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hpscript/whisper-small-kansai-lora

sourceHugging Faceupdated 9mo agoView on Hugging Face
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Whisper-Small-Kansai-LoRA

[JP] このモデルは、OpenAIの Whisper Small をベースに、関西弁(近畿方言)に特化してファインチューニングした音声認識(STT)用LoRAモデルです。 [EN] This is a LoRA adapter for Whisper Small, fine-tuned specifically for the Kansai dialect (Kinki dialect) of Japanese.

Model Details / モデルの詳細

[JP] 特徴

標準的なWhisperでは標準語に修正されがちな「〜やねん」「〜しはる」といった関西弁特有の表現を、聞こえたままに文字起こしすることを目指しています。

[EN] Features

While standard Whisper models often "correct" Kansai dialect into standard Japanese, this model aims to transcribe specific Kansai expressions (e.g., "~yanen", "~shiharu") as they are spoken.

  • Developer: hpscript
  • Language: Japanese (Kansai Dialect)
  • Base Model: openai/whisper-small
  • Method: PEFT (LoRA)

Usage / 使い方

python
import torch
from transformers import WhisperForConditionalGeneration, WhisperProcessor
from peft import PeftModel

base_model_id = "openai/whisper-small"
lora_model_id = "hpscript/whisper-small-kansai-lora"

model = WhisperForConditionalGeneration.from_pretrained(base_model_id)
model = PeftModel.from_pretrained(model, lora_model_id)
processor = WhisperProcessor.from_pretrained(base_model_id)