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Swecha Gonthuka - Limited Release

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

  • Loss: 0.0768
  • Wer: 28.5976

Collaborators

Trained by Naga Budigam

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: 4
  • eval_batch_size: 4
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 3000
  • training_steps: 10000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
0.0729 1.08 5000 0.0934 33.3306
0.0519 2.16 10000 0.0768 28.5976

Framework versions

  • Transformers 4.26.0.dev0
  • Pytorch 1.13.0
  • Datasets 2.7.1
  • Tokenizers 0.13.2
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Evaluation results

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This model's model-index metadata is invalid: Schema validation error. "model-index[0].results[0].dataset.type" with value "INDIC SUPERB, MUCS, OPENSLR" fails to match the required pattern: /^(?:[\w-]+\/)?[\w-.]+$/