/* ****************************************************************************** * * * 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. * * See the NOTICE file distributed with this work for additional * information regarding copyright ownership. * 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 { ////////////////////////////////////////////////////////////////////////// SD_LIB_HIDDEN void lstmLayerCell(NDArray* x, NDArray* Wx, NDArray* Wr, NDArray* b, NDArray* hI, NDArray* cI, NDArray* Wp, const std::vector& params, NDArray* h, NDArray* c); ////////////////////////////////////////////////////////////////////////// // this auxiliary ff should be running before backprop SD_LIB_HIDDEN void lstmLayerCell(NDArray* x, NDArray* Wx, NDArray* Wr, NDArray* b, NDArray* hI, NDArray* cI, NDArray* Wp, const std::vector& params, NDArray* z, NDArray* a, NDArray* h, NDArray* c); ////////////////////////////////////////////////////////////////////////// SD_LIB_HIDDEN void lstmLayerCellBp(NDArray* x, NDArray* Wx, NDArray* Wr, NDArray* b, NDArray* hI, NDArray* cI, NDArray* Wp, NDArray* dLdh, NDArray* dLdhL, NDArray* dLdcL, NDArray* z, NDArray* a, NDArray* c, const std::vector& params, NDArray* dLdx, NDArray* dLdWx, NDArray* dLdWr, NDArray* dLdhI, NDArray* dLdcI, NDArray* dLdb, NDArray* dLdWp); ////////////////////////////////////////////////////////////////////////// SD_LIB_HIDDEN void lstmLayerTimeLoop(NDArray* x, NDArray* Wx, NDArray* Wr, NDArray* b, NDArray* seqLen, NDArray* hI, NDArray* cI, NDArray* Wp, const std::vector& params, const bool forward, NDArray* h, NDArray* hL, NDArray* cL); ////////////////////////////////////////////////////////////////////////// SD_LIB_HIDDEN void lstmLayerTimeLoopBp(NDArray* x, NDArray* Wx, NDArray* Wr, NDArray* b, NDArray* seqLen, NDArray* hI, NDArray* cI, NDArray* Wp, NDArray* dLdh, NDArray* dLdhL, NDArray* dLdcL, const std::vector& params, const bool forward, NDArray* dLdx, NDArray* dLdWx, NDArray* dLdWr, NDArray* dLdb, NDArray* dLdhI, NDArray* dLdcI, NDArray* dLdWp); } // namespace helpers } // namespace ops } // namespace sd #endif // LIBND4J_LSTMLAYER_H