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katyayego/Wav2Vec2Phoneme-CSfinetune

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

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Wav2Vec2Phoneme-CSfinetune

This model is a fine-tuned version of facebook/wav2vec2-lv-60-espeak-cv-ft on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 1.7640
  • —Wer: 0.3064
  • —Cer: 0.2173

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: 8
  • —evalbatchsize: 8
  • —seed: 42
  • —gradientaccumulationsteps: 4
  • —totaltrainbatch_size: 32
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —lrschedulerwarmup_steps: 1000
  • —num_epochs: 14
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossWerCer
2.75712.28055003.41290.46190.3238
2.04864.561010001.93840.39850.2789
1.78596.841515002.98100.35880.2583
1.5059.122020002.25730.32570.2305
1.387911.402525001.75170.31090.2206
1.333413.683030001.76400.30640.2173

Framework versions

  • —Transformers 4.41.2
  • —Pytorch 2.3.0
  • —Datasets 2.19.2
  • —Tokenizers 0.19.1