir │ ├── MLIRPolybenchCholeskyBenchmark.cpp │ ├── MLIRPolybenchCorrelation.mlir │ ├── MLIRPolybenchCorrelationBenchmark.cpp │ ├── MLIRPolybenchCovariance.mlir │ ├── MLIRPolybenchCovarianceBenchmark.cpp │ ├── MLIRPolybenchDeriche.mlir │ ├── MLIRPolybenchDericheBenchmark.cpp │ ├── MLIRPolybenchDoitgen.mlir │ ├── MLIRPolybenchDoitgenBenchmark.cpp │ ├── MLIRPolybenchDurbin.mlir │ ├── MLIRPolybenchDurbinBenchmark.cpp │ ├── MLIRPolybenchFdtd2D.mlir │ ├── MLIRPolybenchFdtd2DBenchmark.cpp │ ├── MLIRPolybenchFloydWarshall.mlir │ ├── MLIRPolybenchFloydWarshallBenchmark.cpp │ ├── MLIRPolybenchGemm.mlir │ ├── MLIRPolybenchGemmBenchmark.cpp │ ├── MLIRPolybenchGemver.mlir │ ├── MLIRPolybenchGemverBenchmark.cpp │ ├── MLIRPolybenchGesummv.mlir │ ├── MLIRPolybenchGesummvBenchmark.cpp │ ├── MLIRPolybenchGramschmidt.mlir │ ├── MLIRPolybenchGramschmidtBenchmark.cpp │ ├── MLIRPolybenchHeat3D.mlir │ ├── MLIRPolybenchHeat3DBenchmark.cpp │ ├── MLIRPolybenchJacobi1D.mlir │ ├── MLIRPolybenchJacobi1DBenchmark.cpp │ ├── MLIRPolybenchJacobi2D.mlir │ ├── MLIRPolybenchJacobi2DBenchmark.cpp │ ├── MLIRPolybenchLu.mlir │ ├── MLIRPolybenchLuBenchmark.cpp │ ├── MLIRPolybenchLudcmp.mlir │ ├── MLIRPolybenchLudcmpBenchmark.cpp │ ├── MLIRPolybenchMvt.mlir │ ├── MLIRPolybenchMvtBenchmark.cpp │ ├── MLIRPolybenchNussinov.mlir │ ├── MLIRPolybenchNussinovBenchmark.cpp │ ├── MLIRPolybenchSeidel2D.mlir │ ├── MLIRPolybenchSeidel2DBenchmark.cpp │ ├── MLIRPolybenchSymm.mlir │ ├── MLIRPolybenchSymmBenchmark.cpp │ ├── MLIRPolybenchSyr2k.mlir │ ├── MLIRPolybenchSyr2kBenchmark.cpp │ ├── MLIRPolybenchSyrk.mlir │ ├── MLIRPolybenchSyrkBenchmark.cpp │ ├── MLIRPolybenchTrisolv.mlir │ ├── MLIRPolybenchTrisolvBenchmark.cpp │ ├── MLIRPolybenchTrmm.mlir │ ├── MLIRPolybenchTrmmBenchmark.cpp │ ├── Main.cpp │ ├── README.md │ ├── Utils.hpp │ └── polybench_mlir_gen.py ├── cmake ├── buddy-benchmark.cmake └── check-simd.cmake ├── docs ├── ConvAlgorithms.md ├── DeepLearningBenchmark.md ├── GemminiConfig.md ├── Images │ └── CoefficientsBroadcasting.png └── PrepareRVOpenMP.md 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