diff options
Diffstat (limited to 'matrix/cukernel.cu')
-rw-r--r-- | matrix/cukernel.cu | 21 |
1 files changed, 21 insertions, 0 deletions
diff --git a/matrix/cukernel.cu b/matrix/cukernel.cu new file mode 100644 index 0000000..91e7e35 --- /dev/null +++ b/matrix/cukernel.cu @@ -0,0 +1,21 @@ +#include "generic/matrix.h" +#define CUDA_THREADS_N 16 +#define CEIL_DIV(a, b) (((a) + (b) - 1) / (b)) +__global__ void sigmoid(const float *a, float *b, + int nrow, int ncol, int stride) { + int j = blockIdx.x * blockDim.x + threadIdx.x; + int i = blockIdx.y * blockDim.y + threadIdx.y; + long idx; + if (i >= nrow || j >= ncol) return; + idx = j + i * stride; + b[idx] = 1.0 / (1.0 + exp(-a[idx])); +} + +extern "C" void cuda_sigmoid(const Matrix *a, Matrix *b) { + dim3 threadsPerBlock(CUDA_THREADS_N, + CUDA_THREADS_N); + dim3 numBlocks(CEIL_DIV(b->ncol, threadsPerBlock.x), + CEIL_DIV(b->nrow, threadsPerBlock.y)); + sigmoid<<<numBlocks, threadsPerBlock>>>(a->data.f, b->data.f, b->nrow, b->ncol, + b->stride / sizeof(float)); +} |