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rohitp1/dgx1_whisper_tiny_finetune_teacher_babble_noise_mozilla_40_epochs_batch_32

sourceHugging Faceapache-2.0updated 4y agoView on Hugging Face
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Model Card

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dgx1whispertinyfinetuneteacherbabblenoisemozilla40epochsbatch_32

This model is a fine-tuned version of openai/whisper-tiny.en on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 1.0819
  • —Wer: 38.0301

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: 0.0005
  • —trainbatchsize: 32
  • —evalbatchsize: 1
  • —seed: 42
  • —gradientaccumulationsteps: 32
  • —totaltrainbatch_size: 1024
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: cosinewithrestarts
  • —lrschedulerwarmup_ratio: 0.2
  • —num_epochs: 40
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer
0.6227.355000.879641.4282
0.15114.710001.063941.4038
0.014622.0615001.075638.3399
0.000429.4120001.079138.0753
0.000336.7625001.081938.0301

Framework versions

  • —Transformers 4.25.1
  • —Pytorch 1.12.1
  • —Datasets 2.8.0
  • —Tokenizers 0.13.2