| | |
| | | std::atomic<int> wav_index(0); |
| | | std::mutex mtx; |
| | | |
| | | void runReg(FUNASR_HANDLE asr_handle, vector<string> wav_list, vector<string> wav_ids, |
| | | void runReg(FUNASR_HANDLE asr_handle, vector<string> wav_list, vector<string> wav_ids, int audio_fs, |
| | | float* total_length, long* total_time, int core_id, float glob_beam = 3.0f, float lat_beam = 3.0f, float am_sc = 10.0f, |
| | | int fst_inc_wts = 20, string hotword_path = "") { |
| | | |
| | |
| | | // warm up |
| | | for (size_t i = 0; i < 1; i++) |
| | | { |
| | | FunOfflineReset(asr_handle, decoder_handle); |
| | | FUNASR_RESULT result=FunOfflineInfer(asr_handle, wav_list[0].c_str(), RASR_NONE, NULL, hotwords_embedding, 16000, false, decoder_handle); |
| | | FUNASR_RESULT result=FunOfflineInfer(asr_handle, wav_list[0].c_str(), RASR_NONE, nullptr, hotwords_embedding, audio_fs, true, decoder_handle); |
| | | if(result){ |
| | | FunASRFreeResult(result); |
| | | } |
| | |
| | | break; |
| | | } |
| | | |
| | | gettimeofday(&start, NULL); |
| | | FUNASR_RESULT result=FunOfflineInfer(asr_handle, wav_list[i].c_str(), RASR_NONE, NULL, hotwords_embedding, 16000, false, decoder_handle); |
| | | gettimeofday(&start, nullptr); |
| | | FUNASR_RESULT result=FunOfflineInfer(asr_handle, wav_list[i].c_str(), RASR_NONE, nullptr, hotwords_embedding, audio_fs, true, decoder_handle); |
| | | |
| | | gettimeofday(&end, NULL); |
| | | gettimeofday(&end, nullptr); |
| | | seconds = (end.tv_sec - start.tv_sec); |
| | | long taking_micros = ((seconds * 1000000) + end.tv_usec) - (start.tv_usec); |
| | | n_total_time += taking_micros; |
| | |
| | | string stamp = FunASRGetStamp(result); |
| | | if(stamp !=""){ |
| | | LOG(INFO) << "Thread: " << this_thread::get_id() << "," << wav_ids[i] << " : " << stamp; |
| | | } |
| | | string stamp_sents = FunASRGetStampSents(result); |
| | | if(stamp_sents !=""){ |
| | | LOG(INFO)<< wav_ids[i] <<" : "<<stamp_sents; |
| | | } |
| | | float snippet_time = FunASRGetRetSnippetTime(result); |
| | | n_total_length += snippet_time; |
| | |
| | | |
| | | void GetValue(TCLAP::ValueArg<std::string>& value_arg, string key, std::map<std::string, std::string>& model_path) |
| | | { |
| | | if (value_arg.isSet()){ |
| | | model_path.insert({key, value_arg.getValue()}); |
| | | LOG(INFO)<< key << " : " << value_arg.getValue(); |
| | | } |
| | | model_path.insert({key, value_arg.getValue()}); |
| | | LOG(INFO)<< key << " : " << value_arg.getValue(); |
| | | } |
| | | |
| | | int main(int argc, char *argv[]) |
| | |
| | | TCLAP::CmdLine cmd("funasr-onnx-offline-rtf", ' ', "1.0"); |
| | | TCLAP::ValueArg<std::string> model_dir("", MODEL_DIR, "the model path, which contains model.onnx, config.yaml, am.mvn", true, "", "string"); |
| | | TCLAP::ValueArg<std::string> quantize("", QUANTIZE, "true (Default), load the model of model.onnx in model_dir. If set true, load the model of model_quant.onnx in model_dir", false, "true", "string"); |
| | | TCLAP::ValueArg<std::string> bladedisc("", BLADEDISC, "true (Default), load the model of bladedisc in model_dir.", false, "true", "string"); |
| | | TCLAP::ValueArg<std::string> vad_dir("", VAD_DIR, "the vad model path, which contains model.onnx, vad.yaml, vad.mvn", false, "", "string"); |
| | | TCLAP::ValueArg<std::string> vad_quant("", VAD_QUANT, "true (Default), load the model of model.onnx in vad_dir. If set true, load the model of model_quant.onnx in vad_dir", false, "true", "string"); |
| | | TCLAP::ValueArg<std::string> punc_dir("", PUNC_DIR, "the punc model path, which contains model.onnx, punc.yaml", false, "", "string"); |
| | |
| | | TCLAP::ValueArg<std::string> itn_dir("", ITN_DIR, "the itn model(fst) path, which contains zh_itn_tagger.fst and zh_itn_verbalizer.fst", false, "", "string"); |
| | | |
| | | TCLAP::ValueArg<std::string> wav_path("", WAV_PATH, "the input could be: wav_path, e.g.: asr_example.wav; pcm_path, e.g.: asr_example.pcm; wav.scp, kaldi style wav list (wav_id \t wav_path)", true, "", "string"); |
| | | TCLAP::ValueArg<std::int32_t> audio_fs("", AUDIO_FS, "the sample rate of audio", false, 16000, "int32_t"); |
| | | TCLAP::ValueArg<std::int32_t> thread_num("", THREAD_NUM, "multi-thread num for rtf", true, 0, "int32_t"); |
| | | TCLAP::ValueArg<std::string> hotword("", HOTWORD, "the hotword file, one hotword perline, Format: Hotword Weight (could be: 阿里巴巴 20)", false, "", "string"); |
| | | TCLAP::SwitchArg use_gpu("", INFER_GPU, "Whether to use GPU for inference, default is false", false); |
| | | |
| | | cmd.add(model_dir); |
| | | cmd.add(quantize); |
| | | cmd.add(bladedisc); |
| | | cmd.add(vad_dir); |
| | | cmd.add(vad_quant); |
| | | cmd.add(punc_dir); |
| | |
| | | cmd.add(hotword); |
| | | cmd.add(fst_inc_wts); |
| | | cmd.add(wav_path); |
| | | cmd.add(audio_fs); |
| | | cmd.add(thread_num); |
| | | cmd.add(use_gpu); |
| | | cmd.parse(argc, argv); |
| | | |
| | | std::map<std::string, std::string> model_path; |
| | | GetValue(model_dir, MODEL_DIR, model_path); |
| | | GetValue(quantize, QUANTIZE, model_path); |
| | | GetValue(bladedisc, QUANTIZE, model_path); |
| | | GetValue(vad_dir, VAD_DIR, model_path); |
| | | GetValue(vad_quant, VAD_QUANT, model_path); |
| | | GetValue(punc_dir, PUNC_DIR, model_path); |
| | |
| | | GetValue(wav_path, WAV_PATH, model_path); |
| | | |
| | | struct timeval start, end; |
| | | gettimeofday(&start, NULL); |
| | | FUNASR_HANDLE asr_handle=FunOfflineInit(model_path, 1); |
| | | gettimeofday(&start, nullptr); |
| | | bool use_gpu_ = use_gpu.getValue(); |
| | | FUNASR_HANDLE asr_handle=FunOfflineInit(model_path, 1, use_gpu_); |
| | | |
| | | if (!asr_handle) |
| | | { |
| | |
| | | exit(-1); |
| | | } |
| | | |
| | | gettimeofday(&end, NULL); |
| | | gettimeofday(&end, nullptr); |
| | | long seconds = (end.tv_sec - start.tv_sec); |
| | | long modle_init_micros = ((seconds * 1000000) + end.tv_usec) - (start.tv_usec); |
| | | LOG(INFO) << "Model initialization takes " << (double)modle_init_micros / 1000000 << " s"; |
| | |
| | | } |
| | | for (int i = 0; i < rtf_threds; i++) |
| | | { |
| | | threads.emplace_back(thread(runReg, asr_handle, wav_list, wav_ids, &total_length, &total_time, i, glob_beam, lat_beam, am_sc, value_bias, hotword_path)); |
| | | threads.emplace_back(thread(runReg, asr_handle, wav_list, wav_ids, audio_fs.getValue(), &total_length, &total_time, i, glob_beam, lat_beam, am_sc, value_bias, hotword_path)); |
| | | } |
| | | |
| | | for (auto& thread : threads) |