CoolFace
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steja/whisper-small-persian

sourceHugging Faceapache-2.0updated 2y agoView on Hugging Face
5likes119downloads
Model Card

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Whisper small Persian

This model is a fine-tuned version of openai/whisper-small on the mozilla-foundation/commonvoice11_0 fa dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4924
  • —Wer: 32.8995

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-06
  • —trainbatchsize: 8
  • —evalbatchsize: 16
  • —seed: 42
  • —distributed_type: multi-GPU
  • —num_devices: 4
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 64
  • —totalevalbatch_size: 64
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 500
  • —training_steps: 5000
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer
0.55331.565000.704454.5499
0.39513.1210000.589347.5210
0.32964.6715000.542942.6451
0.26626.2320000.522340.6644
0.25357.7925000.504538.5304
0.2249.3530000.500236.8822
0.220410.935000.496735.3076
0.202412.4640000.495134.9883
0.209914.0245000.492134.9842
0.183615.5850000.492434.8995

Framework versions

  • —Transformers 4.25.1
  • —Pytorch 1.13.0+cu117
  • —Datasets 2.7.1
  • —Tokenizers 0.13.2