sensevoice-onnx

v1.1.0

SenseVoice-python: A enterprise-grade open source multi-language asr system from funasr opensource with onnxruntime For more information about how to use this package see README

Latest version published 3 months ago

License: The MIT License

PyPI

GitHub

Package Health Score

66 / 100

security
No known security issues
popularity
Limited
maintenance
Sustainable
community
Sustainable

Popularity

Limited

GitHub Stars: 74
Forks: 12
Contributors: 1

Direct Usage Popularity

Based on project statistics from the GitHub repository for the PyPI package sensevoice-onnx, we found that it has been starred 74 times.

Security

No known security issues

Security and license risk for latest version

Release Date: Aug 31, 2024
Direct Vulnerabilities: 0
C
0
H
0
M
0
L
Indirect Vulnerabilities: 0
C
0
H
0
M
0
L
License Risk: 0
H
0
M
0
L

All security vulnerabilities belong to production dependencies of direct and indirect packages.

License

The MIT License

Security Policy

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Maintenance

Sustainable

Commit Frequency

Open Issues: 1
Open PR: 0
Last Release: 3 months ago
Last Commit: 2 months ago

Further analysis of the maintenance status of sensevoice-onnx based on released PyPI versions cadence, the repository activity, and other data points determined that its maintenance is Sustainable.

We found that sensevoice-onnx demonstrates a positive version release cadence with at least one new version released in the past 3 months.

As a healthy sign for on-going project maintenance, we found that the GitHub repository had at least 1 pull request or issue interacted with by the community.

Community

Sustainable

Readme: Yes
Contributing.md: No
Code of Conduct: No
Contributors: 1
Funding: No

This project has seen only 10 or less contributors.

We found a way for you to contribute to the project! Looks like sensevoice-onnx is missing a Code of Conduct.

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Package

Python Versions Compatibility: >=3.8.0

Age: 4 months
Latest Release: 3 months ago
Dependencies: 2 Direct
Versions: 2
Maintainers: 1
Wheels: OS Independent

Readme

SenseVoice-python with onnx

「简体中文」|「English」

SenseVoice是具有音频理解能力的音频基础模型，包括语音识别（ASR）、语种识别（LID）、语音情感识别（SER）和声学事件分类（AEC）或声学事件检测（AED）。

当前SenseVoice-small支持中、粤、英、日、韩语的多语言语音识别，情感识别和事件检测能力，具有极低的推理延迟。本项目提供python版的SenseVoice模型所需的onnx环境安装的与推理方式。

使用方式

安装

pip install sensevoice-onnx

# or pip from github
pip install git+https://github.com/lovemefan/SenseVoice-python.git

使用

sensevoice --audio sensevoice/resource/asr_example_zh.wav

第一次使用会自动从huggingface下载，如果下载不下来，可以使用hugginface代理

Linux:

export HF_ENDPOINT=https://hf-mirror.com

Windows Powershell

$env:HF_ENDPOINT = "https://hf-mirror.com"

或者非入侵方式使用环境变量

HF_ENDPOINT=https://hf-mirror.com sensevoice --audio sensevoice/resource/asr_example_zh.wav

Sense Voice 脚本参数设置

optional arguments:
  -h, --help            show this help message and exit
  -a , --audio_file 设置音频路径
  -dp , --download_path 自定义模型下载路径，默认`sensevoice/resource`
  -d , --device, 使用cpu时为-1，使用gpu（需要安装onnxruntime-gpu）时指定卡号 默认`-1`
                        Device
  -n , --num_threads , 线程数, 默认 `4`
                        Num threads
  -l , --language {auto,zh,en,yue,ja,ko,nospeech} 语音代码，默认`auto`
  --use_itn             是否使用itn
  --use_int8            是否使用int8 量化的onnx模型

结果

2024-07-19 07:22:40,643 INFO [sense_voice_ort_session.py:130] Loading model from /home/runner/work/SenseVoice-python/SenseVoice-python/sensevoice/resource/embedding.npy
2024-07-19 07:22:40,647 INFO [sense_voice_ort_session.py:133] Loading model /home/runner/work/SenseVoice-python/SenseVoice-python/sensevoice/resource/sense-voice-encoder.onnx
2024-07-19 07:22:42,755 INFO [sense_voice_ort_session.py:140] Loading /home/runner/work/SenseVoice-python/SenseVoice-python/sensevoice/resource/sense-voice-encoder.onnx takes 2.11 seconds
2024-07-19 07:22:42,786 INFO [sense_voice.py:76] Audio sensevoice/resource/asr_example_zh.wav is 5.58 seconds
2024-07-19 07:22:43,102 INFO [sense_voice.py:81] [0.61s - 5.53s] &lt;|zh|&gt;&lt;|NEUTRAL|&gt;&lt;|Speech|&gt;&lt;|woitn|&gt;欢迎大家来体验达摩院推出的语音识别模型
2024-07-19 07:22:43,102 INFO [sense_voice.py:83] Decoder audio takes 0.31638407707214355 seconds
2024-07-19 07:22:43,103 INFO [sense_voice.py:84] The RTF is 0.05669965538927304.

sensevoice-onnx dependencies

huggingface-hub kaldi-native-fbank

FAQs

What is sensevoice-onnx?

SenseVoice-python: A enterprise-grade open source multi-language asr system from funasr opensource with onnxruntime. Visit Snyk Advisor to see a full health score report for sensevoice-onnx, including popularity, security, maintenance & community analysis.

Is sensevoice-onnx popular?

We’re still processing downloads data for the python package sensevoice-onnx. Visit the popularity section on Snyk Advisor to see the full popularity analysis.

Is sensevoice-onnx well maintained?

We found indications that sensevoice-onnx maintenance is sustainable demonstrating some project activity. We saw a total of 1 open source contributors collaborating on the project. See the full package health analysis to learn more about the package maintenance status.

Is sensevoice-onnx safe to use?

The python package sensevoice-onnx was scanned for known vulnerabilities and missing license, and no issues were found. Thus the package was deemed as safe to use. See the full health analysis review.

Last updated on 22 November-2024, at 16:04 (UTC).

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