gopdatastt_add_transformer
This model is a fine-tuned version of facebook/wav2vec2-base-960h on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.0920
- Wer: 0.1617
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
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 1000
- num_epochs: 30
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
3.1709 | 1.05 | 500 | 0.1453 | 0.2194 |
0.3131 | 2.11 | 1000 | 0.1094 | 0.2055 |
0.276 | 3.16 | 1500 | 0.1198 | 0.1998 |
0.2416 | 4.21 | 2000 | 0.1873 | 0.2026 |
0.2093 | 5.26 | 2500 | 0.1392 | 0.1974 |
0.1987 | 6.32 | 3000 | 0.1123 | 0.1944 |
0.1714 | 7.37 | 3500 | 0.1089 | 0.1890 |
0.1634 | 8.42 | 4000 | 0.1007 | 0.1863 |
0.1459 | 9.47 | 4500 | 0.1340 | 0.1864 |
0.1461 | 10.53 | 5000 | 0.1016 | 0.1874 |
0.1316 | 11.58 | 5500 | 0.1110 | 0.1891 |
0.1318 | 12.63 | 6000 | 0.0942 | 0.1855 |
0.1084 | 13.68 | 6500 | 0.0992 | 0.1827 |
0.1064 | 14.74 | 7000 | 0.1010 | 0.1801 |
0.1059 | 15.79 | 7500 | 0.1173 | 0.1834 |
0.094 | 16.84 | 8000 | 0.1096 | 0.1815 |
0.0918 | 17.89 | 8500 | 0.1046 | 0.1780 |
0.0874 | 18.95 | 9000 | 0.1103 | 0.1788 |
0.0813 | 20.0 | 9500 | 0.1065 | 0.1768 |
0.0753 | 21.05 | 10000 | 0.0997 | 0.1747 |
0.0729 | 22.11 | 10500 | 0.1053 | 0.1748 |
0.0655 | 23.16 | 11000 | 0.1042 | 0.1726 |
0.0647 | 24.21 | 11500 | 0.0960 | 0.1746 |
0.0581 | 25.26 | 12000 | 0.1060 | 0.1733 |
0.0573 | 26.32 | 12500 | 0.0972 | 0.1706 |
0.0524 | 27.37 | 13000 | 0.0963 | 0.1725 |
0.0577 | 28.42 | 13500 | 0.0920 | 0.1696 |
0.0488 | 29.47 | 14000 | 0.0942 | 0.1686 |
Framework versions
- Transformers 4.17.0
- Pytorch 2.5.1+cu121
- Datasets 1.18.3
- Tokenizers 0.20.3
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