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AqeelShafy7/Whisper-Sinhala_Audio_to_Text

sourceHugging Faceapache-2.0updated 3y agoView on Hugging Face
2likes28downloads
Model Card

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Whisper-SinhalaAudioto_Text

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

  • Loss: 0.9038
  • Wer: 50.0822

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
  • trainbatchsize: 8
  • evalbatchsize: 8
  • seed: 42
  • gradientaccumulationsteps: 2
  • totaltrainbatch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lrschedulertype: linear
  • lrschedulerwarmup_steps: 500
  • num_epochs: 50

Training results

Training LossEpochStepValidation LossWer
0.06654.7610000.539857.8125
0.00969.5220000.671656.2089
0.003714.2930000.745752.7549
0.000519.0540000.800051.1513
0.00223.8150000.805751.6859
0.000528.5760000.815050.3289
0.000533.3370000.844551.0280
0.038.180000.877350.1234
0.042.8690000.894450.1234
0.047.62100000.903850.0822

Framework versions

  • Transformers 4.38.2
  • Pytorch 2.2.1+cu121
  • Datasets 2.18.0
  • Tokenizers 0.15.2