/******************************************************************************* * Copyright (c) 2015-2018 Skymind, Inc. * * This program and the accompanying materials are made available under the * terms of the Apache License, Version 2.0 which is available at * https://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. * * SPDX-License-Identifier: Apache-2.0 ******************************************************************************/ // // Created by raver119 on 20.12.17. // #include namespace nd4j { namespace ops { namespace helpers { template void __matmul(NDArray *vA, NDArray *vB, NDArray *vC, int transA, int transB, double alpha, double beta) { CBLAS_TRANSPOSE tA = (CBLAS_TRANSPOSE) transA; CBLAS_TRANSPOSE tB = (CBLAS_TRANSPOSE) transB; int M = vA->sizeAt(0); int N = vB->sizeAt(1); int K = vA->sizeAt(1); int ldA = transA == CblasNoTrans ? M : K; int ldB = transB == CblasNoTrans ? K : N; int ldC = M; auto A = reinterpret_cast(vA->buffer()); auto B = reinterpret_cast(vB->buffer()); auto C = reinterpret_cast(vC->buffer()); PRAGMA_OMP_PARALLEL_FOR_SIMD_COLLAPSE(2) for (int m = 0; m < M; ++m) { for (int n = 0; n < N; ++n) { Z c_mnp = 0; for (int k = 0; k < K; ++k) c_mnp += (Z) A[tA == CblasNoTrans ? (m + k * ldA) : (m * ldA + k)] * (Z) B[tB == CblasNoTrans ? (k + n * ldB) : (k * ldB + n)]; C[m + n * ldC] = (Z) alpha * (Z) c_mnp + (Z) beta * (Z) C[m + n * ldC]; } } } void _matmul(nd4j::LaunchContext * context, NDArray *vA, NDArray *vB, NDArray *vC, int transA, int transB, double alpha, double beta) { BUILD_TRIPLE_SELECTOR(vA->dataType(), vB->dataType(), vC->dataType(), __matmul, (vA, vB, vC, transA, transB, alpha, beta), LIBND4J_TYPES, LIBND4J_TYPES, LIBND4J_TYPES); } BUILD_TRIPLE_TEMPLATE(template void __matmul, (NDArray *A, NDArray *B, NDArray *C, int transA, int transB, double alpha, double beta), LIBND4J_TYPES, LIBND4J_TYPES, LIBND4J_TYPES); } } }