device_direct_convolution_1.cuh

#pragma once
#include "gridwise_direct_convolution_1.cuh"
#include <unistd.h>

template <class T, class InDesc, class WeiDesc, class OutDesc>
void device_direct_convolution_1(InDesc,
                                 const Tensor<T>& in,
                                 WeiDesc,
                                 const Tensor<T>& wei,
                                 OutDesc,
                                 Tensor<T>& out,
                                 unsigned nrepeat)
{
    std::size_t data_sz = sizeof(T);
    DeviceMem in_device_buf(data_sz * in.mDesc.GetElementSpace());
    DeviceMem wei_device_buf(data_sz * wei.mDesc.GetElementSpace());
    DeviceMem out_device_buf(data_sz * out.mDesc.GetElementSpace());

    int num_thread = std::thread::hardware_concurrency();

    in_device_buf.ToDevice(in.mData.data());
    wei_device_buf.ToDevice(wei.mData.data());
    out_device_buf.ToDevice(out.mData.data());

    constexpr auto I0 = Number<0>{};
    constexpr auto I1 = Number<1>{};
    constexpr auto I2 = Number<2>{};
    constexpr auto I3 = Number<3>{};

    constexpr auto in_desc  = InDesc{};
    constexpr auto wei_desc = WeiDesc{};
    constexpr auto out_desc = OutDesc{};

#if 1
    constexpr unsigned OutTileSizeH = 2;
    constexpr unsigned OutTileSizeW = 2;
    constexpr unsigned NPerBlock    = 2;
    constexpr unsigned KPerBlock    = 16;
    constexpr unsigned CPerBlock    = 2;
    constexpr unsigned YPerBlock    = 2;
    constexpr unsigned XPerBlock    = 16;

    constexpr unsigned NPerThread = 2;
    constexpr unsigned KPerThread = 4;
    constexpr unsigned CPerThread = 2;

    constexpr unsigned BlockSize = 128;
#elif 1
    constexpr unsigned OutTileSizeH = 2;
    constexpr unsigned OutTileSizeW = 2;
    constexpr unsigned NPerBlock    = 2;
    constexpr unsigned KPerBlock    = 16;
    constexpr unsigned CPerBlock    = 2;
    constexpr unsigned YPerBlock    = 2;
    constexpr unsigned XPerBlock    = 27;

    constexpr unsigned NPerThread = 2;
    constexpr unsigned KPerThread = 4;
    constexpr unsigned CPerThread = 2;

    constexpr unsigned BlockSize = 216;
#endif

    constexpr unsigned GridSize = (out_desc.GetLength(I0) / NPerBlock) *
                                  (out_desc.GetLength(I1) / KPerBlock) *
                                  (out_desc.GetLength(I2) / (OutTileSizeH * YPerBlock)) *
                                  (out_desc.GetLength(I3) / (OutTileSizeW * XPerBlock));

    dim3 block_dim(BlockSize);
    dim3 grid_dim(GridSize);

    printf("%s: BlockSize %u, GridSize %u \n", __func__, BlockSize, GridSize);

    for(unsigned i = 0; i < nrepeat; ++i)
    {
        cudaEvent_t start, stop;
        float elapsedTime;

        cudaEventCreate(&start);
        cudaEventRecord(start, 0);

        gridwise_direct_convolution_1<T,
                                      InDesc,
                                      WeiDesc,
                                      OutDesc,
                                      OutTileSizeH,
                                      OutTileSizeW,
                                      NPerBlock,
                                      KPerBlock,
                                      CPerBlock,
                                      YPerBlock,
                                      XPerBlock,
                                      NPerThread,
                                      KPerThread,
                                      CPerThread,
                                      BlockSize,
                                      GridSize>
            <<<grid_dim, block_dim>>>(InDesc{},
                                      static_cast<T*>(in_device_buf.GetDeviceBuffer()),
                                      WeiDesc{},
                                      static_cast<T*>(wei_device_buf.GetDeviceBuffer()),
                                      OutDesc{},
                                      static_cast<T*>(out_device_buf.GetDeviceBuffer()));

        cudaEventCreate(&stop);
        cudaEventRecord(stop, 0);
        cudaEventSynchronize(stop);

        cudaEventElapsedTime(&elapsedTime, start, stop);
        printf("Elapsed time : %f ms\n", elapsedTime);

        usleep(10000);
    }

    checkCudaErrors(cudaGetLastError());
    out_device_buf.FromDevice(out.mData.data());
}