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PaddleSpeech/demos/streaming_asr_server
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Hui Zhang 6f927d55db
onnx ds2 need onnxruntime>=1.11.0 (#2728) 		2 years ago
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conf support u2pp cli and server, optimiz code of u2pp decode, test=asr 2 years ago
local format paddlespeech with pre-commit (#2331) 2 years ago
web use paddle web for streaming asr 3 years ago
.gitignore ds2 wenetspeech to onnx and support streaming asr server 3 years ago
README.md onnx ds2 need onnxruntime>=1.11.0 (#2728) 2 years ago
README_cn.md update dependency of paddle 2 years ago
run.sh more cli for speech demos 3 years ago
server.sh more cli for speech demos 3 years ago
test.sh more cli for speech demos 3 years ago

README.md

(简体中文|English)

conf/ws_ds2_application.yaml need onnxruntime>=1.11.0

Streaming ASR Server

Introduction

This demo is an implementation of starting the streaming speech service and accessing the service. It can be achieved with a single command using paddlespeech_server and paddlespeech_client or a few lines of code in python.

Streaming ASR server only support websocket protocol, and doesn't support http protocol.

服务接口定义请参考:

Usage

1. Installation

see installation.

It is recommended to use paddlepaddle 2.4rc or above.

You can choose one way from easy, meduim and hard to install paddlespeech.

**If you install in easy mode, you need to prepare the yaml file by yourself, you can refer to

2. Prepare config File

The configuration file can be found in conf/ws_application.yaml 和 conf/ws_conformer_wenetspeech_application.yaml.

At present, the speech tasks integrated by the model include: DeepSpeech2 and conformer.

The input of ASR client demo should be a WAV file(.wav), and the sample rate must be the same as the model.

Here are sample files for thisASR client demo that can be downloaded:

wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav

3. Server Usage

  • Command Line (Recommended) Note: The default deployment of the server is on the 'CPU' device, which can be deployed on the 'GPU' by modifying the 'device' parameter in the service configuration file.

    # in PaddleSpeech/demos/streaming_asr_server start the service
 paddlespeech_server start --config_file ./conf/ws_conformer_wenetspeech_application.yaml
# if you want to increase decoding speed, you can use the config file below, it will increase decoding speed and reduce accuracy  
 paddlespeech_server start --config_file ./conf/ws_conformer_wenetspeech_application_faster.yaml

    Usage:

    paddlespeech_server start --help

    Arguments:

    • config_file: yaml file of the app, defalut: ./conf/application.yaml
    • log_file: log file. Default: ./log/paddlespeech.log

    Output:

    [2022-05-14 04:56:13,086] [    INFO] - create the online asr engine instance
[2022-05-14 04:56:13,086] [    INFO] - paddlespeech_server set the device: cpu
[2022-05-14 04:56:13,087] [    INFO] - Load the pretrained model, tag = conformer_online_wenetspeech-zh-16k
[2022-05-14 04:56:13,087] [    INFO] - File /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar.gz md5        checking...
[2022-05-14 04:56:17,542] [    INFO] - Use pretrained model stored in: /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.  0.0a.model.tar
[2022-05-14 04:56:17,543] [    INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar
[2022-05-14 04:56:17,543] [    INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/model.yaml
[2022-05-14 04:56:17,543] [    INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/               chunk_conformer/checkpoints/avg_10.pdparams
[2022-05-14 04:56:17,543] [    INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/               chunk_conformer/checkpoints/avg_10.pdparams
[2022-05-14 04:56:17,852] [    INFO] - start to create the stream conformer asr engine
[2022-05-14 04:56:17,863] [    INFO] - model name: conformer_online
[2022-05-14 04:56:22,756] [    INFO] - create the transformer like model success
[2022-05-14 04:56:22,758] [    INFO] - Initialize ASR server engine successfully.
INFO:     Started server process [4242]
[2022-05-14 04:56:22] [INFO] [server.py:75] Started server process [4242]
INFO:     Waiting for application startup.
[2022-05-14 04:56:22] [INFO] [on.py:45] Waiting for application startup.
INFO:     Application startup complete.
[2022-05-14 04:56:22] [INFO] [on.py:59] Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit)
[2022-05-14 04:56:22] [INFO] [server.py:211] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit)

  • Python API Note: The default deployment of the server is on the 'CPU' device, which can be deployed on the 'GPU' by modifying the 'device' parameter in the service configuration file.

    # in PaddleSpeech/demos/streaming_asr_server directory
from paddlespeech.server.bin.paddlespeech_server import ServerExecutor

server_executor = ServerExecutor()
server_executor(
    config_file="./conf/ws_conformer_wenetspeech_application.yaml",
    log_file="./log/paddlespeech.log")

    Output:

    [2022-05-14 04:56:13,086] [    INFO] - create the online asr engine instance
[2022-05-14 04:56:13,086] [    INFO] - paddlespeech_server set the device: cpu
[2022-05-14 04:56:13,087] [    INFO] - Load the pretrained model, tag = conformer_online_wenetspeech-zh-16k
[2022-05-14 04:56:13,087] [    INFO] - File /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar.gz md5        checking...
[2022-05-14 04:56:17,542] [    INFO] - Use pretrained model stored in: /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.  0.0a.model.tar
[2022-05-14 04:56:17,543] [    INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar
[2022-05-14 04:56:17,543] [    INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/model.yaml
[2022-05-14 04:56:17,543] [    INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/               chunk_conformer/checkpoints/avg_10.pdparams
[2022-05-14 04:56:17,543] [    INFO] - /root/.paddlespeech/models/conformer_online_wenetspeech-zh-16k/asr1_chunk_conformer_wenetspeech_ckpt_1.0.0a.model.tar/exp/               chunk_conformer/checkpoints/avg_10.pdparams
[2022-05-14 04:56:17,852] [    INFO] - start to create the stream conformer asr engine
[2022-05-14 04:56:17,863] [    INFO] - model name: conformer_online
[2022-05-14 04:56:22,756] [    INFO] - create the transformer like model success
[2022-05-14 04:56:22,758] [    INFO] - Initialize ASR server engine successfully.
INFO:     Started server process [4242]
[2022-05-14 04:56:22] [INFO] [server.py:75] Started server process [4242]
INFO:     Waiting for application startup.
[2022-05-14 04:56:22] [INFO] [on.py:45] Waiting for application startup.
INFO:     Application startup complete.
[2022-05-14 04:56:22] [INFO] [on.py:59] Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit)
[2022-05-14 04:56:22] [INFO] [server.py:211] Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit)

4. ASR Client Usage

Note: The response time will be slightly longer when using the client for the first time

  • Command Line (Recommended)

    If 127.0.0.1 is not accessible, you need to use the actual service IP address.

    paddlespeech_client asr_online --server_ip 127.0.0.1 --port 8090 --input ./zh.wav

    Usage:

    paddlespeech_client asr_online --help

    Arguments:

    • server_ip: server ip. Default: 127.0.0.1
    • port: server port. Default: 8090
    • input(required): Audio file to be recognized.
    • sample_rate: Audio ampling rate, default: 16000.
    • lang: Language. Default: "zh_cn".
    • audio_format: Audio format. Default: "wav".
    • punc.server_ip: punctuation server ip. Default: None.
    • punc.server_port: punctuation server port. Default: None.

    Output:

    [2022-05-06 21:10:35,598] [    INFO] - Start to do streaming asr client
[2022-05-06 21:10:35,600] [    INFO] - asr websocket client start
[2022-05-06 21:10:35,600] [    INFO] - endpoint: ws://127.0.0.1:8390/paddlespeech/asr/streaming
[2022-05-06 21:10:35,600] [    INFO] - start to process the wavscp: ./zh.wav
[2022-05-06 21:10:35,670] [    INFO] - client receive msg={"status": "ok", "signal": "server_ready"}
[2022-05-06 21:10:35,699] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:35,713] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:35,726] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:35,738] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:35,750] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:35,762] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:35,774] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:35,786] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:36,387] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:36,398] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:36,407] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:36,416] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:36,425] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:36,434] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:36,442] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:10:36,930] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:10:36,938] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:10:36,946] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:10:36,954] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:10:36,962] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:10:36,970] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:10:36,977] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:10:36,985] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:10:37,484] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:10:37,492] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:10:37,500] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:10:37,508] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:10:37,517] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:10:37,525] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:10:37,532] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:10:38,050] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:10:38,058] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:10:38,066] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:10:38,073] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:10:38,081] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:10:38,089] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:10:38,097] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:10:38,105] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:10:38,630] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:10:38,639] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:10:38,647] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:10:38,655] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:10:38,663] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:10:38,671] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:10:38,679] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:10:39,216] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:10:39,224] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:10:39,232] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:10:39,240] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:10:39,248] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:10:39,256] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:10:39,264] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:10:39,272] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:10:39,885] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:10:39,896] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:10:39,905] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:10:39,915] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:10:39,924] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:10:39,934] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:10:44,827] [    INFO] - client final receive msg={'status': 'ok', 'signal': 'finished', 'result': '我认为跑步最重要的就是给我带来了身体健康', 'times': [{'w': '我', 'bg': 0.0, 'ed': 0.7000000000000001}, {'w': '认', 'bg': 0.7000000000000001, 'ed': 0.84}, {'w': '为', 'bg': 0.84, 'ed': 1.0}, {'w': '跑', 'bg': 1.0, 'ed': 1.18}, {'w': '步', 'bg': 1.18, 'ed': 1.36}, {'w': '最', 'bg': 1.36, 'ed': 1.5}, {'w': '重', 'bg': 1.5, 'ed': 1.6400000000000001}, {'w': '要', 'bg': 1.6400000000000001, 'ed': 1.78}, {'w': '的', 'bg': 1.78, 'ed': 1.9000000000000001}, {'w': '就', 'bg': 1.9000000000000001, 'ed': 2.06}, {'w': '是', 'bg': 2.06, 'ed': 2.62}, {'w': '给', 'bg': 2.62, 'ed': 3.16}, {'w': '我', 'bg': 3.16, 'ed': 3.3200000000000003}, {'w': '带', 'bg': 3.3200000000000003, 'ed': 3.48}, {'w': '来', 'bg': 3.48, 'ed': 3.62}, {'w': '了', 'bg': 3.62, 'ed': 3.7600000000000002}, {'w': '身', 'bg': 3.7600000000000002, 'ed': 3.9}, {'w': '体', 'bg': 3.9, 'ed': 4.0600000000000005}, {'w': '健', 'bg': 4.0600000000000005, 'ed': 4.26}, {'w': '康', 'bg': 4.26, 'ed': 4.96}]}
[2022-05-06 21:10:44,827] [    INFO] - audio duration: 4.9968125, elapsed time: 9.225094079971313, RTF=1.846195765794957
[2022-05-06 21:10:44,828] [    INFO] - asr websocket client finished : 我认为跑步最重要的就是给我带来了身体健康

  • Python API

    from paddlespeech.server.bin.paddlespeech_client import ASROnlineClientExecutor

asrclient_executor = ASROnlineClientExecutor()
res = asrclient_executor(
    input="./zh.wav",
    server_ip="127.0.0.1",
    port=8090,
    sample_rate=16000,
    lang="zh_cn",
    audio_format="wav")
print(res)

    Output:

    [2022-05-06 21:14:03,137] [    INFO] - asr websocket client start
[2022-05-06 21:14:03,137] [    INFO] - endpoint: ws://127.0.0.1:8390/paddlespeech/asr/streaming
[2022-05-06 21:14:03,149] [    INFO] - client receive msg={"status": "ok", "signal": "server_ready"}
[2022-05-06 21:14:03,167] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,181] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,194] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,207] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,219] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,230] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,241] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,252] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,768] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,776] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,784] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,792] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,800] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,807] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:03,815] [    INFO] - client receive msg={'result': ''}
[2022-05-06 21:14:04,301] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:14:04,309] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:14:04,317] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:14:04,325] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:14:04,333] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:14:04,341] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:14:04,349] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:14:04,356] [    INFO] - client receive msg={'result': '我认为跑'}
[2022-05-06 21:14:04,855] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:14:04,864] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:14:04,871] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:14:04,879] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:14:04,887] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:14:04,894] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:14:04,902] [    INFO] - client receive msg={'result': '我认为跑步最重要的'}
[2022-05-06 21:14:05,418] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:14:05,426] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:14:05,434] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:14:05,442] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:14:05,449] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:14:05,457] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:14:05,465] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:14:05,473] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是'}
[2022-05-06 21:14:05,996] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:14:06,006] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:14:06,013] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:14:06,021] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:14:06,029] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:14:06,037] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:14:06,045] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给'}
[2022-05-06 21:14:06,581] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:14:06,589] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:14:06,597] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:14:06,605] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:14:06,613] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:14:06,621] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:14:06,628] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:14:06,636] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了'}
[2022-05-06 21:14:07,188] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:14:07,196] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:14:07,203] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:14:07,211] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:14:07,219] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:14:07,226] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-05-06 21:14:12,158] [    INFO] - client final receive msg={'status': 'ok', 'signal': 'finished', 'result': '我认为跑步最重要的就是给我带来了身体健康', 'times': [{'w': '我', 'bg': 0.0, 'ed': 0.7000000000000001}, {'w': '认', 'bg': 0.7000000000000001, 'ed': 0.84}, {'w': '为', 'bg': 0.84, 'ed': 1.0}, {'w': '跑', 'bg': 1.0, 'ed': 1.18}, {'w': '步', 'bg': 1.18, 'ed': 1.36}, {'w': '最', 'bg': 1.36, 'ed': 1.5}, {'w': '重', 'bg': 1.5, 'ed': 1.6400000000000001}, {'w': '要', 'bg': 1.6400000000000001, 'ed': 1.78}, {'w': '的', 'bg': 1.78, 'ed': 1.9000000000000001}, {'w': '就', 'bg': 1.9000000000000001, 'ed': 2.06}, {'w': '是', 'bg': 2.06, 'ed': 2.62}, {'w': '给', 'bg': 2.62, 'ed': 3.16}, {'w': '我', 'bg': 3.16, 'ed': 3.3200000000000003}, {'w': '带', 'bg': 3.3200000000000003, 'ed': 3.48}, {'w': '来', 'bg': 3.48, 'ed': 3.62}, {'w': '了', 'bg': 3.62, 'ed': 3.7600000000000002}, {'w': '身', 'bg': 3.7600000000000002, 'ed': 3.9}, {'w': '体', 'bg': 3.9, 'ed': 4.0600000000000005}, {'w': '健', 'bg': 4.0600000000000005, 'ed': 4.26}, {'w': '康', 'bg': 4.26, 'ed': 4.96}]}
[2022-05-06 21:14:12,159] [    INFO] - audio duration: 4.9968125, elapsed time: 9.019973039627075, RTF=1.8051453881103354
[2022-05-06 21:14:12,160] [    INFO] - asr websocket client finished

Punctuation service

1. Server usage

  • Command Line Note: The default deployment of the server is on the 'CPU' device, which can be deployed on the 'GPU' by modifying the 'device' parameter in the service configuration file.

    In PaddleSpeech/demos/streaming_asr_server directory to lanuch punctuation service
paddlespeech_server start --config_file conf/punc_application.yaml

    Usage:

    paddlespeech_server start --help

    Arguments:

    • config_file: configuration file.
    • log_file: log file.

    Output:

    [2022-05-02 17:59:26,285] [    INFO] - Create the TextEngine Instance
[2022-05-02 17:59:26,285] [    INFO] - Init the text engine
[2022-05-02 17:59:26,285] [    INFO] - Text Engine set the device: gpu:0
[2022-05-02 17:59:26,286] [    INFO] - File /home/users/xiongxinlei/.paddlespeech/models/ernie_linear_p3_wudao-punc-zh/ernie_linear_p3_wudao-punc-zh.tar.gz md5 checking...
[2022-05-02 17:59:30,810] [    INFO] - Use pretrained model stored in: /home/users/xiongxinlei/.paddlespeech/models/ernie_linear_p3_wudao-punc-zh/ernie_linear_p3_wudao-punc-zh.tar
W0502 17:59:31.486552  9595 device_context.cc:447] Please NOTE: device: 0, GPU Compute Capability: 6.1, Driver API Version: 10.2, Runtime API Version: 10.2
W0502 17:59:31.491360  9595 device_context.cc:465] device: 0, cuDNN Version: 7.6.
[2022-05-02 17:59:34,688] [    INFO] - Already cached /home/users/xiongxinlei/.paddlenlp/models/ernie-1.0/vocab.txt
[2022-05-02 17:59:34,701] [    INFO] - Init the text engine successfully
INFO:     Started server process [9595]
[2022-05-02 17:59:34] [INFO] [server.py:75] Started server process [9595]
INFO:     Waiting for application startup.
[2022-05-02 17:59:34] [INFO] [on.py:45] Waiting for application startup.
INFO:     Application startup complete.
[2022-05-02 17:59:34] [INFO] [on.py:59] Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8190 (Press CTRL+C to quit)
[2022-05-02 17:59:34] [INFO] [server.py:206] Uvicorn running on http://0.0.0.0:8190 (Press CTRL+C to quit)

  • Python API Note: The default deployment of the server is on the 'CPU' device, which can be deployed on the 'GPU' by modifying the 'device' parameter in the service configuration file.

    # 在 PaddleSpeech/demos/streaming_asr_server 目录
from paddlespeech.server.bin.paddlespeech_server import ServerExecutor

server_executor = ServerExecutor()
server_executor(
    config_file="./conf/punc_application.yaml", 
    log_file="./log/paddlespeech.log")

    Output:

    [2022-05-02 18:09:02,542] [    INFO] - Create the TextEngine Instance
[2022-05-02 18:09:02,543] [    INFO] - Init the text engine
[2022-05-02 18:09:02,543] [    INFO] - Text Engine set the device: gpu:0
[2022-05-02 18:09:02,545] [    INFO] - File /home/users/xiongxinlei/.paddlespeech/models/ernie_linear_p3_wudao-punc-zh/ernie_linear_p3_wudao-punc-zh.tar.gz md5 checking...
[2022-05-02 18:09:06,919] [    INFO] - Use pretrained model stored in: /home/users/xiongxinlei/.paddlespeech/models/ernie_linear_p3_wudao-punc-zh/ernie_linear_p3_wudao-punc-zh.tar
W0502 18:09:07.523002 22615 device_context.cc:447] Please NOTE: device: 0, GPU Compute Capability: 6.1, Driver API Version: 10.2, Runtime API Version: 10.2
W0502 18:09:07.527882 22615 device_context.cc:465] device: 0, cuDNN Version: 7.6.
[2022-05-02 18:09:10,900] [    INFO] - Already cached /home/users/xiongxinlei/.paddlenlp/models/ernie-1.0/vocab.txt
[2022-05-02 18:09:10,913] [    INFO] - Init the text engine successfully
INFO:     Started server process [22615]
[2022-05-02 18:09:10] [INFO] [server.py:75] Started server process [22615]
INFO:     Waiting for application startup.
[2022-05-02 18:09:10] [INFO] [on.py:45] Waiting for application startup.
INFO:     Application startup complete.
[2022-05-02 18:09:10] [INFO] [on.py:59] Application startup complete.
INFO:     Uvicorn running on http://0.0.0.0:8190 (Press CTRL+C to quit)
[2022-05-02 18:09:10] [INFO] [server.py:206] Uvicorn running on http://0.0.0.0:8190 (Press CTRL+C to quit)

2. Client usage

Note The response time will be slightly longer when using the client for the first time

  • Command line:

    If 127.0.0.1 is not accessible, you need to use the actual service IP address.

    paddlespeech_client text --server_ip 127.0.0.1 --port 8190 --input "我认为跑步最重要的就是给我带来了身体健康"

    Output

    [2022-05-02 18:12:29,767] [    INFO] - The punc text: 我认为跑步最重要的就是给我带来了身体健康。
[2022-05-02 18:12:29,767] [    INFO] - Response time 0.096548 s.

  • Python API

    from paddlespeech.server.bin.paddlespeech_client import TextClientExecutor

textclient_executor = TextClientExecutor()
res = textclient_executor(
    input="我认为跑步最重要的就是给我带来了身体健康",
    server_ip="127.0.0.1",
    port=8190,)
print(res)

    Output:

    我认为跑步最重要的就是给我带来了身体健康。

Join streaming asr and punctuation server

By default, each server is deployed on the 'CPU' device and speech recognition and punctuation prediction can be deployed on different 'GPU' by modifying the' device 'parameter in the service configuration file respectively.

We use streaming_ asr_server.py and punc_server.py two services to lanuch streaming speech recognition and punctuation prediction services respectively. And the websocket_client.py script can be used to call streaming speech recognition and punctuation prediction services at the same time.

1. Start two server

Note: streaming speech recognition and punctuation prediction are configured on different graphics cards through configuration files
bash server.sh

2. Call client

  • Command line

    If 127.0.0.1 is not accessible, you need to use the actual service IP address.

    paddlespeech_client asr_online --server_ip 127.0.0.1 --port 8290 --punc.server_ip 127.0.0.1 --punc.port 8190 --input ./zh.wav

    Output:

    [2022-05-07 11:21:47,060] [    INFO] - asr websocket client start
[2022-05-07 11:21:47,060] [    INFO] - endpoint: ws://127.0.0.1:8490/paddlespeech/asr/streaming
[2022-05-07 11:21:47,080] [    INFO] - client receive msg={"status": "ok", "signal": "server_ready"}
[2022-05-07 11:21:47,096] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,108] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,120] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,131] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,142] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,152] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,163] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,173] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,705] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,713] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,721] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,728] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,736] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,743] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:47,751] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:21:48,459] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:21:48,572] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:21:48,681] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:21:48,790] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:21:48,898] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:21:49,005] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:21:49,112] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:21:49,219] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:21:49,935] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:21:50,062] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:21:50,186] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:21:50,310] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:21:50,435] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:21:50,560] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:21:50,686] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:21:51,444] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:21:51,606] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:21:51,744] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:21:51,882] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:21:52,020] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:21:52,159] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:21:52,298] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:21:52,437] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:21:53,298] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:21:53,450] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:21:53,589] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:21:53,728] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:21:53,867] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:21:54,007] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:21:54,146] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:21:55,002] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:21:55,148] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:21:55,292] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:21:55,437] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:21:55,584] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:21:55,731] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:21:55,877] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:21:56,021] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:21:56,842] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:21:57,013] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:21:57,174] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:21:57,336] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:21:57,497] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:21:57,659] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:22:03,035] [    INFO] - client final receive msg={'status': 'ok', 'signal': 'finished', 'result': '我认为跑步最重要的就是给我带来了身体健康。', 'times': [{'w': '我', 'bg': 0.0, 'ed': 0.7000000000000001}, {'w': '认', 'bg': 0.7000000000000001, 'ed': 0.84}, {'w': '为', 'bg': 0.84, 'ed': 1.0}, {'w': '跑', 'bg': 1.0, 'ed': 1.18}, {'w': '步', 'bg': 1.18, 'ed': 1.36}, {'w': '最', 'bg': 1.36, 'ed': 1.5}, {'w': '重', 'bg': 1.5, 'ed': 1.6400000000000001}, {'w': '要', 'bg': 1.6400000000000001, 'ed': 1.78}, {'w': '的', 'bg': 1.78, 'ed': 1.9000000000000001}, {'w': '就', 'bg': 1.9000000000000001, 'ed': 2.06}, {'w': '是', 'bg': 2.06, 'ed': 2.62}, {'w': '给', 'bg': 2.62, 'ed': 3.16}, {'w': '我', 'bg': 3.16, 'ed': 3.3200000000000003}, {'w': '带', 'bg': 3.3200000000000003, 'ed': 3.48}, {'w': '来', 'bg': 3.48, 'ed': 3.62}, {'w': '了', 'bg': 3.62, 'ed': 3.7600000000000002}, {'w': '身', 'bg': 3.7600000000000002, 'ed': 3.9}, {'w': '体', 'bg': 3.9, 'ed': 4.0600000000000005}, {'w': '健', 'bg': 4.0600000000000005, 'ed': 4.26}, {'w': '康', 'bg': 4.26, 'ed': 4.96}]}
[2022-05-07 11:22:03,035] [    INFO] - audio duration: 4.9968125, elapsed time: 15.974023818969727, RTF=3.1968427510477384
[2022-05-07 11:22:03,037] [    INFO] - asr websocket client finished
[2022-05-07 11:22:03,037] [    INFO] - 我认为跑步最重要的就是给我带来了身体健康。
[2022-05-07 11:22:03,037] [    INFO] - Response time 15.977116 s.

  • Use script

    If 127.0.0.1 is not accessible, you need to use the actual service IP address.

    python3 websocket_client.py --server_ip 127.0.0.1 --port 8290 --punc.server_ip 127.0.0.1 --punc.port 8190 --wavfile ./zh.wav

    Output:

    [2022-05-07 11:11:02,984] [    INFO] - Start to do streaming asr client
[2022-05-07 11:11:02,985] [    INFO] - asr websocket client start
[2022-05-07 11:11:02,985] [    INFO] - endpoint: ws://127.0.0.1:8490/paddlespeech/asr/streaming
[2022-05-07 11:11:02,986] [    INFO] - start to process the wavscp: ./zh.wav
[2022-05-07 11:11:03,006] [    INFO] - client receive msg={"status": "ok", "signal": "server_ready"}
[2022-05-07 11:11:03,021] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,034] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,046] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,058] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,070] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,081] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,092] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,102] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,629] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,638] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,645] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,653] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,661] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,668] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:03,676] [    INFO] - client receive msg={'result': ''}
[2022-05-07 11:11:04,402] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:11:04,510] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:11:04,619] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:11:04,743] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:11:04,849] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:11:04,956] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:11:05,063] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:11:05,170] [    INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-07 11:11:05,876] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:11:06,019] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:11:06,184] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:11:06,342] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:11:06,537] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:11:06,727] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:11:06,871] [    INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-07 11:11:07,617] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:11:07,769] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:11:07,905] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:11:08,043] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:11:08,186] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:11:08,326] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:11:08,466] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:11:08,611] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-07 11:11:09,431] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:11:09,571] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:11:09,714] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:11:09,853] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:11:09,992] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:11:10,129] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:11:10,266] [    INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-07 11:11:11,113] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:11:11,296] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:11:11,439] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:11:11,582] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:11:11,727] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:11:11,869] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:11:12,011] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:11:12,153] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-07 11:11:12,969] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:11:13,137] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:11:13,297] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:11:13,456] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:11:13,615] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:11:13,776] [    INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了身体健康。'}
[2022-05-07 11:11:18,915] [    INFO] - client final receive msg={'status': 'ok', 'signal': 'finished', 'result': '我认为跑步最重要的就是给我带来了身体健康。', 'times': [{'w': '我', 'bg': 0.0, 'ed': 0.7000000000000001}, {'w': '认', 'bg': 0.7000000000000001, 'ed': 0.84}, {'w': '为', 'bg': 0.84, 'ed': 1.0}, {'w': '跑', 'bg': 1.0, 'ed': 1.18}, {'w': '步', 'bg': 1.18, 'ed': 1.36}, {'w': '最', 'bg': 1.36, 'ed': 1.5}, {'w': '重', 'bg': 1.5, 'ed': 1.6400000000000001}, {'w': '要', 'bg': 1.6400000000000001, 'ed': 1.78}, {'w': '的', 'bg': 1.78, 'ed': 1.9000000000000001}, {'w': '就', 'bg': 1.9000000000000001, 'ed': 2.06}, {'w': '是', 'bg': 2.06, 'ed': 2.62}, {'w': '给', 'bg': 2.62, 'ed': 3.16}, {'w': '我', 'bg': 3.16, 'ed': 3.3200000000000003}, {'w': '带', 'bg': 3.3200000000000003, 'ed': 3.48}, {'w': '来', 'bg': 3.48, 'ed': 3.62}, {'w': '了', 'bg': 3.62, 'ed': 3.7600000000000002}, {'w': '身', 'bg': 3.7600000000000002, 'ed': 3.9}, {'w': '体', 'bg': 3.9, 'ed': 4.0600000000000005}, {'w': '健', 'bg': 4.0600000000000005, 'ed': 4.26}, {'w': '康', 'bg': 4.26, 'ed': 4.96}]}
[2022-05-07 11:11:18,915] [    INFO] - audio duration: 4.9968125, elapsed time: 15.928460597991943, RTF=3.187724293835709
[2022-05-07 11:11:18,916] [    INFO] - asr websocket client finished : 我认为跑步最重要的就是给我带来了身体健康