whisper-small-ver1 / README.md
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metadata
language:
  - ko
license: apache-2.0
tags:
  - hf-asr-leaderboard
  - generated_from_trainer
datasets:
  - unanam/mdrama
base_model: openai/whisper-small
model-index:
  - name: whisper-small-ver1
    results: []

whisper-small-ver1

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

  • Loss: 8.2325
  • Cer: 84.4150

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: 0.001
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 400
  • training_steps: 4000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Cer
2.9362 5.59 1000 4.0341 165.0697
0.5237 11.17 2000 5.7270 88.3566
0.1343 16.76 3000 7.0163 83.8232
0.0004 22.35 4000 8.2325 84.4150

Framework versions

  • Transformers 4.38.0.dev0
  • Pytorch 2.1.0+cu121
  • Datasets 2.17.1
  • Tokenizers 0.15.1