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whisper-large-v2-ft-cy-2602

This model is a fine-tuned version of openai/whisper-large-v2 on the DewiBrynJones/preprocessed-whisper-btb-cv-cvad-wlga-ca-2602 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3849
  • Wer: 0.2877

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-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 2
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 64
  • total_eval_batch_size: 32
  • optimizer: Use adamw_torch_fused with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 500
  • training_steps: 8000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.5788 0.2196 500 0.5981 0.4791
0.4955 0.4392 1000 0.5043 0.4414
0.4459 0.6588 1500 0.4560 0.3769
0.4073 0.8783 2000 0.4282 0.3615
0.3267 1.0979 2500 0.4104 0.3240
0.3165 1.3175 3000 0.3949 0.3311
0.3078 1.5371 3500 0.3930 0.3327
0.292 1.7567 4000 0.3772 0.3002
0.2846 1.9763 4500 0.3684 0.3034
0.2068 2.1959 5000 0.3816 0.2874
0.2021 2.4155 5500 0.3753 0.2876
0.1973 2.6350 6000 0.3708 0.2910
0.1961 2.8546 6500 0.3691 0.2861
0.1481 3.0742 7000 0.3849 0.2877

Framework versions

  • Transformers 4.57.6
  • Pytorch 2.10.0+cu128
  • Datasets 4.5.0
  • Tokenizers 0.22.2
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