mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-04-20 06:49:15 +00:00
Verify HostTensorDescriptor when it is created (#2829)
* add proper GEMM layout verification * Handle "auto" strides. CalculateStrides only called when tensor's strides are empty or all of them are <=0 (auto strides). CalculateStrides now supports GEMM::ColumnsMajor order. The assumption is still that it applies only to the inner two dims. ValidateStrides throws if any of the tensor's strides is <=0. profile_gemm_multiply_add updated to support "auto" strides for tensors. Manual tests for profile_gemm_multiply_add (matrix B in Row and Col modes) auto-strides bin/ckProfiler gemm_multiply_add 0 0 1 1 0 1 128 128 128 0 0 0 0 0 bin/ckProfiler gemm_multiply_add 0 1 1 1 0 1 128 128 128 0 0 0 0 0 bin/ckProfiler gemm_multiply_add 0 0 1 1 0 1 128 128 128 -1 -1 -1 -1 -1 Note, -1 should be deprecated (use 0 instead) explicit strides (same as auto) bin/ckProfiler gemm_multiply_add 0 0 1 1 0 1 128 128 128 128 128 128 128 128 bin/ckProfiler gemm_multiply_add 0 1 1 1 0 1 128 128 128 128 128 128 128 128 explicit strides (not the same as auto) bin/ckProfiler gemm_multiply_add 0 0 1 1 0 1 128 128 128 130 132 134 136 138 bin/ckProfiler gemm_multiply_add 0 1 1 1 0 1 128 128 128 130 132 134 136 138 mix of explicit and auto strides bin/ckProfiler gemm_multiply_add 0 0 1 1 0 1 128 128 128 128 128 128 128 0 invalid stride bin/ckProfiler gemm_multiply_add 0 0 1 1 0 1 128 128 128 0 0 0 0 64 terminate called after throwing an instance of 'std::runtime_error' what(): Invalid strides for RowMajor: mLens: 128 128 , mStrides: 64 1 Aborted (core dumped) * - add more names to ck::tensor_layout for easier namespace hierarchy checking - updated convolutional layouts to use explicit ones or BaseConvolutionalLayout where it is not clear which layout to use (TBD) - see include/ck/library/utility/convolution_host_tensor_descriptor_helper.hpp * added handling of partially initialized strides for GEMM. fixed more tests. * clang-format and more fixes * replace long dash by a simple hyphen - causes build failure in CK codegen. * increase sizeof input, otherwise output size becomes zero or negative with large filter size * select stride based on layout * specify layout explicitly to avoid errors in HostTensorDescriptor creation * add validation for higher GEMM tensor dimensions.; Add docstring to `HostTensorDescriptor` * Not clear why permute test in test/permute_scale/test_permute_scale.cpp uses a lot of invalid strides. Setting layout to BypassLayoutVerification to avoid a lot of errors * fix test (incl removing invalid config) * fix moe examples: - (in .cpp) add layout argument to non-2D tensors - (in .hpp) fix asserts/failures that show up in Debug mode, specifically addressing 2D tensor by a single index (and 3D tensor by 2d index) * fix moe_gemm2 example. * fix profile and wmma examples * clean-up early mods for ckprofile. verified with: ``` ckProfiler gemm_multiply_add 0 0 1 1 0 1 128 128 128 0 0 0 0 0 ckProfiler gemm_multiply_add 0 1 1 1 0 1 128 128 128 0 0 0 0 0 ckProfiler gemm_multiply_add 0 0 1 1 0 1 128 128 128 130 132 134 136 138 ckProfiler gemm_multiply_add 0 1 1 1 0 1 128 128 128 130 132 134 136 138 # ckProfiler gemm_fastgelu 1 0 1 2 0 1 128 128 128 0 0 0 ckProfiler gemm_fastgelu 1 1 1 2 0 1 128 128 128 0 0 0 ckProfiler gemm_fastgelu 1 2 1 2 0 1 128 128 128 0 0 0 ckProfiler gemm_fastgelu 1 3 1 2 0 1 128 128 128 0 0 0 ckProfiler gemm_fastgelu 1 0 1 2 0 1 128 128 128 128 128 128 # ckProfiler gemm_add_relu 0 0 1 1 0 1 128 128 128 0 0 0 0 # ckProfiler gemm_add_relu 0 1 1 1 0 1 128 128 128 0 0 0 0 # not implemented # ckProfiler gemm_add_relu 0 2 1 1 0 1 128 128 128 0 0 0 0 # not implemented # ckProfiler gemm_add_relu 0 3 1 1 0 1 128 128 128 0 0 0 0 # not implemented ckProfiler gemm_add_relu 0 0 1 1 0 1 128 128 128 128 128 128 128 # ckProfiler gemm_add_relu_add_layernorm 1 0 1 1 0 0 128 128 128 0 0 0 0 0 ckProfiler gemm_add_relu_add_layernorm 1 1 1 1 0 0 128 128 128 0 0 0 0 0 ckProfiler gemm_add_relu_add_layernorm 1 2 1 1 0 0 128 128 128 0 0 0 0 0 ckProfiler gemm_add_relu_add_layernorm 1 3 1 1 0 0 128 128 128 0 0 0 0 0 ckProfiler gemm_add_relu_add_layernorm 1 0 1 1 0 0 128 128 128 130 132 134 136 138 # example_gemm_add_multiply_dl_fp16 example_gemm_add_multiply_xdl_fp16 # ckProfiler gemm_blockscale_wp 7 1 1 1 1 0 1 128 128 128 0 0 0 ckProfiler gemm_blockscale_wp 7 1 1 1 1 0 1 128 128 128 128 128 128 ``` * temporary skip first 8 test configs - they throw error * temporary skip first 8 test configs in wmma too - they throw error --------- Co-authored-by: Illia Silin <98187287+illsilin@users.noreply.github.com>
This commit is contained in:
emezh
@@ -8,21 +8,31 @@ namespace tensor_layout {
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struct BaseTensorLayout
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{
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static constexpr const char* name = "BaseTensorLayout";
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};
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struct BypassLayoutVerification : public BaseTensorLayout
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{
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static constexpr const char* name = "BypassLayoutVerification";
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};
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namespace gemm {
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struct RowMajor : public BaseTensorLayout
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struct BaseGemmLayout : public BaseTensorLayout
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{
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static constexpr const char* name = "BaseConvolutionLayout";
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};
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struct RowMajor : public BaseGemmLayout
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{
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static constexpr const char* name = "RowMajor";
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};
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struct ColumnMajor : public BaseTensorLayout
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struct ColumnMajor : public BaseGemmLayout
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{
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static constexpr const char* name = "ColumnMajor";
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};
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struct MFMA : public BaseTensorLayout
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struct MFMA : public BaseGemmLayout
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{
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static constexpr const char* name = "MFMA";
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};
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@@ -31,405 +41,410 @@ struct MFMA : public BaseTensorLayout
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namespace convolution {
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struct BaseConvolutionLayout : public BaseTensorLayout
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{
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static constexpr const char* name = "BaseConvolutionLayout";
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};
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// input tensor
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// packed NCW/NCHW/NCDHW
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struct NCW : public BaseTensorLayout
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struct NCW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NCW";
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};
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struct NCHW : public BaseTensorLayout
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struct NCHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NCHW";
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};
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struct NCDHW : public BaseTensorLayout
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struct NCDHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NCDHW";
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};
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// packed GNCW/GNCHW/GNCDHW
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struct GNCW : public BaseTensorLayout
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struct GNCW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNCW";
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};
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struct GNCHW : public BaseTensorLayout
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struct GNCHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNCHW";
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};
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struct GNCDHW : public BaseTensorLayout
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struct GNCDHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNCDHW";
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};
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// input tensor
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// packed NWC/NHWC/NDHWC
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struct NWC : public BaseTensorLayout
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struct NWC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NWC";
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};
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struct NHWC : public BaseTensorLayout
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struct NHWC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NHWC";
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};
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struct NDHWC : public BaseTensorLayout
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struct NDHWC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NDHWC";
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};
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// input tensor
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// packed GNWC/GNHWC/GNDHWC
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struct GNWC : public BaseTensorLayout
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struct GNWC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNWC";
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};
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struct GNHWC : public BaseTensorLayout
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struct GNHWC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNHWC";
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};
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struct GNDHWC : public BaseTensorLayout
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struct GNDHWC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNDHWC";
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};
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// for input bias
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struct GC : public BaseTensorLayout
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struct GC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GC";
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};
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// input tensor
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// packed NWGC/NHWGC/NDHWGC
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struct NWGC : public BaseTensorLayout
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struct NWGC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NWGC";
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};
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struct NHWGC : public BaseTensorLayout
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struct NHWGC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NHWGC";
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};
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struct NDHWGC : public BaseTensorLayout
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struct NDHWGC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NDHWGC";
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};
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// input tensor
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// packed NGCW/NGCHW/NGCDHW
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struct NGCW : public BaseTensorLayout
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struct NGCW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NGCW";
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};
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struct NGCHW : public BaseTensorLayout
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struct NGCHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NGCHW";
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};
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struct NGCDHW : public BaseTensorLayout
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struct NGCDHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NGCDHW";
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};
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// input tensor
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// strided layout
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struct G_NW_C : public BaseTensorLayout
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struct G_NW_C : public BaseConvolutionLayout
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{
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static constexpr const char* name = "G_NW_C";
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};
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struct G_NHW_C : public BaseTensorLayout
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struct G_NHW_C : public BaseConvolutionLayout
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{
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static constexpr const char* name = "G_NHW_C";
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};
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struct G_NDHW_C : public BaseTensorLayout
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struct G_NDHW_C : public BaseConvolutionLayout
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{
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static constexpr const char* name = "G_NDHW_C";
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};
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// for input bias
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struct G_C : public BaseTensorLayout
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struct G_C : public BaseConvolutionLayout
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{
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static constexpr const char* name = "G_C";
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};
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// weight tensor
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// packed KCX/KCYX/KCZYX
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struct KCX : public BaseTensorLayout
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struct KCX : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KCX";
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};
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struct KCYX : public BaseTensorLayout
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struct KCYX : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KCYX";
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};
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struct KCZYX : public BaseTensorLayout
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struct KCZYX : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KCZYX";
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};
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// weight tensor
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// packed KCX/KCYX/KCZYX
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struct GKCX : public BaseTensorLayout
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struct GKCX : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GKCX";
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};
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struct GKCYX : public BaseTensorLayout
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struct GKCYX : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GKCYX";
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};
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struct GKCZYX : public BaseTensorLayout
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struct GKCZYX : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GKCZYX";
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};
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// weight tensor
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// packed KXC/KYXC/KZYXC
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struct KXC : public BaseTensorLayout
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struct KXC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KXC";
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};
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struct KYXC : public BaseTensorLayout
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struct KYXC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KYXC";
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};
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struct KZYXC : public BaseTensorLayout
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struct KZYXC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KZYXC";
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};
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// weight tensor
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// packed GKXC/GKYXC/GKZYXC
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struct GKXC : public BaseTensorLayout
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struct GKXC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GKXC";
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};
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struct GKYXC : public BaseTensorLayout
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struct GKYXC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GKYXC";
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};
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struct GKZYXC : public BaseTensorLayout
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struct GKZYXC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GKZYXC";
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};
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// weight tensor
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// packed KXGC/KYXGC/KZYXGC
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struct KXGC : public BaseTensorLayout
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struct KXGC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KXGC";
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};
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struct KYXGC : public BaseTensorLayout
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struct KYXGC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KYXGC";
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};
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struct KZYXGC : public BaseTensorLayout
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struct KZYXGC : public BaseConvolutionLayout
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{
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static constexpr const char* name = "KZYXGC";
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};
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// weight tensor
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// strided
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struct G_K_X_C : public BaseTensorLayout
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struct G_K_X_C : public BaseConvolutionLayout
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{
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static constexpr const char* name = "G_K_X_C";
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};
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struct G_K_YX_C : public BaseTensorLayout
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struct G_K_YX_C : public BaseConvolutionLayout
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{
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static constexpr const char* name = "G_K_YX_C";
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};
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struct G_K_ZYX_C : public BaseTensorLayout
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struct G_K_ZYX_C : public BaseConvolutionLayout
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{
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static constexpr const char* name = "G_K_ZYX_C";
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};
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// output tensor
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// packed NKW/NKHW/NKDHW
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struct NKW : public BaseTensorLayout
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struct NKW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NKW";
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};
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struct NKHW : public BaseTensorLayout
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struct NKHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NKHW";
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};
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struct NKDHW : public BaseTensorLayout
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struct NKDHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NKDHW";
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};
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// output tensor
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// packed GNKW/GNKHW/GNKDHW
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struct GNKW : public BaseTensorLayout
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struct GNKW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNKW";
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};
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struct GNKHW : public BaseTensorLayout
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struct GNKHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNKHW";
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};
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struct GNKDHW : public BaseTensorLayout
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struct GNKDHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNKDHW";
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};
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// output tensor
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// packed NWK/NHWK/NDHWK
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struct NWK : public BaseTensorLayout
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struct NWK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NWK";
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};
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struct NHWK : public BaseTensorLayout
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struct NHWK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NHWK";
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};
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struct NDHWK : public BaseTensorLayout
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struct NDHWK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NDHWK";
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};
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// output tensor
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// packed GNWK/GNHWK/GNDHWK
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struct GNWK : public BaseTensorLayout
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struct GNWK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNWK";
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};
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struct GNHWK : public BaseTensorLayout
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struct GNHWK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNHWK";
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};
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struct GNDHWK : public BaseTensorLayout
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struct GNDHWK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "GNDHWK";
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};
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// output tensor
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// packed NWGK/NHWGK/NDHWGK
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struct NWGK : public BaseTensorLayout
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struct NWGK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NWGK";
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};
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struct NHWGK : public BaseTensorLayout
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struct NHWGK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NHWGK";
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};
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struct NDHWGK : public BaseTensorLayout
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struct NDHWGK : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NDHWGK";
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};
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struct NGKW : public BaseTensorLayout
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struct NGKW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NGKW";
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};
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|
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struct NGKHW : public BaseTensorLayout
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struct NGKHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NGKHW";
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};
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|
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struct NGKDHW : public BaseTensorLayout
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struct NGKDHW : public BaseConvolutionLayout
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{
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static constexpr const char* name = "NGKDHW";
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};
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// output tensor
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// strided layout
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struct G_NW_K : public BaseTensorLayout
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struct G_NW_K : public BaseConvolutionLayout
|
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{
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static constexpr const char* name = "G_NW_K";
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};
|
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|
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struct G_NHW_K : public BaseTensorLayout
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struct G_NHW_K : public BaseConvolutionLayout
|
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{
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static constexpr const char* name = "G_NHW_K";
|
||||
};
|
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struct G_NDHW_K : public BaseTensorLayout
|
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struct G_NDHW_K : public BaseConvolutionLayout
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{
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static constexpr const char* name = "G_NDHW_K";
|
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};
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|
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// for output bias
|
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struct G_K : public BaseTensorLayout
|
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struct G_K : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "G_K";
|
||||
};
|
||||
|
||||
// K-reduced output tensor (packed)
|
||||
struct GNW : public BaseTensorLayout
|
||||
struct GNW : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "GNW";
|
||||
};
|
||||
|
||||
struct GNHW : public BaseTensorLayout
|
||||
struct GNHW : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "GNHW";
|
||||
};
|
||||
|
||||
struct GNDHW : public BaseTensorLayout
|
||||
struct GNDHW : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "GNDHW";
|
||||
};
|
||||
|
||||
// K-reduced output tensor (packed)
|
||||
struct NWG : public BaseTensorLayout
|
||||
struct NWG : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "NWG";
|
||||
};
|
||||
|
||||
struct NHWG : public BaseTensorLayout
|
||||
struct NHWG : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "NHWG";
|
||||
};
|
||||
|
||||
struct NDHWG : public BaseTensorLayout
|
||||
struct NDHWG : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "NDHWG";
|
||||
};
|
||||
|
||||
// K-reduced output tensor (strided)
|
||||
struct G_NW : public BaseTensorLayout
|
||||
struct G_NW : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "G_NW";
|
||||
};
|
||||
|
||||
struct G_NHW : public BaseTensorLayout
|
||||
struct G_NHW : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "G_NHW";
|
||||
};
|
||||
|
||||
struct G_NDHW : public BaseTensorLayout
|
||||
struct G_NDHW : public BaseConvolutionLayout
|
||||
{
|
||||
static constexpr const char* name = "G_NDHW";
|
||||
};
|
||||
|
||||
Reference in New Issue
Block a user