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PaddleSpeech/demos/streaming_asr_server/README.md

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(简体中文|English)

Speech Server

Introduction

This demo is an implementation of starting the streaming speech service and accessing the service. It can be achieved with a single command using paddlespeech_server and paddlespeech_client or a few lines of code in python.

Usage

1. Installation

see installation.

It is recommended to use paddlepaddle 2.2.1 or above. You can choose one way from meduim and hard to install paddlespeech.

2. Prepare config File

The configuration file can be found in conf/ws_application.yaml 和 conf/ws_conformer_application.yaml.

At present, the speech tasks integrated by the model include: DeepSpeech2 and conformer.

The input of ASR client demo should be a WAV file(.wav), and the sample rate must be the same as the model.

Here are sample files for thisASR client demo that can be downloaded:

wget -c https://paddlespeech.bj.bcebos.com/PaddleAudio/zh.wav

3. Server Usage

  • Command Line (Recommended)

    # start the service
 paddlespeech_server start --config_file ./conf/ws_conformer_application.yaml

    Usage:

    paddlespeech_server start --help

    Arguments:

    • config_file: yaml file of the app, defalut: ./conf/ws_conformer_application.yaml
    • log_file: log file. Default: ./log/paddlespeech.log

    Output:

      [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

    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")

    Output:

      [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
  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
  [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 Client Usage

Note: The response time will be slightly longer when using the client for the first time

  • Command Line (Recommended)

    paddlespeech_client asr_online --server_ip 127.0.0.1 --port 8090 --input ./zh.wav

    Usage:

    paddlespeech_client asr_online --help

    Arguments:

    • server_ip: server ip. Default: 127.0.0.1
    • port: server port. Default: 8090
    • input(required): Audio file to be recognized.
    • sample_rate: Audio ampling rate, default: 16000.
    • lang: Language. Default: "zh_cn".
    • audio_format: Audio format. Default: "wav".

    Output:

          [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 ASRClientExecutor
import json

asrclient_executor = ASRClientExecutor()
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.json())

    Output:

          [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