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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)

    # 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
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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

    # 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
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  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'}