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https://github.com/ROCm/composable_kernel.git
synced 2026-05-11 17:00:18 +00:00
adding implicit gemm v4r3
This commit is contained in:
Chao Liu
@@ -53,7 +53,7 @@ void device_convolution_implicit_gemm_v4r2_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 1
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#if 0
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// 1x1 filter, 8x8 image
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constexpr index_t N0 = 1;
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constexpr index_t Ho0 = 2;
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@@ -0,0 +1,177 @@
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#pragma once
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#include <unistd.h>
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#include "device.hpp"
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#include "tensor.hpp"
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#include "gridwise_convolution_kernel_wrapper.hpp"
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#include "gridwise_convolution_implicit_gemm_v4r3_nchw_kcyx_nkhw_lds_double_buffer.hpp"
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using namespace ck;
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template <class T,
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class InDesc,
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class WeiDesc,
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class OutDesc,
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class ConvStrides,
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class ConvDilations>
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void device_convolution_implicit_gemm_v4r3_nchw_kcyx_nkhw(InDesc,
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const Tensor<T>& in_nchw,
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WeiDesc,
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const Tensor<T>& wei_kcyx,
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OutDesc,
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Tensor<T>& out_nkhw,
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ConvStrides,
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ConvDilations,
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index_t nrepeat)
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{
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constexpr auto I0 = Number<0>{};
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constexpr auto I1 = Number<1>{};
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constexpr auto I2 = Number<2>{};
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constexpr auto I3 = Number<3>{};
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constexpr auto in_nchw_desc = InDesc{};
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constexpr auto wei_kcyx_desc = WeiDesc{};
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constexpr auto out_nkhw_desc = OutDesc{};
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constexpr index_t Hi = in_nchw_desc.GetLength(I2);
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constexpr index_t Wi = in_nchw_desc.GetLength(I3);
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constexpr index_t N = out_nkhw_desc.GetLength(I0);
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constexpr index_t Ho = out_nkhw_desc.GetLength(I2);
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constexpr index_t Wo = out_nkhw_desc.GetLength(I3);
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constexpr index_t K = wei_kcyx_desc.GetLength(I0);
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constexpr index_t C = wei_kcyx_desc.GetLength(I1);
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constexpr index_t Y = wei_kcyx_desc.GetLength(I2);
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constexpr index_t X = wei_kcyx_desc.GetLength(I3);
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std::size_t data_sz = sizeof(T);
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DeviceMem in_nchw_device_buf(data_sz * in_nchw.mDesc.GetElementSpace());
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DeviceMem wei_kcyx_device_buf(data_sz * wei_kcyx.mDesc.GetElementSpace());
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DeviceMem out_nkhw_device_buf(data_sz * out_nkhw.mDesc.GetElementSpace());
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in_nchw_device_buf.ToDevice(in_nchw.mData.data());
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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 1
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// 1x1 filter, 8x8 image
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constexpr index_t N1 = 2;
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constexpr index_t Ho1 = 1;
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constexpr index_t Wo1 = 1;
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constexpr index_t N2 = 1;
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constexpr index_t Ho2 = 1;
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constexpr index_t Wo2 = 4;
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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 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_Ho1_Wo1_B_N2_Ho2_Wo2 = Sequence<1, 1, 1, 1, 1, 1, 1, 4>;
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using InBlockCopyClusterLengths_E_N1_Ho1_Wo1_B_N2_Ho2_Wo2 = Sequence<8, 2, 1, 1, 16, 1, 1, 1>;
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using InBlockCopyThreadClusterArrangeOrder =
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Sequence<0, 1, 5, 2, 6, 3, 4, 7>; // [E, N1, N2, Ho1, Ho2, Wo1, B, Wo2]
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using InBlockCopySrcAccessOrder =
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Sequence<0, 1, 5, 2, 6, 3, 4, 7>; // [E, N1, N2, Ho1, Ho2, Wo1, B, Wo2]
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using InBlockCopyDstAccessOrder =
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Sequence<0, 1, 2, 3, 4, 5, 6, 7>; // [E, N1, Ho1, Wo1, B, N2, Ho2, Wo2]
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constexpr index_t InBlockCopyDataPerAccess_W2 = 4;
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using WeiBlockCopySubLengths_E_K = Sequence<4, 1>;
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using WeiBlockCopyClusterLengths_E_K = Sequence<2, 128>;
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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 = 4;
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constexpr index_t WeiBlockCopyDstDataPerWrite_K = 1;
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#endif
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constexpr index_t N0 = N / (N1 * N2);
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constexpr index_t Ho0 = Ho / (Ho1 * Ho2);
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constexpr index_t Wo0 = Wo / (Wo1 * Wo2);
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constexpr index_t B = N0 * Ho0 * Wo0;
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constexpr index_t GridSize =
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((B + BPerBlock - 1) / BPerBlock) * ((K + KPerBlock - 1) / KPerBlock);
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printf("%s: BlockSize %u, GridSize %u \n", __func__, BlockSize, GridSize);
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for(index_t i = 0; i < nrepeat; ++i)
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{
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constexpr auto gridwise_conv =
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GridwiseConvolutionImplicitGemm_v4r3_nchw_kcyx_nkhw_lds_double_buffer<
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GridSize,
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BlockSize,
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T,
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decltype(in_nchw_desc),
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decltype(wei_kcyx_desc),
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decltype(out_nkhw_desc),
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ConvStrides,
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ConvDilations,
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N0,
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N1,
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N2,
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Ho0,
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Ho1,
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Ho2,
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Wo0,
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Wo1,
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Wo2,
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BPerBlock,
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KPerBlock,
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EPerBlock,
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GemmMPerThreadSubC,
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GemmNPerThreadSubC,
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GemmMLevel0Cluster,
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GemmNLevel0Cluster,
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GemmMLevel1Cluster,
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GemmNLevel1Cluster,
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GemmKPerThreadLoop,
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GemmDataPerReadA,
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GemmDataPerReadB,
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InBlockCopySubLengths_E_N1_Ho1_Wo1_B_N2_Ho2_Wo2,
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InBlockCopyClusterLengths_E_N1_Ho1_Wo1_B_N2_Ho2_Wo2,
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InBlockCopyThreadClusterArrangeOrder,
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InBlockCopySrcAccessOrder,
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InBlockCopyDstAccessOrder,
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InBlockCopyDataPerAccess_W2,
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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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WeiBlockCopySrcDataPerRead_E,
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WeiBlockCopyDstDataPerWrite_K>{};
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float time = launch_kernel(run_gridwise_convolution_kernel<decltype(gridwise_conv), T>,
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dim3(GridSize),
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dim3(BlockSize),
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0,
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static_cast<T*>(in_nchw_device_buf.GetDeviceBuffer()),
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static_cast<T*>(wei_kcyx_device_buf.GetDeviceBuffer()),
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static_cast<T*>(out_nkhw_device_buf.GetDeviceBuffer()));
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printf("Elapsed time : %f ms, %f TFlop/s\n",
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time,
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(float)calculate_convolution_flops(InDesc{}, WeiDesc{}, OutDesc{}) /
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(std::size_t(1000) * 1000 * 1000) / time);
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usleep(std::min(time * 1000, float(10000)));
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}
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out_nkhw_device_buf.FromDevice(out_nkhw.mData.data());
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}
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@@ -15,6 +15,7 @@
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#include "device_convolution_implicit_gemm_v3_nchw_cyxk_nkhw.hpp"
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#include "device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw.hpp"
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#include "device_convolution_implicit_gemm_v4r2_nchw_kcyx_nkhw.hpp"
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#include "device_convolution_implicit_gemm_v4r3_nchw_kcyx_nkhw.hpp"
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struct GeneratorTensor_1
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{
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@@ -537,7 +538,7 @@ int main(int argc, char* argv[])
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ConvStrides{},
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ConvDilations{},
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nrepeat);
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#elif 1
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#elif 0
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device_convolution_implicit_gemm_v4r2_nchw_kcyx_nkhw(in_nchw_desc,
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in_nchw,
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wei_kcyx_desc,
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@@ -547,6 +548,16 @@ int main(int argc, char* argv[])
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ConvStrides{},
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ConvDilations{},
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nrepeat);
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#elif 1
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device_convolution_implicit_gemm_v4r3_nchw_kcyx_nkhw(in_nchw_desc,
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in_nchw,
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wei_kcyx_desc,
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wei_kcyx,
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out_nkhw_desc,
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out_nkhw_device,
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ConvStrides{},
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ConvDilations{},
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nrepeat);
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#elif 0
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device_implicit_gemm_convolution_1_chwn_cyxk_khwn_padded(in_nchw_desc,
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in_nchw,
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