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davidmeikle/whisper-large-v3-eole

sourceHugging Faceapache-2.0updated 7mo agoView on Hugging Face
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Whisper Large V3 (eole)

This is openai/whisper-large-v3 converted to eole format using eole convert --model_dir openai/whisper-large-v3.

No weights were modified — this is a format conversion only.

Model details

Original modelopenai/whisper-large-v3
Parameters1.55B
Encoder layers32
Decoder layers32
Hidden size1280
Attention heads20
Mel bins128
Vocab size51,866
LicenseApache 2.0

Usage

bash
pip install eole[wer]

Transcribe

bash
eole predict \
  -config eval_config.yaml \
  -model_path whisper-large-v3-eole \
  -src audio_files.txt \
  -output transcriptions.txt \
  -language en \
  -task transcribe \
  -gpu_ranks 0

Evaluate on FLEURS

bash
cd recipes/whisper/eval
python eval_fleurs.py \
  --model_path whisper-large-v3-eole \
  --languages hi_in \
  --output_dir ./results

Evaluation

All evaluations use beam size 5.

BenchmarkWER
LibriSpeech test-clean1.91%

Conversion

bash
eole convert --model_dir openai/whisper-large-v3 --output whisper-large-v3-eole

Citation

bibtex
@misc{radford2023robust,
      title={Robust Speech Recognition via Large-Scale Weak Supervision},
      author={Alec Radford and Jong Wook Kim and Tao Xu and Greg Brockman and Christine McLeavey and Ilya Sutskever},
      year={2023},
      eprint={2212.04356},
      archivePrefix={arXiv},
      primaryClass={eess.AS}
}