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LevonHakobyan/only_head_const_lr_1-e4

sourceHugging Facemitupdated 2y agoView on Hugging Face
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onlyheadconstlr1-e4

This model is a fine-tuned version of facebook/w2v-bert-2.0 on the commonvoice17_0 dataset. It achieves the following results on the evaluation set:

  • —Loss: 2.7371
  • —Wer: 1.0000
  • —Cer: 0.8540

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: 0.0001
  • —trainbatchsize: 16
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 32
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: constant
  • —num_epochs: 10
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWerCer
9.10841.53855009.32831.51750.7359
4.87063.076910005.03571.00440.8964
3.82824.615415003.88660.99990.9809
3.15196.153820003.16560.99980.9309
2.87477.692325002.87801.00020.8692
2.74659.230830002.73711.00000.8540

Framework versions

  • —Transformers 4.41.2
  • —Pytorch 2.3.0+cu121
  • —Datasets 2.20.0
  • —Tokenizers 0.19.1