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https://github.com/ROCm/composable_kernel.git
synced 2026-05-13 01:36:06 +00:00
clean up
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@@ -77,11 +77,8 @@ struct GridwiseConvolutionImplicitGemm_v1r3_chwn_cyxk_khwn_lds_double_buffer
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constexpr index_t HiPerBlock = HoPerBlock + Y - 1;
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constexpr index_t WiPerBlock = WoPerBlock + X - 1;
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// assert for LDS double buffer
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static_assert(C % (2 * CPerBlock) == 0, "C cannot be evenly divided");
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// divide block work: [K, Ho, Wo, N]
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static_assert(N % NPerBlock == 0 && K % KPerBlock == 0 && C % CPerBlock == 0 &&
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static_assert(N % NPerBlock == 0 && K % KPerBlock == 0 && C % (2 * CPerBlock) == 0 &&
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Ho % HoPerBlock == 0 && Wo % WoPerBlock == 0,
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"wrong! cannot evenly divide work for workgroup ");
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@@ -132,37 +129,46 @@ struct GridwiseConvolutionImplicitGemm_v1r3_chwn_cyxk_khwn_lds_double_buffer
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// blockwise copy
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// input: format is [C, Hi, Wi, N]
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auto blockwise_in_copy =
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BlockwiseGenericTensorSliceCopy_v1<BlockSize,
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decltype(in_c_h_w_n_global_desc),
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decltype(in_c_h_w_n_block_desc),
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decltype(in_c_h_w_n_block_desc.GetLengths()),
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InBlockCopySubLengths_CHWN,
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InBlockCopyClusterLengths_CHWN,
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Sequence<0, 1, 2, 3>,
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Sequence<0, 1, 2, 3>,
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Sequence<0, 1, 2, 3>,
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3,
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3,
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InBlockCopyDataPerAccess_N,
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InBlockCopyDataPerAccess_N>({0, 0, 0, 0},
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{0, 0, 0, 0});
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#if 0
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BlockwiseGenericTensorSliceCopy_v1
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#else
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BlockwiseGenericTensorSliceCopy_v2
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#endif
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<BlockSize,
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decltype(in_c_h_w_n_global_desc),
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decltype(in_c_h_w_n_block_desc),
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decltype(in_c_h_w_n_block_desc.GetLengths()),
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InBlockCopySubLengths_CHWN,
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InBlockCopyClusterLengths_CHWN,
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Sequence<0, 1, 2, 3>,
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Sequence<0, 1, 2, 3>,
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Sequence<0, 1, 2, 3>,
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3,
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3,
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InBlockCopyDataPerAccess_N,
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InBlockCopyDataPerAccess_N>({0, 0, 0, 0}, {0, 0, 0, 0});
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// blockwise wei copy
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// format is [CPerBlock, X * KPerBlock]
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const auto blockwise_wei_copy =
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BlockwiseGenericTensorSliceCopy_v1<BlockSize,
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decltype(wei_c_k_global_desc),
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decltype(wei_c_k_block_desc),
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decltype(wei_c_k_block_desc.GetLengths()),
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WeiBlockCopySubLengths_CK,
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WeiBlockCopyClusterLengths_CK,
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Sequence<0, 1>,
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Sequence<0, 1>,
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Sequence<0, 1>,
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1,
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1,
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WeiBlockCopyDataPerAccess_K,
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WeiBlockCopyDataPerAccess_K>({0, 0}, {0, 0});
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#if 0
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BlockwiseGenericTensorSliceCopy_v1
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#else
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BlockwiseGenericTensorSliceCopy_v2
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#endif
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<BlockSize,
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decltype(wei_c_k_global_desc),
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decltype(wei_c_k_block_desc),
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decltype(wei_c_k_block_desc.GetLengths()),
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WeiBlockCopySubLengths_CK,
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WeiBlockCopyClusterLengths_CK,
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Sequence<0, 1>,
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Sequence<0, 1>,
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Sequence<0, 1>,
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1,
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1,
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WeiBlockCopyDataPerAccess_K,
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WeiBlockCopyDataPerAccess_K>({0, 0}, {0, 0});
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// a series of blockwise batched GEMM
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// C_matrix += transpose(A_matrix) * B_matrix
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@@ -156,42 +156,28 @@ struct GridwiseConvolutionImplicitGemm_v4r1_nchw_kcyx_nkhw_lds_double_buffer
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static_assert(in_e_n1_b_n2_block_desc.GetStride(I1) % GemmDataPerReadB == 0,
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"GemmDataPerReadB alignment requirement is not satisfied");
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#if 0
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// input blockwise copy
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// slice a merged tensor, reorder and copy to a normal tensor
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// this copy operator already has blockwise offset built-in
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auto blockwise_in_copy =
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BlockwiseGenericTensorSliceCopy_v1<BlockSize,
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decltype(in_e_n1_b_n2_global_merged_desc),
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decltype(in_e_n1_b_n2_block_desc),
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decltype(in_e_n1_b_n2_block_desc.GetLengths()),
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InBlockCopySubLengths_E_N1_B_N2,
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InBlockCopyClusterLengths_E_N1_B_N2,
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InBlockCopyThreadClusterArrangeOrder,
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InBlockCopySrcAccessOrder,
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InBlockCopyDstAccessOrder,
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2,
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3,
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InBlockCopySrcDataPerRead_B,
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InBlockCopyDstDataPerWrite_N2>(
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{0, 0, b_block_data_on_global, 0}, {0, 0, 0, 0});
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#if 0
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BlockwiseGenericTensorSliceCopy_v1
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#else
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auto blockwise_in_copy =
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BlockwiseGenericTensorSliceCopy_v2<BlockSize,
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decltype(in_e_n1_b_n2_global_merged_desc),
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decltype(in_e_n1_b_n2_block_desc),
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decltype(in_e_n1_b_n2_block_desc.GetLengths()),
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InBlockCopySubLengths_E_N1_B_N2,
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InBlockCopyClusterLengths_E_N1_B_N2,
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InBlockCopyThreadClusterArrangeOrder,
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InBlockCopySrcAccessOrder,
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InBlockCopyDstAccessOrder,
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2,
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3,
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InBlockCopySrcDataPerRead_B,
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InBlockCopyDstDataPerWrite_N2>(
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{0, 0, b_block_data_on_global, 0}, {0, 0, 0, 0});
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BlockwiseGenericTensorSliceCopy_v2
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#endif
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<BlockSize,
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decltype(in_e_n1_b_n2_global_merged_desc),
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decltype(in_e_n1_b_n2_block_desc),
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decltype(in_e_n1_b_n2_block_desc.GetLengths()),
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InBlockCopySubLengths_E_N1_B_N2,
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InBlockCopyClusterLengths_E_N1_B_N2,
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InBlockCopyThreadClusterArrangeOrder,
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InBlockCopySrcAccessOrder,
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InBlockCopyDstAccessOrder,
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2,
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3,
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InBlockCopySrcDataPerRead_B,
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InBlockCopyDstDataPerWrite_N2>({0, 0, b_block_data_on_global, 0}, {0, 0, 0, 0});
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// weight tensor
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// tensor descriptor in device memory, src of blockwise copy
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@@ -204,42 +190,28 @@ struct GridwiseConvolutionImplicitGemm_v4r1_nchw_kcyx_nkhw_lds_double_buffer
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Sequence<EPerBlock, KPerBlock>{},
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Number<math::lcm(WeiBlockCopyDstDataPerWrite_K, GemmDataPerReadA)>{});
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#if 0
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// operator for blockwise copy of weight into LDS
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// slice a tensor, and copy it into another tensor
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// this copy operator already have blockwise offset built-in
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auto blockwise_wei_copy =
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BlockwiseGenericTensorSliceCopy_v1<BlockSize,
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decltype(wei_e_k_global_desc),
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decltype(wei_e_k_block_desc),
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decltype(wei_e_k_block_desc.GetLengths()),
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WeiBlockCopySubLengths_E_K,
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WeiBlockCopyClusterLengths_E_K,
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WeiBlockCopyThreadClusterArrangeOrder,
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WeiBlockCopySrcAccessOrder,
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WeiBlockCopyDstAccessOrder,
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0,
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1,
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WeiBlockCopySrcDataPerRead_E,
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WeiBlockCopyDstDataPerWrite_K>(
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{0, k_block_data_on_global}, {0, 0});
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#if 0
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BlockwiseGenericTensorSliceCopy_v1
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#else
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auto blockwise_wei_copy =
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BlockwiseGenericTensorSliceCopy_v2<BlockSize,
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decltype(wei_e_k_global_desc),
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decltype(wei_e_k_block_desc),
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decltype(wei_e_k_block_desc.GetLengths()),
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WeiBlockCopySubLengths_E_K,
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WeiBlockCopyClusterLengths_E_K,
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WeiBlockCopyThreadClusterArrangeOrder,
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WeiBlockCopySrcAccessOrder,
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WeiBlockCopyDstAccessOrder,
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0,
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1,
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WeiBlockCopySrcDataPerRead_E,
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WeiBlockCopyDstDataPerWrite_K>(
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{0, k_block_data_on_global}, {0, 0});
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BlockwiseGenericTensorSliceCopy_v2
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#endif
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<BlockSize,
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decltype(wei_e_k_global_desc),
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decltype(wei_e_k_block_desc),
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decltype(wei_e_k_block_desc.GetLengths()),
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WeiBlockCopySubLengths_E_K,
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WeiBlockCopyClusterLengths_E_K,
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WeiBlockCopyThreadClusterArrangeOrder,
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WeiBlockCopySrcAccessOrder,
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WeiBlockCopyDstAccessOrder,
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0,
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1,
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WeiBlockCopySrcDataPerRead_E,
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WeiBlockCopyDstDataPerWrite_K>({0, k_block_data_on_global}, {0, 0});
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// GEMM definition
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// c_mtx += transpose(a_mtx) * b_mtx
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@@ -430,7 +402,7 @@ struct GridwiseConvolutionImplicitGemm_v4r1_nchw_kcyx_nkhw_lds_double_buffer
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out_k_n1_b_n2_global_merged_desc.GetOffsetFromMultiIndex(
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k_thread_data_on_global, 0, b_thread_data_on_global, 0);
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#if 1
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#if 0
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ThreadwiseGenericTensorSliceCopy_v1r2<
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decltype(out_n0_n1_n2_k0_k1_k2_h_w_thread_desc),
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decltype(out_n0_n1_n2_k0_k1_k2_h_w_global_mem_desc),
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@@ -91,43 +91,6 @@ void device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw(InDesc,
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constexpr index_t WeiBlockCopySrcDataPerRead_E = 4;
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constexpr index_t WeiBlockCopyDstDataPerWrite_K = 1;
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#elif 1
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// each thread hold 64 data
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constexpr index_t BlockSize = 256;
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constexpr index_t BPerBlock = 16;
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constexpr index_t KPerBlock = 128;
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constexpr index_t EPerBlock = 8;
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constexpr index_t GemmNRepeat = 2;
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constexpr index_t GemmMPerThreadSubC = 4;
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constexpr index_t GemmNPerThreadSubC = 4;
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constexpr index_t GemmMLevel0Cluster = 4;
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constexpr index_t GemmNLevel0Cluster = 4;
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constexpr index_t GemmMLevel1Cluster = 4;
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constexpr index_t GemmNLevel1Cluster = 4;
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constexpr index_t GemmKPerThreadLoop = 1;
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constexpr index_t GemmDataPerReadA = 4;
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constexpr index_t GemmDataPerReadB = 4;
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using InBlockCopySubLengths_E_N1_B_N2 = Sequence<1, 1, 2, 2>;
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using InBlockCopyClusterLengths_E_N1_B_N2 = Sequence<8, 2, 8, 2>;
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using InBlockCopyThreadClusterArrangeOrder = Sequence<0, 1, 3, 2>; // [E, N1, N2, B]
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using InBlockCopySrcAccessOrder = Sequence<0, 1, 3, 2>; // [E, N1, N2, B]
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using InBlockCopyDstAccessOrder = Sequence<0, 1, 2, 3>; // [E, N1, B, N2]
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constexpr index_t InBlockCopySrcDataPerRead_B = 2;
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constexpr index_t InBlockCopyDstDataPerWrite_N2 = 2;
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using WeiBlockCopySubLengths_E_K = Sequence<2, 2>;
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using WeiBlockCopyClusterLengths_E_K = Sequence<4, 64>;
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using WeiBlockCopyThreadClusterArrangeOrder = Sequence<1, 0>; // [K, E]
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using WeiBlockCopySrcAccessOrder = Sequence<1, 0>; // [K, E]
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using WeiBlockCopyDstAccessOrder = Sequence<0, 1>; // [E, K]
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constexpr index_t WeiBlockCopySrcDataPerRead_E = 2;
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constexpr index_t WeiBlockCopyDstDataPerWrite_K = 2;
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#elif 0
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// each thread hold 32 data
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constexpr index_t BlockSize = 256;
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@@ -54,7 +54,7 @@ void device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw(InDesc,
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wei_kcyx_device_buf.ToDevice(wei_kcyx.mData.data());
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out_nkhw_device_buf.ToDevice(out_nkhw.mData.data());
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#if 0
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#if 1
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constexpr index_t BlockSize = 256;
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constexpr index_t BPerBlock = 128;
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@@ -85,7 +85,7 @@ int main(int argc, char* argv[])
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constexpr index_t HPad = 0;
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constexpr index_t WPad = 0;
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#elif 1
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#elif 0
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// 3x3, 34x34
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constexpr index_t N = 64;
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constexpr index_t C = 256;
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@@ -367,7 +367,7 @@ int main(int argc, char* argv[])
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#if 0
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device_convolution_direct_v2_nchw_kcyx_nkhw
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(in_nchw_desc, in_nchw, wei_kcyx_desc, wei_kcyx, out_nkhw_desc, out_nkhw_device, nrepeat);
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#elif 1
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#elif 0
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device_convolution_implicit_gemm_v1_chwn_cyxk_khwn(
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in_nchw_desc, in_nchw, wei_kcyx_desc, wei_kcyx, out_nkhw_desc, out_nkhw_device, nrepeat);
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#elif 0
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@@ -379,7 +379,7 @@ int main(int argc, char* argv[])
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#elif 0
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device_convolution_implicit_gemm_v3_nchw_cyxk_nkhw(
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(in_nchw_desc, in_nchw, wei_kcyx_desc, wei_kcyx, out_nkhw_desc, out_nkhw_device, nrepeat);
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#elif 0
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#elif 1
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device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw(in_nchw_desc,
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in_nchw,
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wei_kcyx_desc,
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