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# Paraformer-large模型介绍 |
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### 使用方法 |
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下载模型 |
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```shell |
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git clone https://github.com/manyeyes/AliParaformerAsr.git |
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cd /AliParaformerAsr/AliParaformerAsr.Examples |
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git clone https://huggingface.co/manyeyes/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx.git |
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``` |
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编辑 Program.cs 中的 modelName 值: |
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```csharp |
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string modelName="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx"; |
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//[fp32模型/int8模型],二选一 |
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//fp32模型 |
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//string modelFilePath = applicationBase + "./"+ modelName + "/model.onnx"; |
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//int8模型 |
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string modelFilePath = applicationBase + "./"+ modelName + "/model_quant.onnx"; |
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``` |
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将文件夹 speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx 中的文件属性-》复制到输出目录-》如果较新则复制。 |
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**或者** |
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编辑 AliParaformerAsr.Examples.csproj ,添加 |
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```xml |
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<ItemGroup> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\am.mvn"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\asr.yaml"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\0.wav"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\1.wav"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\2.wav"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\3.wav"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\example\4.wav"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\model_quant.onnx"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\model.onnx"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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<None Update="speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx\tokens.txt"> |
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<CopyToOutputDirectory>PreserveNewest</CopyToOutputDirectory> |
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</None> |
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</ItemGroup> |
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``` |
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启动 AliParaformerAsr.Examples |
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## 通过modelscope了解更多 |
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### 原模型 |
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- pytorch |
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https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary |
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- onnx |
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https://www.modelscope.cn/models/damo/speech_paraformer-large_asr_nat-zh-cn-16k-common-vocab8404-onnx/summary |
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### Highlights |
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- 热词版本:[Paraformer-large热词版模型](https://www.modelscope.cn/models/damo/speech_paraformer-large-contextual_asr_nat-zh-cn-16k-common-vocab8404/summary)支持热词定制功能,基于提供的热词列表进行激励增强,提升热词的召回率和准确率。 |
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- 长音频版本:[Paraformer-large长音频模型](https://www.modelscope.cn/models/damo/speech_paraformer-large-vad-punc_asr_nat-zh-cn-16k-common-vocab8404-pytorch/summary),集成VAD、ASR、标点与时间戳功能,可直接对时长为数小时音频进行识别,并输出带标点文字与时间戳。 |
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- 基于FunASR进行模型的微调和推理: |
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FunASR框架支持魔搭社区开源的工业级的语音识别模型的training & finetuning,使得研究人员和开发者可以更加便捷的进行语音识别模型的研究和生产,目前已在Github开源:https://github.com/alibaba-damo-academy/FunASR 。 |