add block and grid loop for index_sample kernel to deal with a large-shape tensor #37816
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… develop_index_sample
thisjiang
reviewed
Jan 19, 2022
| unsigned int index_i = blockDim.x * blockIdx.x + threadIdx.x; | ||
| unsigned int index_j = blockDim.y * blockIdx.y + threadIdx.y; | ||
| for (; index_j < batch_size; index_j += blockDim.y * gridDim.y) { | ||
| index_i = blockDim.x * blockIdx.x + threadIdx.x; |
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这个确定不是冗余的么😂完全没必要重新计算一遍吧？
| unsigned int index_j = blockDim.y * blockIdx.y + threadIdx.y; | ||
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| for (; index_j < batch_size; index_j += blockDim.y * gridDim.y) { | ||
| index_i = blockDim.x * blockIdx.x + threadIdx.x; |
| @@ -153,9 +166,16 @@ class IndexSampleGradKernel<platform::CUDADeviceContext, T> | |||
| auto block_height = | |||
| platform::RoundToPowerOfTwo(index_length * batch_size) / block_width; | |||
| dim3 block_dim(block_width, block_height); | |||
| unsigned int threads = 512; | |||
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重复代码，可以提取出来：
void CheckLaunchParamValid(const framework::ExecutionContext& ctx, dim3* block_dim, dim3* grid_dim) {
unsigned int threads = 512;
block_dim->x = block_dim->x < threads ? block_dim->x : threads;
block_dim->y = block_dim->y < threads ? block_dim->y : threads;
dim3 max_grid_dim =
ctx.template device_context<platform::CUDADeviceContext>()
.GetCUDAMaxGridDimSize();
grid_dim->x = grid_dim->x < max_grid_dim.x ? grid_dim->x : max_grid_dim.x;
grid_dim->y = grid_dim->y < max_grid_dim.y ? grid_dim->y : max_grid_dim.y;
}然后调用
CheckLaunchParamValid(ctx, &block_dim, &grid_dim);而非重复写两次。
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定义了函数MIN检查block dim，函数LimitGridDim检查grid dim。感谢～
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PR types
Bug fixes
PR changes
OPs
Describe
When the length of input tensor is large than block_dim * grid_dim，the index_sample kernel would not deal with the exceeding part. So we add block and grid loop in the kernel.