mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-12 01:10:17 +00:00
3835318cc3
* create files for xdlops * working on blockwise_gemm_xdlops * add KReduction * add m/n repeats * add 2x2 pipeline * added 128x128 wavegemm * use StaticBuffer of vector_type * break vector type to blk_size * add kpack into xldops_gemm and blockwise_gemm * abroadcast only * add fp32 mfma instructions * adding fp16 mfma * pack half4_t * rename kperwave to kpack * add 32x32x8fp16 * add fp16 mfma * clean code * clean code * V4r4 xdlops kpack (#35) * add kpack with incorrect results * bug fix for make_dynamic_naive_tensor_descriptor_aligned_v2 * add 1x1 kernel * add gridwise_gemm_v2 - single_buffer * enabled dwordx4 for fp16 Co-authored-by: Chao Liu <chao.liu2@amd.com> * refactor fwd-v4r4-xdlops * add v4r4-nhwc-xdlop * improve some perf of nhwc and nchw by tuning parameters, and change scheuduling in gridwise-gemm loop * tweak scheduling in gridwise gemm * add v4r3 with a single output copy * init commit: output with slice win * adding sliceWin * add multiple repeats pattern * starting adding bwd-v4r1-xdlops * use tuple as SrcBuffer * adding bwd-data v4r1 nhwc xdlops * fix bug in make_dynamic_naive_tensor_descriptor_aligned_v2() * fix bug in host bwd-data conv * initial implementation of bwd-data v4r1 nhwc xdlops * add launch bound flags * enable launch bound * add m/nrepeat=4 * tweak bwd-data v4r1 nhwc xdlops * added bwd-data v4r1 nhwc xlops with output A and weight B * add fwd-v4r4 nhwc xdlops, A input, B weight, C output Co-authored-by: Chao Liu <chao.liu2@amd.com>
781 lines
24 KiB
C++
781 lines
24 KiB
C++
#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 <half.hpp>
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#include "config.hpp"
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#include "print.hpp"
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#include "device.hpp"
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#include "host_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_forward_implicit_gemm_v4r1_nchw_kcyx_nkhw.hpp"
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#include "device_convolution_forward_implicit_gemm_v4r4_nchw_kcyx_nkhw.hpp"
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#include "device_convolution_forward_implicit_gemm_v4r4_nhwc_kyxc_nhwk.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(argc != 5)
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{
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printf("arg1: do_verification, arg2: do_log, arg3: init_method, arg4: nrepeat\n");
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exit(1);
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}
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const bool do_verification = atoi(argv[1]);
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const bool do_log = atoi(argv[2]);
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const int init_method = atoi(argv[3]);
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const int nrepeat = atoi(argv[4]);
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#if 0
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constexpr index_t N = 256;
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constexpr index_t C = 256;
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constexpr index_t HI = 16;
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constexpr index_t WI = 16;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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constexpr index_t N = 1;
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constexpr index_t C = 16;
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constexpr index_t HI = 1080;
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constexpr index_t WI = 1920;
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constexpr index_t K = 16;
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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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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constexpr index_t N = 1;
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constexpr index_t C = 16;
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constexpr index_t Hi = 540;
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constexpr index_t Wi = 960;
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constexpr index_t K = 16;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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constexpr index_t N = 1;
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constexpr index_t C = 16;
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constexpr index_t Hi = 270;
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constexpr index_t Wi = 480;
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constexpr index_t K = 16;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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constexpr index_t N = 1;
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constexpr index_t C = 16;
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constexpr index_t Hi = 1080;
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constexpr index_t Wi = 1920;
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constexpr index_t K = 16;
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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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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constexpr index_t N = 1;
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constexpr index_t C = 1;
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constexpr index_t Hi = 1024;
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constexpr index_t Wi = 2048;
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constexpr index_t K = 4;
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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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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constexpr index_t N = 1;
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constexpr index_t C = 16;
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constexpr index_t Hi = 540;
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constexpr index_t Wi = 960;
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constexpr index_t K = 16;
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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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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constexpr index_t N = 1;
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constexpr index_t C = 16;
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constexpr index_t Hi = 270;
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constexpr index_t Wi = 480;
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constexpr index_t K = 16;
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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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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// 3x3, 36x36, stride 2
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constexpr index_t N = 128;
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constexpr index_t C = 192;
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constexpr index_t Hi = 37;
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constexpr index_t Wi = 37;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 3x3, 35x35, stride 2
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constexpr index_t N = 128;
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constexpr index_t C = 192;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 3x3, 71x71
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constexpr index_t N = 128;
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constexpr index_t C = 192;
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constexpr index_t HI = 71;
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constexpr index_t WI = 71;
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constexpr index_t K = 256;
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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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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// 1x1, 8x8
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constexpr index_t N = 128;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 1x1, 73x73
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constexpr index_t N = 128;
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constexpr index_t C = 160;
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constexpr index_t Hi = 73;
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constexpr index_t Wi = 73;
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constexpr index_t K = 64;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 3x3, 35x35
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constexpr index_t N = 128;
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constexpr index_t C = 96;
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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 = 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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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// 3x3, 71x71
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constexpr index_t N = 128;
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constexpr index_t C = 192;
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constexpr index_t Hi = 71;
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constexpr index_t Wi = 71;
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constexpr index_t K = 192;
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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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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// 7x1, 17x17
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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 InLeftPads = Sequence<3, 0>;
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using InRightPads = Sequence<3, 0>;
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#elif 1
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// 1x7, 17x17
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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 InLeftPads = Sequence<0, 3>;
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using InRightPads = Sequence<0, 3>;
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#elif 0
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// 3x3, 299x299 stride=2
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constexpr index_t N = 128;
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constexpr index_t C = 3;
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constexpr index_t Hi = 299;
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constexpr index_t Wi = 299;
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constexpr index_t K = 32;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 3x3, 147x147
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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 = 147;
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constexpr index_t Wi = 147;
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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 InLeftPads = Sequence<1, 1>;
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using InRightPads = Sequence<1, 1>;
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#elif 0
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// 3x3, 149x149
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constexpr index_t N = 128;
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constexpr index_t C = 32;
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constexpr index_t Hi = 149;
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constexpr index_t Wi = 149;
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constexpr index_t K = 32;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 3x3, 17x17, stride 2
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constexpr index_t N = 128;
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constexpr index_t C = 192;
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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 = 192;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 1x1, 35x35
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constexpr index_t N = 128;
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constexpr index_t C = 384;
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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 = 96;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 3x3, 35x35, stride 2
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 1x3, 8x8
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constexpr index_t N = 128;
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constexpr index_t C = 384;
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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 = 448;
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constexpr index_t Y = 1;
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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 InLeftPads = Sequence<0, 1>;
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using InRightPads = Sequence<0, 1>;
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#elif 0
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// 3x1, 8x8
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constexpr index_t N = 128;
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constexpr index_t C = 448;
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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 = 512;
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constexpr index_t Y = 3;
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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 InLeftPads = Sequence<1, 0>;
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using InRightPads = Sequence<1, 0>;
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#elif 0
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// 3x3, 147x147
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constexpr index_t N = 128;
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constexpr index_t C = 64;
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constexpr index_t Hi = 147;
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constexpr index_t Wi = 147;
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constexpr index_t K = 96;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 7x1, 73x73
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constexpr index_t N = 128;
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constexpr index_t C = 64;
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constexpr index_t Hi = 73;
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constexpr index_t Wi = 73;
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constexpr index_t K = 64;
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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 InLeftPads = Sequence<3, 0>;
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using InRightPads = Sequence<3, 0>;
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#elif 0
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// 3x3, 73x73
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constexpr index_t N = 128;
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constexpr index_t C = 64;
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constexpr index_t Hi = 73;
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constexpr index_t Wi = 73;
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constexpr index_t K = 96;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 1x1, 14x14, stride 2
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constexpr index_t N = 256;
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constexpr index_t C = 1024;
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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 = 2048;
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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<2, 2>;
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using ConvDilations = Sequence<1, 1>;
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using InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 1x1, 14x14
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constexpr index_t N = 256;
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constexpr index_t C = 1024;
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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 InLeftPads = Sequence<0, 0>;
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using InRightPads = Sequence<0, 0>;
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#elif 0
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// 1x1, 14x14, stride 2
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constexpr index_t N = 128;
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|
constexpr index_t C = 1024;
|
|
constexpr index_t Hi = 14;
|
|
constexpr index_t Wi = 14;
|
|
constexpr index_t K = 512;
|
|
constexpr index_t Y = 1;
|
|
constexpr index_t X = 1;
|
|
|
|
using ConvStrides = Sequence<2, 2>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<0, 0>;
|
|
using InRightPads = Sequence<0, 0>;
|
|
#elif 1
|
|
// 3x3, 28x28
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 128;
|
|
constexpr index_t Hi = 28;
|
|
constexpr index_t Wi = 28;
|
|
constexpr index_t K = 128;
|
|
constexpr index_t Y = 3;
|
|
constexpr index_t X = 3;
|
|
|
|
using ConvStrides = Sequence<1, 1>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<1, 1>;
|
|
using InRightPads = Sequence<1, 1>;
|
|
#elif 1
|
|
// 3x3, 14x14
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 256;
|
|
constexpr index_t Hi = 14;
|
|
constexpr index_t Wi = 14;
|
|
constexpr index_t K = 256;
|
|
constexpr index_t Y = 3;
|
|
constexpr index_t X = 3;
|
|
|
|
using ConvStrides = Sequence<1, 1>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<1, 1>;
|
|
using InRightPads = Sequence<1, 1>;
|
|
#elif 0
|
|
// 1x1, 56x56, stride 2
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 256;
|
|
constexpr index_t Hi = 56;
|
|
constexpr index_t Wi = 56;
|
|
constexpr index_t K = 128;
|
|
constexpr index_t Y = 1;
|
|
constexpr index_t X = 1;
|
|
|
|
using ConvStrides = Sequence<2, 2>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<0, 0>;
|
|
using InRightPads = Sequence<0, 0>;
|
|
#elif 0
|
|
// 7x7, 230x230 stride=2
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 3;
|
|
constexpr index_t Hi = 230;
|
|
constexpr index_t Wi = 230;
|
|
constexpr index_t K = 64;
|
|
constexpr index_t Y = 7;
|
|
constexpr index_t X = 7;
|
|
|
|
using ConvStrides = Sequence<2, 2>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<0, 0>;
|
|
using InRightPads = Sequence<0, 0>;
|
|
#elif 0
|
|
// 1x1, 28x28, stride = 2
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 512;
|
|
constexpr index_t Hi = 28;
|
|
constexpr index_t Wi = 28;
|
|
constexpr index_t K = 1024;
|
|
constexpr index_t Y = 1;
|
|
constexpr index_t X = 1;
|
|
|
|
using ConvStrides = Sequence<2, 2>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<0, 0>;
|
|
using InRightPads = Sequence<0, 0>;
|
|
#elif 0
|
|
// 1x1, 28x28, stride 2
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 512;
|
|
constexpr index_t Hi = 28;
|
|
constexpr index_t Wi = 28;
|
|
constexpr index_t K = 256;
|
|
constexpr index_t Y = 1;
|
|
constexpr index_t X = 1;
|
|
|
|
using ConvStrides = Sequence<2, 2>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<0, 0>;
|
|
using InRightPads = Sequence<0, 0>;
|
|
#elif 1
|
|
// 1x1, 7x7
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 512;
|
|
constexpr index_t Hi = 7;
|
|
constexpr index_t Wi = 7;
|
|
constexpr index_t K = 2048;
|
|
constexpr index_t Y = 1;
|
|
constexpr index_t X = 1;
|
|
|
|
using ConvStrides = Sequence<1, 1>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<0, 0>;
|
|
using InRightPads = Sequence<0, 0>;
|
|
#elif 0
|
|
// 3x3, 7x7
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 512;
|
|
constexpr index_t Hi = 7;
|
|
constexpr index_t Wi = 7;
|
|
constexpr index_t K = 512;
|
|
constexpr index_t Y = 3;
|
|
constexpr index_t X = 3;
|
|
|
|
using ConvStrides = Sequence<1, 1>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<1, 1>;
|
|
using InRightPads = Sequence<1, 1>;
|
|
#elif 0
|
|
// 1x1, 56x56
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 64;
|
|
constexpr index_t Hi = 56;
|
|
constexpr index_t Wi = 56;
|
|
constexpr index_t K = 64;
|
|
constexpr index_t Y = 1;
|
|
constexpr index_t X = 1;
|
|
|
|
using ConvStrides = Sequence<1, 1>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<0, 0>;
|
|
using InRightPads = Sequence<0, 0>;
|
|
#elif 0
|
|
// 3x3, 56x56
|
|
constexpr index_t N = 128;
|
|
constexpr index_t C = 64;
|
|
constexpr index_t Hi = 56;
|
|
constexpr index_t Wi = 56;
|
|
constexpr index_t K = 64;
|
|
constexpr index_t Y = 3;
|
|
constexpr index_t X = 3;
|
|
|
|
using ConvStrides = Sequence<1, 1>;
|
|
using ConvDilations = Sequence<1, 1>;
|
|
|
|
using InLeftPads = Sequence<1, 1>;
|
|
using InRightPads = Sequence<1, 1>;
|
|
#endif
|
|
|
|
constexpr index_t YEff = (Y - 1) * ConvDilations{}[0] + 1;
|
|
constexpr index_t XEff = (X - 1) * ConvDilations{}[1] + 1;
|
|
|
|
constexpr index_t Ho = (Hi + InLeftPads{}[0] + InRightPads{}[0] - YEff) / ConvStrides{}[0] + 1;
|
|
constexpr index_t Wo = (Wi + InLeftPads{}[1] + InRightPads{}[1] - XEff) / ConvStrides{}[1] + 1;
|
|
|
|
#if 1
|
|
constexpr index_t in_vector_size = 1;
|
|
using in_data_t = typename vector_type<float, in_vector_size>::type;
|
|
using acc_data_t = float;
|
|
using out_data_t = float;
|
|
#elif 1
|
|
using in_data_t = half_t;
|
|
constexpr index_t in_vector_size = 1;
|
|
using acc_data_t = float;
|
|
using out_data_t = half_t;
|
|
#elif 0
|
|
constexpr index_t in_vector_size = 1;
|
|
using in_data_t = typename vector_type<float, in_vector_size>::type;
|
|
using acc_data_t = float;
|
|
using out_data_t = int8_t;
|
|
#elif 1
|
|
constexpr index_t in_vector_size = 16;
|
|
using in_data_t = typename vector_type<int8_t, in_vector_size>::type;
|
|
using acc_data_t = int32_t;
|
|
using out_data_t = int8_t;
|
|
#endif
|
|
|
|
Tensor<in_data_t> in_nchw(HostTensorDescriptor(std::initializer_list<index_t>{N, C, Hi, Wi}));
|
|
Tensor<in_data_t> wei_kcyx(HostTensorDescriptor(std::initializer_list<index_t>{K, C, Y, X}));
|
|
Tensor<out_data_t> out_nkhw_host(
|
|
HostTensorDescriptor(std::initializer_list<index_t>{N, K, Ho, Wo}));
|
|
Tensor<out_data_t> out_nkhw_device(
|
|
HostTensorDescriptor(std::initializer_list<index_t>{N, K, Ho, Wo}));
|
|
|
|
ostream_HostTensorDescriptor(in_nchw.mDesc, std::cout << "in_nchw_desc: ");
|
|
ostream_HostTensorDescriptor(wei_kcyx.mDesc, std::cout << "wei_kcyx_desc: ");
|
|
ostream_HostTensorDescriptor(out_nkhw_host.mDesc, std::cout << "out_nkhw_desc: ");
|
|
|
|
print_array("InLeftPads", InLeftPads{});
|
|
print_array("InRightPads", InRightPads{});
|
|
print_array("ConvStrides", ConvStrides{});
|
|
print_array("ConvDilations", ConvDilations{});
|
|
|
|
std::size_t num_thread = std::thread::hardware_concurrency();
|
|
|
|
if(do_verification)
|
|
{
|
|
switch(init_method)
|
|
{
|
|
case 0:
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
|
|
wei_kcyx.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
|
|
break;
|
|
case 1:
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
|
|
wei_kcyx.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
|
|
break;
|
|
case 2:
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
|
|
wei_kcyx.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
|
|
break;
|
|
case 3:
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
|
|
wei_kcyx.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
|
|
break;
|
|
default:
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_2{1, 5}, num_thread);
|
|
|
|
auto gen_wei = [](auto... is) {
|
|
return GeneratorTensor_2{1, 5}(is...) * GeneratorTensor_Checkboard{}(is...);
|
|
};
|
|
wei_kcyx.GenerateTensorValue(gen_wei, num_thread);
|
|
}
|
|
}
|
|
|
|
constexpr auto in_nchw_desc = make_native_tensor_descriptor_packed(Sequence<N, C, Hi, Wi>{});
|
|
constexpr auto wei_kcyx_desc = make_native_tensor_descriptor_packed(Sequence<K, C, Y, X>{});
|
|
constexpr auto out_nkhw_desc = make_native_tensor_descriptor_packed(Sequence<N, K, Ho, Wo>{});
|
|
|
|
#if 1
|
|
device_convolution_forward_implicit_gemm_v4r1_nchw_kcyx_nkhw(in_nchw_desc,
|
|
in_nchw,
|
|
wei_kcyx_desc,
|
|
wei_kcyx,
|
|
out_nkhw_desc,
|
|
out_nkhw_device,
|
|
ConvStrides{},
|
|
ConvDilations{},
|
|
InLeftPads{},
|
|
InRightPads{},
|
|
nrepeat);
|
|
#elif 0
|
|
device_convolution_forward_implicit_gemm_v4r4_nchw_kcyx_nkhw(in_nchw_desc,
|
|
in_nchw,
|
|
wei_kcyx_desc,
|
|
wei_kcyx,
|
|
out_nkhw_desc,
|
|
out_nkhw_device,
|
|
ConvStrides{},
|
|
ConvDilations{},
|
|
InLeftPads{},
|
|
InRightPads{},
|
|
nrepeat);
|
|
#elif 0
|
|
device_convolution_forward_implicit_gemm_v4r4_nhwc_kyxc_nhwk(in_nchw_desc,
|
|
in_nchw,
|
|
wei_kcyx_desc,
|
|
wei_kcyx,
|
|
out_nkhw_desc,
|
|
out_nkhw_device,
|
|
ConvStrides{},
|
|
ConvDilations{},
|
|
InLeftPads{},
|
|
InRightPads{},
|
|
nrepeat);
|
|
#endif
|
|
|
|
if(do_verification)
|
|
{
|
|
host_direct_convolution(in_nchw,
|
|
wei_kcyx,
|
|
out_nkhw_host,
|
|
ConvStrides{},
|
|
ConvDilations{},
|
|
InLeftPads{},
|
|
InRightPads{});
|
|
|
|
check_error(out_nkhw_host, out_nkhw_device);
|
|
|
|
if(do_log)
|
|
{
|
|
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;
|
|
}
|
|
}
|
|
}
|