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hello_2b

This model is a fine-tuned version of facebook/wav2vec2-xls-r-2b on the COMMON_VOICE - TR dataset. It achieves the following results on the evaluation set:

  • Loss: 1.2725
  • Wer: 0.9531

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-05
  • train_batch_size: 2
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 2
  • gradient_accumulation_steps: 8
  • total_train_batch_size: 32
  • total_eval_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_steps: 500
  • num_epochs: 30.0
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Wer
3.1646 0.92 100 3.2106 1.0
0.368 1.85 200 2.9963 1.0
0.2252 2.77 300 2.8078 0.9999
0.1546 3.7 400 2.3458 0.9996
0.1468 4.63 500 2.0086 0.9986
0.1261 5.55 600 1.8269 0.9985
0.1206 6.48 700 1.7347 0.9956
0.1959 7.4 800 1.6819 0.9955
0.0502 8.33 900 1.6809 0.9965
0.0811 9.26 1000 1.6674 0.9916
0.0534 10.18 1100 1.5719 0.9898
0.0402 11.11 1200 1.4620 0.9821
0.057 12.04 1300 1.3015 0.9554
0.0385 12.96 1400 1.3798 0.9600
0.0422 13.88 1500 1.3538 0.9699
0.014 14.81 1600 1.2507 0.9443
0.0232 15.74 1700 1.3318 0.9465
0.0554 16.66 1800 1.2784 0.9462
0.0316 17.59 1900 1.2503 0.9481
0.0524 18.51 2000 1.3920 0.9604
0.0142 19.44 2100 1.4224 0.9698
0.0288 20.37 2200 1.3475 0.9635
0.0106 21.29 2300 1.2232 0.9264
0.0396 22.22 2400 1.3323 0.9615
0.0349 23.15 2500 1.2741 0.9587
0.0121 24.07 2600 1.2671 0.9586
0.0224 24.99 2700 1.3001 0.9611
0.0449 25.92 2800 1.2777 0.9572
0.0186 26.85 2900 1.2766 0.9607
0.0365 27.77 3000 1.2935 0.9598
0.0105 28.7 3100 1.2761 0.9588
0.021 29.63 3200 1.2686 0.9528

Framework versions

  • Transformers 4.13.0.dev0
  • Pytorch 1.10.0
  • Datasets 1.15.2.dev0
  • Tokenizers 0.10.3
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Dataset used to train patrickvonplaten/hello_2b