(简体中文|English)
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.
see installation.
It is recommended to use paddlepaddle 2.2.1 or above. You can choose one way from meduim and hard to install paddlespeech.
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-
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.yamlUsage:
paddlespeech_server start --help
Arguments:
config_file: yaml file of the app, defalut:./conf/application.yamllog_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)
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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)
Note: The response time will be slightly longer when using the client for the first time
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Command Line (Recommended)
If
127.0.0.1is 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.wavUsage:
paddlespeech_client asr_online --help
Arguments:
server_ip: server ip. Default: 127.0.0.1port: server port. Default: 8090input(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
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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
-
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)
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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)
Note The response time will be slightly longer when using the client for the first time
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Command line:
If
127.0.0.1is 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. -
Python3 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。
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.
Note: streaming speech recognition and punctuation prediction are configured on different graphics cards through configuration files
bash server.sh-
Command line
If
127.0.0.1is 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.wavOutput:
[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
127.0.0.1is 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.wavOutput:
[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