diff options
Diffstat (limited to 'csrc/ops.cu')
-rw-r--r-- | csrc/ops.cu | 33 |
1 files changed, 25 insertions, 8 deletions
diff --git a/csrc/ops.cu b/csrc/ops.cu index e49c94b..b121fc2 100644 --- a/csrc/ops.cu +++ b/csrc/ops.cu @@ -50,11 +50,23 @@ void dequantize(float *code, unsigned char *A, float *out, int n) CUDA_CHECK_RETURN(cudaPeekAtLastError()); } -template <typename T, int STOCHASTIC> void quantizeBlockwise(float * code, T *A, float *absmax, unsigned char *out, float *rand, int rand_offset, const int n) +template <typename T, int STOCHASTIC> void quantizeBlockwise(float * code, T *A, float *absmax, unsigned char *out, float *rand, int rand_offset, int blocksize, const int n) { - int num_blocks = n/4096; - num_blocks = n % 4096 == 0 ? num_blocks : num_blocks + 1; - kQuantizeBlockwise<T, 4096, 4, STOCHASTIC><<<num_blocks, 1024>>>(code, A, absmax, out, rand, rand_offset, n); + int num_blocks = n/blocksize; + num_blocks = n % blocksize == 0 ? num_blocks : num_blocks + 1; + if(STOCHASTIC == 1) + assert(blocksize == 4096); + + if(blocksize == 4096) + kQuantizeBlockwise<T, 4096, 4, STOCHASTIC><<<num_blocks, 1024>>>(code, A, absmax, out, rand, rand_offset, n); + else if(blocksize == 2048) + kQuantizeBlockwise<T, 2048, 4, 0><<<num_blocks, 512>>>(code, A, absmax, out, rand, rand_offset, n); + else if(blocksize == 1024) + kQuantizeBlockwise<T, 1024, 4, 0><<<num_blocks, 256>>>(code, A, absmax, out, rand, rand_offset, n); + else if(blocksize == 512) + kQuantizeBlockwise<T, 512, 2, 0><<<num_blocks, 256>>>(code, A, absmax, out, rand, rand_offset, n); + + CUDA_CHECK_RETURN(cudaPeekAtLastError()); } @@ -66,6 +78,11 @@ template<typename T> void dequantizeBlockwise(float *code, unsigned char *A, flo kDequantizeBlockwise<T, 4096, 1024, 4><<<num_blocks, 4096/4>>>(code, A, absmax, out, n); else if(blocksize == 2048) kDequantizeBlockwise<T, 2048, 512, 4><<<num_blocks, 2048/4>>>(code, A, absmax, out, n); + else if(blocksize == 1024) + kDequantizeBlockwise<T, 1024, 256, 4><<<num_blocks, 1024/4>>>(code, A, absmax, out, n); + else if(blocksize == 512) + kDequantizeBlockwise<T, 512, 256, 2><<<num_blocks, 512/2>>>(code, A, absmax, out, n); + CUDA_CHECK_RETURN(cudaPeekAtLastError()); } @@ -659,10 +676,10 @@ template void transformRowToFormat<COL_AMPERE, 1>(char * A, char *out, int rows, template void estimateQuantiles(half *A, float *code, float offset, int n); template void estimateQuantiles(float *A, float *code, float offset, int n); -template void quantizeBlockwise<half, 0>(float * code, half *A, float *absmax, unsigned char *out, float* rand, int rand_offset, const int n); -template void quantizeBlockwise<float, 0>(float * code, float *A, float *absmax, unsigned char *out, float* rand, int rand_offset, const int n); -template void quantizeBlockwise<half, 1>(float * code, half *A, float *absmax, unsigned char *out, float* rand, int rand_offset, const int n); -template void quantizeBlockwise<float, 1>(float * code, float *A, float *absmax, unsigned char *out, float* rand, int rand_offset, const int n); +template void quantizeBlockwise<half, 0>(float * code, half *A, float *absmax, unsigned char *out, float* rand, int rand_offset, int blocksize, const int n); +template void quantizeBlockwise<float, 0>(float * code, float *A, float *absmax, unsigned char *out, float* rand, int rand_offset, int blocksize, const int n); +template void quantizeBlockwise<half, 1>(float * code, half *A, float *absmax, unsigned char *out, float* rand, int rand_offset, int blocksize, const int n); +template void quantizeBlockwise<float, 1>(float * code, float *A, float *absmax, unsigned char *out, float* rand, int rand_offset, int blocksize, const int n); template void dequantizeBlockwise<half>(float *code, unsigned char *A, float *absmax, half *out, int blocksize, const int n); template void dequantizeBlockwise<float>(float *code, unsigned char *A, float *absmax, float *out, int blocksize, const int n); |