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PaddleSpeech/demos/streaming_asr_server/README_cn.md

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(English|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。

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。

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_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

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：

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。

    # 在 PaddleSpeech/demos/streaming_asr_server 目录启动服务
paddlespeech_server start --config_file ./conf/ws_conformer_application.yaml

    使用方法：

    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:

      [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
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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 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。

    # 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_application.yaml", 
    log_file="./log/paddlespeech.log")

    输出：

      [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
  set kaiming_uniform
  set kaiming_uniform
  set kaiming_uniform
  set kaiming_uniform
  set kaiming_uniform
  set kaiming_uniform
  set kaiming_uniform
  set kaiming_uniform
  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

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

    使用帮助:

    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:

        [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

    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:

          [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'}

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。

    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：

    paddlespeech_server start --help

    参数：

    • config_file: 服务的配置文件。
    • log_file: log 文件。

    输出：

    [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。

    # 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

    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：

    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

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。