/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. */ #ifndef HL_CPU_MATRIX_KERNEL_CUH_ #define HL_CPU_MATRIX_KERNEL_CUH_ #include #include "hl_base.h" #if defined(__ARM_NEON__) || defined(__ARM_NEON) #include "hl_neon_matrix_kernel.cuh" #else #include "hl_sse_matrix_kernel.cuh" #endif /** * @brief cpu element wise unary operator. */ template void hl_cpu_apply_unary_op(Op op, T* A_h, int dimM, int dimN, int lda) { for (int i = 0; i < dimM; i ++) { for (int j = 0; j < dimN; j++) { op.cpuOperator(A_h[i*lda + j]); } } } /** * @brief cpu element wise binary operator. */ template void hl_cpu_apply_binary_op(Op op, T* A_h, T* B_h, int dimM, int dimN, int lda, int ldb) { for (int i = 0; i < dimM; i ++) { for (int j = 0; j < dimN; j++) { if (BAsRowVector == 0 && BAsColVector == 0) { op.cpuOperator(A_h[i * lda + j], B_h[i * ldb + j]); } else if (BAsRowVector == 1 && BAsColVector == 0) { op.cpuOperator(A_h[i * lda + j], B_h[j]); } else if (BAsRowVector == 0 && BAsColVector == 1) { op.cpuOperator(A_h[i * lda + j], B_h[i * ldb]); } else { op.cpuOperator(A_h[i * lda + j], B_h[0]); } } } } /** * @brief cpu element wise ternary operator. */ template void hl_cpu_apply_ternary_op(Op op, T* A_h, T* B_h, T* C_h, int dimM, int dimN, int lda, int ldb, int ldc) { for (int i = 0; i < dimM; i ++) { for (int j = 0; j < dimN; j++) { if (CAsRowVector == 0 && CAsColVector == 0) { op.cpuOperator(A_h[i*lda + j], B_h[i*ldb + j], C_h[i*ldc + j]); } else if (CAsRowVector == 1 && CAsColVector == 0) { op.cpuOperator(A_h[i*lda + j], B_h[i*ldb + j], C_h[j]); } else if (CAsRowVector == 0 && CAsColVector == 1) { op.cpuOperator(A_h[i*lda + j], B_h[i*ldb + j], C_h[i*ldc]); } else { op.cpuOperator(A_h[i*lda + j], B_h[i*ldb + j], C_h[0]); } } } } /** * @brief cpu element wise quaternary operator. */ template void hl_cpu_apply_quaternary_op(Op op, T* A_h, T* B_h, T* C_h, T* D_h, int dimM, int dimN, int lda, int ldb, int ldc, int ldd) { for (int i = 0; i < dimM; i ++) { for (int j = 0; j < dimN; j++) { op.cpuOperator(A_h[i*lda + j], B_h[i*ldb + j], C_h[i*ldc + j], D_h[i*ldd + j]); } } } template void hl_matrix_row_op(Agg agg, Op op, Saver sv, int dimM, int dimN, real *dst, int ld, real *A, int lda) { for (int i = 0; i < dimM; i++) { real tmp = agg.init(); for (int j = 0; j < dimN; j++) { tmp = agg(tmp, op(A[i * lda + j])); } dst[i*ld] = sv(dst[i*ld], tmp); } } template void hl_matrix_row_op(Agg agg, Op op, Saver sv, int dimM, int dimN, real *dst, int ld, real *A, int lda, real *B, int ldb) { for (int i = 0; i < dimM; i++) { real tmp = agg.init(); for (int j = 0; j < dimN; j++) { tmp = agg(tmp, op(A[i * lda + j], B[i * ldb + j])); } dst[i*ld] = sv(dst[i*ld], tmp); } } template void hl_cpu_matrix_row_op(Agg agg, Op op, Saver sv, int dimM, int dimN, real *dst, int ld, real *A, int lda) { #ifndef __CUDA_ARCH__ if (!Agg::sse || !Op::sse || !Saver::sse) { hl_matrix_row_op(agg, op, sv, dimM, dimN, dst, ld, A, lda); } else { if (hl_check_align(A) && hl_check_align(lda*sizeof(real))) { hl_sse_matrix_row_op(agg, op, sv, dimM, dimN, dst, ld, A, lda); } else { hl_matrix_row_op(agg, op, sv, dimM, dimN, dst, ld, A, lda); } } #endif } template void hl_cpu_matrix_row_op(Agg agg, Op op, Saver sv, int dimM, int dimN, real *dst, int ld, real *A, int lda, real *B, int ldb) { #ifndef __CUDA_ARCH__ if (!Agg::sse || !Op::sse || !Saver::sse) { hl_matrix_row_op(agg, op, sv, dimM, dimN, dst, ld, A, lda, B, ldb); } else { if (hl_check_align(A) && hl_check_align(lda*sizeof(real)) && hl_check_align(B) && hl_check_align(ldb*sizeof(real))) { hl_sse_matrix_row_op( agg, op, sv, dimM, dimN, dst, ld, A, lda, B, ldb); } else { hl_matrix_row_op(agg, op, sv, dimM, dimN, dst, ld, A, lda, B, ldb); } } #endif } template void hl_cpu_matrix_column_op(Agg agg, Op op, Saver sv, int dimM, int dimN, real *dst, real *A, int lda) { #ifndef __CUDA_ARCH__ if (!Agg::sse || !Op::sse || !Saver::sse) { hl_matrix_column_op(agg, op, sv, dimM, dimN, dst, A, lda); } else { if (hl_check_align(A) && hl_check_align(lda*sizeof(real)) && hl_check_align(dst)) { hl_sse_matrix_column_op(agg, op, sv, dimM, dimN, dst, A, lda); } else { hl_matrix_column_op(agg, op, sv, dimM, dimN, dst, A, lda); } } #endif } template void hl_cpu_matrix_column_op(Agg agg, Op op, Saver sv, int dimM, int dimN, real *dst, real *A, int lda, real *B, int ldb) { #ifndef __CUDA_ARCH__ if (!Agg::sse || !Op::sse || !Saver::sse) { hl_matrix_column_op(agg, op, sv, dimM, dimN, dst, A, lda, B, ldb); } else { if (hl_check_align(A) && hl_check_align(lda*sizeof(real)) && hl_check_align(B) && hl_check_align(ldb*sizeof(real)) && hl_check_align(dst)) { hl_sse_matrix_column_op( agg, op, sv, dimM, dimN, dst, A, lda, B, ldb); } else { hl_matrix_column_op(agg, op, sv, dimM, dimN, dst, A, lda, B, ldb); } } #endif } #endif /* HL_CPU_MATRIX_KERNEL_CUH_ */