/**************************************************************************** * * Copyright (c) 2020-2023 Vivante Corporation * * Permission is hereby granted, free of charge, to any person obtaining a * copy of this software and associated documentation files (the "Software"), * to deal in the Software without restriction, including without limitation * the rights to use, copy, modify, merge, publish, distribute, sublicense, * and/or sell copies of the Software, and to permit persons to whom the * Software is furnished to do so, subject to the following conditions: * * The above copyright notice and this permission notice shall be included in * all copies or substantial portions of the Software. * * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING * FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER * DEALINGS IN THE SOFTWARE. * *****************************************************************************/ #include "tim/vx/ops/unidirectional_sequence_lstm.h" #include "builtin_op_impl.h" #include "vsi_nn_pub.h" namespace tim { namespace vx { namespace ops { vsi_nn_activation_e downcast_act_type(UnidirectionalSequenceLstm::ActivationType act) { switch (act) { case UnidirectionalSequenceLstm::ActivationType::kRELU: return VSI_NN_LSTMUNIT_ACT_RELU; case UnidirectionalSequenceLstm::ActivationType::kRELU6: return VSI_NN_LSTMUNIT_ACT_RELU6; case UnidirectionalSequenceLstm::ActivationType::kTANH: return VSI_NN_LSTMUNIT_ACT_TANH; case UnidirectionalSequenceLstm::ActivationType::kSIGMOID: return VSI_NN_LSTMUNIT_ACT_SIGMOID; case UnidirectionalSequenceLstm::ActivationType::kHARDSIGMOID: return VSI_NN_LSTMUNIT_ACT_HARD_SIGMOID; default: { VSILOGW("Not supported activition type for LSTM = %d", static_cast(act)); return VSI_NN_ACT_NONE; } } } UnidirectionalSequenceLstm::UnidirectionalSequenceLstm( Graph* graph, float cell_clip, float proj_clip, ActivationType act_type, float forget_bias, bool time_major, ActivationType recurrent_act_type, bool return_sequences) : BuiltinOp(graph, VSI_NN_OP_LSTM_OVXLIB, LSTM_INPUT_CNT, LSTM_OUTPUT_CNT), act_type_(act_type), recurrent_act_type_(recurrent_act_type) { this->impl()->node()->nn_param.lstm_ovxlib.cell_clip = cell_clip; this->impl()->node()->nn_param.lstm_ovxlib.proj_clip = proj_clip; this->impl()->node()->nn_param.lstm_ovxlib.time_major = time_major; this->impl()->node()->nn_param.lstm_ovxlib.activation = downcast_act_type(act_type); this->impl()->node()->nn_param.lstm_ovxlib.forget_bias = forget_bias; this->impl()->node()->nn_param.lstm_ovxlib.recurrent_activation = downcast_act_type(recurrent_act_type); this->impl()->node()->nn_param.lstm_ovxlib.return_sequences = return_sequences; } std::shared_ptr UnidirectionalSequenceLstm::Clone(std::shared_ptr& graph) const { auto cloned_op = graph->CreateOperation( this->impl()->node()->nn_param.lstm_ovxlib.cell_clip, this->impl()->node()->nn_param.lstm_ovxlib.proj_clip, act_type_, this->impl()->node()->nn_param.lstm_ovxlib.forget_bias, this->impl()->node()->nn_param.lstm_ovxlib.time_major, recurrent_act_type_, this->impl()->node()->nn_param.lstm_ovxlib.return_sequences); return cloned_op; } } } // namespace vx } // namespace tim