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CodeGen Performant Convolution Kernels for Mobile GPUs

Lei.Chat() · published 19 September 2021

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https://towardsdatascience.com/a-comprehensive-introduction-to-different-types-of-convolutions-in-deep-learning-669281e58215

towardsdatascience.com

https://github.com/google/uVkCompute/blob/1d79a1e/benchmarks/convolution/conv2d_tiled.glsl

github.com

https://github.com/google/uVkCompute

github.com

https://github.com/tensorflow/mlir-hlo

github.com

https://mlir.llvm.org/docs/Dialects/Linalg/

mlir.llvm.org

'vector' Dialect Read at the source ↗

mlir.llvm.org

'scf' Dialect Read at the source ↗

mlir.llvm.org

SPIR-V Dialect Read at the source ↗

mlir.llvm.org

https://google.github.io/iree/building-from-source/getting-started/

google.github.io

https://github.com/google/iree/commit/080cbc466214c698bf6086d7bc1fc205ade2706c

github.com

https://gist.github.com/antiagainst/f84a6d261b05385a2eeed42e6c6f1a1f

gist.github.com

https://github.com/google/iree/blob/080cbc46/iree/compiler/InputConversion/MHLO/MHLOToLinalgOnTensors.cpp

github.com

Linalg OpDSL Read at the source ↗

mlir.llvm.org

https://github.com/google/iree/blob/080cbc466214c698bf6086d7bc1fc205ade2706c/iree/compiler/Dialect/Flow/Transforms/DispatchLinalgOnTensors.cpp

github.com

https://github.com/llvm/llvm-project/blob/d9e46beace3120fbc4810dda5c3ed88f93e862a4/mlir/include/mlir/Dialect/Linalg/Transforms/Transforms.h

github.com

https://github.com/google/iree/blob/080cbc466214c698bf6086d7bc1fc205ade2706c/iree/compiler/Codegen/SPIRV/SPIRVTileAndDistribute.cpp

github.com

https://github.com/google/iree/blob/080cbc466214c698bf6086d7bc1fc205ade2706c/iree/compiler/Codegen/Common/VectorizeConv.cpp

github.com

https://github.com/google/iree/blob/080cbc466214c698bf6086d7bc1fc205ade2706c/iree/compiler/Codegen/SPIRV/SPIRVVectorize.cpp

github.com

https://github.com/google/iree/blob/080cbc466214c698bf6086d7bc1fc205ade2706c/iree/compiler/Codegen/SPIRV/SPIRVVectorizeLoadStore.cpp

github.com

https://github.com/google/iree/blob/080cbc466214c698bf6086d7bc1fc205ade2706c/iree/compiler/Codegen/SPIRV/SPIRVLowerExecutableTargetPass.cpp

github.com