([English](./README.md)|中文) # 流式语音识别服务 ## 介绍 这个demo是一个启动流式语音服务和访问服务的实现。 它可以通过使用`paddlespeech_server` 和 `paddlespeech_client`的单个命令或 python 的几行代码来实现。 **流式语音识别服务只支持 `weboscket` 协议，不支持 `http` 协议。** ## 使用方法 ### 1. 安装 安装 PaddleSpeech 的详细过程请看 [安装文档](https://github.com/PaddlePaddle/PaddleSpeech/blob/develop/docs/source/install.md)。 推荐使用 **paddlepaddle 2.2.1** 或以上版本。 你可以从medium，hard 两种方式中选择一种方式安装 PaddleSpeech。 ### 2. 准备配置文件 流式ASR的服务启动脚本和服务测试脚本存放在 `PaddleSpeech/demos/streaming_asr_server` 目录。 下载好 `PaddleSpeech` 之后，进入到 `PaddleSpeech/demos/streaming_asr_server` 目录。 配置文件可参见该目录下 `conf/ws_application.yaml` 和 `conf/ws_conformer_wenetspeech_application.yaml` 。 目前服务集成的模型有： DeepSpeech2 和 conformer模型，对应的配置文件如下： * DeepSpeech: `conf/ws_application.yaml` * conformer: `conf/ws_conformer_wenetspeech_application.yaml` 这个 ASR client 的输入应该是一个 WAV 文件（`.wav`），并且采样率必须与模型的采样率相同。 可以下载此 ASR client的示例音频： ```bash wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav ``` ### 3. 服务端使用方法 - 命令行 (推荐使用) **注意:** 默认部署在 `cpu` 设备上，可以通过修改服务配置文件中 `device` 参数部署在 `gpu` 上。 ```bash # 在 PaddleSpeech/demos/streaming_asr_server 目录启动服务 paddlespeech_server start --config_file ./conf/ws_conformer_wenetspeech_application.yaml # 你如果愿意为了增加解码的速度而牺牲一定的模型精度，你可以使用如下的脚本 paddlespeech_server start --config_file ./conf/ws_conformer_wenetspeech_application_faster.yaml ``` 使用方法： ```bash paddlespeech_server start --help ``` 参数: - `config_file`: 服务的配置文件，默认： `./conf/application.yaml` - `log_file`: log 文件. 默认：`./log/paddlespeech.log` 输出: ```bash [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 **注意:** 默认部署在 `cpu` 设备上，可以通过修改服务配置文件中 `device` 参数部署在 `gpu` 上。 ```python # 在 PaddleSpeech/demos/streaming_asr_server 目录 from paddlespeech.server.bin.paddlespeech_server import ServerExecutor server_executor = ServerExecutor() server_executor( config_file="./conf/ws_conformer_wenetspeech_application", log_file="./log/paddlespeech.log") ``` 输出： ```bash [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 客户端使用方法 **注意：** 初次使用客户端时响应时间会略长 - 命令行 (推荐使用) 若 `127.0.0.1` 不能访问，则需要使用实际服务 IP 地址 ``` paddlespeech_client asr_online --server_ip 127.0.0.1 --port 8090 --input ./zh.wav ``` 使用帮助: ```bash paddlespeech_client asr_online --help ``` 参数: - `server_ip`: 服务端ip地址，默认: 127.0.0.1。 - `port`: 服务端口，默认: 8090。 - `input`(必须输入): 用于识别的音频文件。 - `sample_rate`: 音频采样率，默认值：16000。 - `lang`: 模型语言，默认值：zh_cn。 - `audio_format`: 音频格式，默认值：wav。 - `punc.server_ip` 标点预测服务的ip。默认是None。 - `punc.server_port` 标点预测服务的端口port。默认是None。 输出: ```bash [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 ```python 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) ``` 输出: ```bash [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 ``` ## 标点预测 ### 1. 服务端使用方法 - 命令行 **注意:** 默认部署在 `cpu` 设备上，可以通过修改服务配置文件中 `device` 参数部署在 `gpu` 上。 ``` bash 在 PaddleSpeech/demos/streaming_asr_server 目录下启动标点预测服务 paddlespeech_server start --config_file conf/punc_application.yaml ``` 使用方法： ```bash paddlespeech_server start --help ``` 参数： - `config_file`: 服务的配置文件。 - `log_file`: log 文件。 输出： ``` bash [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 **注意:** 默认部署在 `cpu` 设备上，可以通过修改服务配置文件中 `device` 参数部署在 `gpu` 上。 ```python # 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") ``` 输出 ``` [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. 标点预测客户端使用方法 **注意：** 初次使用客户端时响应时间会略长 - 命令行 (推荐使用) 若 `127.0.0.1` 不能访问，则需要使用实际服务 IP 地址 ``` 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" ``` 输出 ``` [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 ```python 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) ``` 输出： ``` bash 我认为跑步最重要的就是给我带来了身体健康。 ``` ## 联合流式语音识别和标点预测 **注意:** 默认部署在 `cpu` 设备上，可以通过修改服务配置文件中 `device` 参数将语音识别和标点预测部署在不同的 `gpu` 上。 使用 `streaming_asr_server.py` 和 `punc_server.py` 两个服务，分别启动流式语音识别和标点预测服务。调用 `websocket_client.py` 脚本可以同时调用流式语音识别和标点预测服务。 ### 1. 启动服务 ``` bash 注意：流式语音识别和标点预测通过配置文件配置到不同的显卡上 bash server.sh ``` ### 2. 调用服务 - 使用命令行： 若 `127.0.0.1` 不能访问，则需要使用实际服务 IP 地址 ``` 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 ``` 输出： ``` [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. ``` - 使用脚本调用 若 `127.0.0.1` 不能访问，则需要使用实际服务 IP 地址 ``` 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 ``` 输出： ``` [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 ```