op-Adam-model
This model is a fine-tuned version of anvitamanne/base-model on the None dataset. It achieves the following results on the evaluation set:
- Loss: 554.7772
- Wer: 0.4000
- Cer: 0.1679
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: 5e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_ratio: 0.1
- num_epochs: 15
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer | Cer |
|---|---|---|---|---|---|
| 313.8935 | 0.86 | 1000 | 510.4115 | 0.4033 | 0.1652 |
| 314.8383 | 1.72 | 2000 | 526.0791 | 0.4025 | 0.1650 |
| 304.3626 | 2.58 | 3000 | 547.0184 | 0.3996 | 0.1658 |
| 296.3588 | 3.44 | 4000 | 499.8129 | 0.3998 | 0.1643 |
| 282.8626 | 4.3 | 5000 | 512.6412 | 0.4040 | 0.1653 |
| 282.5549 | 5.17 | 6000 | 539.9665 | 0.4036 | 0.1664 |
| 275.1887 | 6.03 | 7000 | 527.6870 | 0.3965 | 0.1643 |
| 277.8783 | 6.89 | 8000 | 531.9138 | 0.3980 | 0.1648 |
| 278.9985 | 7.75 | 9000 | 555.6723 | 0.3983 | 0.1683 |
| 264.2371 | 8.61 | 10000 | 549.4355 | 0.4094 | 0.1702 |
| 261.7719 | 9.47 | 11000 | 549.5638 | 0.4006 | 0.1674 |
| 252.521 | 10.33 | 12000 | 548.9603 | 0.3969 | 0.1660 |
| 274.3623 | 11.19 | 13000 | 563.7667 | 0.3966 | 0.1671 |
| 259.1104 | 12.05 | 14000 | 559.4063 | 0.3969 | 0.1668 |
| 257.2146 | 12.91 | 15000 | 560.8441 | 0.3991 | 0.1679 |
| 263.3659 | 13.78 | 16000 | 561.1415 | 0.4018 | 0.1682 |
| 274.104 | 14.64 | 17000 | 554.7772 | 0.4000 | 0.1679 |
Framework versions
- Transformers 4.38.2
- Pytorch 2.1.0+cu118
- Datasets 3.6.0
- Tokenizers 0.15.2
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facebook/wav2vec2-large-xlsr-53 Finetuned
anvitamanne/base-model