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README.md
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---
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license: apache-2.0
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language:
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- zh
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- en
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- yue
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- ja
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- ko
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tags:
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- speech-recognition
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- asr
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- onnx
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- sensevoice
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- funasr
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pipeline_tag: automatic-speech-recognition
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base_model: iic/SenseVoiceSmall
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---
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# SenseVoiceSmall ONNX(非量化)
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本仓库为 **SenseVoiceSmall** 的 **非量化 ONNX** 导出版本,由 [ModelScope iic/SenseVoiceSmall](https://www.modelscope.cn/models/iic/SenseVoiceSmall) 经 [FunASR](https://github.com/alibaba-damo-academy/FunASR) 导出(`quantize=False`),便于在 ONNX Runtime 或 [open-flow](https://github.com/jqlong17/open-flow) 等管线中直接使用。
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## 模型说明
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- **来源**:阿里巴巴达摩院 [SenseVoice](https://github.com/FunAudioLLM/SenseVoice),Small 版本
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- **格式**:ONNX(float32),含外部权重文件 `model.onnx.data`
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- **用途**:语音识别(ASR)、多语种识别(中文/粤语/英/日/韩等)
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- **输入**:16 kHz 单声道音频(如 wav)
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- **输出**:转写文本
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## 文件说明
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| 文件 | 说明 |
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|------|------|
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| `model.onnx` | ONNX 计算图 |
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| `model.onnx.data` | 权重(约 893MB) |
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| `tokens.json` | 词表 |
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| `am.mvn` | 特征归一化参数 |
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| `config.yaml` | 模型与前端配置 |
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## 使用示例
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### 使用 open-flow(Rust 管线)
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```bash
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# 指定本仓库为模型目录后转写
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OPEN_FLOW_MODEL=/path/to/downloaded/repo open-flow transcribe --file audio.wav --output stdout
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```
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从 Hugging Face 下载到本地后,将上述 `/path/to/downloaded/repo` 替换为解压目录即可。
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### 使用 ONNX Runtime + FunASR 推理
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```python
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from funasr import AutoModel
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model = AutoModel(model="ruska1117/SenseVoiceSmall-onnx", device="cpu")
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result = model.generate(input="audio.wav", language="auto")
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```
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### 仅用 ONNX Runtime 加载
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需按 FunASR 的前处理(如 WavFrontend、LFR、cmvn)准备输入,再调用 ONNX 推理;一般推荐通过 FunASR 或 open-flow 使用。
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## 许可证与致谢
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- 原始 SenseVoice 模型版权与许可证遵循 [FunAudioLLM/SenseVoice](https://github.com/FunAudioLLM/SenseVoice) 及 [ModelScope iic/SenseVoiceSmall](https://www.modelscope.cn/models/iic/SenseVoiceSmall)。
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- 本 ONNX 导出仅做格式转换,不改变模型权重;使用前请遵守原模型的使用条款与许可证。
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## 引用
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若使用 SenseVoice,请引用原项目:
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```bibtex
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@article{sensevoice,
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title={SenseVoice: Multilingual Speech Foundation Model},
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author={FunAudioLLM Team},
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year={2024}
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}
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```
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