/**************************************************************************** * * 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. * *****************************************************************************/ #ifndef TIM_VX_OPS_UNIDIRECTIONAL_SEQUENCE_GRU_H_ #define TIM_VX_OPS_UNIDIRECTIONAL_SEQUENCE_GRU_H_ #include #include "tim/vx/builtin_op.h" namespace tim { namespace vx { namespace ops { /** * ## UnidirectionalSequenceGRU * * - num_units : dimensionality of the output space. * - activation : Activation function to use. * - recurrent_activation : Activation function to use for the recurrent step. * - reset_after : whether to apply reset gate after or before matrix multiplication. * False = "before", True = "after". * - return_sequences : Whether to return the last output in the output sequence, * or the full sequence. Default: False. * - time_major : If True, the inputs and outputs will be in shape [feature, batch, timesteps], * in the False case, it will be [feature, timesteps, batch]. */ class UnidirectionalSequenceGRU : public BuiltinOp { public: enum ActivationType { kNONE = 0, kRELU = 1, kRELU6 = 3, kTANH = 4, kSIGMOID = 6, kHARDSIGMOID = 31, /* temporary use 31 */ }; UnidirectionalSequenceGRU( Graph* graph, uint32_t num_units, ActivationType activation = ActivationType::kTANH, ActivationType recurrent_activation = ActivationType::kSIGMOID, bool reset_after = true, bool return_sequences = false, /*False: only return last state*/ bool time_major = true); std::shared_ptr Clone( std::shared_ptr& graph) const override; protected: const uint32_t num_units_; const ActivationType activation_; const ActivationType recurrent_activation_; const bool reset_after_; const bool return_sequences_; const bool time_major_; }; } // namespace ops } // namespace vx } // namespace tim #endif /* TIM_VX_OPS_UNIDIRECTIONAL_SEQUENCE_GRU_H_ */