TIM-VX/src/tim/vx/ops/unidirectional_sequence_lst...

87 lines
3.8 KiB
C++
Raw Normal View History

/****************************************************************************
*
2023-01-20 11:38:21 +08:00
* 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<int32_t>(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<Operation> UnidirectionalSequenceLstm::Clone(std::shared_ptr<Graph>& graph) const {
auto cloned_op =
graph->CreateOperation<tim::vx::ops::UnidirectionalSequenceLstm>(
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