mms-1b-all-swagen-male-5hrs-42
This model is a fine-tuned version of facebook/mms-1b-all on the SWAGEN - SWA dataset. It achieves the following results on the evaluation set:
- Loss: 0.3874
- Wer: 0.2498
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: 0.0003
- train_batch_size: 8
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Use OptimizerNames.ADAMW_TORCH with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 30.0
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
6.9421 | 0.4854 | 100 | 3.2542 | 1.0074 |
2.7173 | 0.9709 | 200 | 2.2981 | 0.9449 |
1.9015 | 1.4563 | 300 | 1.4669 | 0.8143 |
1.08 | 1.9417 | 400 | 0.8388 | 0.4645 |
0.7296 | 2.4272 | 500 | 0.6773 | 0.3854 |
0.6061 | 2.9126 | 600 | 0.5788 | 0.3479 |
0.5115 | 3.3981 | 700 | 0.5366 | 0.3287 |
0.471 | 3.8835 | 800 | 0.4893 | 0.3109 |
0.4547 | 4.3689 | 900 | 0.4581 | 0.2972 |
0.4147 | 4.8544 | 1000 | 0.4429 | 0.2900 |
0.4097 | 5.3398 | 1100 | 0.4415 | 0.2828 |
0.3895 | 5.8252 | 1200 | 0.4283 | 0.2716 |
0.3815 | 6.3107 | 1300 | 0.4205 | 0.2779 |
0.3699 | 6.7961 | 1400 | 0.4121 | 0.2642 |
0.3338 | 7.2816 | 1500 | 0.4084 | 0.2627 |
0.3466 | 7.7670 | 1600 | 0.3896 | 0.2550 |
0.3482 | 8.2524 | 1700 | 0.3992 | 0.2558 |
0.3235 | 8.7379 | 1800 | 0.4046 | 0.2541 |
0.3077 | 9.2233 | 1900 | 0.3888 | 0.2455 |
0.3101 | 9.7087 | 2000 | 0.3875 | 0.2498 |
0.3019 | 10.1942 | 2100 | 0.3791 | 0.2466 |
0.2943 | 10.6796 | 2200 | 0.3807 | 0.2414 |
0.315 | 11.1650 | 2300 | 0.3802 | 0.2419 |
0.2931 | 11.6505 | 2400 | 0.3831 | 0.2386 |
Framework versions
- Transformers 4.53.0.dev0
- Pytorch 2.6.0+cu124
- Datasets 3.6.0
- Tokenizers 0.21.0
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Base model
facebook/mms-1b-all