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conf | 2 years ago | |
web | 2 years ago | |
README.md | 2 years ago | |
README_cn.md | 2 years ago | |
punc_server.py | 2 years ago | |
run.sh | 2 years ago | |
server.sh | 2 years ago | |
streaming_asr_server.py | 2 years ago | |
test.sh | 2 years ago | |
websocket_client.py | 2 years ago |
README.md
(简体中文|English)
Speech 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.
Usage
1. Installation
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.
2. Prepare config File
The configuration file can be found in conf/ws_application.yaml
和 conf/ws_conformer_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_application.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:
[2022-04-21 15:52:18,126] [ INFO] - create the online asr engine instance [2022-04-21 15:52:18,127] [ INFO] - paddlespeech_server set the device: cpu [2022-04-21 15:52:18,128] [ INFO] - Load the pretrained model, tag = conformer_online_multicn-zh-16k [2022-04-21 15:52:18,128] [ INFO] - File /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/asr1_chunk_conformer_multi_cn_ckpt_0.2.3.model.tar.gz md5 checking... [2022-04-21 15:52:18,727] [ INFO] - Use pretrained model stored in: /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/model.yaml [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams [2022-04-21 15:52:19,446] [ INFO] - start to create the stream conformer asr engine [2022-04-21 15:52:19,473] [ INFO] - model name: conformer_online [2022-04-21 15:52:21,731] [ INFO] - create the transformer like model success [2022-04-21 15:52:21,733] [ INFO] - Initialize ASR server engine successfully. INFO: Started server process [11173] [2022-04-21 15:52:21] [INFO] [server.py:75] Started server process [11173] INFO: Waiting for application startup. [2022-04-21 15:52:21] [INFO] [on.py:45] Waiting for application startup. INFO: Application startup complete. [2022-04-21 15:52:21] [INFO] [on.py:59] Application startup complete. /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1460: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. infos = await tasks.gather(*fs, loop=self) /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1518: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. await tasks.sleep(0, loop=self) INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) [2022-04-21 15:52:21] [INFO] [server.py:206] 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_application.yaml", log_file="./log/paddlespeech.log")
Output:
[2022-04-21 15:52:18,126] [ INFO] - create the online asr engine instance [2022-04-21 15:52:18,127] [ INFO] - paddlespeech_server set the device: cpu [2022-04-21 15:52:18,128] [ INFO] - Load the pretrained model, tag = conformer_online_multicn-zh-16k [2022-04-21 15:52:18,128] [ INFO] - File /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/asr1_chunk_conformer_multi_cn_ckpt_0.2.3.model.tar.gz md5 checking... [2022-04-21 15:52:18,727] [ INFO] - Use pretrained model stored in: /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/model.yaml [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams [2022-04-21 15:52:18,727] [ INFO] - /home/users/xiongxinlei/.paddlespeech/models/conformer_online_multicn-zh-16k/exp/chunk_conformer/checkpoints/multi_cn.pdparams [2022-04-21 15:52:19,446] [ INFO] - start to create the stream conformer asr engine [2022-04-21 15:52:19,473] [ INFO] - model name: conformer_online [2022-04-21 15:52:21,731] [ INFO] - create the transformer like model success [2022-04-21 15:52:21,733] [ INFO] - Initialize ASR server engine successfully. INFO: Started server process [11173] [2022-04-21 15:52:21] [INFO] [server.py:75] Started server process [11173] INFO: Waiting for application startup. [2022-04-21 15:52:21] [INFO] [on.py:45] Waiting for application startup. INFO: Application startup complete. [2022-04-21 15:52:21] [INFO] [on.py:59] Application startup complete. /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1460: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. infos = await tasks.gather(*fs, loop=self) /home/users/xiongxinlei/.conda/envs/paddlespeech/lib/python3.9/asyncio/base_events.py:1518: DeprecationWarning: The loop argument is deprecated since Python 3.8, and scheduled for removal in Python 3.10. await tasks.sleep(0, loop=self) INFO: Uvicorn running on http://0.0.0.0:8090 (Press CTRL+C to quit) [2022-04-21 15:52:21] [INFO] [server.py:206] 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)
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: 127.0.0.1port
: 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
-
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
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。
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
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
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