写个opencl c 例程
时间: 2024-08-14 14:09:57 浏览: 39
opencl入门例子
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下面是一个简单的OpenCL C例程,这个例子展示了如何创建一个计算平均值的基本程序。首先假设你已经有一个OpenCL设备和上下文,我们将编写一个函数来计算给定数组的平均值:
```c
#include <stdio.h>
#include <stdlib.h>
#include <cl_platform.h>
#include <cl_device_id.h>
#include <cl_context.h>
#include <cl_command_queue.h>
#include <cl_program.h>
#include <cl_kernel.h>
// OpenCL数据类型
typedef float my_float;
// 求平均值的全局函数
__kernel void average(__global const my_float *input,
__global my_float *output,
uint32_t num_elements) {
int gid = get_global_id(0);
output[gid] = input[gid] / (float)num_elements;
}
void calculate_average(cl_context context, cl_command_queue queue,
cl_mem input_buffer, cl_mem output_buffer,
size_t global_size, float *host_input_data, float *host_output_data) {
// 获取全局工作大小
size_t local_work_size[] = {32};
cl_int status;
// 创建平均值 kernel
const char* kernel_source =
"__kernel void average(__global const my_float *input, "
"__global my_float *output, uint32_t num_elements)\n"
"{\n"
" int gid = get_global_id(0);\n"
" output[gid] = input[gid] / (float)num_elements;\n"
"}\n";
cl_program program = clCreateProgramWithSource(context, 1, &kernel_source, NULL, &status);
if (status != CL_SUCCESS) {
printf("Error creating program: %d\n", status);
return;
}
status = clBuildProgram(program, 1, &device_id, "-Dmy_float=float", NULL, NULL);
if (status != CL_SUCCESS) {
printf("Error building program: %d\n", status);
clReleaseProgram(&program);
return;
}
// 创建并编译kernel
cl_kernel kernel = clCreateKernel(program, "average", &status);
if (status != CL_SUCCESS) {
printf("Error creating kernel: %d\n", status);
clReleaseProgram(&program);
return;
}
// 设置 kernel arguments
status = clSetKernelArg(kernel, 0, sizeof(input_buffer), &input_buffer);
status |= clSetKernelArg(kernel, 1, sizeof(output_buffer), &output_buffer);
status |= clSetKernelArg(kernel, 2, sizeof(uint32_t), &global_size);
if (status != CL_SUCCESS) {
printf("Error setting kernel args: %d\n", status);
clReleaseKernel(&kernel);
clReleaseProgram(&program);
return;
}
// 分配内存
size_t global_work_size = global_size;
size_t local_work_size;
clEnqueueNDRangeKernel(queue, kernel, 1, NULL, &global_work_size, local_work_size, 0, NULL, NULL);
// copy结果回主机
status = clFinish(queue);
if (status != CL_SUCCESS) {
printf("Error finishing queue: %d\n", status);
return;
}
cl.enqueue_read_buffer(queue, output_buffer, CL_TRUE, 0, sizeof(my_float) * global_size, host_output_data);
// 清理资源
clReleaseKernel(&kernel);
clReleaseProgram(&program);
}
int main() {
// ... 初始化OpenCL上下文、队列、设备ID等
// 从主机分配内存并填充数据
float *input_host = malloc(sizeof(float) * global_size);
for (size_t i = 0; i < global_size; ++i)
input_host[i] = host_input_data[i];
// 将主机内存转换为设备内存
cl_mem input_buffer = clCreateBuffer(context, CL_MEM_READ_ONLY | CL_MEM_COPY_HOST_PTR, sizeof(float) * global_size, input_host, &status);
if (status != CL_SUCCESS) {
printf("Error allocating input buffer: %d\n", status);
free(input_host);
return -1;
}
// 类似地,创建输出缓冲区
cl_mem output_buffer = ...; // 你需要创建一个合适的输出缓冲区
// 调用函数计算平均值
calculate_average(context, queue, input_buffer, output_buffer, global_size, input_host, host_output_data);
// 清理
clReleaseMemObject(input_buffer);
free(input_host);
return 0;
}
```
这只是一个基础示例,实际应用可能需要处理更多的错误情况和更复杂的任务。记得在main函数结束时释放所有OpenCL资源。
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