/**
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* Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
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* MIT License (https://opensource.org/licenses/MIT)
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*/
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#ifndef _WIN32
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#include <sys/time.h>
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#else
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#include <win_func.h>
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#endif
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#include <glog/logging.h>
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#include "libfunasrapi.h"
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#include "tclap/CmdLine.h"
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#include "com-define.h"
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#include <iostream>
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#include <fstream>
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#include <sstream>
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#include <vector>
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#include <atomic>
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#include <mutex>
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#include <thread>
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#include <map>
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using namespace std;
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std::atomic<int> wav_index(0);
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std::mutex mtx;
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void runReg(FUNASR_HANDLE asr_handle, vector<string> wav_list,
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float* total_length, long* total_time, int core_id) {
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struct timeval start, end;
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long seconds = 0;
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float n_total_length = 0.0f;
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long n_total_time = 0;
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// warm up
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for (size_t i = 0; i < 1; i++)
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{
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FUNASR_RESULT result=FunASRRecogFile(asr_handle, wav_list[0].c_str(), RASR_NONE, NULL);
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}
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while (true) {
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// 使用原子变量获取索引并递增
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int i = wav_index.fetch_add(1);
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if (i >= wav_list.size()) {
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break;
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}
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gettimeofday(&start, NULL);
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FUNASR_RESULT result=FunASRRecogFile(asr_handle, wav_list[i].c_str(), RASR_NONE, NULL);
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gettimeofday(&end, NULL);
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seconds = (end.tv_sec - start.tv_sec);
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long taking_micros = ((seconds * 1000000) + end.tv_usec) - (start.tv_usec);
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n_total_time += taking_micros;
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if(result){
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string msg = FunASRGetResult(result, 0);
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LOG(INFO) << "Thread: " << this_thread::get_id() <<" Result: " << msg.c_str();
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float snippet_time = FunASRGetRetSnippetTime(result);
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n_total_length += snippet_time;
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FunASRFreeResult(result);
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}else{
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LOG(ERROR) << ("No return data!\n");
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}
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}
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{
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lock_guard<mutex> guard(mtx);
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*total_length += n_total_length;
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if(*total_time < n_total_time){
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*total_time = n_total_time;
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}
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}
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}
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void GetValue(TCLAP::ValueArg<std::string>& value_arg, string key, std::map<std::string, std::string>& model_path)
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{
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if (value_arg.isSet()){
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model_path.insert({key, value_arg.getValue()});
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LOG(INFO)<< key << " : " << value_arg.getValue();
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}
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}
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int main(int argc, char *argv[])
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{
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google::InitGoogleLogging(argv[0]);
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FLAGS_logtostderr = true;
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TCLAP::CmdLine cmd("funasr-onnx-offline-rtf", ' ', "1.0");
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TCLAP::ValueArg<std::string> vad_model("", VAD_MODEL_PATH, "vad model path", false, "", "string");
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TCLAP::ValueArg<std::string> vad_cmvn("", VAD_CMVN_PATH, "vad cmvn path", false, "", "string");
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TCLAP::ValueArg<std::string> vad_config("", VAD_CONFIG_PATH, "vad config path", false, "", "string");
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TCLAP::ValueArg<std::string> am_model("", AM_MODEL_PATH, "am model path", false, "", "string");
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TCLAP::ValueArg<std::string> am_cmvn("", AM_CMVN_PATH, "am cmvn path", false, "", "string");
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TCLAP::ValueArg<std::string> am_config("", AM_CONFIG_PATH, "am config path", false, "", "string");
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TCLAP::ValueArg<std::string> punc_model("", PUNC_MODEL_PATH, "punc model path", false, "", "string");
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TCLAP::ValueArg<std::string> punc_config("", PUNC_CONFIG_PATH, "punc config path", false, "", "string");
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TCLAP::ValueArg<std::string> wav_scp("", WAV_SCP, "wave scp path", true, "", "string");
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TCLAP::ValueArg<std::int32_t> thread_num("", THREAD_NUM, "multi-thread num for rtf", true, 0, "int32_t");
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cmd.add(vad_model);
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cmd.add(vad_cmvn);
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cmd.add(vad_config);
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cmd.add(am_model);
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cmd.add(am_cmvn);
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cmd.add(am_config);
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cmd.add(punc_model);
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cmd.add(punc_config);
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cmd.add(wav_scp);
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cmd.add(thread_num);
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cmd.parse(argc, argv);
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std::map<std::string, std::string> model_path;
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GetValue(vad_model, VAD_MODEL_PATH, model_path);
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GetValue(vad_cmvn, VAD_CMVN_PATH, model_path);
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GetValue(vad_config, VAD_CONFIG_PATH, model_path);
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GetValue(am_model, AM_MODEL_PATH, model_path);
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GetValue(am_cmvn, AM_CMVN_PATH, model_path);
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GetValue(am_config, AM_CONFIG_PATH, model_path);
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GetValue(punc_model, PUNC_MODEL_PATH, model_path);
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GetValue(punc_config, PUNC_CONFIG_PATH, model_path);
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GetValue(wav_scp, WAV_SCP, model_path);
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struct timeval start, end;
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gettimeofday(&start, NULL);
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FUNASR_HANDLE asr_handle=FunASRInit(model_path, 1);
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if (!asr_handle)
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{
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LOG(ERROR) << "FunASR init failed";
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exit(-1);
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}
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gettimeofday(&end, NULL);
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long seconds = (end.tv_sec - start.tv_sec);
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long modle_init_micros = ((seconds * 1000000) + end.tv_usec) - (start.tv_usec);
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LOG(INFO) << "Model initialization takes " << (double)modle_init_micros / 1000000 << " s";
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// read wav_scp
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vector<string> wav_list;
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if(model_path.find(WAV_SCP)!=model_path.end()){
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ifstream in(model_path.at(WAV_SCP));
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if (!in.is_open()) {
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LOG(ERROR) << "Failed to open file: " << model_path.at(WAV_SCP);
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return 0;
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}
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string line;
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while(getline(in, line))
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{
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istringstream iss(line);
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string column1, column2;
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iss >> column1 >> column2;
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wav_list.emplace_back(column2);
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}
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in.close();
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}
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// 多线程测试
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float total_length = 0.0f;
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long total_time = 0;
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std::vector<std::thread> threads;
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int rtf_threds = thread_num.getValue();
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for (int i = 0; i < rtf_threds; i++)
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{
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threads.emplace_back(thread(runReg, asr_handle, wav_list, &total_length, &total_time, i));
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}
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for (auto& thread : threads)
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{
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thread.join();
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}
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LOG(INFO) << "total_time_wav " << (long)(total_length * 1000) << " ms";
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LOG(INFO) << "total_time_comput " << total_time / 1000 << " ms";
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LOG(INFO) << "total_rtf " << (double)total_time/ (total_length*1000000);
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LOG(INFO) << "speedup " << 1.0/((double)total_time/ (total_length*1000000));
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FunASRUninit(asr_handle);
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return 0;
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}
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