You can not select more than 25 topics Topics must start with a letter or number, can include dashes ('-') and can be up to 35 characters long.
PaddleSpeech/demos/streaming_asr_server/README_cn.md

584 lines
45 KiB

This file contains ambiguous Unicode characters!

This file contains ambiguous Unicode characters that may be confused with others in your current locale. If your use case is intentional and legitimate, you can safely ignore this warning. Use the Escape button to highlight these characters.

([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mediumhard 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``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
```
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)
`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)
`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``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:
`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
`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
```