From 28a19dbc4e85d3b8a4ec2ef7483bba64d422b43f Mon Sep 17 00:00:00 2001
From: aky15 <ankeyu.aky@11.17.44.249>
Date: 星期三, 12 四月 2023 18:03:06 +0800
Subject: [PATCH] Merge remote-tracking branch 'origin/main' into dev_aky

---
 funasr/version.txt                                                                                                  |    2 
 funasr/runtime/grpc/paraformer_server.cc                                                                            |   57 ++---
 funasr/runtime/onnxruntime/src/CMakeLists.txt                                                                       |   28 +-
 funasr/runtime/onnxruntime/tester/CMakeLists.txt                                                                    |    2 
 egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer_after_finetune.py |   93 ++++++-
 funasr/runtime/python/grpc/grpc_main_client.py                                                                      |   62 +++++
 funasr/tasks/abs_task.py                                                                                            |    9 
 funasr/runtime/onnxruntime/src/paraformer_onnx.cpp                                                                  |   28 +
 funasr/runtime/onnxruntime/tester/tester.cpp                                                                        |   58 ----
 funasr/runtime/onnxruntime/include/libfunasrapi.h                                                                   |   77 +++++++
 funasr/runtime/onnxruntime/src/commonfunc.h                                                                         |    4 
 egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer.py                |    3 
 /dev/null                                                                                                           |   77 -------
 funasr/runtime/onnxruntime/tester/tester_rtf.cpp                                                                    |   18 
 funasr/runtime/grpc/CMakeLists.txt                                                                                  |    2 
 funasr/runtime/python/onnxruntime/funasr_onnx/utils/utils.py                                                        |   23 -
 funasr/runtime/onnxruntime/src/FeatureExtract.cpp                                                                   |   28 -
 funasr/runtime/onnxruntime/src/FeatureExtract.h                                                                     |   13 
 funasr/runtime/onnxruntime/src/libfunasrapi.cpp                                                                     |   42 +-
 funasr/runtime/onnxruntime/src/paraformer_onnx.h                                                                    |    7 
 funasr/runtime/onnxruntime/src/precomp.h                                                                            |    2 
 funasr/runtime/grpc/paraformer_server.h                                                                             |   12 
 funasr/runtime/python/libtorch/funasr_torch/utils/utils.py                                                          |   13 
 23 files changed, 347 insertions(+), 313 deletions(-)

diff --git a/egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer.py b/egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer.py
index 96db5f9..ce8988e 100644
--- a/egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer.py
+++ b/egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer.py
@@ -23,8 +23,7 @@
         batch_size=1
     )
     audio_in = os.path.join(split_dir, "wav.{}.scp".format(idx))
-    inference_pipline(audio_in=audio_in, param_dict={"decoding_model": "offline"})
-
+    inference_pipline(audio_in=audio_in)
 
 def modelscope_infer(params):
     # prepare for multi-GPU decoding
diff --git a/egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer_after_finetune.py b/egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer_after_finetune.py
index 74691f0..1e9c4d1 100644
--- a/egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer_after_finetune.py
+++ b/egs_modelscope/asr/uniasr/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline/infer_after_finetune.py
@@ -2,52 +2,103 @@
 import os
 import shutil
 
+from multiprocessing import Pool
 from modelscope.pipelines import pipeline
 from modelscope.utils.constant import Tasks
 
 from funasr.utils.compute_wer import compute_wer
 
 
+def modelscope_infer_after_finetune_core(model_dir, output_dir, split_dir, njob, idx):
+    output_dir_job = os.path.join(output_dir, "output.{}".format(idx))
+    gpu_id = (int(idx) - 1) // njob
+    if "CUDA_VISIBLE_DEVICES" in os.environ.keys():
+        gpu_list = os.environ['CUDA_VISIBLE_DEVICES'].split(",")
+        os.environ['CUDA_VISIBLE_DEVICES'] = str(gpu_list[gpu_id])
+    else:
+        os.environ['CUDA_VISIBLE_DEVICES'] = str(gpu_id)
+    inference_pipeline = pipeline(
+        task=Tasks.auto_speech_recognition,
+        model=model_dir,
+        output_dir=output_dir_job,
+        batch_size=1
+    )
+    audio_in = os.path.join(split_dir, "wav.{}.scp".format(idx))
+    inference_pipeline(audio_in=audio_in)
+
 def modelscope_infer_after_finetune(params):
-    # prepare for decoding
+    # prepare for multi-GPU decoding
+    model_dir = params["model_dir"]
     pretrained_model_path = os.path.join(os.environ["HOME"], ".cache/modelscope/hub", params["modelscope_model_name"])
     for file_name in params["required_files"]:
         if file_name == "configuration.json":
             with open(os.path.join(pretrained_model_path, file_name)) as f:
                 config_dict = json.load(f)
                 config_dict["model"]["am_model_name"] = params["decoding_model_name"]
-            with open(os.path.join(params["output_dir"], "configuration.json"), "w") as f:
+            with open(os.path.join(model_dir, "configuration.json"), "w") as f:
                 json.dump(config_dict, f, indent=4, separators=(',', ': '))
         else:
             shutil.copy(os.path.join(pretrained_model_path, file_name),
-                        os.path.join(params["output_dir"], file_name))
-    decoding_path = os.path.join(params["output_dir"], "decode_results")
-    if os.path.exists(decoding_path):
-        shutil.rmtree(decoding_path)
-    os.mkdir(decoding_path)
+                        os.path.join(model_dir, file_name))
+    ngpu = params["ngpu"]
+    njob = params["njob"]
+    output_dir = params["output_dir"]
+    if os.path.exists(output_dir):
+        shutil.rmtree(output_dir)
+    os.mkdir(output_dir)
+    split_dir = os.path.join(output_dir, "split")
+    os.mkdir(split_dir)
+    nj = ngpu * njob
+    wav_scp_file = os.path.join(params["data_dir"], "wav.scp")
+    with open(wav_scp_file) as f:
+        lines = f.readlines()
+        num_lines = len(lines)
+        num_job_lines = num_lines // nj
+    start = 0
+    for i in range(nj):
+        end = start + num_job_lines
+        file = os.path.join(split_dir, "wav.{}.scp".format(str(i + 1)))
+        with open(file, "w") as f:
+            if i == nj - 1:
+                f.writelines(lines[start:])
+            else:
+                f.writelines(lines[start:end])
+        start = end
 
-    # decoding
-    inference_pipeline = pipeline(
-        task=Tasks.auto_speech_recognition,
-        model=params["output_dir"],
-        output_dir=decoding_path,
-        batch_size=1
-    )
-    audio_in = os.path.join(params["data_dir"], "wav.scp")
-    inference_pipeline(audio_in=audio_in, param_dict={"decoding_model": "offline"})
+    p = Pool(nj)
+    for i in range(nj):
+        p.apply_async(modelscope_infer_after_finetune_core,
+                      args=(model_dir, output_dir, split_dir, njob, str(i + 1)))
+    p.close()
+    p.join()
 
-    # computer CER if GT text is set
+    # combine decoding results
+    best_recog_path = os.path.join(output_dir, "1best_recog")
+    os.mkdir(best_recog_path)
+    files = ["text", "token", "score"]
+    for file in files:
+        with open(os.path.join(best_recog_path, file), "w") as f:
+            for i in range(nj):
+                job_file = os.path.join(output_dir, "output.{}/1best_recog".format(str(i + 1)), file)
+                with open(job_file) as f_job:
+                    lines = f_job.readlines()
+                f.writelines(lines)
+
+    # If text exists, compute CER
     text_in = os.path.join(params["data_dir"], "text")
     if os.path.exists(text_in):
-        text_proc_file = os.path.join(decoding_path, "1best_recog/text")
-        compute_wer(text_in, text_proc_file, os.path.join(decoding_path, "text.cer"))
-
+        text_proc_file = os.path.join(best_recog_path, "token")
+        compute_wer(text_in, text_proc_file, os.path.join(best_recog_path, "text.cer"))
 
 if __name__ == '__main__':
     params = {}
     params["modelscope_model_name"] = "damo/speech_UniASR_asr_2pass-zh-cn-8k-common-vocab3445-pytorch-offline"
     params["required_files"] = ["am.mvn", "decoding.yaml", "configuration.json"]
-    params["output_dir"] = "./checkpoint"
+    params["model_dir"] = "./checkpoint"
+    params["output_dir"] = "./results"
     params["data_dir"] = "./data/test"
     params["decoding_model_name"] = "20epoch.pb"
+    params["ngpu"] = 1
+    params["njob"] = 1
     modelscope_infer_after_finetune(params)
+
diff --git a/funasr/runtime/grpc/CMakeLists.txt b/funasr/runtime/grpc/CMakeLists.txt
index 1d5d9a9..c7727d5 100644
--- a/funasr/runtime/grpc/CMakeLists.txt
+++ b/funasr/runtime/grpc/CMakeLists.txt
@@ -74,7 +74,7 @@
     "${_target}.cc")
   target_link_libraries(${_target}
     rg_grpc_proto
-    rapidasr
+    funasr
     ${EXTRA_LIBS}
     ${_REFLECTION}
     ${_GRPC_GRPCPP}
diff --git a/funasr/runtime/grpc/paraformer_server.cc b/funasr/runtime/grpc/paraformer_server.cc
index f2ab4e0..2bfd3e5 100644
--- a/funasr/runtime/grpc/paraformer_server.cc
+++ b/funasr/runtime/grpc/paraformer_server.cc
@@ -15,7 +15,6 @@
 #include "paraformer.grpc.pb.h"
 #include "paraformer_server.h"
 
-
 using grpc::Server;
 using grpc::ServerBuilder;
 using grpc::ServerContext;
@@ -24,37 +23,14 @@
 using grpc::ServerWriter;
 using grpc::Status;
 
-
 using paraformer::Request;
 using paraformer::Response;
 using paraformer::ASR;
 
 ASRServicer::ASRServicer(const char* model_path, int thread_num, bool quantize) {
-    AsrHanlde=RapidAsrInit(model_path, thread_num, quantize);
+    AsrHanlde=FunASRInit(model_path, thread_num, quantize);
     std::cout << "ASRServicer init" << std::endl;
     init_flag = 0;
-}
-
-void ASRServicer::clear_states(const std::string& user) {
-    clear_buffers(user);
-    clear_transcriptions(user);
-}
-
-void ASRServicer::clear_buffers(const std::string& user) {
-    if (client_buffers.count(user)) {
-        client_buffers.erase(user);
-    }
-}
-
-void ASRServicer::clear_transcriptions(const std::string& user) {
-    if (client_transcription.count(user)) {
-        client_transcription.erase(user);
-    }
-}
-
-void ASRServicer::disconnect(const std::string& user) {
-    clear_states(user);
-    std::cout << "Disconnecting user: " << user << std::endl;
 }
 
 grpc::Status ASRServicer::Recognize(
@@ -62,10 +38,20 @@
     grpc::ServerReaderWriter<Response, Request>* stream) {
 
     Request req;
+    std::unordered_map<std::string, std::string> client_buffers;
+    std::unordered_map<std::string, std::string> client_transcription;
+
     while (stream->Read(&req)) {
         if (req.isend()) {
             std::cout << "asr end" << std::endl;
-            disconnect(req.user());
+            // disconnect 
+            if (client_buffers.count(req.user())) {
+                client_buffers.erase(req.user());
+            }
+            if (client_transcription.count(req.user())) {
+                client_transcription.erase(req.user());
+            }
+
             Response res;
             res.set_sentence(
                 R"({"success": true, "detail": "asr end"})"
@@ -103,8 +89,14 @@
                   auto& buf = client_buffers[req.user()];
                   buf.insert(buf.end(), req.audio_data().begin(), req.audio_data().end());
                 }
-                std::string tmp_data = this->client_buffers[req.user()];
-                this->clear_states(req.user());
+                std::string tmp_data = client_buffers[req.user()];
+                // clear_states
+                if (client_buffers.count(req.user())) {
+                    client_buffers.erase(req.user());
+                }
+                if (client_transcription.count(req.user())) {
+                    client_transcription.erase(req.user());
+                }
 
                 Response res;
                 res.set_sentence(
@@ -133,14 +125,11 @@
                     res.set_user(req.user());
                     res.set_action("finish");
                     res.set_language(req.language());
-
-
-
                     stream->Write(res);
                 }
                 else {
-                    RPASR_RESULT Result= RapidAsrRecogPCMBuffer(AsrHanlde, tmp_data.c_str(), data_len_int, RASR_NONE, NULL);
-                    std::string asr_result = ((RPASR_RECOG_RESULT*)Result)->msg;
+                    FUNASR_RESULT Result= FunASRRecogPCMBuffer(AsrHanlde, tmp_data.c_str(), data_len_int, RASR_NONE, NULL);
+                    std::string asr_result = ((FUNASR_RECOG_RESULT*)Result)->msg;
 
                     auto end_time = std::chrono::duration_cast<std::chrono::milliseconds>(std::chrono::system_clock::now().time_since_epoch()).count();
                     std::string delay_str = std::to_string(end_time - begin_time);
@@ -154,7 +143,6 @@
                     res.set_user(req.user());
                     res.set_action("finish");
                     res.set_language(req.language());
-
 
                     stream->Write(res);
                 }
@@ -172,7 +160,6 @@
     }
     return Status::OK;
 }
-
 
 void RunServer(const std::string& port, int thread_num, const char* model_path, bool quantize) {
     std::string server_address;
diff --git a/funasr/runtime/grpc/paraformer_server.h b/funasr/runtime/grpc/paraformer_server.h
index e42e041..dba1e45 100644
--- a/funasr/runtime/grpc/paraformer_server.h
+++ b/funasr/runtime/grpc/paraformer_server.h
@@ -15,7 +15,7 @@
 #include <chrono>
 
 #include "paraformer.grpc.pb.h"
-#include "librapidasrapi.h"
+#include "libfunasrapi.h"
 
 
 using grpc::Server;
@@ -35,22 +35,16 @@
 {
     std::string msg;
     float  snippet_time;
-}RPASR_RECOG_RESULT;
+}FUNASR_RECOG_RESULT;
 
 
 class ASRServicer final : public ASR::Service {
   private:
     int init_flag;
-    std::unordered_map<std::string, std::string> client_buffers;
-    std::unordered_map<std::string, std::string> client_transcription;
 
   public:
     ASRServicer(const char* model_path, int thread_num, bool quantize);
-    void clear_states(const std::string& user);
-    void clear_buffers(const std::string& user);
-    void clear_transcriptions(const std::string& user);
-    void disconnect(const std::string& user);
     grpc::Status Recognize(grpc::ServerContext* context, grpc::ServerReaderWriter<Response, Request>* stream);
-    RPASR_HANDLE AsrHanlde;
+    FUNASR_HANDLE AsrHanlde;
 	
 };
diff --git a/funasr/runtime/onnxruntime/include/libfunasrapi.h b/funasr/runtime/onnxruntime/include/libfunasrapi.h
new file mode 100644
index 0000000..6e81fa9
--- /dev/null
+++ b/funasr/runtime/onnxruntime/include/libfunasrapi.h
@@ -0,0 +1,77 @@
+#pragma once
+
+#ifdef WIN32
+#ifdef _FUNASR_API_EXPORT
+#define  _FUNASRAPI __declspec(dllexport)
+#else
+#define  _FUNASRAPI __declspec(dllimport)
+#endif
+#else
+#define _FUNASRAPI
+#endif
+
+#ifndef _WIN32
+#define FUNASR_CALLBCK_PREFIX __attribute__((__stdcall__))
+#else
+#define FUNASR_CALLBCK_PREFIX __stdcall
+#endif
+
+#ifdef __cplusplus 
+
+extern "C" {
+#endif
+
+typedef void* FUNASR_HANDLE;
+typedef void* FUNASR_RESULT;
+typedef unsigned char FUNASR_BOOL;
+
+#define FUNASR_TRUE 1
+#define FUNASR_FALSE 0
+#define QM_DEFAULT_THREAD_NUM  4
+
+typedef enum
+{
+ RASR_NONE=-1,
+ RASRM_CTC_GREEDY_SEARCH=0,
+ RASRM_CTC_RPEFIX_BEAM_SEARCH = 1,
+ RASRM_ATTENSION_RESCORING = 2,
+ 
+}FUNASR_MODE;
+
+typedef enum {
+	FUNASR_MODEL_PADDLE = 0,
+	FUNASR_MODEL_PADDLE_2 = 1,
+	FUNASR_MODEL_K2 = 2,
+	FUNASR_MODEL_PARAFORMER = 3,
+
+}FUNASR_MODEL_TYPE;
+
+typedef void (* QM_CALLBACK)(int nCurStep, int nTotal); // nTotal: total steps; nCurStep: Current Step.
+	
+// APIs for qmasr
+_FUNASRAPI FUNASR_HANDLE  FunASRInit(const char* szModelDir, int nThread, bool quantize);
+
+
+// if not give a fnCallback ,it should be NULL 
+_FUNASRAPI FUNASR_RESULT	FunASRRecogBuffer(FUNASR_HANDLE handle, const char* szBuf, int nLen, FUNASR_MODE Mode, QM_CALLBACK fnCallback);
+
+_FUNASRAPI FUNASR_RESULT	FunASRRecogPCMBuffer(FUNASR_HANDLE handle, const char* szBuf, int nLen, FUNASR_MODE Mode, QM_CALLBACK fnCallback);
+
+_FUNASRAPI FUNASR_RESULT	FunASRRecogPCMFile(FUNASR_HANDLE handle, const char* szFileName, FUNASR_MODE Mode, QM_CALLBACK fnCallback);
+
+_FUNASRAPI FUNASR_RESULT	FunASRRecogFile(FUNASR_HANDLE handle, const char* szWavfile, FUNASR_MODE Mode, QM_CALLBACK fnCallback);
+
+_FUNASRAPI const char*	FunASRGetResult(FUNASR_RESULT Result,int nIndex);
+
+_FUNASRAPI const int		FunASRGetRetNumber(FUNASR_RESULT Result);
+
+_FUNASRAPI void			FunASRFreeResult(FUNASR_RESULT Result);
+
+_FUNASRAPI void			FunASRUninit(FUNASR_HANDLE Handle);
+
+_FUNASRAPI const float	FunASRGetRetSnippetTime(FUNASR_RESULT Result);
+
+#ifdef __cplusplus 
+
+}
+#endif
diff --git a/funasr/runtime/onnxruntime/include/librapidasrapi.h b/funasr/runtime/onnxruntime/include/librapidasrapi.h
deleted file mode 100644
index 918e574..0000000
--- a/funasr/runtime/onnxruntime/include/librapidasrapi.h
+++ /dev/null
@@ -1,77 +0,0 @@
-#pragma once
-
-#ifdef WIN32
-#ifdef _RPASR_API_EXPORT
-#define  _RAPIDASRAPI __declspec(dllexport)
-#else
-#define  _RAPIDASRAPI __declspec(dllimport)
-#endif
-#else
-#define _RAPIDASRAPI
-#endif
-
-#ifndef _WIN32
-#define RPASR_CALLBCK_PREFIX __attribute__((__stdcall__))
-#else
-#define RPASR_CALLBCK_PREFIX __stdcall
-#endif
-
-#ifdef __cplusplus 
-
-extern "C" {
-#endif
-
-typedef void* RPASR_HANDLE;
-typedef void* RPASR_RESULT;
-typedef unsigned char RPASR_BOOL;
-
-#define RPASR_TRUE 1
-#define RPASR_FALSE 0
-#define QM_DEFAULT_THREAD_NUM  4
-
-typedef enum
-{
- RASR_NONE=-1,
- RASRM_CTC_GREEDY_SEARCH=0,
- RASRM_CTC_RPEFIX_BEAM_SEARCH = 1,
- RASRM_ATTENSION_RESCORING = 2,
- 
-}RPASR_MODE;
-
-typedef enum {
-	RPASR_MODEL_PADDLE = 0,
-	RPASR_MODEL_PADDLE_2 = 1,
-	RPASR_MODEL_K2 = 2,
-	RPASR_MODEL_PARAFORMER = 3,
-
-}RPASR_MODEL_TYPE;
-
-typedef void (* QM_CALLBACK)(int nCurStep, int nTotal); // nTotal: total steps; nCurStep: Current Step.
-	
-// APIs for qmasr
-_RAPIDASRAPI RPASR_HANDLE  RapidAsrInit(const char* szModelDir, int nThread, bool quantize);
-
-
-// if not give a fnCallback ,it should be NULL 
-_RAPIDASRAPI RPASR_RESULT	RapidAsrRecogBuffer(RPASR_HANDLE handle, const char* szBuf, int nLen, RPASR_MODE Mode, QM_CALLBACK fnCallback);
-
-_RAPIDASRAPI RPASR_RESULT	RapidAsrRecogPCMBuffer(RPASR_HANDLE handle, const char* szBuf, int nLen, RPASR_MODE Mode, QM_CALLBACK fnCallback);
-
-_RAPIDASRAPI RPASR_RESULT	RapidAsrRecogPCMFile(RPASR_HANDLE handle, const char* szFileName, RPASR_MODE Mode, QM_CALLBACK fnCallback);
-
-_RAPIDASRAPI RPASR_RESULT	RapidAsrRecogFile(RPASR_HANDLE handle, const char* szWavfile, RPASR_MODE Mode, QM_CALLBACK fnCallback);
-
-_RAPIDASRAPI const char*	RapidAsrGetResult(RPASR_RESULT Result,int nIndex);
-
-_RAPIDASRAPI const int		RapidAsrGetRetNumber(RPASR_RESULT Result);
-
-_RAPIDASRAPI void			RapidAsrFreeResult(RPASR_RESULT Result);
-
-_RAPIDASRAPI void			RapidAsrUninit(RPASR_HANDLE Handle);
-
-_RAPIDASRAPI const float	RapidAsrGetRetSnippetTime(RPASR_RESULT Result);
-
-#ifdef __cplusplus 
-
-}
-#endif
\ No newline at end of file
diff --git a/funasr/runtime/onnxruntime/src/CMakeLists.txt b/funasr/runtime/onnxruntime/src/CMakeLists.txt
index 2a281eb..c07aac5 100644
--- a/funasr/runtime/onnxruntime/src/CMakeLists.txt
+++ b/funasr/runtime/onnxruntime/src/CMakeLists.txt
@@ -6,38 +6,38 @@
 
 # message("${files}")
 
-add_library(rapidasr ${files})
+add_library(funasr ${files})
 
 if(WIN32)
 
         set(EXTRA_LIBS libfftw3f-3 yaml-cpp)
         if(CMAKE_CL_64)
-            target_link_directories(rapidasr PUBLIC ${CMAKE_SOURCE_DIR}/win/lib/x64)
+            target_link_directories(funasr PUBLIC ${CMAKE_SOURCE_DIR}/win/lib/x64)
         else()
-            target_link_directories(rapidasr PUBLIC ${CMAKE_SOURCE_DIR}/win/lib/x86)
+            target_link_directories(funasr PUBLIC ${CMAKE_SOURCE_DIR}/win/lib/x86)
         endif()
-        target_include_directories(rapidasr PUBLIC ${CMAKE_SOURCE_DIR}/win/include )
+        target_include_directories(funasr PUBLIC ${CMAKE_SOURCE_DIR}/win/include )
         
-        target_compile_definitions(rapidasr PUBLIC -D_RPASR_API_EXPORT)
+        target_compile_definitions(funasr PUBLIC -D_FUNASR_API_EXPORT)
 else()
 
     set(EXTRA_LIBS fftw3f pthread yaml-cpp)
-    target_include_directories(rapidasr PUBLIC "/usr/local/opt/fftw/include")
-    target_link_directories(rapidasr PUBLIC "/usr/local/opt/fftw/lib")
+    target_include_directories(funasr PUBLIC "/usr/local/opt/fftw/include")
+    target_link_directories(funasr PUBLIC "/usr/local/opt/fftw/lib")
 
-    target_include_directories(rapidasr PUBLIC "/usr/local/opt/openblas/include")
-    target_link_directories(rapidasr PUBLIC "/usr/local/opt/openblas/lib")
+    target_include_directories(funasr PUBLIC "/usr/local/opt/openblas/include")
+    target_link_directories(funasr PUBLIC "/usr/local/opt/openblas/lib")
 
-    target_include_directories(rapidasr PUBLIC "/usr/include")
-    target_link_directories(rapidasr PUBLIC "/usr/lib64")
+    target_include_directories(funasr PUBLIC "/usr/include")
+    target_link_directories(funasr PUBLIC "/usr/lib64")
 
-    target_include_directories(rapidasr PUBLIC  ${FFTW3F_INCLUDE_DIR})
-    target_link_directories(rapidasr PUBLIC ${FFTW3F_LIBRARY_DIR})
+    target_include_directories(funasr PUBLIC  ${FFTW3F_INCLUDE_DIR})
+    target_link_directories(funasr PUBLIC ${FFTW3F_LIBRARY_DIR})
     include_directories(${ONNXRUNTIME_DIR}/include)    
 endif()
 
 include_directories(${CMAKE_SOURCE_DIR}/include)
-target_link_libraries(rapidasr PUBLIC onnxruntime ${EXTRA_LIBS})
+target_link_libraries(funasr PUBLIC onnxruntime ${EXTRA_LIBS})
 
 
 
diff --git a/funasr/runtime/onnxruntime/src/FeatureExtract.cpp b/funasr/runtime/onnxruntime/src/FeatureExtract.cpp
index 1b0c3c4..6d2826a 100644
--- a/funasr/runtime/onnxruntime/src/FeatureExtract.cpp
+++ b/funasr/runtime/onnxruntime/src/FeatureExtract.cpp
@@ -5,14 +5,10 @@
 
 FeatureExtract::FeatureExtract(int mode) : mode(mode)
 {
-    fftw_init();
 }
 
 FeatureExtract::~FeatureExtract()
 {
-    fftwf_free(fft_input);
-    fftwf_free(fft_out);
-    fftwf_destroy_plan(p);
 }
 
 void FeatureExtract::reset()
@@ -26,34 +22,25 @@
     return fqueue.size();
 }
 
-void FeatureExtract::fftw_init()
+void FeatureExtract::insert(fftwf_plan plan, float *din, int len, int flag)
 {
-    int fft_size = 512;
-    fft_input = (float *)fftwf_malloc(sizeof(float) * fft_size);
-    fft_out = (fftwf_complex *)fftwf_malloc(sizeof(fftwf_complex) * fft_size);
+    float* fft_input = (float *)fftwf_malloc(sizeof(float) * fft_size);
+    fftwf_complex* fft_out = (fftwf_complex *)fftwf_malloc(sizeof(fftwf_complex) * fft_size);
     memset(fft_input, 0, sizeof(float) * fft_size);
-    p = fftwf_plan_dft_r2c_1d(fft_size, fft_input, fft_out, FFTW_ESTIMATE);
-}
 
-void FeatureExtract::insert(float *din, int len, int flag)
-{
     const float *window = (const float *)&window_hex;
     if (mode == 3)
         window = (const float *)&window_hamm_hex;
-
-    int window_size = 400;
-    int fft_size = 512;
-    int window_shift = 160;
 
     speech.load(din, len);
     int i, j;
     float tmp_feature[80];
     if (mode == 0 || mode == 2 || mode == 3) {
-        int ll = (speech.size() - 400) / 160 + 1;
+        int ll = (speech.size() - window_size) / window_shift + 1;
         fqueue.reinit(ll);
     }
 
-    for (i = 0; i <= speech.size() - 400; i = i + window_shift) {
+    for (i = 0; i <= speech.size() - window_size; i = i + window_shift) {
         float tmp_mean = 0;
         for (j = 0; j < window_size; j++) {
             tmp_mean += speech[i + j];
@@ -70,7 +57,7 @@
             pre_val = cur_val;
         }
 
-        fftwf_execute(p);
+        fftwf_execute_dft_r2c(plan, fft_input, fft_out);
 
         melspect((float *)fft_out, tmp_feature);
         int tmp_flag = S_MIDDLE;
@@ -80,6 +67,8 @@
         fqueue.push(tmp_feature, tmp_flag);
     }
     speech.update(i);
+    fftwf_free(fft_input);
+    fftwf_free(fft_out);
 }
 
 bool FeatureExtract::fetch(Tensor<float> *&dout)
@@ -128,7 +117,6 @@
 void FeatureExtract::melspect(float *din, float *dout)
 {
     float fftmag[256];
-//    float tmp;
     const float *melcoe = (const float *)melcoe_hex;
     int i;
     for (i = 0; i < 256; i++) {
diff --git a/funasr/runtime/onnxruntime/src/FeatureExtract.h b/funasr/runtime/onnxruntime/src/FeatureExtract.h
index f16ea3a..8296253 100644
--- a/funasr/runtime/onnxruntime/src/FeatureExtract.h
+++ b/funasr/runtime/onnxruntime/src/FeatureExtract.h
@@ -14,12 +14,11 @@
     SpeechWrap speech;
     FeatureQueue fqueue;
     int mode;
+    int fft_size = 512;
+    int window_size = 400;
+    int window_shift = 160;
 
-    float *fft_input;
-    fftwf_complex *fft_out;
-    fftwf_plan p;
-
-    void fftw_init();
+    //void fftw_init();
     void melspect(float *din, float *dout);
     void global_cmvn(float *din);
 
@@ -27,9 +26,9 @@
     FeatureExtract(int mode);
     ~FeatureExtract();
     int size();
-    int status();
+    //int status();
     void reset();
-    void insert(float *din, int len, int flag);
+    void insert(fftwf_plan plan, float *din, int len, int flag);
     bool fetch(Tensor<float> *&dout);
 };
 
diff --git a/funasr/runtime/onnxruntime/src/commonfunc.h b/funasr/runtime/onnxruntime/src/commonfunc.h
index 11c234e..5198030 100644
--- a/funasr/runtime/onnxruntime/src/commonfunc.h
+++ b/funasr/runtime/onnxruntime/src/commonfunc.h
@@ -5,7 +5,7 @@
 {
     std::string msg;
     float  snippet_time;
-}RPASR_RECOG_RESULT;
+}FUNASR_RECOG_RESULT;
 
 
 #ifdef _WIN32
@@ -53,4 +53,4 @@
 
         }
     }
-}
\ No newline at end of file
+}
diff --git a/funasr/runtime/onnxruntime/src/librapidasrapi.cpp b/funasr/runtime/onnxruntime/src/libfunasrapi.cpp
similarity index 64%
rename from funasr/runtime/onnxruntime/src/librapidasrapi.cpp
rename to funasr/runtime/onnxruntime/src/libfunasrapi.cpp
index 62f47a5..0d77d20 100644
--- a/funasr/runtime/onnxruntime/src/librapidasrapi.cpp
+++ b/funasr/runtime/onnxruntime/src/libfunasrapi.cpp
@@ -5,13 +5,13 @@
 #endif
 
 	// APIs for qmasr
-	_RAPIDASRAPI RPASR_HANDLE  RapidAsrInit(const char* szModelDir, int nThreadNum, bool quantize)
+	_FUNASRAPI FUNASR_HANDLE  FunASRInit(const char* szModelDir, int nThreadNum, bool quantize)
 	{
 		Model* mm = create_model(szModelDir, nThreadNum, quantize);
 		return mm;
 	}
 
-	_RAPIDASRAPI RPASR_RESULT RapidAsrRecogBuffer(RPASR_HANDLE handle, const char* szBuf, int nLen, RPASR_MODE Mode, QM_CALLBACK fnCallback)
+	_FUNASRAPI FUNASR_RESULT FunASRRecogBuffer(FUNASR_HANDLE handle, const char* szBuf, int nLen, FUNASR_MODE Mode, QM_CALLBACK fnCallback)
 	{
 		Model* pRecogObj = (Model*)handle;
 		if (!pRecogObj)
@@ -25,12 +25,12 @@
 		float* buff;
 		int len;
 		int flag=0;
-		RPASR_RECOG_RESULT* pResult = new RPASR_RECOG_RESULT;
+		FUNASR_RECOG_RESULT* pResult = new FUNASR_RECOG_RESULT;
 		pResult->snippet_time = audio.get_time_len();
 		int nStep = 0;
 		int nTotal = audio.get_queue_size();
 		while (audio.fetch(buff, len, flag) > 0) {
-			pRecogObj->reset();
+			//pRecogObj->reset();
 			string msg = pRecogObj->forward(buff, len, flag);
 			pResult->msg += msg;
 			nStep++;
@@ -41,7 +41,7 @@
 		return pResult;
 	}
 
-	_RAPIDASRAPI RPASR_RESULT RapidAsrRecogPCMBuffer(RPASR_HANDLE handle, const char* szBuf, int nLen, RPASR_MODE Mode, QM_CALLBACK fnCallback)
+	_FUNASRAPI FUNASR_RESULT FunASRRecogPCMBuffer(FUNASR_HANDLE handle, const char* szBuf, int nLen, FUNASR_MODE Mode, QM_CALLBACK fnCallback)
 	{
 		Model* pRecogObj = (Model*)handle;
 		if (!pRecogObj)
@@ -55,12 +55,12 @@
 		float* buff;
 		int len;
 		int flag = 0;
-		RPASR_RECOG_RESULT* pResult = new RPASR_RECOG_RESULT;
+		FUNASR_RECOG_RESULT* pResult = new FUNASR_RECOG_RESULT;
 		pResult->snippet_time = audio.get_time_len();
 		int nStep = 0;
 		int nTotal = audio.get_queue_size();
 		while (audio.fetch(buff, len, flag) > 0) {
-			pRecogObj->reset();
+			//pRecogObj->reset();
 			string msg = pRecogObj->forward(buff, len, flag);
 			pResult->msg += msg;
 			nStep++;
@@ -71,7 +71,7 @@
 		return pResult;
 	}
 
-	_RAPIDASRAPI RPASR_RESULT RapidAsrRecogPCMFile(RPASR_HANDLE handle, const char* szFileName, RPASR_MODE Mode, QM_CALLBACK fnCallback)
+	_FUNASRAPI FUNASR_RESULT FunASRRecogPCMFile(FUNASR_HANDLE handle, const char* szFileName, FUNASR_MODE Mode, QM_CALLBACK fnCallback)
 	{
 		Model* pRecogObj = (Model*)handle;
 		if (!pRecogObj)
@@ -85,12 +85,12 @@
 		float* buff;
 		int len;
 		int flag = 0;
-		RPASR_RECOG_RESULT* pResult = new RPASR_RECOG_RESULT;
+		FUNASR_RECOG_RESULT* pResult = new FUNASR_RECOG_RESULT;
 		pResult->snippet_time = audio.get_time_len();
 		int nStep = 0;
 		int nTotal = audio.get_queue_size();
 		while (audio.fetch(buff, len, flag) > 0) {
-			pRecogObj->reset();
+			//pRecogObj->reset();
 			string msg = pRecogObj->forward(buff, len, flag);
 			pResult->msg += msg;
 			nStep++;
@@ -101,7 +101,7 @@
 		return pResult;
 	}
 
-	_RAPIDASRAPI RPASR_RESULT RapidAsrRecogFile(RPASR_HANDLE handle, const char* szWavfile, RPASR_MODE Mode, QM_CALLBACK fnCallback)
+	_FUNASRAPI FUNASR_RESULT FunASRRecogFile(FUNASR_HANDLE handle, const char* szWavfile, FUNASR_MODE Mode, QM_CALLBACK fnCallback)
 	{
 		Model* pRecogObj = (Model*)handle;
 		if (!pRecogObj)
@@ -117,10 +117,10 @@
 		int flag = 0;
 		int nStep = 0;
 		int nTotal = audio.get_queue_size();
-		RPASR_RECOG_RESULT* pResult = new RPASR_RECOG_RESULT;
+		FUNASR_RECOG_RESULT* pResult = new FUNASR_RECOG_RESULT;
 		pResult->snippet_time = audio.get_time_len();
 		while (audio.fetch(buff, len, flag) > 0) {
-			pRecogObj->reset();
+			//pRecogObj->reset();
 			string msg = pRecogObj->forward(buff, len, flag);
 			pResult->msg+= msg;
 			nStep++;
@@ -131,7 +131,7 @@
 		return pResult;
 	}
 
-	_RAPIDASRAPI const int RapidAsrGetRetNumber(RPASR_RESULT Result)
+	_FUNASRAPI const int FunASRGetRetNumber(FUNASR_RESULT Result)
 	{
 		if (!Result)
 			return 0;
@@ -140,32 +140,32 @@
 	}
 
 
-	_RAPIDASRAPI const float RapidAsrGetRetSnippetTime(RPASR_RESULT Result)
+	_FUNASRAPI const float FunASRGetRetSnippetTime(FUNASR_RESULT Result)
 	{
 		if (!Result)
 			return 0.0f;
 
-		return ((RPASR_RECOG_RESULT*)Result)->snippet_time;
+		return ((FUNASR_RECOG_RESULT*)Result)->snippet_time;
 	}
 
-	_RAPIDASRAPI const char* RapidAsrGetResult(RPASR_RESULT Result,int nIndex)
+	_FUNASRAPI const char* FunASRGetResult(FUNASR_RESULT Result,int nIndex)
 	{
-		RPASR_RECOG_RESULT * pResult = (RPASR_RECOG_RESULT*)Result;
+		FUNASR_RECOG_RESULT * pResult = (FUNASR_RECOG_RESULT*)Result;
 		if(!pResult)
 			return nullptr;
 
 		return pResult->msg.c_str();
 	}
 
-	_RAPIDASRAPI void RapidAsrFreeResult(RPASR_RESULT Result)
+	_FUNASRAPI void FunASRFreeResult(FUNASR_RESULT Result)
 	{
 		if (Result)
 		{
-			delete (RPASR_RECOG_RESULT*)Result;
+			delete (FUNASR_RECOG_RESULT*)Result;
 		}
 	}
 
-	_RAPIDASRAPI void RapidAsrUninit(RPASR_HANDLE handle)
+	_FUNASRAPI void FunASRUninit(FUNASR_HANDLE handle)
 	{
 		Model* pRecogObj = (Model*)handle;
 
diff --git a/funasr/runtime/onnxruntime/src/paraformer_onnx.cpp b/funasr/runtime/onnxruntime/src/paraformer_onnx.cpp
index a49069c..678cdf6 100644
--- a/funasr/runtime/onnxruntime/src/paraformer_onnx.cpp
+++ b/funasr/runtime/onnxruntime/src/paraformer_onnx.cpp
@@ -18,7 +18,10 @@
     cmvn_path = pathAppend(path, "am.mvn");
     config_path = pathAppend(path, "config.yaml");
 
-    fe = new FeatureExtract(3);
+    fft_input = (float *)fftwf_malloc(sizeof(float) * fft_size);
+    fft_out = (fftwf_complex *)fftwf_malloc(sizeof(fftwf_complex) * fft_size);
+    memset(fft_input, 0, sizeof(float) * fft_size);
+    plan = fftwf_plan_dft_r2c_1d(fft_size, fft_input, fft_out, FFTW_ESTIMATE);
 
     //sessionOptions.SetInterOpNumThreads(1);
     sessionOptions.SetIntraOpNumThreads(nNumThread);
@@ -52,8 +55,6 @@
 
 ModelImp::~ModelImp()
 {
-    if(fe)
-        delete fe;
     if (m_session)
     {
         delete m_session;
@@ -61,11 +62,15 @@
     }
     if(vocab)
         delete vocab;
+    fftwf_free(fft_input);
+    fftwf_free(fft_out);
+    fftwf_destroy_plan(plan);
+    fftwf_cleanup();
 }
 
 void ModelImp::reset()
 {
-    fe->reset();
+    printf("Not Imp!!!!!!\n");
 }
 
 void ModelImp::apply_lfr(Tensor<float>*& din)
@@ -159,9 +164,10 @@
 
 string ModelImp::forward(float* din, int len, int flag)
 {
-
     Tensor<float>* in;
-    fe->insert(din, len, flag);
+    FeatureExtract* fe = new FeatureExtract(3);
+    fe->reset();
+    fe->insert(plan, din, len, flag);
     fe->fetch(in);
     apply_lfr(in);
     apply_cmvn(in);
@@ -192,7 +198,6 @@
         auto outputTensor = m_session->Run(run_option, m_szInputNames.data(), input_onnx.data(), m_szInputNames.size(), m_szOutputNames.data(), m_szOutputNames.size());
         std::vector<int64_t> outputShape = outputTensor[0].GetTensorTypeAndShapeInfo().GetShape();
 
-
         int64_t outputCount = std::accumulate(outputShape.begin(), outputShape.end(), 1, std::multiplies<int64_t>());
         float* floatData = outputTensor[0].GetTensorMutableData<float>();
         auto encoder_out_lens = outputTensor[1].GetTensorMutableData<int64_t>();
@@ -203,9 +208,14 @@
         result = "";
     }
 
-
-    if(in)
+    if(in){
         delete in;
+        in = nullptr;
+    }
+    if(fe){
+        delete fe;
+        fe = nullptr;
+    }
 
     return result;
 }
diff --git a/funasr/runtime/onnxruntime/src/paraformer_onnx.h b/funasr/runtime/onnxruntime/src/paraformer_onnx.h
index 395c328..e763be2 100644
--- a/funasr/runtime/onnxruntime/src/paraformer_onnx.h
+++ b/funasr/runtime/onnxruntime/src/paraformer_onnx.h
@@ -8,7 +8,10 @@
 
     class ModelImp : public Model {
     private:
-        FeatureExtract* fe;
+        int fft_size=512;
+        float *fft_input;
+        fftwf_complex *fft_out;
+        fftwf_plan plan;
 
         Vocab* vocab;
         vector<float> means_list;
@@ -34,8 +37,6 @@
         vector<string> m_strInputNames, m_strOutputNames;
         vector<const char*> m_szInputNames;
         vector<const char*> m_szOutputNames;
-        //string m_strInputName, m_strInputNameLen;
-        //string m_strOutputName, m_strOutputNameLen;
 
     public:
         ModelImp(const char* path, int nNumThread=0, bool quantize=false);
diff --git a/funasr/runtime/onnxruntime/src/precomp.h b/funasr/runtime/onnxruntime/src/precomp.h
index c9f43bf..678a3e4 100644
--- a/funasr/runtime/onnxruntime/src/precomp.h
+++ b/funasr/runtime/onnxruntime/src/precomp.h
@@ -46,7 +46,7 @@
 #include <Audio.h>
 #include "Model.h"
 #include "paraformer_onnx.h"
-#include "librapidasrapi.h"
+#include "libfunasrapi.h"
 
 
 using namespace paraformer;
diff --git a/funasr/runtime/onnxruntime/tester/CMakeLists.txt b/funasr/runtime/onnxruntime/tester/CMakeLists.txt
index f66319d..e3224e3 100644
--- a/funasr/runtime/onnxruntime/tester/CMakeLists.txt
+++ b/funasr/runtime/onnxruntime/tester/CMakeLists.txt
@@ -8,7 +8,7 @@
     endif()
 endif()
 
-set(EXTRA_LIBS rapidasr)
+set(EXTRA_LIBS funasr)
 
 
 include_directories(${CMAKE_SOURCE_DIR}/include)
diff --git a/funasr/runtime/onnxruntime/tester/tester.cpp b/funasr/runtime/onnxruntime/tester/tester.cpp
index 35d534f..7257603 100644
--- a/funasr/runtime/onnxruntime/tester/tester.cpp
+++ b/funasr/runtime/onnxruntime/tester/tester.cpp
@@ -5,7 +5,7 @@
 #include <win_func.h>
 #endif
 
-#include "librapidasrapi.h"
+#include "libfunasrapi.h"
 
 #include <iostream>
 #include <fstream>
@@ -26,7 +26,7 @@
     // is quantize
     bool quantize = false;
     istringstream(argv[3]) >> boolalpha >> quantize;
-    RPASR_HANDLE AsrHanlde=RapidAsrInit(argv[1], nThreadNum, quantize);
+    FUNASR_HANDLE AsrHanlde=FunASRInit(argv[1], nThreadNum, quantize);
 
     if (!AsrHanlde)
     {
@@ -42,62 +42,22 @@
     gettimeofday(&start, NULL);
     float snippet_time = 0.0f;
 
-    RPASR_RESULT Result=RapidAsrRecogFile(AsrHanlde, argv[2], RASR_NONE, NULL);
+    FUNASR_RESULT Result=FunASRRecogFile(AsrHanlde, argv[2], RASR_NONE, NULL);
 
     gettimeofday(&end, NULL);
    
     if (Result)
     {
-        string msg = RapidAsrGetResult(Result, 0);
+        string msg = FunASRGetResult(Result, 0);
         setbuf(stdout, NULL);
-        cout << "Result: \"";
-        cout << msg << "\"." << endl;
-        snippet_time = RapidAsrGetRetSnippetTime(Result);
-        RapidAsrFreeResult(Result);
+        printf("Result: %s \n", msg.c_str());
+        snippet_time = FunASRGetRetSnippetTime(Result);
+        FunASRFreeResult(Result);
     }
     else
     {
         cout <<"no return data!";
     }
- 
-    //char* buff = nullptr;
-    //int len = 0;
-    //ifstream ifs(argv[2], std::ios::binary | std::ios::in);
-    //if (ifs.is_open())
-    //{
-    //    ifs.seekg(0, std::ios::end);
-    //    len = ifs.tellg();
-    //    ifs.seekg(0, std::ios::beg);
-
-    //    buff = new char[len];
-
-    //    ifs.read(buff, len);
-
-
-    //    //RPASR_RESULT Result = RapidAsrRecogPCMFile(AsrHanlde, argv[2], RASR_NONE, NULL);
-
-    //    RPASR_RESULT Result=RapidAsrRecogPCMBuffer(AsrHanlde, buff,len, RASR_NONE, NULL);
-    //    //RPASR_RESULT Result = RapidAsrRecogPCMFile(AsrHanlde, argv[2], RASR_NONE, NULL);
-    //    gettimeofday(&end, NULL);
-    //   
-    //    if (Result)
-    //    {
-    //        string msg = RapidAsrGetResult(Result, 0);
-    //        setbuf(stdout, NULL);
-    //        cout << "Result: \"";
-    //        cout << msg << endl;
-    //        cout << "\"." << endl;
-    //        snippet_time = RapidAsrGetRetSnippetTime(Result);
-    //        RapidAsrFreeResult(Result);
-    //    }
-    //    else
-    //    {
-    //        cout <<"no return data!";
-    //    }
-  
-    //   
-    //delete[]buff;
-    //}
  
     printf("Audio length %lfs.\n", (double)snippet_time);
     seconds = (end.tv_sec - start.tv_sec);
@@ -105,9 +65,9 @@
     printf("Model inference takes %lfs.\n", (double)taking_micros / 1000000);
     printf("Model inference RTF: %04lf.\n", (double)taking_micros/ (snippet_time*1000000));
 
-    RapidAsrUninit(AsrHanlde);
+    FunASRUninit(AsrHanlde);
 
     return 0;
 }
 
-    
\ No newline at end of file
+    
diff --git a/funasr/runtime/onnxruntime/tester/tester_rtf.cpp b/funasr/runtime/onnxruntime/tester/tester_rtf.cpp
index 9651900..dd79887 100644
--- a/funasr/runtime/onnxruntime/tester/tester_rtf.cpp
+++ b/funasr/runtime/onnxruntime/tester/tester_rtf.cpp
@@ -5,7 +5,7 @@
 #include <win_func.h>
 #endif
 
-#include "librapidasrapi.h"
+#include "libfunasrapi.h"
 
 #include <iostream>
 #include <fstream>
@@ -47,7 +47,7 @@
     bool quantize = false;
     istringstream(argv[3]) >> boolalpha >> quantize;
 
-    RPASR_HANDLE AsrHanlde=RapidAsrInit(argv[1], nThreadNum, quantize);
+    FUNASR_HANDLE AsrHanlde=FunASRInit(argv[1], nThreadNum, quantize);
     if (!AsrHanlde)
     {
         printf("Cannot load ASR Model from: %s, there must be files model.onnx and vocab.txt", argv[1]);
@@ -61,7 +61,7 @@
     // warm up
     for (size_t i = 0; i < 30; i++)
     {
-        RPASR_RESULT Result=RapidAsrRecogFile(AsrHanlde, wav_list[0].c_str(), RASR_NONE, NULL);
+        FUNASR_RESULT Result=FunASRRecogFile(AsrHanlde, wav_list[0].c_str(), RASR_NONE, NULL);
     }
 
     // forward
@@ -72,19 +72,19 @@
     for (size_t i = 0; i < wav_list.size(); i++)
     {
         gettimeofday(&start, NULL);
-        RPASR_RESULT Result=RapidAsrRecogFile(AsrHanlde, wav_list[i].c_str(), RASR_NONE, NULL);
+        FUNASR_RESULT Result=FunASRRecogFile(AsrHanlde, wav_list[i].c_str(), RASR_NONE, NULL);
         gettimeofday(&end, NULL);
         seconds = (end.tv_sec - start.tv_sec);
         long taking_micros = ((seconds * 1000000) + end.tv_usec) - (start.tv_usec);
         total_time += taking_micros;
 
         if(Result){
-            string msg = RapidAsrGetResult(Result, 0);
-            printf("Result: %s \n", msg);
+            string msg = FunASRGetResult(Result, 0);
+            printf("Result: %s \n", msg.c_str());
 
-            snippet_time = RapidAsrGetRetSnippetTime(Result);
+            snippet_time = FunASRGetRetSnippetTime(Result);
             total_length += snippet_time;
-            RapidAsrFreeResult(Result);
+            FunASRFreeResult(Result);
         }else{
             cout <<"No return data!";
         }
@@ -94,6 +94,6 @@
     printf("total_time_comput %ld ms.\n", total_time / 1000);
     printf("total_rtf %05lf .\n", (double)total_time/ (total_length*1000000));
 
-    RapidAsrUninit(AsrHanlde);
+    FunASRUninit(AsrHanlde);
     return 0;
 }
diff --git a/funasr/runtime/python/grpc/grpc_main_client.py b/funasr/runtime/python/grpc/grpc_main_client.py
new file mode 100644
index 0000000..b6491df
--- /dev/null
+++ b/funasr/runtime/python/grpc/grpc_main_client.py
@@ -0,0 +1,62 @@
+import grpc
+import json
+import time
+import asyncio
+import soundfile as sf
+import argparse
+
+from grpc_client import transcribe_audio_bytes
+from paraformer_pb2_grpc import ASRStub
+
+# send the audio data once
+async def grpc_rec(wav_scp, grpc_uri, asr_user, language):
+    with grpc.insecure_channel(grpc_uri) as channel:
+        stub = ASRStub(channel)
+        for line in wav_scp:
+            wav_file = line.split()[1]
+            wav, _ = sf.read(wav_file, dtype='int16')
+            
+            b = time.time()
+            response = transcribe_audio_bytes(stub, wav.tobytes(), user=asr_user, language=language, speaking=False, isEnd=False)
+            resp = response.next()
+            text = ''
+            if 'decoding' == resp.action:
+                resp = response.next()
+                if 'finish' == resp.action:
+                    text = json.loads(resp.sentence)['text']
+            response = transcribe_audio_bytes(stub, None, user=asr_user, language=language, speaking=False, isEnd=True)
+            res= {'text': text, 'time': time.time() - b}
+            print(res)
+
+async def test(args):
+    wav_scp = open(args.wav_scp, "r").readlines()
+    uri = '{}:{}'.format(args.host, args.port)
+    res = await grpc_rec(wav_scp, uri, args.user_allowed, language = 'zh-CN')
+
+if __name__ == '__main__':
+    parser = argparse.ArgumentParser()
+    parser.add_argument("--host",
+                        type=str,
+                        default="127.0.0.1",
+                        required=False,
+                        help="grpc server host ip")
+    parser.add_argument("--port",
+                        type=int,
+                        default=10108,
+                        required=False,
+                        help="grpc server port")              
+    parser.add_argument("--user_allowed",
+                        type=str,
+                        default="project1_user1",
+                        help="allowed user for grpc client")
+    parser.add_argument("--sample_rate",
+                        type=int,
+                        default=16000,
+                        help="audio sample_rate from client") 
+    parser.add_argument("--wav_scp",
+                        type=str,
+                        required=True,
+                        help="audio wav scp")                    
+    args = parser.parse_args()
+    
+    asyncio.run(test(args))
diff --git a/funasr/runtime/python/libtorch/funasr_torch/utils/utils.py b/funasr/runtime/python/libtorch/funasr_torch/utils/utils.py
index cafc43b..86e78bc 100644
--- a/funasr/runtime/python/libtorch/funasr_torch/utils/utils.py
+++ b/funasr/runtime/python/libtorch/funasr_torch/utils/utils.py
@@ -23,9 +23,11 @@
                  ):
         check_argument_types()
 
-        # self.token_list = self.load_token(token_path)
         self.token_list = token_list
         self.unk_symbol = token_list[-1]
+        self.token2id = {v: i for i, v in enumerate(self.token_list)}
+        self.unk_id = self.token2id[self.unk_symbol]
+
 
     def get_num_vocabulary_size(self) -> int:
         return len(self.token_list)
@@ -38,13 +40,8 @@
         return [self.token_list[i] for i in integers]
 
     def tokens2ids(self, tokens: Iterable[str]) -> List[int]:
-        token2id = {v: i for i, v in enumerate(self.token_list)}
-        if self.unk_symbol not in token2id:
-            raise TokenIDConverterError(
-                f"Unknown symbol '{self.unk_symbol}' doesn't exist in the token_list"
-            )
-        unk_id = token2id[self.unk_symbol]
-        return [token2id.get(i, unk_id) for i in tokens]
+
+        return [self.token2id.get(i, self.unk_id) for i in tokens]
 
 
 class CharTokenizer():
diff --git a/funasr/runtime/python/onnxruntime/funasr_onnx/utils/utils.py b/funasr/runtime/python/onnxruntime/funasr_onnx/utils/utils.py
index 0df954e..78c3f0d 100644
--- a/funasr/runtime/python/onnxruntime/funasr_onnx/utils/utils.py
+++ b/funasr/runtime/python/onnxruntime/funasr_onnx/utils/utils.py
@@ -24,21 +24,11 @@
                  ):
         check_argument_types()
 
-        # self.token_list = self.load_token(token_path)
         self.token_list = token_list
         self.unk_symbol = token_list[-1]
+        self.token2id = {v: i for i, v in enumerate(self.token_list)}
+        self.unk_id = self.token2id[self.unk_symbol]
 
-    # @staticmethod
-    # def load_token(file_path: Union[Path, str]) -> List:
-    #     if not Path(file_path).exists():
-    #         raise TokenIDConverterError(f'The {file_path} does not exist.')
-    #
-    #     with open(str(file_path), 'rb') as f:
-    #         token_list = pickle.load(f)
-    #
-    #     if len(token_list) != len(set(token_list)):
-    #         raise TokenIDConverterError('The Token exists duplicated symbol.')
-    #     return token_list
 
     def get_num_vocabulary_size(self) -> int:
         return len(self.token_list)
@@ -51,13 +41,8 @@
         return [self.token_list[i] for i in integers]
 
     def tokens2ids(self, tokens: Iterable[str]) -> List[int]:
-        token2id = {v: i for i, v in enumerate(self.token_list)}
-        if self.unk_symbol not in token2id:
-            raise TokenIDConverterError(
-                f"Unknown symbol '{self.unk_symbol}' doesn't exist in the token_list"
-            )
-        unk_id = token2id[self.unk_symbol]
-        return [token2id.get(i, unk_id) for i in tokens]
+
+        return [self.token2id.get(i, self.unk_id) for i in tokens]
 
 
 class CharTokenizer():
diff --git a/funasr/tasks/abs_task.py b/funasr/tasks/abs_task.py
index d4b8a72..e70b062 100644
--- a/funasr/tasks/abs_task.py
+++ b/funasr/tasks/abs_task.py
@@ -1582,10 +1582,11 @@
     ) -> AbsIterFactory:
         assert check_argument_types()
 
-        if args.frontend_conf is not None and "fs" in args.frontend_conf:
-            dest_sample_rate = args.frontend_conf["fs"]
-        else:
-            dest_sample_rate = 16000
+        if hasattr(args, "frontend_conf"):
+            if args.frontend_conf is not None and "fs" in args.frontend_conf:
+                dest_sample_rate = args.frontend_conf["fs"]
+            else:
+                dest_sample_rate = 16000
 
         dataset = ESPnetDataset(
             iter_options.data_path_and_name_and_type,
diff --git a/funasr/version.txt b/funasr/version.txt
index 1c09c74..1d0ba9e 100644
--- a/funasr/version.txt
+++ b/funasr/version.txt
@@ -1 +1 @@
-0.3.3
+0.4.0

--
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