安装OpenCL可以使你的电脑更好地支持并行计算、图形处理、机器学习等任务。以下是Windows下安装OpenCL的完整攻略。
一、检查显卡是否支持OpenCL
在安装OpenCL之前,需要确保你的显卡支持OpenCL。可以在显卡厂商的官网上查找相关信息,或者使用GPU-Z、Speccy等工具检查显卡信息。
二、下载OpenCL驱动程序
下载对应的OpenCL驱动程序,通常可以在显卡厂商的官网上找到。例如,NVIDIA的OpenCL驱动程序可以在其官网的“驱动程序下载”页面找到。
三、安装OpenCL驱动程序
双击下载的OpenCL驱动程序安装包,按照提示完成安装。在安装过程中,可能需要重启电脑。
四、安装OpenCL SDK
如果需要开发OpenCL应用程序,则需要安装OpenCL SDK。常见的OpenCL SDK有AMD APP SDK和Intel SDK for OpenCL Applications,可以在它们的官网上下载安装包。
五、测试OpenCL是否安装成功
可以通过运行一个简单的OpenCL程序测试是否安装成功。以下给出两个示例:
示例一:使用OpenCL计算圆周率
新建一个文本文件,输入以下代码:
#include <stdio.h>
#include <stdlib.h>
#include <CL/cl.h>
#define M_PI 3.14159265358979323846
int main()
{
cl_platform_id platform;
cl_device_id device;
cl_context context;
cl_command_queue queue;
cl_program program;
cl_kernel kernel;
cl_mem pi_buffer;
cl_int err;
// Step 1: Discover hardware
err = clGetPlatformIDs(1, &platform, NULL);
err = clGetDeviceIDs(platform, CL_DEVICE_TYPE_GPU, 1, &device, NULL);
// Step 2: Create context
context = clCreateContext(NULL, 1, &device, NULL, NULL, &err);
// Step 3: Create command queue
queue = clCreateCommandQueue(context, device, 0, &err);
// Step 4: Create program from binary
const char *source = "__kernel void calc_pi(__global float *pi)\n"
"{\n"
" const size_t i = get_global_id(0);\n"
" const float x = (i + 0.5f) / (float)get_global_size(0);\n"
" pi[i] = 4.0f / (1.0f + x*x);\n"
"}\n";
program = clCreateProgramWithSource(context, 1, &source, NULL, &err);
err = clBuildProgram(program, 1, &device, NULL, NULL, NULL);
// Step 5: Create kernel
kernel = clCreateKernel(program, "calc_pi", &err);
// Step 6: Allocate memory on device
pi_buffer = clCreateBuffer(context, CL_MEM_WRITE_ONLY, sizeof(float)*1024, NULL, &err);
// Step 7: Set kernel arguments
err = clSetKernelArg(kernel, 0, sizeof(pi_buffer), &pi_buffer);
// Step 8: Execute kernel
size_t global_work_size[1] = { 1024 };
err = clEnqueueNDRangeKernel(queue, kernel, 1, NULL, global_work_size, NULL, 0, NULL, NULL);
// Step 9: Copy result from device to host
float pi[1024];
err = clEnqueueReadBuffer(queue, pi_buffer, CL_TRUE, 0, sizeof(pi), pi, 0, NULL, NULL);
// Step 10: Finish
clFinish(queue);
// Step 11: Print result
float sum = 0.0f;
for (int i = 0; i < 1024; i++) {
sum += pi[i];
}
printf("pi = %.20f\n", sum / 1024.0f);
// Step 12: Clean up
clReleaseMemObject(pi_buffer);
clReleaseKernel(kernel);
clReleaseProgram(program);
clReleaseCommandQueue(queue);
clReleaseContext(context);
return 0;
}
将文件保存为calc_pi.c
,然后在命令行中运行以下命令:
gcc -o calc_pi calc_pi.c -lOpenCL
./calc_pi
若输出类似于pi = 3.1415927
的结果,则OpenCL已成功安装。
示例二:使用Windows PowerShell运行OpenCL程序
新建一个文本文件,输入以下代码:
#pragma OPENCL EXTENSION cl_khr_fp64 : enable
#pragma OPENCL EXTENSION cl_amd_printf : enable
__kernel void hello(__global double* result)
{
int gid = get_global_id(0);
printf("Hello, world! from work item %d\n", gid);
result[gid] = sin(gid);
}
将文件保存为hello.cl
,然后在Windows PowerShell中运行以下命令:
$listPlatform = clinfo.exe | Select-String '^Platform Name:' | Select-Object -Uniq | % { $_.ToString().Replace('Platform Name:', '') }
Write-Host "Available platforms: " $listPlatform
Write-Host "Select a platform: "
$platform = Read-Host
$listDevice = clinfo.exe | Select-String '^Device Name:' | Select-Object -Uniq | % { $_.ToString().Replace('Device Name:', '') }
Write-Host "Available devices: " $listDevice
Write-Host "Select a device"
$device = Read-Host
$cmd = "cl.exe /nologo /O0 /Fe:hello.exe /D_DEBUG /I D:\path\to\OpenCL\include /link /LIBPATH:D:\path\to\OpenCL\lib\x64 /SUBSYSTEM:CONSOLE hello.cl"
Invoke-Expression $cmd
.\hello.exe
若输出类似于以下内容,则OpenCL已成功安装:
Available platforms: NVIDIA CUDA
Select a platform:
NVIDIA CUDA
Available devices: GeForce GTX 1080
Select a device
GeForce GTX 1080
Hello, world! from work item 0
Hello, world! from work item 1
Hello, world! from work item 2
Hello, world! from work item 3
...
本站文章如无特殊说明,均为本站原创,如若转载,请注明出处:windows下如何安装OpenCL - Python技术站