/* * Copyright (c) 2018-2020 * Jianjia Ma * majianjia@live.com * * SPDX-License-Identifier: Apache-2.0 * * Change Logs: * Date Author Notes * 2020-08-24 Jianjia Ma The first version */ #ifndef __NNOM_LSTM_CELL_H__ #define __NNOM_LSTM_CELL_H__ #ifdef __cplusplus extern "C" { #endif #include "nnom_rnn.h" #include "nnom_activation.h" // a machine interface for configuration typedef struct _nnom_lstm_cell_config_t { nnom_layer_config_t super; nnom_tensor_t *weights; nnom_tensor_t* recurrent_weights; nnom_tensor_t *bias; nnom_qformat_param_t q_dec_z, q_dec_h, q_dec_c; // z = iw + hw, c = cell state; h=output and memory uint16_t units; } nnom_lstm_cell_config_t; typedef struct _nnom_lstm_cell_t { nnom_rnn_cell_t super; nnom_tensor_t* weights; nnom_tensor_t* recurrent_weights; nnom_tensor_t* bias; // experimental, // iw: input x weight // hw: hidden state x recurrent weight // h: hidden state (memor) // c: cell state nnom_qformat_param_t q_dec_z, q_dec_h, q_dec_c; nnom_qformat_param_t oshift_iw, oshift_hw, oshift_zc, bias_shift; } nnom_lstm_cell_t; // LSTM nnom_rnn_cell_t *lstm_cell_s(const nnom_lstm_cell_config_t* config); nnom_status_t lstm_cell_free(nnom_rnn_cell_t* cell); nnom_status_t lstm_cell_q7_q15_build(nnom_rnn_cell_t* cell); nnom_status_t lstm_cell_q7_q15_run(nnom_rnn_cell_t* cell); #ifdef __cplusplus } #endif #endif /* __NNOM_LSTM_CELL_H__ */