OpenCL 归约 1

Posted 2020-11-12 cuancuancuanhao

? 照着书上的代码，写了几个一步归约的计算，只计算一步，将原数组归约到不超过 1024 个工作项

 ● 代码

 1 // kernel.cl
 2 __kernel void reduce01(__global uint* input, __global uint* output, __local uint* sdata)
 3 {
 4     const unsigned int tid = get_local_id(0), blockSize = get_local_size(0);
 5     unsigned int s;
 6 
 7     sdata[tid] = input[get_global_id(0)];
 8     barrier(CLK_LOCAL_MEM_FENCE);
 9 
10     // 三种写法，用一种就够
11     // 1、模法，问题： % 运算很慢
12     for (s = 1; s < blockSize; s <<= 1)
13     {
14         if (tid % (2 * s) == 0)                 
15             sdata[tid] += sdata[tid + s];
16         barrier(CLK_LOCAL_MEM_FENCE);
17     }
18     // 2、间隔缩短法，问题：首次迭代只用一半的工作项，之后每次迭代活跃的工作项持续减少
19     for (s = blockSize / 2; s > 0; s >>= 1)
20     {
21         if (tid < s) 
22             sdata[tid] += sdata[tid + s];
23         barrier(CLK_LOCAL_MEM_FENCE);
24     }
25     // 3、间隔增长法，问题：当间隔等于某几个数的时候会产生
26     unsigned int index;
27     for (s = 1; s < blockSize; s <<= 1)
28     {
29         if ((index = 2 * s * tid) < blockSize)
30             sdata[index] += sdata[index + s];
31         barrier(CLK_LOCAL_MEM_FENCE);
32     }
33 
34     if (tid == 0)
35         output[get_group_id(0)] = sdata[0];
36 }
37 
38 __kernel void reduce02(__global uint* input, __global uint* output, __local uint* sdata)
39 {
40     const unsigned int tid = get_local_id(0), bid = get_group_id(0), blockSize = get_local_size(0);
41     const unsigned int index = bid * (blockSize * 2) + tid;
42     unsigned int s;
43     
44     sdata[tid] = input[index] + input[index + blockSize];// 读入局部内存时就进行一次归约
45     barrier(CLK_LOCAL_MEM_FENCE);
46 
47     // 两种写法，用一种就够
48     // 1、不手动展开循环，仍然有工作项浪费的问题
49     for (s = blockSize / 2; s > 0; s >>= 1)
50     {
51         if (tid < s)
52             sdata[tid] += sdata[tid + s];
53         barrier(CLK_LOCAL_MEM_FENCE);
54     }
55     // 2、手动展开最后的循环
56     for (s = blockSize / 2; s > 32; s >>= 1)// BUG：如果从 64 开始手工归约，在这一行有且仅有一个工作项会算出 640 = 512 + 128 来，其他行却没问题
57     {
58         if (tid < s)
59             sdata[tid] += sdata[tid + s];
60         barrier(CLK_LOCAL_MEM_FENCE);
61     }
62     if (tid < 32)                           // 手动展开最后的归约，注意同步，书中源代码中没有同步，计算结果是错的
63     {
64         if (blockSize >= 64)
65             sdata[tid] += sdata[tid + 32];
66         barrier(CLK_LOCAL_MEM_FENCE);
67         if (blockSize >= 32)
68             sdata[tid] += sdata[tid + 16];
69         barrier(CLK_LOCAL_MEM_FENCE);
70         if (blockSize >= 16)
71             sdata[tid] += sdata[tid + 8];
72         barrier(CLK_LOCAL_MEM_FENCE);
73         if (blockSize >= 8)
74             sdata[tid] += sdata[tid + 4];
75         barrier(CLK_LOCAL_MEM_FENCE);
76         if (blockSize >= 4)
77             sdata[tid] += sdata[tid + 2];
78         barrier(CLK_LOCAL_MEM_FENCE);
79         if (blockSize >= 2)
80             sdata[tid] += sdata[tid + 1];
81         barrier(CLK_LOCAL_MEM_FENCE);
82     }
83 
84     if (tid == 0)
85         output[bid] = sdata[0];
86 }

  1 // main.c
  2 #include <stdio.h>
  3 #include <stdlib.h>
  4 #include <cl.h>
  5 
  6 #define BLOCK_SIZE  256                 // 工作组内最大工作项数为 1024
  7 #define DATA_SIZE   (BLOCK_SIZE * 1024) // 一维最大工作组数为1024
  8 
  9 const char *sourceText = "D:/Code/OpenCL/OpenCLProjectTemp/OpenCLProjectTemp/kernel.cl";
 10 
 11 int readText(const char* kernelPath, char **pcode)// 读取文本文件放入 pcode，返回字符串长度
 12 {
 13     FILE *fp;
 14     int size;
 15     //printf("<readText> File: %s\n", kernelPath);
 16     fopen_s(&fp, kernelPath, "rb");
 17     if (!fp)
 18     {
 19         printf("Open kernel file failed\n");
 20         getchar();
 21         exit(-1);
 22     }
 23     if (fseek(fp, 0, SEEK_END) != 0)
 24     {
 25         printf("Seek end of file failed\n");
 26         getchar();
 27         exit(-1);
 28     }
 29     if ((size = ftell(fp)) < 0)
 30     {
 31         printf("Get file position failed\n");
 32         getchar();
 33         exit(-1);
 34     }
 35     rewind(fp);
 36     if ((*pcode = (char *)malloc(size + 1)) == NULL)
 37     {
 38         printf("Allocate space failed\n");
 39         getchar();
 40         exit(-1);
 41     }
 42     fread(*pcode, 1, size, fp);
 43     (*pcode)[size] = ‘\0‘;
 44     fclose(fp);
 45     return size + 1;
 46 }
 47 
 48 int main()
 49 {    
 50     cl_int status;
 51     cl_uint nPlatform;
 52     clGetPlatformIDs(0, NULL, &nPlatform);
 53     cl_platform_id *listPlatform = (cl_platform_id*)malloc(nPlatform * sizeof(cl_platform_id));
 54     clGetPlatformIDs(nPlatform, listPlatform, NULL);
 55     cl_uint nDevice;
 56     clGetDeviceIDs(listPlatform[0], CL_DEVICE_TYPE_ALL, 0, NULL, &nDevice);
 57     cl_device_id *listDevice = (cl_device_id*)malloc(nDevice * sizeof(cl_device_id));
 58     clGetDeviceIDs(listPlatform[0], CL_DEVICE_TYPE_ALL, nDevice, listDevice, NULL);
 59     cl_context context = clCreateContext(NULL, nDevice, listDevice, NULL, NULL, &status);
 60     cl_command_queue queue = clCreateCommandQueue(context, listDevice[0], CL_QUEUE_PROFILING_ENABLE, &status);
 61 
 62     //const unsigned int nGroup = DATA_SIZE / BLOCK_SIZE;     // reduce01 使用
 63     const unsigned int nGroup = DATA_SIZE / BLOCK_SIZE / 2; // reduce02 使用
 64     int *hostA = (cl_int*)malloc(sizeof(cl_int) * DATA_SIZE);
 65     int *hostB = (cl_int*)malloc(sizeof(cl_int) * nGroup);
 66     int i;
 67     unsigned long refSum;
 68     srand(97);
 69     for (i = 0, refSum = 0L; i < DATA_SIZE; refSum += (hostA[i++] = 1));// rand()));
 70     memset(hostB, 0, sizeof(int) * nGroup);
 71     cl_mem deviceA = clCreateBuffer(context, CL_MEM_READ_ONLY | CL_MEM_COPY_HOST_PTR, sizeof(cl_int) * DATA_SIZE, hostA, &status);
 72     cl_mem deviceB = clCreateBuffer(context, CL_MEM_WRITE_ONLY, sizeof(cl_int) * nGroup, NULL, &status);
 73        
 74     char *code;
 75     size_t codeLength = readText(sourceText, &code);
 76     cl_program program = clCreateProgramWithSource(context, 1, (const char**)&code, &codeLength, &status);
 77     status = clBuildProgram(program, nDevice, listDevice, NULL, NULL, NULL);
 78     if (status)
 79     {
 80         char info[10000];
 81         clGetProgramBuildInfo(program, listDevice[0], CL_PROGRAM_BUILD_LOG, 10000, info, NULL);
 82         printf("\n%s\n", info);
 83     }
 84     //cl_kernel kernel = clCreateKernel(program, "reduce01", &status);
 85     cl_kernel kernel = clCreateKernel(program, "reduce02", &status);   
 86     
 87     clSetKernelArg(kernel, 0, sizeof(cl_mem), (void*)&deviceA);
 88     clSetKernelArg(kernel, 1, sizeof(cl_mem), (void*)&deviceB);
 89     clSetKernelArg(kernel, 2, BLOCK_SIZE * sizeof(cl_int), NULL);
 90 
 91     size_t globalSize = DATA_SIZE, localSize = BLOCK_SIZE;
 92     cl_event ev;
 93     //cl_ulong startTime, endTime;
 94     status = clEnqueueNDRangeKernel(queue, kernel, 1, NULL, &globalSize, &localSize, 0, NULL, &ev);
 95     clFinish(queue);
 96     //clGetEventProfilingInfo(ev, CL_PROFILING_COMMAND_START, sizeof(cl_ulong), &startTime, NULL);  // 不启用计时，因为一趟归约时间太短
 97     //clGetEventProfilingInfo(ev, CL_PROFILING_COMMAND_START, sizeof(cl_ulong), &endTime, NULL);
 98     //printf("Time:%lu.%lu\n", (endTime - startTime) / 1000000000, (endTime - startTime) % 1000000000);
 99     
100     clEnqueueReadBuffer(queue, deviceB, CL_TRUE, 0, sizeof(cl_int) * nGroup, hostB, 0, NULL, NULL);
101     for (i = 0; i < nGroup; refSum -= hostB[i++]);
102     printf("Result %s.\n", (refSum == 0) ? "correct" : "error");
103 
104     free(hostA);
105     free(hostB);
106     free(code);
107     free(listPlatform);
108     free(listDevice);
109     clReleaseContext(context);
110     clReleaseCommandQueue(queue);
111     clReleaseProgram(program);
112     clReleaseKernel(kernel);
113     clReleaseEvent(ev);
114     clReleaseMemObject(deviceA);
115     clReleaseMemObject(deviceB);
116     getchar();
117     return 0;
118 }

● 输出结果

Result correct.