/******************************************************************************* * 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 ******************************************************************************/ // // @author Yurii Shyrma (iuriish@yahoo.com) // #ifndef LIBND4J_LSTMLAYER_H #define LIBND4J_LSTMLAYER_H #include namespace sd { namespace ops { namespace helpers { ////////////////////////////////////////////////////////////////////////// void ND4J_EXPORT lstmLayerCell(const NDArray* x, const NDArray* Wx, const NDArray* Wr, const NDArray* b, const NDArray* hI, const NDArray* cI, const NDArray* Wp, const std::vector& params, NDArray* h, NDArray* c); ////////////////////////////////////////////////////////////////////////// // this auxiliary ff should be running before backprop void ND4J_EXPORT lstmLayerCell(const NDArray* x, const NDArray* Wx, const NDArray* Wr, const NDArray* b, const NDArray* hI, const NDArray* cI, const NDArray* Wp, const std::vector& params, NDArray* z, NDArray* a, NDArray* h, NDArray* c); ////////////////////////////////////////////////////////////////////////// void ND4J_EXPORT lstmLayerCellBp(const NDArray* x, const NDArray* Wx, const NDArray* Wr, const NDArray* b, const NDArray* hI, const NDArray* cI, const NDArray* Wp, const NDArray* dLdh, const NDArray* dLdhL, const NDArray* dLdcL, const NDArray* z, const NDArray* a, const NDArray* c, const std::vector& params, NDArray* dLdx, NDArray* dLdWx, NDArray* dLdWr, NDArray* dLdhI, NDArray* dLdcI, NDArray* dLdb, NDArray* dLdWp); ////////////////////////////////////////////////////////////////////////// void ND4J_EXPORT lstmLayerTimeLoop(const NDArray* x, const NDArray* Wx, const NDArray* Wr, const NDArray* b, const NDArray* seqLen, const NDArray* hI, const NDArray* cI, const NDArray* Wp, const std::vector& params, const bool forward, NDArray* h, NDArray* hL, NDArray* cL); ////////////////////////////////////////////////////////////////////////// void ND4J_EXPORT lstmLayerTimeLoopBp(const NDArray* x, const NDArray* Wx, const NDArray* Wr, const NDArray* b, const NDArray* seqLen, NDArray* hI, NDArray* cI, const NDArray* Wp, const NDArray* dLdh, const NDArray* dLdhL, const NDArray* dLdcL, const std::vector& params, const bool forward, NDArray* dLdx, NDArray* dLdWx, NDArray* dLdWr, NDArray* dLdb, NDArray* dLdhI, NDArray* dLdcI, NDArray* dLdWp); } } } #endif //LIBND4J_LSTMLAYER_H