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example-8a.cpp
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/*
please note that the series of optmiztion technology is not in official document.
All the tests are based on AMD MI25 radeon instict and AMD ROCm.
*/
// 目标产生NCHW格式的NHW
// 存在一个问题如何优化, 如果HW < (16*16)
#include <assert.h>
#include <stdio.h>
#include <algorithm>
#include <stdlib.h>
#include<iostream>
#include "hip/hip_runtime.h"
#define HIP_ASSERT(x) (assert((x)==hipSuccess))
#define N 1024
#define C 64
#define H 56
#define W 56
#define NUM (N * H * W)
#define THREADS_PER_BLOCK_X 256
#define THREADS_PER_BLOCK_Y 1
#define THREADS_PER_BLOCK_Z 1
#define BLOCKS_X (( H * W + THREADS_PER_BLOCK_X-1) / THREADS_PER_BLOCK_X)
//local block size, (256, 1)
//total threads (H * W, 1)
//
__global__ void
test_kernel(hipLaunchParm lp,
int* __restrict__ buf, int h, int w, int c)
{
int x = hipBlockDim_x * hipBlockIdx_x + hipThreadIdx_x;
int n = hipBlockIdx_y;
if (x < (h * w))
{
int nchw_offset = x + n * c * h * w;
int nhw_offset = x + n * h * w;
buf[nhw_offset] = nchw_offset;
}
}
using namespace std;
int main() {
int* hostA;
int* deviceA;
hipDeviceProp_t devProp;
hipGetDeviceProperties(&devProp, 0);
cout << " System minor " << devProp.minor << endl;
cout << " System major " << devProp.major << endl;
cout << " agent prop name " << devProp.name << endl;
cout << "hip Device prop succeeded " << endl;
hipEvent_t start, stop;
hipEventCreate(&start);
hipEventCreate(&stop);
float eventMs = 1.0f;
int i;
int errors;
hostA = (int*)malloc(NUM * sizeof(int));
HIP_ASSERT(hipMalloc((void**)& deviceA, NUM * sizeof(int)));
HIP_ASSERT(hipMemcpy(deviceA, hostA, NUM * sizeof(int), hipMemcpyHostToDevice));
hipLaunchKernel(test_kernel,
dim3(1, 1, 1),
dim3(THREADS_PER_BLOCK_X, 1, 1),
0, 0,
deviceA, 1, 1, 1);
hipEventRecord(start, NULL);
for (int i = 0; i < 100; i = i + 1) {
hipLaunchKernel(test_kernel,
dim3(BLOCKS_X, N, 1),
dim3(THREADS_PER_BLOCK_X, 1, 1),
0, 0,
deviceA, H, W, C);
}
hipEventRecord(stop, NULL);
hipEventSynchronize(stop);
hipEventElapsedTime(&eventMs, start, stop);
double bandwidth = double(N) * double(H) * double(W) * sizeof(int) / 1024 / 1024 / 1024 / (eventMs / 100 / 1000);
printf("N*H*W=[%d,%d,%d], kernel_time (hipEventElapsedTime) =%6.3f microseconds, %3f GB/s\n", N, H, W, eventMs /100 * 1000,bandwidth);
HIP_ASSERT(hipFree(deviceA));
free(hostA);
return errors;
}