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PaddleSpeech/demos/streaming_asr_server/README_cn.md

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([English](./README.md)|中文)
# 语音服务
## 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。
update the paddlespeech_client asr_online cli, test=doc
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**流式语音识别服务只支持 `weboscket` 协议，不支持 `http` 协议。**
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## 使用方法
### 1. 安装
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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)。
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推荐使用 **paddlepaddle 2.2.1** 或以上版本。
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你可以从medium，hard 两种方式中选择一种方式安装 PaddleSpeech。
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### 2. 准备配置文件
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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_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_application.yaml`
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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)
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**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。
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```bash
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# 在 PaddleSpeech/demos/streaming_asr_server 目录启动服务
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paddlespeech_server start --config_file ./conf/ws_conformer_application.yaml
```
使用方法：
```bash
paddlespeech_server start --help
```
参数:
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- `config_file`: 服务的配置文件，默认： `./conf/application.yaml`
- `log_file`: log 文件. 默认：`./log/paddlespeech.log`
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输出:
```bash
[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
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
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[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
update the streaming asr and punc server to cpu device, test=doc
2 years ago
**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。
add streaming asr demo, test=doc
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```python
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# 在 PaddleSpeech/demos/streaming_asr_server 目录
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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")
```
输出：
```bash
[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
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
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set kaiming_uniform
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set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
set kaiming_uniform
[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 客户端使用方法
update the paddlespeech_client asr_online cli, test=doc
2 years ago
**注意：** 初次使用客户端时响应时间会略长
- 命令行 (推荐使用)
```
paddlespeech_client asr_online --server_ip 127.0.0.1 --port 8090 --input ./zh.wav
add streaming asr demo, test=doc
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```
使用帮助:
```bash
fix the cn readme.md bug, text=doc
2 years ago
paddlespeech_client asr_online --help
add streaming asr demo, test=doc
2 years ago
```
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。
update the paddlespeech_client asr_online cli, test=doc
2 years ago
- `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。
add streaming asr demo, test=doc
2 years ago
输出:
```bash
[2022-04-21 15:59:03,904] [ INFO] - receive msg={"status": "ok", "signal": "server_ready"}
[2022-04-21 15:59:03,960] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:03,973] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:03,987] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,000] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,012] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,024] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,036] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,047] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,607] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,620] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,633] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,645] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,657] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,669] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,680] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:05,176] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,185] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,192] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,200] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,208] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,216] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,224] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,232] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,724] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,732] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,740] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,747] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,755] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,763] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,770] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:06,271] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,279] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,287] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,294] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,302] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,310] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,318] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,326] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,833] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,842] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,850] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,858] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,866] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,874] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,882] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:07,400] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,408] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,416] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,424] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,432] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,440] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,447] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,455] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,984] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:07,992] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:08,001] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:08,008] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:08,016] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:08,024] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:12,883] [ INFO] - final receive msg={'status': 'ok', 'signal': 'finished', 'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:12,884] [ INFO] - 我认为跑步最重要的就是给我带来了身体健康
[2022-04-21 15:59:12,884] [ INFO] - Response time 9.051567 s.
```
- Python API
```python
update the streaming asr readme, test=doc
2 years ago
from paddlespeech.server.bin.paddlespeech_client import ASROnlineClientExecutor
add streaming asr demo, test=doc
2 years ago
update the streaming asr readme, test=doc
2 years ago
asrclient_executor = ASROnlineClientExecutor()
add streaming asr demo, test=doc
2 years ago
res = asrclient_executor(
input="./zh.wav",
server_ip="127.0.0.1",
port=8090,
sample_rate=16000,
lang="zh_cn",
update the streaming asr readme, test=doc
2 years ago
audio_format="wav")
update streaming asr readme, test=doc
2 years ago
print(res)
add streaming asr demo, test=doc
2 years ago
```
输出:
```bash
[2022-04-21 15:59:03,904] [ INFO] - receive msg={"status": "ok", "signal": "server_ready"}
[2022-04-21 15:59:03,960] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:03,973] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:03,987] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,000] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,012] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,024] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,036] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,047] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,607] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,620] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,633] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,645] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,657] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,669] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:04,680] [ INFO] - receive msg={'asr_results': ''}
[2022-04-21 15:59:05,176] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,185] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,192] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,200] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,208] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,216] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,224] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,232] [ INFO] - receive msg={'asr_results': '我认为跑'}
[2022-04-21 15:59:05,724] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,732] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,740] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,747] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,755] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,763] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:05,770] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的'}
[2022-04-21 15:59:06,271] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,279] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,287] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,294] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,302] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,310] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,318] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,326] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是'}
[2022-04-21 15:59:06,833] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,842] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,850] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,858] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,866] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,874] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:06,882] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给'}
[2022-04-21 15:59:07,400] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,408] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,416] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,424] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,432] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,440] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,447] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,455] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了'}
[2022-04-21 15:59:07,984] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:07,992] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:08,001] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:08,008] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:08,016] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:08,024] [ INFO] - receive msg={'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
[2022-04-21 15:59:12,883] [ INFO] - final receive msg={'status': 'ok', 'signal': 'finished', 'asr_results': '我认为跑步最重要的就是给我带来了身体健康'}
fix param path name; ws client
2 years ago
```
join streaming asr and punc server, test=doc
2 years ago
## 标点预测
### 1. 服务端使用方法
- 命令行
update the streaming asr and punc server to cpu device, test=doc
2 years ago
**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。
join streaming asr and punc server, test=doc
2 years ago
``` 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
update the streaming asr and punc server to cpu device, test=doc
2 years ago
**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。
join streaming asr and punc server, test=doc
2 years ago
```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)
```
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
update the streaming asr and punc server to cpu device, test=doc
2 years ago
**注意:** By default, each server is deployed on the 'CPU' device. Voice recognition and punctuation prediction can be deployed on different 'GPUs' by modifying the' device 'parameter in the service configuration file.
join streaming asr and punc server, test=doc
2 years ago
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：
```
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：
```
[2022-05-02 18:57:46,961] [ INFO] - asr websocket client start
[2022-05-02 18:57:46,961] [ INFO] - endpoint: ws://127.0.0.1:8290/paddlespeech/asr/streaming
[2022-05-02 18:57:46,982] [ INFO] - client receive msg={"status": "ok", "signal": "server_ready"}
[2022-05-02 18:57:46,999] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,011] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,023] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,035] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,046] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,057] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,068] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,079] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,222] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,230] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,239] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,247] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,255] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,263] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,271] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:57:47,462] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:57:47,525] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:57:47,589] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:57:47,649] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:57:47,708] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:57:47,766] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:57:47,824] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:57:47,881] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:57:48,130] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:57:48,200] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:57:48,265] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:57:48,327] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:57:48,389] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:57:48,448] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:57:48,505] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:57:48,754] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:57:48,821] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:57:48,881] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:57:48,939] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:57:49,011] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:57:49,080] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:57:49,146] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:57:49,210] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:57:49,452] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:57:49,516] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:57:49,581] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:57:49,645] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:57:49,706] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:57:49,763] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:57:49,818] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:57:50,064] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:57:50,125] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:57:50,186] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:57:50,245] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:57:50,301] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:57:50,358] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:57:50,414] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:57:50,469] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:57:50,712] [ 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。'}
[2022-05-02 18:57:50,776] [ 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。'}
[2022-05-02 18:57:50,837] [ 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。'}
[2022-05-02 18:57:50,897] [ 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。'}
[2022-05-02 18:57:50,956] [ 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。'}
[2022-05-02 18:57:51,012] [ 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。'}
[2022-05-02 18:57:51,276] [ 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。'}
[2022-05-02 18:57:51,277] [ INFO] - asr websocket client finished
[2022-05-02 18:57:51,277] [ INFO] - 我认为跑步最重要的就是给我带来了身体健康。
[2022-05-02 18:57:51,277] [ INFO] - Response time 4.316903 s.
```
- 使用脚本调用
```
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：
```
[2022-05-02 18:29:22,039] [ INFO] - Start to do streaming asr client
[2022-05-02 18:29:22,040] [ INFO] - asr websocket client start
[2022-05-02 18:29:22,040] [ INFO] - endpoint: ws://127.0.0.1:8290/paddlespeech/asr/streaming
[2022-05-02 18:29:22,041] [ INFO] - start to process the wavscp: ./zh.wav
[2022-05-02 18:29:22,122] [ INFO] - client receive msg={"status": "ok", "signal": "server_ready"}
[2022-05-02 18:29:22,351] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,360] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,368] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,376] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,384] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,392] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,400] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,408] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,549] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,558] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,567] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,575] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,583] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,591] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,599] [ INFO] - client receive msg={'result': ''}
[2022-05-02 18:29:22,822] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:29:22,879] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:29:22,937] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:29:22,995] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:29:23,052] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:29:23,107] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:29:23,161] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:29:23,213] [ INFO] - client receive msg={'result': '我认为，跑'}
[2022-05-02 18:29:23,454] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:29:23,515] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:29:23,575] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:29:23,630] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:29:23,684] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:29:23,736] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:29:23,789] [ INFO] - client receive msg={'result': '我认为，跑步最重要的。'}
[2022-05-02 18:29:24,030] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:29:24,095] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:29:24,156] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:29:24,213] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:29:24,268] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:29:24,323] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:29:24,377] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:29:24,429] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是。'}
[2022-05-02 18:29:24,671] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:29:24,736] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:29:24,797] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:29:24,857] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:29:24,918] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:29:24,975] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:29:25,029] [ INFO] - client receive msg={'result': '我认为，跑步最重要的就是给。'}
[2022-05-02 18:29:25,271] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:29:25,336] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:29:25,398] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:29:25,458] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:29:25,521] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:29:25,579] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:29:25,652] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:29:25,722] [ INFO] - client receive msg={'result': '我认为跑步最重要的就是给我带来了。'}
[2022-05-02 18:29:25,969] [ 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。'}
[2022-05-02 18:29:26,034] [ 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。'}
[2022-05-02 18:29:26,095] [ 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。'}
[2022-05-02 18:29:26,163] [ 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。'}
[2022-05-02 18:29:26,229] [ 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。'}
[2022-05-02 18:29:26,294] [ 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。'}
[2022-05-02 18:29:26,565] [ 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。'}
[2022-05-02 18:29:26,566] [ 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。
```