Optimize the unary cuda kernels for the contiguous case.

This commit is contained in:
laurent
2023-06-23 18:40:15 +01:00
parent 4f9f14a06b
commit 5ca309ecb0
3 changed files with 43 additions and 13 deletions

View File

@ -6,22 +6,28 @@ extern "C" __global__ void FN_NAME( \
const size_t numel, \
const size_t num_dims, \
const size_t *info, \
const TYPENAME *x, \
TYPENAME *y, \
const TYPENAME *inp, \
TYPENAME *out, \
const TYPENAME mul, \
const TYPENAME add \
) { \
const size_t *dims = info; \
const size_t *strides = info + num_dims; \
unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; \
if (i >= numel) { \
return; \
} \
unsigned strided_i = get_strided_index(i, num_dims, dims, strides); \
y[strided_i] = x[i] * mul + add; \
if (is_contiguous(num_dims, dims, strides)) { \
for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { \
TYPENAME x = inp ? inp[i] : out[i]; \
out[i] = x * mul + add; \
} \
} \
else { \
for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { \
unsigned strided_i = get_strided_index(i, num_dims, dims, strides); \
TYPENAME x = inp ? inp[strided_i] : out[i]; \
out[i] = x * mul + add; \
} \
} \
} \
AFFINE_OP(float, affine_f32)
AFFINE_OP(double, affine_f64)
AFFINE_OP(uint32_t, affine_u32)

View File

@ -1,6 +1,22 @@
#include "cuda_fp16.h"
#include "compatibility.cuh"
__device__ bool is_contiguous(
const size_t num_dims,
const size_t *dims,
const size_t *strides
) {
size_t acc = 1;
for (unsigned int d = 0; d < num_dims; d++) {
unsigned int dim_idx = num_dims - 1 - d;
if (acc != strides[dim_idx]) {
return false;
}
acc *= dims[dim_idx];
}
return true;
}
__device__ unsigned int get_strided_index(
unsigned int idx,
const size_t num_dims,

View File

@ -10,10 +10,18 @@ extern "C" __global__ void FN_NAME( \
) { \
const size_t *dims = info; \
const size_t *strides = info + num_dims; \
for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { \
unsigned strided_i = get_strided_index(i, num_dims, dims, strides); \
TYPENAME x = inp ? inp[strided_i] : out[i]; \
out[i] = FUNC; \
if (is_contiguous(num_dims, dims, strides)) { \
for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { \
TYPENAME x = inp ? inp[i] : out[i]; \
out[i] = FUNC; \
} \
} \
else { \
for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { \
unsigned strided_i = get_strided_index(i, num_dims, dims, strides); \
TYPENAME x = inp ? inp[strided_i] : out[i]; \
out[i] = FUNC; \
} \
} \
} \