本章节旨在帮助用户了解cuda内部线程块划分的规则,理解线程号的计算逻辑。
样例中设置了两个block,每个block中64个线程, blockDim.x = 64,
blockIdx.x 代表当前线程所在第几个block;
threadIdx.x 代表当前现在在当前block中是第几个thread;
warp_idx 代表当前线程在当前block中是第几个warp(warp 会选择相邻的线程号做组合);
calc_idx 代表当前线程计算的是全局的第几个thread;
block的索引 * 每个block的thread个数 + block内的thread索引 计算出全局索引。
const unsigned int thread_idx = blockIdx.x * blockDim.x + threadIdx.x;
编译命令
nvcc my_id.cu -o my_id
执行命令
./my_id
运行结果
cac_thread 0 - block 0 - warp 0 - thread 0
cac_thread 1 - block 0 - warp 0 - thread 1
cac_thread 2 - block 0 - warp 0 - thread 2
cac_thread 3 - block 0 - warp 0 - thread 3
cac_thread 4 - block 0 - warp 0 - thread 4
cac_thread 5 - block 0 - warp 0 - thread 5
cac_thread 6 - block 0 - warp 0 - thread 6
cac_thread 7 - block 0 - warp 0 - thread 7
cac_thread 8 - block 0 - warp 0 - thread 8
cac_thread 9 - block 0 - warp 0 - thread 9
cac_thread 10 - block 0 - warp 0 - thread 10
cac_thread 11 - block 0 - warp 0 - thread 11
cac_thread 12 - block 0 - warp 0 - thread 12
cac_thread 13 - block 0 - warp 0 - thread 13
cac_thread 14 - block 0 - warp 0 - thread 14
cac_thread 15 - block 0 - warp 0 - thread 15
cac_thread 16 - block 0 - warp 0 - thread 16
cac_thread 17 - block 0 - warp 0 - thread 17
cac_thread 18 - block 0 - warp 0 - thread 18
cac_thread 19 - block 0 - warp 0 - thread 19
cac_thread 20 - block 0 - warp 0 - thread 20
cac_thread 21 - block 0 - warp 0 - thread 21
cac_thread 22 - block 0 - warp 0 - thread 22
cac_thread 23 - block 0 - warp 0 - thread 23
cac_thread 24 - block 0 - warp 0 - thread 24
cac_thread 25 - block 0 - warp 0 - thread 25
cac_thread 26 - block 0 - warp 0 - thread 26
cac_thread 27 - block 0 - warp 0 - thread 27
cac_thread 28 - block 0 - warp 0 - thread 28
cac_thread 29 - block 0 - warp 0 - thread 29
cac_thread 30 - block 0 - warp 0 - thread 30
cac_thread 31 - block 0 - warp 0 - thread 31
cac_thread 32 - block 0 - warp 1 - thread 32
cac_thread 33 - block 0 - warp 1 - thread 33
cac_thread 34 - block 0 - warp 1 - thread 34
cac_thread 35 - block 0 - warp 1 - thread 35
cac_thread 36 - block 0 - warp 1 - thread 36
cac_thread 37 - block 0 - warp 1 - thread 37
cac_thread 38 - block 0 - warp 1 - thread 38
cac_thread 39 - block 0 - warp 1 - thread 39
cac_thread 40 - block 0 - warp 1 - thread 40
cac_thread 41 - block 0 - warp 1 - thread 41
cac_thread 42 - block 0 - warp 1 - thread 42
cac_thread 43 - block 0 - warp 1 - thread 43
cac_thread 44 - block 0 - warp 1 - thread 44
cac_thread 45 - block 0 - warp 1 - thread 45
cac_thread 46 - block 0 - warp 1 - thread 46
cac_thread 47 - block 0 - warp 1 - thread 47
cac_thread 48 - block 0 - warp 1 - thread 48
cac_thread 49 - block 0 - warp 1 - thread 49
cac_thread 50 - block 0 - warp 1 - thread 50
cac_thread 51 - block 0 - warp 1 - thread 51
cac_thread 52 - block 0 - warp 1 - thread 52
cac_thread 53 - block 0 - warp 1 - thread 53
cac_thread 54 - block 0 - warp 1 - thread 54
cac_thread 55 - block 0 - warp 1 - thread 55
cac_thread 56 - block 0 - warp 1 - thread 56
cac_thread 57 - block 0 - warp 1 - thread 57
cac_thread 58 - block 0 - warp 1 - thread 58
cac_thread 59 - block 0 - warp 1 - thread 59
cac_thread 60 - block 0 - warp 1 - thread 60
cac_thread 61 - block 0 - warp 1 - thread 61
cac_thread 62 - block 0 - warp 1 - thread 62
cac_thread 63 - block 0 - warp 1 - thread 63
cac_thread 64 - block 1 - warp 0 - thread 0
cac_thread 65 - block 1 - warp 0 - thread 1
cac_thread 66 - block 1 - warp 0 - thread 2
cac_thread 67 - block 1 - warp 0 - thread 3
cac_thread 68 - block 1 - warp 0 - thread 4
cac_thread 69 - block 1 - warp 0 - thread 5
cac_thread 70 - block 1 - warp 0 - thread 6
cac_thread 71 - block 1 - warp 0 - thread 7
cac_thread 72 - block 1 - warp 0 - thread 8
cac_thread 73 - block 1 - warp 0 - thread 9
cac_thread 74 - block 1 - warp 0 - thread 10
cac_thread 75 - block 1 - warp 0 - thread 11
cac_thread 76 - block 1 - warp 0 - thread 12
cac_thread 77 - block 1 - warp 0 - thread 13
cac_thread 78 - block 1 - warp 0 - thread 14
cac_thread 79 - block 1 - warp 0 - thread 15
cac_thread 80 - block 1 - warp 0 - thread 16
cac_thread 81 - block 1 - warp 0 - thread 17
cac_thread 82 - block 1 - warp 0 - thread 18
cac_thread 83 - block 1 - warp 0 - thread 19
cac_thread 84 - block 1 - warp 0 - thread 20
cac_thread 85 - block 1 - warp 0 - thread 21
cac_thread 86 - block 1 - warp 0 - thread 22
cac_thread 87 - block 1 - warp 0 - thread 23
cac_thread 88 - block 1 - warp 0 - thread 24
cac_thread 89 - block 1 - warp 0 - thread 25
cac_thread 90 - block 1 - warp 0 - thread 26
cac_thread 91 - block 1 - warp 0 - thread 27
cac_thread 92 - block 1 - warp 0 - thread 28
cac_thread 93 - block 1 - warp 0 - thread 29
cac_thread 94 - block 1 - warp 0 - thread 30
cac_thread 95 - block 1 - warp 0 - thread 31
cac_thread 96 - block 1 - warp 1 - thread 32
cac_thread 97 - block 1 - warp 1 - thread 33
cac_thread 98 - block 1 - warp 1 - thread 34
cac_thread 99 - block 1 - warp 1 - thread 35
cac_thread 100 - block 1 - warp 1 - thread 36
cac_thread 101 - block 1 - warp 1 - thread 37
cac_thread 102 - block 1 - warp 1 - thread 38
cac_thread 103 - block 1 - warp 1 - thread 39
cac_thread 104 - block 1 - warp 1 - thread 40
cac_thread 105 - block 1 - warp 1 - thread 41
cac_thread 106 - block 1 - warp 1 - thread 42
cac_thread 107 - block 1 - warp 1 - thread 43
cac_thread 108 - block 1 - warp 1 - thread 44
cac_thread 109 - block 1 - warp 1 - thread 45
cac_thread 110 - block 1 - warp 1 - thread 46
cac_thread 111 - block 1 - warp 1 - thread 47
cac_thread 112 - block 1 - warp 1 - thread 48
cac_thread 113 - block 1 - warp 1 - thread 49
cac_thread 114 - block 1 - warp 1 - thread 50
cac_thread 115 - block 1 - warp 1 - thread 51
cac_thread 116 - block 1 - warp 1 - thread 52
cac_thread 117 - block 1 - warp 1 - thread 53
cac_thread 118 - block 1 - warp 1 - thread 54
cac_thread 119 - block 1 - warp 1 - thread 55
cac_thread 120 - block 1 - warp 1 - thread 56
cac_thread 121 - block 1 - warp 1 - thread 57
cac_thread 122 - block 1 - warp 1 - thread 58
cac_thread 123 - block 1 - warp 1 - thread 59
cac_thread 124 - block 1 - warp 1 - thread 60
cac_thread 125 - block 1 - warp 1 - thread 61
cac_thread 126 - block 1 - warp 1 - thread 62
cac_thread 127 - block 1 - warp 1 - thread 63
一,二列是用户调用kernel时设置的block个数 num_blocks =(1,4), x 维是1, y维是4;
三,四列是用户调用kernel时设置的每个block中thread个数 num_threads= (32, 4) x 维是32, y维是4;
总的线程数计算为(gridDim.x * gridDim.y)* (blockDim.x * blockDim.y)
共计512个线程。
griddim_x[thread_idx] = gridDim.x; // 1
griddim_y[thread_idx] = gridDim.y; // 4
blockdim_x[thread_idx] = blockDim.x; // 32
blockdim_y[thread_idx] = blockDim.y; // 4
gradDim.x 描述block 在x维上的个数; gradDim.y 描述block 在y维上的个数;
blcokDim.x 描述每个block 的x维上thread的个数;blockDim.y 描述每个block 的y维上thread的个数。
五列描述当前线程计算的是全局的第几个thread。
const unsigned int thread_idx = ((gridDim.x * blockDim.x) * idy) + idx ;
推导过程如下:
六,七列分别描述当前线程blockIdx.x, blockIdx.y,
八,九列分别描述当前线程threadIdx.x, threadIdx.y。
blockidx_x[thread_idx] = blockIdx.x;
blockidx_y[thread_idx] = blockIdx.y;
threadid_x[thread_idx] = threadIdx.x;
threadid_y[thread_idx] = threadIdx.y;
blockIdx.x: 在grid 的x维上第几个block, blockIdx.y: grid的y维上第几个块;
threadIdx.x: 在block 的x维上第几个thread,threadIdx.y: 在block的y维上第几thread。
十,十一列计算了当前线程在grid 的x维上第几个thread(idx), 在grid 的y维上第几个thread(idy),
计算方式为当前线程在grid中(x/y)维第几个block * 每个block(x/y维)的线程个数 + 在当前block 中(x/y)维第几个线程。
const unsigned int idx = blockIdx.x * blockDim.x + threadIdx.x;
const unsigned int idy = blockIdx.y * blockDim.y + threadIdx.y;
thread_x[thread_idx] = idx;
thread_y[thread_idx] = idy;
由此可推导全局的索引 = 每行的thread 数 * 行数 + 单行的列偏移
const unsigned int thread_idx = ((gridDim.x * blockDim.x) * idy) + idx ;
编译命令
nvcc my_id_dim2.cu -o my_id_dim2
执行命令
./my_id_dim2
运行结果
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 0 - blockidx_x 0 - blockidx_y 0- threadid_x 0 - threadid_y 0 - thread_x 0 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 1 - blockidx_x 0 - blockidx_y 0- threadid_x 1 - threadid_y 0 - thread_x 1 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 2 - blockidx_x 0 - blockidx_y 0- threadid_x 2 - threadid_y 0 - thread_x 2 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 3 - blockidx_x 0 - blockidx_y 0- threadid_x 3 - threadid_y 0 - thread_x 3 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 4 - blockidx_x 0 - blockidx_y 0- threadid_x 4 - threadid_y 0 - thread_x 4 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 5 - blockidx_x 0 - blockidx_y 0- threadid_x 5 - threadid_y 0 - thread_x 5 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 6 - blockidx_x 0 - blockidx_y 0- threadid_x 6 - threadid_y 0 - thread_x 6 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 7 - blockidx_x 0 - blockidx_y 0- threadid_x 7 - threadid_y 0 - thread_x 7 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 8 - blockidx_x 0 - blockidx_y 0- threadid_x 8 - threadid_y 0 - thread_x 8 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 9 - blockidx_x 0 - blockidx_y 0- threadid_x 9 - threadid_y 0 - thread_x 9 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 10 - blockidx_x 0 - blockidx_y 0- threadid_x 10 - threadid_y 0 - thread_x 10 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 11 - blockidx_x 0 - blockidx_y 0- threadid_x 11 - threadid_y 0 - thread_x 11 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 12 - blockidx_x 0 - blockidx_y 0- threadid_x 12 - threadid_y 0 - thread_x 12 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 13 - blockidx_x 0 - blockidx_y 0- threadid_x 13 - threadid_y 0 - thread_x 13 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 14 - blockidx_x 0 - blockidx_y 0- threadid_x 14 - threadid_y 0 - thread_x 14 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 15 - blockidx_x 0 - blockidx_y 0- threadid_x 15 - threadid_y 0 - thread_x 15 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 16 - blockidx_x 0 - blockidx_y 0- threadid_x 16 - threadid_y 0 - thread_x 16 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 17 - blockidx_x 0 - blockidx_y 0- threadid_x 17 - threadid_y 0 - thread_x 17 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 18 - blockidx_x 0 - blockidx_y 0- threadid_x 18 - threadid_y 0 - thread_x 18 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 19 - blockidx_x 0 - blockidx_y 0- threadid_x 19 - threadid_y 0 - thread_x 19 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 20 - blockidx_x 0 - blockidx_y 0- threadid_x 20 - threadid_y 0 - thread_x 20 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 21 - blockidx_x 0 - blockidx_y 0- threadid_x 21 - threadid_y 0 - thread_x 21 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 22 - blockidx_x 0 - blockidx_y 0- threadid_x 22 - threadid_y 0 - thread_x 22 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 23 - blockidx_x 0 - blockidx_y 0- threadid_x 23 - threadid_y 0 - thread_x 23 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 24 - blockidx_x 0 - blockidx_y 0- threadid_x 24 - threadid_y 0 - thread_x 24 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 25 - blockidx_x 0 - blockidx_y 0- threadid_x 25 - threadid_y 0 - thread_x 25 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 26 - blockidx_x 0 - blockidx_y 0- threadid_x 26 - threadid_y 0 - thread_x 26 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 27 - blockidx_x 0 - blockidx_y 0- threadid_x 27 - threadid_y 0 - thread_x 27 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 28 - blockidx_x 0 - blockidx_y 0- threadid_x 28 - threadid_y 0 - thread_x 28 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 29 - blockidx_x 0 - blockidx_y 0- threadid_x 29 - threadid_y 0 - thread_x 29 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 30 - blockidx_x 0 - blockidx_y 0- threadid_x 30 - threadid_y 0 - thread_x 30 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 31 - blockidx_x 0 - blockidx_y 0- threadid_x 31 - threadid_y 0 - thread_x 31 - thread_y 0
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 32 - blockidx_x 0 - blockidx_y 0- threadid_x 0 - threadid_y 1 - thread_x 0 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 33 - blockidx_x 0 - blockidx_y 0- threadid_x 1 - threadid_y 1 - thread_x 1 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 34 - blockidx_x 0 - blockidx_y 0- threadid_x 2 - threadid_y 1 - thread_x 2 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 35 - blockidx_x 0 - blockidx_y 0- threadid_x 3 - threadid_y 1 - thread_x 3 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 36 - blockidx_x 0 - blockidx_y 0- threadid_x 4 - threadid_y 1 - thread_x 4 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 37 - blockidx_x 0 - blockidx_y 0- threadid_x 5 - threadid_y 1 - thread_x 5 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 38 - blockidx_x 0 - blockidx_y 0- threadid_x 6 - threadid_y 1 - thread_x 6 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 39 - blockidx_x 0 - blockidx_y 0- threadid_x 7 - threadid_y 1 - thread_x 7 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 40 - blockidx_x 0 - blockidx_y 0- threadid_x 8 - threadid_y 1 - thread_x 8 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 41 - blockidx_x 0 - blockidx_y 0- threadid_x 9 - threadid_y 1 - thread_x 9 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 42 - blockidx_x 0 - blockidx_y 0- threadid_x 10 - threadid_y 1 - thread_x 10 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 43 - blockidx_x 0 - blockidx_y 0- threadid_x 11 - threadid_y 1 - thread_x 11 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 44 - blockidx_x 0 - blockidx_y 0- threadid_x 12 - threadid_y 1 - thread_x 12 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 45 - blockidx_x 0 - blockidx_y 0- threadid_x 13 - threadid_y 1 - thread_x 13 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 46 - blockidx_x 0 - blockidx_y 0- threadid_x 14 - threadid_y 1 - thread_x 14 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 47 - blockidx_x 0 - blockidx_y 0- threadid_x 15 - threadid_y 1 - thread_x 15 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 48 - blockidx_x 0 - blockidx_y 0- threadid_x 16 - threadid_y 1 - thread_x 16 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 49 - blockidx_x 0 - blockidx_y 0- threadid_x 17 - threadid_y 1 - thread_x 17 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 50 - blockidx_x 0 - blockidx_y 0- threadid_x 18 - threadid_y 1 - thread_x 18 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 51 - blockidx_x 0 - blockidx_y 0- threadid_x 19 - threadid_y 1 - thread_x 19 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 52 - blockidx_x 0 - blockidx_y 0- threadid_x 20 - threadid_y 1 - thread_x 20 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 53 - blockidx_x 0 - blockidx_y 0- threadid_x 21 - threadid_y 1 - thread_x 21 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 54 - blockidx_x 0 - blockidx_y 0- threadid_x 22 - threadid_y 1 - thread_x 22 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 55 - blockidx_x 0 - blockidx_y 0- threadid_x 23 - threadid_y 1 - thread_x 23 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 56 - blockidx_x 0 - blockidx_y 0- threadid_x 24 - threadid_y 1 - thread_x 24 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 57 - blockidx_x 0 - blockidx_y 0- threadid_x 25 - threadid_y 1 - thread_x 25 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 58 - blockidx_x 0 - blockidx_y 0- threadid_x 26 - threadid_y 1 - thread_x 26 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 59 - blockidx_x 0 - blockidx_y 0- threadid_x 27 - threadid_y 1 - thread_x 27 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 60 - blockidx_x 0 - blockidx_y 0- threadid_x 28 - threadid_y 1 - thread_x 28 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 61 - blockidx_x 0 - blockidx_y 0- threadid_x 29 - threadid_y 1 - thread_x 29 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 62 - blockidx_x 0 - blockidx_y 0- threadid_x 30 - threadid_y 1 - thread_x 30 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 63 - blockidx_x 0 - blockidx_y 0- threadid_x 31 - threadid_y 1 - thread_x 31 - thread_y 1
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 64 - blockidx_x 0 - blockidx_y 0- threadid_x 0 - threadid_y 2 - thread_x 0 - thread_y 2
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 65 - blockidx_x 0 - blockidx_y 0- threadid_x 1 - threadid_y 2 - thread_x 1 - thread_y 2
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 66 - blockidx_x 0 - blockidx_y 0- threadid_x 2 - threadid_y 2 - thread_x 2 - thread_y 2
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 67 - blockidx_x 0 - blockidx_y 0- threadid_x 3 - threadid_y 2 - thread_x 3 - thread_y 2
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 68 - blockidx_x 0 - blockidx_y 0- threadid_x 4 - threadid_y 2 - thread_x 4 - thread_y 2
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 69 - blockidx_x 0 - blockidx_y 0- threadid_x 5 - threadid_y 2 - thread_x 5 - thread_y 2
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 70 - blockidx_x 0 - blockidx_y 0- threadid_x 6 - threadid_y 2 - thread_x 6 - thread_y 2
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 71 - blockidx_x 0 - blockidx_y 0- threadid_x 7 - threadid_y 2 - thread_x 7 - thread_y 2
graddim_x 1 - graddim_y 4 - blockdim_x 32 - blockdim_y 4 -cac_thread 72 - blockidx_x 0 - blockidx_y 0- threadid_x 8 - threadid_y 2 - thread_x 8 - thread_y 2
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