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whisper-large-v2-ft-cy-2601

This model is a fine-tuned version of openai/whisper-large-v2 on the DewiBrynJones/preprocessed-whisper-btb-cv-cvad-cven-wlga-ca-ec-2601 dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3660
  • Wer: 0.3715

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: 5e-06
  • 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
0.9408 0.1966 500 0.8202 0.5409
0.5988 0.3932 1000 0.5391 0.5537
0.5247 0.5899 1500 0.4744 0.4518
0.4995 0.7865 2000 0.4416 0.4371
0.456 0.9831 2500 0.4165 0.4022
0.3781 1.1797 3000 0.4080 0.3901
0.3756 1.3763 3500 0.3982 0.4062
0.3763 1.5729 4000 0.3892 0.3990
0.3509 1.7696 4500 0.3777 0.3831
0.3599 1.9662 5000 0.3745 0.3888
0.2981 2.1628 5500 0.3758 0.3634
0.29 2.3594 6000 0.3706 0.3904
0.2829 2.5560 6500 0.3677 0.3634
0.2892 2.7527 7000 0.3660 0.3789
0.286 2.9493 7500 0.3657 0.3772
0.2641 3.1459 8000 0.3660 0.3715

Framework versions

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