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--- |
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library_name: transformers |
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datasets: |
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- reazon-research/reazonspeech |
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- joujiboi/japanese-anime-speech |
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language: |
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- ja |
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- en |
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metrics: |
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- cer |
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pipeline_tag: automatic-speech-recognition |
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--- |
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# Model Card for Model ID |
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![image](./cover_image.jpeg) |
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<!-- Generated using cagliostrolab/animagine-xl-3.0 --> |
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<!--Prompt: 1girl, black long hair, suit, headphone, write down, upper body, indoor, night, masterpiece, best quality --> |
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Fine tunned ASR model from [distil-whisper/distil-large-v2](https://huggingface.co/distil-whisper/distil-large-v2). |
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This model aimed to transcribe japanese audio especially visual novel. |
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## Model Details |
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### Model Description |
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<!-- Provide a longer summary of what this model is. --> |
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This is the model card of a 🤗 transformers model that has been pushed on the Hub. This model card has been automatically generated. |
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- **Developed by:** spow12(yw_nam) |
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- **Shared by :** spow12(yw_nam) |
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- **Model type:** Seq2Seq |
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- **Language(s) (NLP):** japanese |
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- **Finetuned from model :** [distil-whisper/distil-large-v2](https://huggingface.co/distil-whisper/distil-large-v2). |
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## Uses |
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```python |
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from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq |
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import librosa |
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processor = AutoProcessor.from_pretrained('spow12/Visual-novel-transcriptor', language="ja", task="transcribe") |
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model = AutoModelForSpeechSeq2Seq.from_pretrained('spow12/Visual-novel-transcriptor').cuda() |
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model.config.forced_decoder_ids = processor.get_decoder_prompt_ids(language="ja", task="transcribe") |
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data, _ = librosa.load(wav_path, sr=16000) |
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input_features = processor(data, sampling_rate=16000, return_tensors="pt").input_features.cuda() |
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predicted_ids = model.generate(input_features) |
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transcription = processor.batch_decode(predicted_ids, skip_special_tokens=True) |
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print(transcription[0]) |
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``` |
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## Bias, Risks, and Limitations |
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This model trained by japanese dataset included visual novel which contain nsfw content. |
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## Use & Credit |
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This model is currently available for non-commercial use only. Also, since I'm not detailed in licensing, I hope you use it responsibly. |
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By sharing this model, I hope to contribute to the research efforts of our community (the open-source community and anime persons). |
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## Citation |
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```bibtex |
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@misc {Visual-novel-transcriptor, |
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author = { {YoungWoo Nam} }, |
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title = { Visual-novel-transcriptor }, |
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year = 2024, |
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url = { https://huggingface.co/spow12/Visual-novel-transcriptor }, |
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publisher = { Hugging Face } |
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} |
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``` |
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