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lsnoo/wav2vec2-large-xlsr-53k-russian

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

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wav2vec2-large-xlsr-53k-russian

This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the common_voice dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.2660
  • —Wer: 0.2052

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: 0.0003
  • —trainbatchsize: 96
  • —evalbatchsize: 32
  • —seed: 42
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 192
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 500
  • —num_epochs: 30
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWer
4.28731.094000.85800.8982
0.47282.198000.31820.3892
0.16399.8312000.23740.2646
0.101413.1116000.24700.2467
0.075416.3920000.25160.2337
0.061619.6724000.25590.2237
0.050522.9528000.25570.2155
0.043726.2332000.27110.2099
0.037729.5136000.26600.2052

Framework versions

  • —Transformers 4.17.0
  • —Pytorch 1.11.0+cu113
  • —Datasets 1.18.3
  • —Tokenizers 0.12.1