mirror of
https://github.com/ROCm/composable_kernel.git
synced 2026-05-14 10:09:41 +00:00
0ac401f4f3
* Use DynamicBuffer to hold raw pointer (to global and LDS memory)
* add workaround for compiler issue (inefficient ISA) of ds_write for int8x4, int8x8, int8x16
[ROCm/composable_kernel commit: 78b987fbd6]
799 lines
25 KiB
C++
799 lines
25 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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#include "device_dynamic_convolution_forward_implicit_gemm_v4r4_nchw_kcyx_nkhw.hpp"
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#include "device_dynamic_convolution_forward_implicit_gemm_v4r4_nhwc_kyxc_nhwk.hpp"
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#include "device_dynamic_convolution_forward_implicit_gemm_v5r1_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 = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<1, 1>;
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using RightPads = 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 LeftPads = Sequence<1, 1>;
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using RightPads = 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 LeftPads = Sequence<1, 1>;
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using RightPads = 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 LeftPads = Sequence<1, 1>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 1
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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 = 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<2, 2>;
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using ConvDilations = Sequence<1, 1>;
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using LeftPads = Sequence<1, 1>;
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using RightPads = Sequence<1, 1>;
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#elif 1
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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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<1, 1>;
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using RightPads = Sequence<1, 1>;
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#elif 1
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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 LeftPads = Sequence<1, 1>;
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using RightPads = 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 LeftPads = Sequence<3, 0>;
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using RightPads = Sequence<3, 0>;
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#elif 0
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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 LeftPads = Sequence<0, 3>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<1, 1>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 1>;
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using RightPads = 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 LeftPads = Sequence<1, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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 LeftPads = Sequence<3, 0>;
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using RightPads = 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 LeftPads = Sequence<0, 0>;
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using RightPads = 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;
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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 LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 0
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// 1x1, 14x14
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constexpr index_t N = 128;
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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 LeftPads = Sequence<0, 0>;
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using RightPads = 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;
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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 = 512;
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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 LeftPads = Sequence<0, 0>;
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using RightPads = Sequence<0, 0>;
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#elif 1
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// 3x3, 28x28
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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 = 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 = 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<1, 1>;
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using RightPads = Sequence<1, 1>;
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#elif 1
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// 3x3, 14x14
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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 = 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 = 3;
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constexpr index_t X = 3;
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|
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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<1, 1>;
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using RightPads = Sequence<1, 1>;
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#elif 0
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// 1x1, 56x56, stride 2
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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 = 56;
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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 LeftPads = Sequence<0, 0>;
|
|
using RightPads = 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 LeftPads = Sequence<0, 0>;
|
|
using RightPads = 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 LeftPads = Sequence<0, 0>;
|
|
using RightPads = 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 LeftPads = Sequence<0, 0>;
|
|
using RightPads = 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 LeftPads = Sequence<0, 0>;
|
|
using RightPads = 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 LeftPads = Sequence<1, 1>;
|
|
using RightPads = 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 LeftPads = Sequence<0, 0>;
|
|
using RightPads = 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 LeftPads = Sequence<1, 1>;
|
|
using RightPads = Sequence<1, 1>;
|
|
#endif
|
|
|
|
auto in_nchw_desc = make_native_tensor_descriptor_packed(Sequence<N, C, HI, WI>{});
|
|
auto wei_kcyx_desc = make_native_tensor_descriptor_packed(Sequence<K, C, Y, X>{});
|
|
auto out_nkhw_desc = get_convolution_output_default_4d_tensor_descriptor(
|
|
in_nchw_desc, wei_kcyx_desc, ConvStrides{}, ConvDilations{}, LeftPads{}, RightPads{});
|
|
|
|
ostream_tensor_descriptor(in_nchw_desc, std::cout << "in_nchw_desc: ");
|
|
ostream_tensor_descriptor(wei_kcyx_desc, std::cout << "wei_kcyx_desc: ");
|
|
ostream_tensor_descriptor(out_nkhw_desc, std::cout << "out_nkhw_desc: ");
|
|
print_array("LeftPads", to_multi_index(LeftPads{}));
|
|
print_array("RightPads", to_multi_index(RightPads{}));
|
|
print_array("ConvStrides", to_multi_index(ConvStrides{}));
|
|
print_array("ConvDilations", to_multi_index(ConvDilations{}));
|
|
|
|
#if 1
|
|
using in_data_t = float;
|
|
constexpr index_t in_vector_size = 1;
|
|
using acc_data_t = float;
|
|
using out_data_t = float;
|
|
#elif 0
|
|
using in_data_t = float;
|
|
constexpr index_t in_vector_size = 1;
|
|
using acc_data_t = float;
|
|
using out_data_t = int8_t;
|
|
#elif 1
|
|
using in_data_t = int8_t;
|
|
constexpr index_t in_vector_size = 16;
|
|
using acc_data_t = int32_t;
|
|
using out_data_t = int8_t;
|
|
#endif
|
|
|
|
Tensor<in_data_t> in_nchw(make_HostTensorDescriptor(in_nchw_desc));
|
|
Tensor<in_data_t> wei_kcyx(make_HostTensorDescriptor(wei_kcyx_desc));
|
|
Tensor<out_data_t> out_nkhw_host(make_HostTensorDescriptor(out_nkhw_desc));
|
|
Tensor<out_data_t> out_nkhw_device(make_HostTensorDescriptor(out_nkhw_desc));
|
|
|
|
std::size_t num_thread = std::thread::hardware_concurrency();
|
|
|
|
if(argc != 4)
|
|
{
|
|
printf("arg1: do_verification, arg2: do_log, arg3: nrepeat\n");
|
|
exit(1);
|
|
}
|
|
|
|
bool do_verification = atoi(argv[1]);
|
|
bool do_log = atoi(argv[2]);
|
|
index_t nrepeat = atoi(argv[3]);
|
|
|
|
if(do_verification)
|
|
{
|
|
#if 0
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
|
|
wei_kcyx.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
|
|
#elif 0
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
|
|
wei_kcyx.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
|
|
#elif 0
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
|
|
wei_kcyx.GenerateTensorValue(GeneratorTensor_1{}, num_thread);
|
|
#elif 1
|
|
in_nchw.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
|
|
wei_kcyx.GenerateTensorValue(GeneratorTensor_2{-5, 5}, num_thread);
|
|
#elif 0
|
|
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);
|
|
#endif
|
|
}
|
|
|
|
#if 0
|
|
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{},
|
|
LeftPads{},
|
|
RightPads{},
|
|
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{},
|
|
LeftPads{},
|
|
RightPads{},
|
|
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{},
|
|
LeftPads{},
|
|
RightPads{},
|
|
nrepeat);
|
|
#elif 0
|
|
device_dynamic_convolution_forward_implicit_gemm_v4r4_nchw_kcyx_nkhw<in_data_t,
|
|
in_vector_size,
|
|
acc_data_t,
|
|
out_data_t>(
|
|
in_nchw_desc,
|
|
in_nchw,
|
|
wei_kcyx_desc,
|
|
wei_kcyx,
|
|
out_nkhw_desc,
|
|
out_nkhw_device,
|
|
ConvStrides{},
|
|
ConvDilations{},
|
|
LeftPads{},
|
|
RightPads{},
|
|
nrepeat);
|
|
#elif 1
|
|
device_dynamic_convolution_forward_implicit_gemm_v4r4_nhwc_kyxc_nhwk<in_data_t,
|
|
in_vector_size,
|
|
acc_data_t,
|
|
out_data_t>
|
|
|
|
(in_nchw_desc,
|
|
in_nchw,
|
|
wei_kcyx_desc,
|
|
wei_kcyx,
|
|
out_nkhw_desc,
|
|
out_nkhw_device,
|
|
ConvStrides{},
|
|
ConvDilations{},
|
|
LeftPads{},
|
|
RightPads{},
|
|
nrepeat);
|
|
#elif 1
|
|
device_dynamic_convolution_forward_implicit_gemm_v5r1_nchw_kcyx_nkhw<in_data_t,
|
|
in_vector_size,
|
|
acc_data_t,
|
|
out_data_t>(
|
|
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)
|
|
{
|
|
host_direct_convolution(in_nchw,
|
|
wei_kcyx,
|
|
out_nkhw_host,
|
|
ConvStrides{},
|
|
ConvDilations{},
|
|
LeftPads{},
|
|
RightPads{});
|
|
|
|
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;
|
|
}
|
|
}
|
|
}
|