mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-15 10:37:44 +00:00
backward data (#7)
* enabled atomic add in tensor copy
* added gridwise GEMM
* added backward data conv using GEMM + atomic
* added backward data conv using GEMM, no atomic
[ROCm/composable_kernel commit: 8f5f64960e]
This commit is contained in:
Chao Liu
491
driver/src/conv_driver.cpp
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491
driver/src/conv_driver.cpp
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@@ -0,0 +1,491 @@
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#include <iostream>
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#include <numeric>
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#include <initializer_list>
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#include <cstdlib>
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#include <stdlib.h>
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#include "config.hpp"
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#include "ConstantTensorDescriptor_deprecated.hpp"
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#include "print_array.hpp"
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#include "print_sequence.hpp"
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#include "device.hpp"
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#include "tensor_generator.hpp"
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#include "conv_common.hpp"
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#include "host_conv.hpp"
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#include "device_tensor.hpp"
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//#include "device_convolution_direct_v2_nchw_kcyx_nkhw.hpp"
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//#include "device_convolution_implicit_gemm_v1_chwn_cyxk_khwn.hpp"
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//#include "device_convolution_implicit_gemm_v1_chwn_cyxk_khwn_padded.hpp"
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//#include "device_convolution_implicit_gemm_v1_nchw_cyxk_nkhw.hpp"
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//#include "device_convolution_implicit_gemm_v2_chwn_cyxk_khwn.hpp"
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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_deprecated.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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#include "device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw_deprecated.hpp"
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#include "device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw.hpp"
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int main(int argc, char* argv[])
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{
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using namespace ck;
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#if 0
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constexpr index_t N = 8;
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constexpr index_t C = 32;
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constexpr index_t HI = 28;
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constexpr index_t WI = 28;
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constexpr index_t K = 32;
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constexpr index_t Y = 5;
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constexpr index_t X = 5;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<2, 2>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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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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constexpr index_t HI = 34;
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constexpr index_t WI = 34;
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constexpr index_t K = 128;
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constexpr index_t Y = 3;
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constexpr index_t X = 3;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 8x8 image
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// cudnn@V100 68%, ck@V100 72%, ck@P100 52%, ck@VII 42%
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constexpr index_t N = 64;
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constexpr index_t C = 1536;
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constexpr index_t HI = 8;
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constexpr index_t WI = 8;
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constexpr index_t K = 256;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 8x8 image
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// cudnn@V100 77%, ck@V100 76%, ck@P100 79%, ck@VII 51%
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constexpr index_t N = 128;
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constexpr index_t C = 2048;
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constexpr index_t HI = 8;
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constexpr index_t WI = 8;
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constexpr index_t K = 384;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 7x7 image
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// cudnn@V100 82%, ck@V100 76%, ck@P100 67%, ck@VII 64%
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constexpr index_t N = 128;
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constexpr index_t C = 832;
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constexpr index_t HI = 7;
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constexpr index_t WI = 7;
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constexpr index_t K = 384;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 8x8 image
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// cudnn@V100 83%, ck@V100 75%, ck@P100 78%, ck@VII 65%
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constexpr index_t N = 128;
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constexpr index_t C = 1280;
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constexpr index_t HI = 8;
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constexpr index_t WI = 8;
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constexpr index_t K = 384;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 14x14 image
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// cudnn@V100 62%, ck@V100 68%, ck@P100 70%, ck@VII 50%
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constexpr index_t N = 128;
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constexpr index_t C = 512;
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constexpr index_t HI = 14;
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constexpr index_t WI = 14;
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constexpr index_t K = 128;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 8x8 image
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// cudnn@V100 74%, ck@V100 57%, ck@P100 78%, ck@VII 61%
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constexpr index_t N = 64;
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constexpr index_t C = 1536;
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constexpr index_t HI = 8;
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constexpr index_t WI = 8;
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constexpr index_t K = 384;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 28x28 image
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// cudnn@V100 86%, ck@V100 84%, ck@P100 80%, ck@VII 69%
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constexpr index_t N = 128;
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constexpr index_t C = 256;
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constexpr index_t HI = 28;
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constexpr index_t WI = 28;
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constexpr index_t K = 128;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 7x7 image
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// cudnn@V100 71%, ck@V100 55%, ck@P100 70%, ck@VII 62%
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constexpr index_t N = 128;
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constexpr index_t C = 832;
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constexpr index_t HI = 7;
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constexpr index_t WI = 7;
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constexpr index_t K = 256;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 17x17 input
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// cudnn@V100 81%, ck@V100 76%, ck@P100 70%, ck@VII 76%
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constexpr index_t N = 128;
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constexpr index_t C = 768;
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constexpr index_t HI = 17;
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constexpr index_t WI = 17;
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constexpr index_t K = 128;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 14x14 image
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// cudnn@V100 73%, ck@V100 71%, ck@P100 70%, ck@VII 64%
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constexpr index_t N = 128;
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constexpr index_t C = 528;
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constexpr index_t HI = 14;
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constexpr index_t WI = 14;
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constexpr index_t K = 128;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 14x14 image
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// cudnn@V100 73%, ck@V100 72%, ck@P100 79%, ck@VII 75%
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constexpr index_t N = 128;
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constexpr index_t C = 528;
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constexpr index_t HI = 14;
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constexpr index_t WI = 14;
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constexpr index_t K = 256;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1 filter, 7x7 image
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// cudnn@V100 49%, ck@V100 50%, ck@P100 61%, ck@VII 52%
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constexpr index_t N = 128;
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constexpr index_t C = 832;
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constexpr index_t HI = 7;
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constexpr index_t WI = 7;
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constexpr index_t K = 128;
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constexpr index_t Y = 1;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 1
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// 3x3 filter, 2x2 stride, 35x35 input, 17x17 output
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// cudnn@V100 90%, ck@V100 93%, ck@P100 83%, ck@VII 81%
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constexpr index_t N = 128;
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constexpr index_t C = 288;
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constexpr index_t HI = 35;
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constexpr index_t WI = 35;
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constexpr index_t K = 384;
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constexpr index_t Y = 3;
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constexpr index_t X = 3;
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using ConvStrides = Sequence<2, 2>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 5x5 filter, 2x2 pad, 7x7 input
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constexpr index_t N = 128;
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constexpr index_t C = 48;
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constexpr index_t HI = 7;
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constexpr index_t WI = 7;
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constexpr index_t K = 128;
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constexpr index_t Y = 5;
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constexpr index_t X = 5;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<2, 2>;
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using RightPads = Sequence<2, 2>;
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#elif 0
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// 7x1 filter, 3x0 pad, 17x17 input
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constexpr index_t N = 128;
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constexpr index_t C = 128;
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constexpr index_t HI = 17;
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constexpr index_t WI = 17;
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constexpr index_t K = 128;
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constexpr index_t Y = 7;
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constexpr index_t X = 1;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<3, 0>;
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using RightPads = Sequence<3, 0>;
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#elif 0
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// 1x7 filter, 0x3 pad, 17x17 input
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constexpr index_t N = 128;
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constexpr index_t C = 128;
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constexpr index_t HI = 17;
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constexpr index_t WI = 17;
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constexpr index_t K = 128;
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constexpr index_t Y = 1;
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constexpr index_t X = 7;
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using ConvStrides = Sequence<1, 1>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<0, 3>;
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using RightPads = Sequence<0, 3>;
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#endif
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auto in_nchw_desc = make_ConstantTensorDescriptor_packed(Sequence<N, C, HI, WI>{});
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auto wei_kcyx_desc = make_ConstantTensorDescriptor_packed(Sequence<K, C, Y, X>{});
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auto out_nkhw_desc = get_convolution_output_default_4d_tensor_descriptor_deprecated(
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in_nchw_desc, wei_kcyx_desc, ConvStrides{}, ConvDilations{}, LeftPads{}, RightPads{});
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ostream_ConstantTensorDescriptor(in_nchw_desc, std::cout << "in_nchw_desc: ");
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ostream_ConstantTensorDescriptor(wei_kcyx_desc, std::cout << "wei_kcyx_desc: ");
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ostream_ConstantTensorDescriptor(out_nkhw_desc, std::cout << "out_nkhw_desc: ");
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print_sequence("LeftPads", LeftPads{});
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print_sequence("RightPads", RightPads{});
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print_sequence("ConvStrides", ConvStrides{});
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print_sequence("ConvDilations", ConvDilations{});
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using in_data_t = float;
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using out_data_t = float;
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Tensor<in_data_t> in_nchw(make_TensorDescriptor(in_nchw_desc));
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Tensor<in_data_t> wei_kcyx(make_TensorDescriptor(wei_kcyx_desc));
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Tensor<out_data_t> out_nkhw_host(make_TensorDescriptor(out_nkhw_desc));
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Tensor<out_data_t> out_nkhw_device(make_TensorDescriptor(out_nkhw_desc));
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std::size_t num_thread = std::thread::hardware_concurrency();
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if(argc != 3)
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{
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printf("arg1: do_verification, arg2: nrepeat\n");
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exit(1);
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}
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bool do_verification = atoi(argv[1]);
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index_t nrepeat = atoi(argv[2]);
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if(do_verification)
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{
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#if 0
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in_nchw.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
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wei_kcyx.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
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#elif 0
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in_nchw.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
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wei_kcyx.GenerateTensorValue(GeneratorTensor_3{}, num_thread);
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#elif 0
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in_nchw.GenerateTensorValue(GeneratorTensor_3{}, num_thread);
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wei_kcyx.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
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#elif 1
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in_nchw.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
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wei_kcyx.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
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#elif 0
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in_nchw.GenerateTensorValue(GeneratorTensor_2{1, 5}, num_thread);
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auto gen_wei = [](auto... is) {
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return GeneratorTensor_2{1, 5}(is...) * GeneratorTensor_Checkboard{}(is...);
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};
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wei_kcyx.GenerateTensorValue(gen_wei, num_thread);
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#endif
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}
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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 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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device_convolution_implicit_gemm_v1_chwn_cyxk_khwn_padded(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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LeftPads{},
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RightPads{},
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nrepeat);
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#elif 0
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device_convolution_implicit_gemm_v1_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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device_convolution_implicit_gemm_v2_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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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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device_convolution_implicit_gemm_v4r1_nchw_kcyx_nkhw_deprecated(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 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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wei_kcyx,
|
||||
out_nkhw_desc,
|
||||
out_nkhw_device,
|
||||
ConvStrides{},
|
||||
ConvDilations{},
|
||||
LeftPads{},
|
||||
RightPads{},
|
||||
nrepeat);
|
||||
#elif 0
|
||||
device_convolution_implicit_gemm_v4r2_nchw_kcyx_nkhw(in_nchw_desc,
|
||||
in_nchw,
|
||||
wei_kcyx_desc,
|
||||
wei_kcyx,
|
||||
out_nkhw_desc,
|
||||
out_nkhw_device,
|
||||
ConvStrides{},
|
||||
ConvDilations{},
|
||||
nrepeat);
|
||||
#elif 0
|
||||
device_convolution_implicit_gemm_v4r3_nchw_kcyx_nkhw(in_nchw_desc,
|
||||
in_nchw,
|
||||
wei_kcyx_desc,
|
||||
wei_kcyx,
|
||||
out_nkhw_desc,
|
||||
out_nkhw_device,
|
||||
ConvStrides{},
|
||||
ConvDilations{},
|
||||
nrepeat);
|
||||
#elif 0
|
||||
device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw_deprecated(in_nchw_desc,
|
||||
in_nchw,
|
||||
wei_kcyx_desc,
|
||||
wei_kcyx,
|
||||
out_nkhw_desc,
|
||||
out_nkhw_device,
|
||||
ConvStrides{},
|
||||
ConvDilations{},
|
||||
nrepeat);
|
||||
#elif 1
|
||||
device_convolution_implicit_gemm_v4r4_nchw_kcyx_nkhw(in_nchw_desc,
|
||||
in_nchw,
|
||||
wei_kcyx_desc,
|
||||
wei_kcyx,
|
||||
out_nkhw_desc,
|
||||
out_nkhw_device,
|
||||
ConvStrides{},
|
||||
ConvDilations{},
|
||||
LeftPads{},
|
||||
RightPads{},
|
||||
nrepeat);
|
||||
#endif
|
||||
|
||||
if(do_verification)
|
||||
{
|
||||
#if 1
|
||||
if(Y == 3 && X == 3 && ConvStrides{}[0] == 1 && ConvStrides{}[1] == 1 &&
|
||||
ConvDilations{}[0] == 1 && ConvDilations{}[1] == 1)
|
||||
{
|
||||
host_winograd_3x3_convolution(
|
||||
in_nchw, wei_kcyx, out_nkhw_host, LeftPads{}, RightPads{});
|
||||
}
|
||||
else
|
||||
#endif
|
||||
{
|
||||
host_direct_convolution(in_nchw,
|
||||
wei_kcyx,
|
||||
out_nkhw_host,
|
||||
ConvStrides{},
|
||||
ConvDilations{},
|
||||
LeftPads{},
|
||||
RightPads{});
|
||||
}
|
||||
check_error(out_nkhw_host, out_nkhw_device);
|
||||
|
||||
#if 0
|
||||
LogRange(std::cout << "in_nchw : ", in_nchw.mData, ",") << std::endl;
|
||||
LogRange(std::cout << "wei_kcyx: ", wei_kcyx.mData, ",") << std::endl;
|
||||
LogRange(std::cout << "out_nkhw_host : ", out_nkhw_host.mData, ",") << std::endl;
|
||||
LogRange(std::cout << "out_nkhw_device: ", out_nkhw_device.mData, ",") << std::endl;
|
||||
#endif
|
||||
}
|
||||
}
|
||||
Reference in New Issue
Block a user