数据并行可能导致的模型训练报错 (#2139)

pointerhacker

2024-10-15 70645e48072bf193fbf069949f1d2b10fddac8a3

 runtime/onnxruntime/src/funasrruntime.cpp

@@ -207,7 +207,8 @@
   // APIs for Offline-stream Infer
   _FUNASRAPI FUNASR_RESULT FunOfflineInferBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, 
                                       FUNASR_MODE mode, QM_CALLBACK fn_callback, const std::vector<std::vector<float>> &hw_emb, 
                                       int sampling_rate, std::string wav_format, bool itn, FUNASR_DEC_HANDLE dec_handle)
                                       int sampling_rate, std::string wav_format, bool itn, FUNASR_DEC_HANDLE dec_handle,
                                       std::string svs_lang, bool svs_itn)
   {
      funasr::OfflineStream* offline_stream = (funasr::OfflineStream*)handle;
      if (!offline_stream)
@@ -250,13 +251,18 @@

      std::string cur_stamp = "[";
      std::string lang = (offline_stream->asr_handle)->GetLang();
      while (audio.Fetch(buff, len, flag, start_time, batch_size, batch_in) > 0) {
      while (audio.FetchDynamic(buff, len, flag, start_time, batch_size, batch_in) > 0) {
         // dec reset
         funasr::WfstDecoder* wfst_decoder = (funasr::WfstDecoder*)dec_handle;
         if (wfst_decoder){
            wfst_decoder->StartUtterance();
         }
         vector<string> msg_batch = (offline_stream->asr_handle)->Forward(buff, len, true, hw_emb, dec_handle, batch_in);
         vector<string> msg_batch;
         if(offline_stream->GetModelType() == MODEL_SVS){
            msg_batch = (offline_stream->asr_handle)->Forward(buff, len, true, svs_lang, svs_itn, batch_in);
         }else{
            msg_batch = (offline_stream->asr_handle)->Forward(buff, len, true, hw_emb, dec_handle, batch_in);
         }
         for(int idx=0; idx<batch_in; idx++){
            string msg = msg_batch[idx];
            if(msg_idx < index_vector.size()){
@@ -280,7 +286,7 @@
      }
      for(int idx=0; idx<msgs.size(); idx++){
         string msg = msgs[idx];
         std::vector<std::string> msg_vec = funasr::split(msg, '|');
         std::vector<std::string> msg_vec = funasr::SplitStr(msg, " | ");
         if(msg_vec.size()==0){
            continue;
         }
@@ -372,13 +378,12 @@

      std::string cur_stamp = "[";
      std::string lang = (offline_stream->asr_handle)->GetLang();
      while (audio.Fetch(buff, len, flag, start_time, batch_size, batch_in) > 0) {
      while (audio.FetchDynamic(buff, len, flag, start_time, batch_size, batch_in) > 0) {
         // dec reset
         funasr::WfstDecoder* wfst_decoder = (funasr::WfstDecoder*)dec_handle;
         if (wfst_decoder){
            wfst_decoder->StartUtterance();
         }
         vector<string> msgs = (offline_stream->asr_handle)->Forward(buff, len, true, hw_emb, dec_handle, batch_in);
         vector<string> msg_batch = (offline_stream->asr_handle)->Forward(buff, len, true, hw_emb, dec_handle, batch_in);
         for(int idx=0; idx<batch_in; idx++){
            string msg = msg_batch[idx];
@@ -403,7 +408,7 @@
      }
      for(int idx=0; idx<msgs.size(); idx++){
         string msg = msgs[idx];
         std::vector<std::string> msg_vec = funasr::split(msg, '|');
         std::vector<std::string> msg_vec = funasr::SplitStr(msg, " | ");
         if(msg_vec.size()==0){
            continue;
         }
@@ -447,7 +452,7 @@
      return p_result;
   }

#if !defined(__APPLE__)
//#if !defined(__APPLE__)
   _FUNASRAPI const std::vector<std::vector<float>> CompileHotwordEmbedding(FUNASR_HANDLE handle, std::string &hotwords, ASR_TYPE mode)
   {
      if (mode == ASR_OFFLINE){
@@ -471,7 +476,7 @@
      }
      
   }
#endif
//#endif

   // APIs for 2pass-stream Infer
   _FUNASRAPI FUNASR_RESULT FunTpassInferBuffer(FUNASR_HANDLE handle, FUNASR_HANDLE online_handle, const char* sz_buf, 
@@ -564,7 +569,7 @@
         len[0] = frame->len;
         vector<string> msgs = ((funasr::Paraformer*)asr_handle)->Forward(buff, len, frame->is_final, hw_emb, dec_handle);
         string msg = msgs.size()>0?msgs[0]:"";
         std::vector<std::string> msg_vec = funasr::split(msg, '|');  // split with timestamp
         std::vector<std::string> msg_vec = funasr::SplitStr(msg, " | ");  // split with timestamp
         if(msg_vec.size()==0){
            continue;
         }