From 1d205d340ff5129e457fa462eb5b31b152086339 Mon Sep 17 00:00:00 2001
From: lyblsgo <lyblsgo@163.com>
Date: 星期二, 25 四月 2023 20:17:12 +0800
Subject: [PATCH] add option parser; add copyright;

---
 funasr/runtime/onnxruntime/src/ct-transformer.cpp          |   31 +-
 funasr/runtime/onnxruntime/include/com-define.h            |   19 +
 funasr/runtime/onnxruntime/src/model.cpp                   |    4 
 funasr/runtime/onnxruntime/src/funasr-onnx-offline-rtf.cpp |  112 ++++++++---
 funasr/runtime/onnxruntime/src/online-feature.h            |    4 
 funasr/runtime/onnxruntime/src/tokenizer.cpp               |    7 
 funasr/runtime/onnxruntime/include/model.h                 |    5 
 funasr/runtime/onnxruntime/src/fsmn-vad.cpp                |   63 ++++---
 funasr/runtime/onnxruntime/src/paraformer.h                |   12 +
 funasr/runtime/onnxruntime/include/libfunasrapi.h          |   11 
 funasr/runtime/onnxruntime/src/ct-transformer.h            |    8 
 funasr/runtime/onnxruntime/src/tokenizer.h                 |    5 
 funasr/runtime/onnxruntime/src/e2e-vad.h                   |    4 
 funasr/runtime/onnxruntime/src/funasr-onnx-offline.cpp     |  133 ++++++++++----
 funasr/runtime/onnxruntime/src/libfunasrapi.cpp            |   28 +-
 funasr/runtime/onnxruntime/src/online-feature.cpp          |    4 
 funasr/runtime/onnxruntime/src/paraformer.cpp              |   86 ++++++--
 funasr/runtime/onnxruntime/src/fsmn-vad.h                  |    4 
 18 files changed, 367 insertions(+), 173 deletions(-)

diff --git a/funasr/runtime/onnxruntime/include/com-define.h b/funasr/runtime/onnxruntime/include/com-define.h
index e2c22f4..0369278 100644
--- a/funasr/runtime/onnxruntime/include/com-define.h
+++ b/funasr/runtime/onnxruntime/include/com-define.h
@@ -12,6 +12,18 @@
 #define MODEL_SAMPLE_RATE 16000
 #endif
 
+// model path
+#define VAD_MODEL_PATH "vad-model"
+#define VAD_CMVN_PATH "vad-cmvn"
+#define AM_MODEL_PATH "am-model"
+#define AM_CMVN_PATH "am-cmvn"
+#define AM_CONFIG_PATH "am-config"
+#define PUNC_MODEL_PATH "punc-model"
+#define PUNC_CONFIG_PATH "punc-config"
+#define WAV_PATH "wav-path"
+#define WAV_SCP "wav-scp"
+#define THREAD_NUM "thread-num"
+
 // vad
 #ifndef VAD_SILENCE_DYRATION
 #define VAD_SILENCE_DYRATION 15000
@@ -26,14 +38,7 @@
 #endif
 
 // punc
-#define PUNC_MODEL_FILE  "punc_model.onnx"
-#define PUNC_YAML_FILE "punc.yaml"
 #define UNK_CHAR "<unk>"
-
-#define  INPUT_NUM  2
-#define  INPUT_NAME1 "input"
-#define  INPUT_NAME2 "text_lengths"
-#define  OUTPUT_NAME "logits"
 #define  TOKEN_LEN     20
 
 #define  CANDIDATE_NUM   6
diff --git a/funasr/runtime/onnxruntime/include/libfunasrapi.h b/funasr/runtime/onnxruntime/include/libfunasrapi.h
index 6b6e148..8dca7f4 100644
--- a/funasr/runtime/onnxruntime/include/libfunasrapi.h
+++ b/funasr/runtime/onnxruntime/include/libfunasrapi.h
@@ -1,4 +1,5 @@
 #pragma once
+#include <map>
 
 #ifdef WIN32
 #ifdef _FUNASR_API_EXPORT
@@ -47,13 +48,13 @@
 typedef void (* QM_CALLBACK)(int cur_step, int n_total); // n_total: total steps; cur_step: Current Step.
 	
 // APIs for funasr
-_FUNASRAPI FUNASR_HANDLE  FunASRInit(const char* sz_model_dir, int thread_num, bool quantize=false, bool use_vad=false, bool use_punc=false);
+_FUNASRAPI FUNASR_HANDLE  FunASRInit(std::map<std::string, std::string>& model_path, int thread_num);
 
 // if not give a fn_callback ,it should be NULL 
-_FUNASRAPI FUNASR_RESULT	FunASRRecogBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, FUNASR_MODE mode, QM_CALLBACK fn_callback, bool use_vad=false, bool use_punc=false);
-_FUNASRAPI FUNASR_RESULT	FunASRRecogPCMBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, int sampling_rate, FUNASR_MODE mode, QM_CALLBACK fn_callback, bool use_vad=false, bool use_punc=false);
-_FUNASRAPI FUNASR_RESULT	FunASRRecogPCMFile(FUNASR_HANDLE handle, const char* sz_filename, int sampling_rate, FUNASR_MODE mode, QM_CALLBACK fn_callback, bool use_vad=false, bool use_punc=false);
-_FUNASRAPI FUNASR_RESULT	FunASRRecogFile(FUNASR_HANDLE handle, const char* sz_wavfile, FUNASR_MODE mode, QM_CALLBACK fn_callback, bool use_vad=false, bool use_punc=false);
+_FUNASRAPI FUNASR_RESULT	FunASRRecogBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, FUNASR_MODE mode, QM_CALLBACK fn_callback);
+_FUNASRAPI FUNASR_RESULT	FunASRRecogPCMBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, int sampling_rate, FUNASR_MODE mode, QM_CALLBACK fn_callback);
+_FUNASRAPI FUNASR_RESULT	FunASRRecogPCMFile(FUNASR_HANDLE handle, const char* sz_filename, int sampling_rate, FUNASR_MODE mode, QM_CALLBACK fn_callback);
+_FUNASRAPI FUNASR_RESULT	FunASRRecogFile(FUNASR_HANDLE handle, const char* sz_wavfile, FUNASR_MODE mode, QM_CALLBACK fn_callback);
 
 _FUNASRAPI const char*	FunASRGetResult(FUNASR_RESULT result,int n_index);
 _FUNASRAPI const int	FunASRGetRetNumber(FUNASR_RESULT result);
diff --git a/funasr/runtime/onnxruntime/include/model.h b/funasr/runtime/onnxruntime/include/model.h
index 26a67f0..4b4b582 100644
--- a/funasr/runtime/onnxruntime/include/model.h
+++ b/funasr/runtime/onnxruntime/include/model.h
@@ -3,6 +3,7 @@
 #define MODEL_H
 
 #include <string>
+#include <map>
 
 class Model {
   public:
@@ -13,7 +14,9 @@
     virtual std::string Rescoring() = 0;
     virtual std::vector<std::vector<int>> VadSeg(std::vector<float>& pcm_data)=0;
     virtual std::string AddPunc(const char* sz_input)=0;
+    virtual bool UseVad() =0;
+    virtual bool UsePunc() =0; 
 };
 
-Model *CreateModel(const char *path,int thread_num=1,bool quantize=false, bool use_vad=false, bool use_punc=false);
+Model *CreateModel(std::map<std::string, std::string>& model_path,int thread_num=1);
 #endif
diff --git a/funasr/runtime/onnxruntime/src/ct-transformer.cpp b/funasr/runtime/onnxruntime/src/ct-transformer.cpp
index 3d66dcd..39ab2bc 100644
--- a/funasr/runtime/onnxruntime/src/ct-transformer.cpp
+++ b/funasr/runtime/onnxruntime/src/ct-transformer.cpp
@@ -1,28 +1,28 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
+
 #include "precomp.h"
 
-CTTransformer::CTTransformer(const char* sz_model_dir, int thread_num)
+CTTransformer::CTTransformer()
 :env_(ORT_LOGGING_LEVEL_ERROR, ""),session_options{}
 {
+}
+
+void CTTransformer::InitPunc(const std::string &punc_model, const std::string &punc_config, int thread_num){
     session_options.SetIntraOpNumThreads(thread_num);
     session_options.SetGraphOptimizationLevel(ORT_ENABLE_ALL);
     session_options.DisableCpuMemArena();
 
-	string strModelPath = PathAppend(sz_model_dir, PUNC_MODEL_FILE);
-	string strYamlPath = PathAppend(sz_model_dir, PUNC_YAML_FILE);
-
     try{
-#ifdef _WIN32
-	std::wstring detPath = strToWstr(strModelPath);
-    m_session = std::make_unique<Ort::Session>(env_, detPath.c_str(), session_options);
-#else
-    m_session = std::make_unique<Ort::Session>(env_, strModelPath.c_str(), session_options);
-#endif
+        m_session = std::make_unique<Ort::Session>(env_, punc_model.c_str(), session_options);
     }
-    catch(exception e)
-    {
-        printf(e.what());
+    catch (std::exception const &e) {
+        LOG(ERROR) << "Error when load punc onnx model: " << e.what();
+        exit(0);
     }
-    // read inputnames outputnamess
+    // read inputnames outputnames
     string strName;
     GetInputName(m_session.get(), strName);
     m_strInputNames.push_back(strName.c_str());
@@ -37,9 +37,10 @@
     for (auto& item : m_strOutputNames)
         m_szOutputNames.push_back(item.c_str());
 
-	m_tokenizer.OpenYaml(strYamlPath.c_str());
+	m_tokenizer.OpenYaml(punc_config.c_str());
 }
 
+
 CTTransformer::~CTTransformer()
 {
 }
diff --git a/funasr/runtime/onnxruntime/src/ct-transformer.h b/funasr/runtime/onnxruntime/src/ct-transformer.h
index 77972c7..d965bb3 100644
--- a/funasr/runtime/onnxruntime/src/ct-transformer.h
+++ b/funasr/runtime/onnxruntime/src/ct-transformer.h
@@ -1,3 +1,8 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
+
 #pragma once 
 
 class CTTransformer {
@@ -19,7 +24,8 @@
     Ort::SessionOptions session_options;
 public:
 
-	CTTransformer(const char* sz_model_dir, int thread_num);
+	CTTransformer();
+	void InitPunc(const std::string &punc_model, const std::string &punc_config, int thread_num);
 	~CTTransformer();
 	vector<int>  Infer(vector<int64_t> input_data);
 	string AddPunc(const char* sz_input);
diff --git a/funasr/runtime/onnxruntime/src/e2e-vad.h b/funasr/runtime/onnxruntime/src/e2e-vad.h
index e029dc3..90f2635 100644
--- a/funasr/runtime/onnxruntime/src/e2e-vad.h
+++ b/funasr/runtime/onnxruntime/src/e2e-vad.h
@@ -1,3 +1,7 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
 
 #include <utility>
 #include <vector>
diff --git a/funasr/runtime/onnxruntime/src/fsmn-vad.cpp b/funasr/runtime/onnxruntime/src/fsmn-vad.cpp
index 2988350..7360a9a 100644
--- a/funasr/runtime/onnxruntime/src/fsmn-vad.cpp
+++ b/funasr/runtime/onnxruntime/src/fsmn-vad.cpp
@@ -1,3 +1,7 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
 
 #include <fstream>
 #include "precomp.h"
@@ -32,7 +36,7 @@
         vad_session_ = std::make_shared<Ort::Session>(
                 env_, vad_model.c_str(), session_options_);
     } catch (std::exception const &e) {
-        LOG(ERROR) << "Error when load onnx model: " << e.what();
+        LOG(ERROR) << "Error when load vad onnx model: " << e.what();
         exit(0);
     }
     LOG(INFO) << "vad onnx:";
@@ -161,36 +165,41 @@
 
 void FsmnVad::LoadCmvn(const char *filename)
 {
-    using namespace std;
-    ifstream cmvn_stream(filename);
-    string line;
+    try{
+        using namespace std;
+        ifstream cmvn_stream(filename);
+        string line;
 
-    while (getline(cmvn_stream, line)) {
-        istringstream iss(line);
-        vector<string> line_item{istream_iterator<string>{iss}, istream_iterator<string>{}};
-        if (line_item[0] == "<AddShift>") {
-            getline(cmvn_stream, line);
-            istringstream means_lines_stream(line);
-            vector<string> means_lines{istream_iterator<string>{means_lines_stream}, istream_iterator<string>{}};
-            if (means_lines[0] == "<LearnRateCoef>") {
-                for (int j = 3; j < means_lines.size() - 1; j++) {
-                    means_list.push_back(stof(means_lines[j]));
+        while (getline(cmvn_stream, line)) {
+            istringstream iss(line);
+            vector<string> line_item{istream_iterator<string>{iss}, istream_iterator<string>{}};
+            if (line_item[0] == "<AddShift>") {
+                getline(cmvn_stream, line);
+                istringstream means_lines_stream(line);
+                vector<string> means_lines{istream_iterator<string>{means_lines_stream}, istream_iterator<string>{}};
+                if (means_lines[0] == "<LearnRateCoef>") {
+                    for (int j = 3; j < means_lines.size() - 1; j++) {
+                        means_list.push_back(stof(means_lines[j]));
+                    }
+                    continue;
                 }
-                continue;
+            }
+            else if (line_item[0] == "<Rescale>") {
+                getline(cmvn_stream, line);
+                istringstream vars_lines_stream(line);
+                vector<string> vars_lines{istream_iterator<string>{vars_lines_stream}, istream_iterator<string>{}};
+                if (vars_lines[0] == "<LearnRateCoef>") {
+                    for (int j = 3; j < vars_lines.size() - 1; j++) {
+                        // vars_list.push_back(stof(vars_lines[j])*scale);
+                        vars_list.push_back(stof(vars_lines[j]));
+                    }
+                    continue;
+                }
             }
         }
-        else if (line_item[0] == "<Rescale>") {
-            getline(cmvn_stream, line);
-            istringstream vars_lines_stream(line);
-            vector<string> vars_lines{istream_iterator<string>{vars_lines_stream}, istream_iterator<string>{}};
-            if (vars_lines[0] == "<LearnRateCoef>") {
-                for (int j = 3; j < vars_lines.size() - 1; j++) {
-                    // vars_list.push_back(stof(vars_lines[j])*scale);
-                    vars_list.push_back(stof(vars_lines[j]));
-                }
-                continue;
-            }
-        }
+    }catch(std::exception const &e) {
+        LOG(ERROR) << "Error when load vad cmvn : " << e.what();
+        exit(0);
     }
 }
 
diff --git a/funasr/runtime/onnxruntime/src/fsmn-vad.h b/funasr/runtime/onnxruntime/src/fsmn-vad.h
index e8569f9..a27ea0f 100644
--- a/funasr/runtime/onnxruntime/src/fsmn-vad.h
+++ b/funasr/runtime/onnxruntime/src/fsmn-vad.h
@@ -1,3 +1,7 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
 
 #ifndef VAD_SERVER_FSMNVAD_H
 #define VAD_SERVER_FSMNVAD_H
diff --git a/funasr/runtime/onnxruntime/src/funasr-onnx-offline-rtf.cpp b/funasr/runtime/onnxruntime/src/funasr-onnx-offline-rtf.cpp
index 1d822a0..366d993 100644
--- a/funasr/runtime/onnxruntime/src/funasr-onnx-offline-rtf.cpp
+++ b/funasr/runtime/onnxruntime/src/funasr-onnx-offline-rtf.cpp
@@ -1,3 +1,7 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
 
 #ifndef _WIN32
 #include <sys/time.h>
@@ -5,7 +9,10 @@
 #include <win_func.h>
 #endif
 
+#include <glog/logging.h>
 #include "libfunasrapi.h"
+#include "tclap/CmdLine.h"
+#include "com-define.h"
 
 #include <iostream>
 #include <fstream>
@@ -14,9 +21,11 @@
 #include <atomic>
 #include <mutex>
 #include <thread>
+#include <map>
+
 using namespace std;
 
-std::atomic<int> index(0);
+std::atomic<int> wav_index(0);
 std::mutex mtx;
 
 void runReg(FUNASR_HANDLE asr_handle, vector<string> wav_list, 
@@ -35,7 +44,7 @@
 
     while (true) {
         // 浣跨敤鍘熷瓙鍙橀噺鑾峰彇绱㈠紩骞堕�掑
-        int i = index.fetch_add(1);
+        int i = wav_index.fetch_add(1);
         if (i >= wav_list.size()) {
             break;
         }
@@ -68,59 +77,94 @@
     }
 }
 
+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();
+    }
+}
+
 int main(int argc, char *argv[])
 {
+    //google::InitGoogleLogging(argv[0]);
 
-    if (argc < 5)
-    {
-        printf("Usage: %s /path/to/model_dir /path/to/wav.scp quantize(true or false) thread_num \n", argv[0]);
-        exit(-1);
-    }
+    TCLAP::CmdLine cmd("funasr-onnx-offline", ' ', "1.0");
+    TCLAP::ValueArg<std::string> vad_model("", VAD_MODEL_PATH, "vad model path", false, "", "string");
+    TCLAP::ValueArg<std::string> vad_cmvn("", VAD_CMVN_PATH, "vad cmvn path", false, "", "string");
 
-    // read wav.scp
-    vector<string> wav_list;
-    ifstream in(argv[2]);
-    if (!in.is_open()) {
-        printf("Failed to open file: %s", argv[2]);
-        return 0;
-    }
-    string line;
-    while(getline(in, line))
-    {
-        istringstream iss(line);
-        string column1, column2;
-        iss >> column1 >> column2;
-        wav_list.push_back(column2); 
-    }
-    in.close();
+    TCLAP::ValueArg<std::string> am_model("", AM_MODEL_PATH, "am model path", false, "", "string");
+    TCLAP::ValueArg<std::string> am_cmvn("", AM_CMVN_PATH, "am cmvn path", false, "", "string");
+    TCLAP::ValueArg<std::string> am_config("", AM_CONFIG_PATH, "am config path", false, "", "string");
 
-    // model init
+    TCLAP::ValueArg<std::string> punc_model("", PUNC_MODEL_PATH, "punc model path", false, "", "string");
+    TCLAP::ValueArg<std::string> punc_config("", PUNC_CONFIG_PATH, "punc config path", false, "", "string");
+
+    TCLAP::ValueArg<std::string> wav_scp("", WAV_SCP, "wave scp path", true, "", "string");
+    TCLAP::ValueArg<std::int32_t> thread_num("", THREAD_NUM, "multi-thread num for rtf", true, 0, "int32_t");
+
+    cmd.add(vad_model);
+    cmd.add(vad_cmvn);
+    cmd.add(am_model);
+    cmd.add(am_cmvn);
+    cmd.add(am_config);
+    cmd.add(punc_model);
+    cmd.add(punc_config);
+    cmd.add(wav_scp);
+    cmd.add(thread_num);
+    cmd.parse(argc, argv);
+
+    std::map<std::string, std::string> model_path;
+    GetValue(vad_model, VAD_MODEL_PATH, model_path);
+    GetValue(vad_cmvn, VAD_CMVN_PATH, model_path);
+    GetValue(am_model, AM_MODEL_PATH, model_path);
+    GetValue(am_cmvn, AM_CMVN_PATH, model_path);
+    GetValue(am_config, AM_CONFIG_PATH, model_path);
+    GetValue(punc_model, PUNC_MODEL_PATH, model_path);
+    GetValue(punc_config, PUNC_CONFIG_PATH, model_path);
+    GetValue(wav_scp, WAV_SCP, model_path);
+
     struct timeval start, end;
     gettimeofday(&start, NULL);
-    // is quantize
-    bool quantize = false;
-    istringstream(argv[3]) >> boolalpha >> quantize;
-    // thread num
-    int thread_num = 1;
-    thread_num = atoi(argv[4]);
+    FUNASR_HANDLE asr_handle=FunASRInit(model_path, 1);
 
-    FUNASR_HANDLE asr_handle=FunASRInit(argv[1], 1, quantize);
     if (!asr_handle)
     {
-        printf("Cannot load ASR Model from: %s, there must be files model.onnx and vocab.txt", argv[1]);
+        LOG(ERROR) << ("Cannot load ASR Model from: %s, there must be files model.onnx and vocab.txt", argv[1]);
         exit(-1);
     }
+
     gettimeofday(&end, NULL);
     long seconds = (end.tv_sec - start.tv_sec);
     long modle_init_micros = ((seconds * 1000000) + end.tv_usec) - (start.tv_usec);
-    printf("Model initialization takes %lfs.\n", (double)modle_init_micros / 1000000);
+    printf("Model initialization takes %lfs.", (double)modle_init_micros / 1000000);
+
+    // read wav_scp
+    vector<string> wav_list;
+    if(model_path.find(WAV_SCP)!=model_path.end()){
+        ifstream in(model_path.at(WAV_SCP));
+        if (!in.is_open()) {
+            LOG(ERROR) << ("Failed to open file: %s", model_path.at(WAV_SCP));
+            return 0;
+        }
+        string line;
+        while(getline(in, line))
+        {
+            istringstream iss(line);
+            string column1, column2;
+            iss >> column1 >> column2;
+            wav_list.emplace_back(column2); 
+        }
+        in.close();
+    }
 
     // 澶氱嚎绋嬫祴璇�
     float total_length = 0.0f;
     long total_time = 0;
     std::vector<std::thread> threads;
 
-    for (int i = 0; i < thread_num; i++)
+    int rtf_threds = thread_num.getValue();
+    for (int i = 0; i < rtf_threds; i++)
     {
         threads.emplace_back(thread(runReg, asr_handle, wav_list, &total_length, &total_time, i));
     }
diff --git a/funasr/runtime/onnxruntime/src/funasr-onnx-offline.cpp b/funasr/runtime/onnxruntime/src/funasr-onnx-offline.cpp
index 80c50ab..bc6224c 100644
--- a/funasr/runtime/onnxruntime/src/funasr-onnx-offline.cpp
+++ b/funasr/runtime/onnxruntime/src/funasr-onnx-offline.cpp
@@ -1,3 +1,7 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
 
 #ifndef _WIN32
 #include <sys/time.h>
@@ -5,82 +9,133 @@
 #include <win_func.h>
 #endif
 
+#include <iostream>
+#include <fstream>
 #include <sstream>
+#include <map>
 #include <glog/logging.h>
 #include "libfunasrapi.h"
 #include "tclap/CmdLine.h"
+#include "com-define.h"
 
 using namespace std;
 
+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();
+    }
+}
+
 int main(int argc, char *argv[])
 {
-    google::InitGoogleLogging(argv[0]);
+    //google::InitGoogleLogging(argv[0]);
 
-    TCLAP::CmdLine cmd("Command description message", ' ', "1.0");
-    TCLAP::ValueArg<std::string> nameArg("n", "name", "Name of user", true, "", "string");
-    TCLAP::SwitchArg reverseSwitch("r","reverse","Print name backwards", cmd, false);
-    cmd.add(nameArg);
+    TCLAP::CmdLine cmd("funasr-onnx-offline", ' ', "1.0");
+    TCLAP::ValueArg<std::string> vad_model("", VAD_MODEL_PATH, "vad model path", false, "", "string");
+    TCLAP::ValueArg<std::string> vad_cmvn("", VAD_CMVN_PATH, "vad cmvn path", false, "", "string");
 
+    TCLAP::ValueArg<std::string> am_model("", AM_MODEL_PATH, "am model path", false, "", "string");
+    TCLAP::ValueArg<std::string> am_cmvn("", AM_CMVN_PATH, "am cmvn path", false, "", "string");
+    TCLAP::ValueArg<std::string> am_config("", AM_CONFIG_PATH, "am config path", false, "", "string");
+
+    TCLAP::ValueArg<std::string> punc_model("", PUNC_MODEL_PATH, "punc model path", false, "", "string");
+    TCLAP::ValueArg<std::string> punc_config("", PUNC_CONFIG_PATH, "punc config path", false, "", "string");
+
+    TCLAP::ValueArg<std::string> wav_path("", WAV_PATH, "wave file path", false, "", "string");
+    TCLAP::ValueArg<std::string> wav_scp("", WAV_SCP, "wave scp path", false, "", "string");
+
+    cmd.add(vad_model);
+    cmd.add(vad_cmvn);
+    cmd.add(am_model);
+    cmd.add(am_cmvn);
+    cmd.add(am_config);
+    cmd.add(punc_model);
+    cmd.add(punc_config);
+    cmd.add(wav_path);
+    cmd.add(wav_scp);
     cmd.parse(argc, argv);
-    string name = nameArg.getValue();
 
-    printf(name.c_str());
+    std::map<std::string, std::string> model_path;
+    GetValue(vad_model, VAD_MODEL_PATH, model_path);
+    GetValue(vad_cmvn, VAD_CMVN_PATH, model_path);
+    GetValue(am_model, AM_MODEL_PATH, model_path);
+    GetValue(am_cmvn, AM_CMVN_PATH, model_path);
+    GetValue(am_config, AM_CONFIG_PATH, model_path);
+    GetValue(punc_model, PUNC_MODEL_PATH, model_path);
+    GetValue(punc_config, PUNC_CONFIG_PATH, model_path);
+    GetValue(wav_path, WAV_PATH, model_path);
+    GetValue(wav_scp, WAV_SCP, model_path);
 
 
-    if (argc < 6)
-    {
-        printf("Usage: %s /path/to/model_dir /path/to/wav/file quantize(true or false) use_vad(true or false) use_punc(true or false)\n", argv[0]);
-        exit(-1);
-    }
     struct timeval start, end;
     gettimeofday(&start, NULL);
     int thread_num = 1;
-    // is quantize
-    bool quantize = false;
-    bool use_vad = false;
-    bool use_punc = false;
-    istringstream(argv[3]) >> boolalpha >> quantize;
-    istringstream(argv[4]) >> boolalpha >> use_vad;
-    istringstream(argv[5]) >> boolalpha >> use_punc;
-    FUNASR_HANDLE asr_hanlde=FunASRInit(argv[1], thread_num, quantize, use_vad, use_punc);
+    FUNASR_HANDLE asr_hanlde=FunASRInit(model_path, thread_num);
 
     if (!asr_hanlde)
     {
-        printf("Cannot load ASR Model from: %s, there must be files model.onnx and vocab.txt", argv[1]);
+        LOG(ERROR) << ("Cannot load ASR Model from: %s, there must be files model.onnx and vocab.txt", argv[1]);
         exit(-1);
     }
 
     gettimeofday(&end, NULL);
     long seconds = (end.tv_sec - start.tv_sec);
     long modle_init_micros = ((seconds * 1000000) + end.tv_usec) - (start.tv_usec);
-    printf("Model initialization takes %lfs.\n", (double)modle_init_micros / 1000000);
+    printf("Model initialization takes %lfs.", (double)modle_init_micros / 1000000);
 
-    gettimeofday(&start, NULL);
-    FUNASR_RESULT result=FunASRRecogFile(asr_hanlde, argv[2], RASR_NONE, NULL, use_vad, use_punc);
-    gettimeofday(&end, NULL);
+    // read wav_path and wav_scp
+    vector<string> wav_list;
 
-    float snippet_time = 0.0f;
-    if (result)
-    {
-        string msg = FunASRGetResult(result, 0);
-        setbuf(stdout, NULL);
-        printf("Result: %s \n", msg.c_str());
-        snippet_time = FunASRGetRetSnippetTime(result);
-        FunASRFreeResult(result);
+    if(model_path.find(WAV_PATH)!=model_path.end()){
+        wav_list.emplace_back(model_path.at(WAV_PATH));
     }
-    else
-    {
-        printf("no return data!\n");
+    if(model_path.find(WAV_SCP)!=model_path.end()){
+        ifstream in(model_path.at(WAV_SCP));
+        if (!in.is_open()) {
+            LOG(ERROR) << ("Failed to open file: %s", model_path.at(WAV_SCP));
+            return 0;
+        }
+        string line;
+        while(getline(in, line))
+        {
+            istringstream iss(line);
+            string column1, column2;
+            iss >> column1 >> column2;
+            wav_list.emplace_back(column2); 
+        }
+        in.close();
+    }
+    
+    float snippet_time = 0.0f;
+    long taking_micros = 0;
+    for(auto& wav_file : wav_list){
+        gettimeofday(&start, NULL);
+        FUNASR_RESULT result=FunASRRecogFile(asr_hanlde, wav_file.c_str(), RASR_NONE, NULL);
+        gettimeofday(&end, NULL);
+        seconds = (end.tv_sec - start.tv_sec);
+        taking_micros += ((seconds * 1000000) + end.tv_usec) - (start.tv_usec);
+
+        if (result)
+        {
+            string msg = FunASRGetResult(result, 0);
+            setbuf(stdout, NULL);
+            printf("Result: %s \n", msg.c_str());
+            snippet_time += FunASRGetRetSnippetTime(result);
+            FunASRFreeResult(result);
+        }
+        else
+        {
+            LOG(ERROR) << ("no return data!\n");
+        }
     }
  
     printf("Audio length %lfs.\n", (double)snippet_time);
-    seconds = (end.tv_sec - start.tv_sec);
-    long taking_micros = ((seconds * 1000000) + end.tv_usec) - (start.tv_usec);
     printf("Model inference takes %lfs.\n", (double)taking_micros / 1000000);
     printf("Model inference RTF: %04lf.\n", (double)taking_micros/ (snippet_time*1000000));
 
     FunASRUninit(asr_hanlde);
-
     return 0;
 }
 
diff --git a/funasr/runtime/onnxruntime/src/libfunasrapi.cpp b/funasr/runtime/onnxruntime/src/libfunasrapi.cpp
index 10c061e..93434bb 100644
--- a/funasr/runtime/onnxruntime/src/libfunasrapi.cpp
+++ b/funasr/runtime/onnxruntime/src/libfunasrapi.cpp
@@ -5,13 +5,13 @@
 #endif
 
 	// APIs for funasr
-	_FUNASRAPI FUNASR_HANDLE  FunASRInit(const char* sz_model_dir, int thread_num, bool quantize, bool use_vad, bool use_punc)
+	_FUNASRAPI FUNASR_HANDLE  FunASRInit(std::map<std::string, std::string>& model_path, int thread_num)
 	{
-		Model* mm = CreateModel(sz_model_dir, thread_num, quantize, use_vad, use_punc);
+		Model* mm = CreateModel(model_path, thread_num);
 		return mm;
 	}
 
-	_FUNASRAPI FUNASR_RESULT FunASRRecogBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, FUNASR_MODE mode, QM_CALLBACK fn_callback, bool use_vad, bool use_punc)
+	_FUNASRAPI FUNASR_RESULT FunASRRecogBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, FUNASR_MODE mode, QM_CALLBACK fn_callback)
 	{
 		Model* recog_obj = (Model*)handle;
 		if (!recog_obj)
@@ -21,7 +21,7 @@
 		Audio audio(1);
 		if (!audio.LoadWav(sz_buf, n_len, &sampling_rate))
 			return nullptr;
-		if(use_vad){
+		if(recog_obj->UseVad()){
 			audio.Split(recog_obj);
 		}
 
@@ -39,7 +39,7 @@
 			if (fn_callback)
 				fn_callback(n_step, n_total);
 		}
-		if(use_punc){
+		if(recog_obj->UsePunc()){
 			string punc_res = recog_obj->AddPunc((p_result->msg).c_str());
 			p_result->msg = punc_res;
 		}
@@ -47,7 +47,7 @@
 		return p_result;
 	}
 
-	_FUNASRAPI FUNASR_RESULT FunASRRecogPCMBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, int sampling_rate, FUNASR_MODE mode, QM_CALLBACK fn_callback, bool use_vad, bool use_punc)
+	_FUNASRAPI FUNASR_RESULT FunASRRecogPCMBuffer(FUNASR_HANDLE handle, const char* sz_buf, int n_len, int sampling_rate, FUNASR_MODE mode, QM_CALLBACK fn_callback)
 	{
 		Model* recog_obj = (Model*)handle;
 		if (!recog_obj)
@@ -56,7 +56,7 @@
 		Audio audio(1);
 		if (!audio.LoadPcmwav(sz_buf, n_len, &sampling_rate))
 			return nullptr;
-		if(use_vad){
+		if(recog_obj->UseVad()){
 			audio.Split(recog_obj);
 		}
 
@@ -74,7 +74,7 @@
 			if (fn_callback)
 				fn_callback(n_step, n_total);
 		}
-		if(use_punc){
+		if(recog_obj->UsePunc()){
 			string punc_res = recog_obj->AddPunc((p_result->msg).c_str());
 			p_result->msg = punc_res;
 		}
@@ -82,7 +82,7 @@
 		return p_result;
 	}
 
-	_FUNASRAPI FUNASR_RESULT FunASRRecogPCMFile(FUNASR_HANDLE handle, const char* sz_filename, int sampling_rate, FUNASR_MODE mode, QM_CALLBACK fn_callback, bool use_vad, bool use_punc)
+	_FUNASRAPI FUNASR_RESULT FunASRRecogPCMFile(FUNASR_HANDLE handle, const char* sz_filename, int sampling_rate, FUNASR_MODE mode, QM_CALLBACK fn_callback)
 	{
 		Model* recog_obj = (Model*)handle;
 		if (!recog_obj)
@@ -91,7 +91,7 @@
 		Audio audio(1);
 		if (!audio.LoadPcmwav(sz_filename, &sampling_rate))
 			return nullptr;
-		if(use_vad){
+		if(recog_obj->UseVad()){
 			audio.Split(recog_obj);
 		}
 
@@ -109,7 +109,7 @@
 			if (fn_callback)
 				fn_callback(n_step, n_total);
 		}
-		if(use_punc){
+		if(recog_obj->UsePunc()){
 			string punc_res = recog_obj->AddPunc((p_result->msg).c_str());
 			p_result->msg = punc_res;
 		}
@@ -117,7 +117,7 @@
 		return p_result;
 	}
 
-	_FUNASRAPI FUNASR_RESULT FunASRRecogFile(FUNASR_HANDLE handle, const char* sz_wavfile, FUNASR_MODE mode, QM_CALLBACK fn_callback, bool use_vad, bool use_punc)
+	_FUNASRAPI FUNASR_RESULT FunASRRecogFile(FUNASR_HANDLE handle, const char* sz_wavfile, FUNASR_MODE mode, QM_CALLBACK fn_callback)
 	{
 		Model* recog_obj = (Model*)handle;
 		if (!recog_obj)
@@ -127,7 +127,7 @@
 		Audio audio(1);
 		if(!audio.LoadWav(sz_wavfile, &sampling_rate))
 			return nullptr;
-		if(use_vad){
+		if(recog_obj->UseVad()){
 			audio.Split(recog_obj);
 		}
 
@@ -145,7 +145,7 @@
 			if (fn_callback)
 				fn_callback(n_step, n_total);
 		}
-		if(use_punc){
+		if(recog_obj->UsePunc()){
 			string punc_res = recog_obj->AddPunc((p_result->msg).c_str());
 			p_result->msg = punc_res;
 		}
diff --git a/funasr/runtime/onnxruntime/src/model.cpp b/funasr/runtime/onnxruntime/src/model.cpp
index a582f82..52ce7ba 100644
--- a/funasr/runtime/onnxruntime/src/model.cpp
+++ b/funasr/runtime/onnxruntime/src/model.cpp
@@ -1,8 +1,8 @@
 #include "precomp.h"
 
-Model *CreateModel(const char *path, int thread_num, bool quantize, bool use_vad, bool use_punc)
+Model *CreateModel(std::map<std::string, std::string>& model_path, int thread_num)
 {
     Model *mm;
-    mm = new paraformer::Paraformer(path, thread_num, quantize, use_vad, use_punc);
+    mm = new paraformer::Paraformer(model_path, thread_num);
     return mm;
 }
diff --git a/funasr/runtime/onnxruntime/src/online-feature.cpp b/funasr/runtime/onnxruntime/src/online-feature.cpp
index 36e2770..3f57e0b 100644
--- a/funasr/runtime/onnxruntime/src/online-feature.cpp
+++ b/funasr/runtime/onnxruntime/src/online-feature.cpp
@@ -1,3 +1,7 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
 
 #include "online-feature.h"
 #include <utility>
diff --git a/funasr/runtime/onnxruntime/src/online-feature.h b/funasr/runtime/onnxruntime/src/online-feature.h
index 78245de..decaaf4 100644
--- a/funasr/runtime/onnxruntime/src/online-feature.h
+++ b/funasr/runtime/onnxruntime/src/online-feature.h
@@ -1,3 +1,7 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
 
 #include <vector>
 #include "precomp.h"
diff --git a/funasr/runtime/onnxruntime/src/paraformer.cpp b/funasr/runtime/onnxruntime/src/paraformer.cpp
index 72127f8..6d1a909 100644
--- a/funasr/runtime/onnxruntime/src/paraformer.cpp
+++ b/funasr/runtime/onnxruntime/src/paraformer.cpp
@@ -1,36 +1,70 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
+
 #include "precomp.h"
 
 using namespace std;
 using namespace paraformer;
 
-Paraformer::Paraformer(const char* path,int thread_num, bool quantize, bool use_vad, bool use_punc)
+Paraformer::Paraformer(std::map<std::string, std::string>& model_path,int thread_num)
 :env_(ORT_LOGGING_LEVEL_ERROR, "paraformer"),session_options{}{
-    string model_path;
-    string cmvn_path;
-    string config_path;
 
     // VAD model
-    if(use_vad){
-        string vad_path = PathAppend(path, "vad_model.onnx");
-        string mvn_path = PathAppend(path, "vad.mvn");
+    if(model_path.find(VAD_MODEL_PATH) != model_path.end()){
+        use_vad = true;
+        string vad_model_path;
+        string vad_cmvn_path;
+    
+        try{
+            vad_model_path = model_path.at(VAD_MODEL_PATH);
+            vad_cmvn_path = model_path.at(VAD_CMVN_PATH);
+        }catch(const out_of_range& e){
+            LOG(ERROR) << "Error when read "<< VAD_CMVN_PATH <<" :" << e.what();
+            exit(0);
+        }
         vad_handle = make_unique<FsmnVad>();
-        vad_handle->InitVad(vad_path, mvn_path, MODEL_SAMPLE_RATE, VAD_MAX_LEN, VAD_SILENCE_DYRATION, VAD_SPEECH_NOISE_THRES);
+        vad_handle->InitVad(vad_model_path, vad_cmvn_path, MODEL_SAMPLE_RATE, VAD_MAX_LEN, VAD_SILENCE_DYRATION, VAD_SPEECH_NOISE_THRES);
+    }
+
+    // AM model
+    if(model_path.find(AM_MODEL_PATH) != model_path.end()){
+        string am_model_path;
+        string am_cmvn_path;
+        string am_config_path;
+    
+        try{
+            am_model_path = model_path.at(AM_MODEL_PATH);
+            am_cmvn_path = model_path.at(AM_CMVN_PATH);
+            am_config_path = model_path.at(AM_CONFIG_PATH);
+        }catch(const out_of_range& e){
+            LOG(ERROR) << "Error when read "<< AM_CONFIG_PATH << " or " << AM_CMVN_PATH <<" :" << e.what();
+            exit(0);
+        }
+        InitAM(am_model_path, am_cmvn_path, am_config_path, thread_num);
     }
 
     // PUNC model
-    if(use_punc){
-        punc_handle = make_unique<CTTransformer>(path, thread_num);
-    }
+    if(model_path.find(PUNC_MODEL_PATH) != model_path.end()){
+        use_punc = true;
+        string punc_model_path;
+        string punc_config_path;
+    
+        try{
+            punc_model_path = model_path.at(PUNC_MODEL_PATH);
+            punc_config_path = model_path.at(PUNC_CONFIG_PATH);
+        }catch(const out_of_range& e){
+            LOG(ERROR) << "Error when read "<< PUNC_CONFIG_PATH <<" :" << e.what();
+            exit(0);
+        }
 
-    if(quantize)
-    {
-        model_path = PathAppend(path, "model_quant.onnx");
-    }else{
-        model_path = PathAppend(path, "model.onnx");
+        punc_handle = make_unique<CTTransformer>();
+        punc_handle->InitPunc(punc_model_path, punc_config_path, thread_num);
     }
-    cmvn_path = PathAppend(path, "am.mvn");
-    config_path = PathAppend(path, "config.yaml");
+}
 
+void Paraformer::InitAM(const std::string &am_model, const std::string &am_cmvn, const std::string &am_config, int thread_num){
     // knf options
     fbank_opts.frame_opts.dither = 0;
     fbank_opts.mel_opts.num_bins = 80;
@@ -48,12 +82,12 @@
     // DisableCpuMemArena can improve performance
     session_options.DisableCpuMemArena();
 
-#ifdef _WIN32
-    wstring wstrPath = strToWstr(model_path);
-    m_session = std::make_unique<Ort::Session>(env_, model_path.c_str(), session_options);
-#else
-    m_session = std::make_unique<Ort::Session>(env_, model_path.c_str(), session_options);
-#endif
+    try {
+        m_session = std::make_unique<Ort::Session>(env_, am_model.c_str(), session_options);
+    } catch (std::exception const &e) {
+        LOG(ERROR) << "Error when load am onnx model: " << e.what();
+        exit(0);
+    }
 
     string strName;
     GetInputName(m_session.get(), strName);
@@ -70,8 +104,8 @@
         m_szInputNames.push_back(item.c_str());
     for (auto& item : m_strOutputNames)
         m_szOutputNames.push_back(item.c_str());
-    vocab = new Vocab(config_path.c_str());
-    LoadCmvn(cmvn_path.c_str());
+    vocab = new Vocab(am_config.c_str());
+    LoadCmvn(am_cmvn.c_str());
 }
 
 Paraformer::~Paraformer()
diff --git a/funasr/runtime/onnxruntime/src/paraformer.h b/funasr/runtime/onnxruntime/src/paraformer.h
index 5301932..f3eb059 100644
--- a/funasr/runtime/onnxruntime/src/paraformer.h
+++ b/funasr/runtime/onnxruntime/src/paraformer.h
@@ -1,3 +1,8 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
+
 #pragma once
 
 
@@ -41,10 +46,13 @@
         vector<string> m_strInputNames, m_strOutputNames;
         vector<const char*> m_szInputNames;
         vector<const char*> m_szOutputNames;
+        bool use_vad=false;
+        bool use_punc=false;
 
     public:
-        Paraformer(const char* path, int thread_num=0, bool quantize=false, bool use_vad=false, bool use_punc=false);
+        Paraformer(std::map<std::string, std::string>& model_path, int thread_num=0);
         ~Paraformer();
+        void InitAM(const std::string &am_model, const std::string &am_cmvn, const std::string &am_config, int thread_num);
         void Reset();
         vector<float> FbankKaldi(float sample_rate, const float* waves, int len);
         string ForwardChunk(float* din, int len, int flag);
@@ -52,6 +60,8 @@
         string Rescoring();
         std::vector<std::vector<int>> VadSeg(std::vector<float>& pcm_data);
         string AddPunc(const char* sz_input);
+        bool UseVad(){return use_vad;};
+        bool UsePunc(){return use_punc;}; 
     };
 
 } // namespace paraformer
diff --git a/funasr/runtime/onnxruntime/src/tokenizer.cpp b/funasr/runtime/onnxruntime/src/tokenizer.cpp
index ef0c533..c38664a 100644
--- a/funasr/runtime/onnxruntime/src/tokenizer.cpp
+++ b/funasr/runtime/onnxruntime/src/tokenizer.cpp
@@ -1,4 +1,9 @@
- #include "precomp.h"
+ /**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
+
+#include "precomp.h"
 
 CTokenizer::CTokenizer(const char* sz_yamlfile):m_ready(false)
 {
diff --git a/funasr/runtime/onnxruntime/src/tokenizer.h b/funasr/runtime/onnxruntime/src/tokenizer.h
index 7326db8..4ff1809 100644
--- a/funasr/runtime/onnxruntime/src/tokenizer.h
+++ b/funasr/runtime/onnxruntime/src/tokenizer.h
@@ -1,3 +1,8 @@
+/**
+ * Copyright FunASR (https://github.com/alibaba-damo-academy/FunASR). All Rights Reserved.
+ * MIT License  (https://opensource.org/licenses/MIT)
+*/
+
 #pragma once
 #include <yaml-cpp/yaml.h>
 

--
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