/** * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved. * MIT License (https://opensource.org/licenses/MIT) */ #pragma once #include "precomp.h" namespace funasr { class Paraformer : public Model { /** * Author: Speech Lab of DAMO Academy, Alibaba Group * Paraformer: Fast and Accurate Parallel Transformer for Non-autoregressive End-to-End Speech Recognition * https://arxiv.org/pdf/2206.08317.pdf */ private: //std::unique_ptr fbank_; knf::FbankOptions fbank_opts; Vocab* vocab; vector means_list; vector vars_list; const float scale = 22.6274169979695; int32_t lfr_window_size = 7; int32_t lfr_window_shift = 6; void LoadCmvn(const char *filename); vector ApplyLfr(const vector &in); void ApplyCmvn(vector *v); string GreedySearch( float* in, int n_len, int64_t token_nums); std::shared_ptr m_session; Ort::Env env_; Ort::SessionOptions session_options; vector m_strInputNames, m_strOutputNames; vector m_szInputNames; vector m_szOutputNames; public: Paraformer(); ~Paraformer(); void InitAsr(const std::string &am_model, const std::string &am_cmvn, const std::string &am_config, int thread_num); void Reset(); vector FbankKaldi(float sample_rate, const float* waves, int len); string ForwardChunk(float* din, int len, int flag); string Forward(float* din, int len, int flag); string Rescoring(); }; } // namespace funasr