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p4b/whisper-small-ko-fl-v2

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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Whisper Small Ko(FLUERS) - by p4b

This model is a fine-tuned version of openai/whisper-small on the FLUERS Korean dataset. It achieves the following results on the evaluation set:

  • Loss: 0.4512
  • Wer: 148.1005

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

  • learning_rate: 1e-07
  • trainbatchsize: 96
  • evalbatchsize: 64
  • seed: 42
  • distributed_type: multi-GPU
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lrschedulertype: cosine
  • lrschedulerwarmup_steps: 500
  • training_steps: 4000

Training results

Training LossEpochStepValidation LossWer
0.600332.08000.5913167.2749
0.45964.016000.4978170.9841
0.403596.024000.4653168.5911
0.3812128.032000.4531149.4765
0.3766160.040000.4512148.1005

Framework versions

  • Transformers 4.26.0.dev0
  • Pytorch 1.14.0.dev20221208+cu116
  • Datasets 2.7.1.dev0
  • Tokenizers 0.13.2