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ihanif/xls-r-1b-pashto

🤗 Hugging Face sourceautomatic-speech-recognitionapache-2.01B activated27 GBother✓ 10 checksumsupdated today
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facebook/wav2vec2-xls-r-1b

This model is a fine-tuned version of facebook/wav2vec2-xls-r-1b on the GOOGLE/FLEURS - PS_AF dataset. It achieves the following results on the evaluation set:

  • Loss: 4.1921
  • Wer: 0.9295
  • Cer: 0.9608

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: 7.5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 32
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 1000
  • training_steps: 1000
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Cer Validation Loss Wer
19.9558 1.27 100 3.2660 20.9197 1.0
19.7186 2.53 200 1.1692 19.2447 1.0
15.203 3.8 300 0.9687 15.0053 0.9998
6.4303 5.06 400 0.9911 6.5437 0.9632
4.5712 6.33 500 0.9546 4.9040 0.9323
3.3986 12.66 1000 4.1921 0.9295 0.9608

Framework versions

  • Transformers 4.26.0.dev0
  • Pytorch 1.13.1+cu117
  • Datasets 2.7.1.dev0
  • Tokenizers 0.13.2