#include "cuda_utils.cuh" #include template __device__ void cast_( const size_t numel, const size_t num_dims, const size_t *info, const S *inp, T *out ) { const size_t *dims = info; const size_t *strides = info + num_dims; if (info == nullptr || is_contiguous(num_dims, dims, strides)) { for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { out[i] = inp[i]; } } 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); out[i] = inp[strided_i]; } } } template __device__ void cast_through( const size_t numel, const size_t num_dims, const size_t *info, const S *inp, T *out ) { const size_t *dims = info; const size_t *strides = info + num_dims; if (info == nullptr || is_contiguous(num_dims, dims, strides)) { for (unsigned int i = blockIdx.x * blockDim.x + threadIdx.x; i < numel; i += blockDim.x * gridDim.x) { out[i] = static_cast(static_cast(inp[i])); } } 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); out[i] = static_cast(static_cast(inp[strided_i])); } } } #define CAST_OP(SRC_TYPENAME, DST_TYPENAME, FN_NAME) \ extern "C" __global__ void FN_NAME( \ const size_t numel, \ const size_t num_dims, \ const size_t *info, \ const SRC_TYPENAME *inp, \ DST_TYPENAME *out \ ) { \ cast_(numel, num_dims, info, inp, out); \ } \ #define CAST_THROUGH_OP(SRC_TYPENAME, DST_TYPENAME, INT_TYPENAME, FN_NAME) \ extern "C" __global__ void FN_NAME( \ const size_t numel, \ const size_t num_dims, \ const size_t *info, \ const SRC_TYPENAME *inp, \ DST_TYPENAME *out \ ) { \ cast_through(numel, num_dims, info, inp, out); \ } \ #if __CUDA_ARCH__ >= 800 CAST_OP(__nv_bfloat16, __nv_bfloat16, cast_bf16_bf16) CAST_OP(__nv_bfloat16, uint32_t, cast_bf16_u32) CAST_OP(__nv_bfloat16, float, cast_bf16_f32) CAST_OP(__nv_bfloat16, double, cast_bf16_f64) CAST_OP(uint8_t, __nv_bfloat16, cast_u8_bf16) CAST_OP(uint32_t, __nv_bfloat16, cast_u32_bf16) CAST_OP(float, __nv_bfloat16, cast_f32_bf16) CAST_OP(double, __nv_bfloat16, cast_f64_bf16) CAST_THROUGH_OP(__nv_bfloat16, uint8_t, float, cast_bf16_u8) CAST_THROUGH_OP(__nv_bfloat16, __half, float, cast_bf16_f16) CAST_THROUGH_OP(__half, __nv_bfloat16, float, cast_f16_bf16) #else #include #if CUDA_VERSION >= 11000 CAST_OP(__nv_bfloat16, float, cast_bf16_f32) CAST_OP(float, __nv_bfloat16, cast_f32_bf16) CAST_THROUGH_OP(__nv_bfloat16, uint8_t, float, cast_bf16_u8) CAST_THROUGH_OP(__nv_bfloat16, __half, float, cast_bf16_f16) CAST_THROUGH_OP(__nv_bfloat16, double, float, cast_bf16_f64) CAST_THROUGH_OP(__half, __nv_bfloat16, float, cast_f16_bf16) CAST_THROUGH_OP(double, __nv_bfloat16, float, cast_f64_bf16) CAST_THROUGH_OP(uint8_t, __nv_bfloat16, float, cast_u8_bf16) #endif #endif #if __CUDA_ARCH__ >= 530 CAST_OP(__half, __half, cast_f16_f16) CAST_THROUGH_OP(__half, uint8_t, float, cast_f16_u8) CAST_OP(__half, uint32_t, cast_f16_u32) CAST_OP(__half, float, cast_f16_f32) CAST_OP(__half, double, cast_f16_f64) CAST_OP(uint8_t, __half, cast_u8_f16 ) CAST_OP(uint32_t, __half, cast_u32_f16) CAST_OP(float, __half, cast_f32_f16) CAST_OP(double, __half, cast_f64_f16) #endif CAST_OP(uint32_t, uint32_t, cast_u32_u32) CAST_OP(uint32_t, uint8_t, cast_u32_u8 ) CAST_OP(uint32_t, int64_t, cast_u32_i64 ) CAST_OP(uint32_t, float, cast_u32_f32) CAST_OP(uint32_t, double, cast_u32_f64) CAST_OP(uint8_t, uint32_t, cast_u8_u32) CAST_OP(uint8_t, uint8_t, cast_u8_u8 ) CAST_OP(uint8_t, int64_t, cast_u8_i64 ) CAST_OP(uint8_t, float, cast_u8_f32) CAST_OP(uint8_t, double, cast_u8_f64) CAST_OP(int64_t, uint32_t, cast_i64_u32) CAST_OP(int64_t, uint8_t, cast_i64_u8 ) CAST_OP(int64_t, int64_t, cast_i64_i64 ) CAST_OP(int64_t, float, cast_i64_f32) CAST_OP(int64_t, double, cast_i64_f64) CAST_OP(float, uint8_t, cast_f32_u8 ) CAST_OP(float, uint32_t, cast_f32_u32) CAST_OP(float, int64_t, cast_f32_i64 ) CAST_OP(float, float, cast_f32_f32) CAST_OP(float, double, cast_f32_f64) CAST_OP(double, uint8_t, cast_f64_u8 ) CAST_OP(double, uint32_t, cast_f64_u32) CAST_OP(double, int64_t, cast_f64_i64 ) CAST_OP(double, float, cast_f64_f32) CAST_OP(double, double, cast_f64_f64)