mms-1b-bigcgen-female-5hrs-model
This model is a fine-tuned version of facebook/mms-1b-all on the BIGCGEN - BEM dataset. It achieves the following results on the evaluation set:
- Loss: inf
- Wer: 0.5367
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: 4
- eval_batch_size: 4
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 8
- optimizer: Use 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
- training_steps: 2500
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
14.2275 | 0.3003 | 100 | inf | 1.0107 |
6.1906 | 0.6006 | 200 | inf | 1.0102 |
5.5599 | 0.9009 | 300 | inf | 1.0173 |
4.5221 | 1.2012 | 400 | inf | 0.8938 |
2.0302 | 1.5015 | 500 | inf | 0.6640 |
2.0609 | 1.8018 | 600 | inf | 0.6136 |
1.824 | 2.1021 | 700 | inf | 0.5930 |
1.8659 | 2.4024 | 800 | inf | 0.5936 |
1.734 | 2.7027 | 900 | inf | 0.6061 |
1.5581 | 3.0030 | 1000 | inf | 0.5766 |
1.6672 | 3.3033 | 1100 | inf | 0.5498 |
1.5631 | 3.6036 | 1200 | inf | 0.5364 |
1.5806 | 3.9039 | 1300 | inf | 0.5471 |
1.4877 | 4.2042 | 1400 | inf | 0.5514 |
1.4917 | 4.5045 | 1500 | inf | 0.5358 |
1.4686 | 4.8048 | 1600 | inf | 0.5503 |
1.4303 | 5.1051 | 1700 | inf | 0.5448 |
1.3914 | 5.4054 | 1800 | inf | 0.5442 |
1.427 | 5.7057 | 1900 | inf | 0.5621 |
1.4636 | 6.0060 | 2000 | inf | 0.5768 |
1.4853 | 6.3063 | 2100 | inf | 0.5226 |
1.3929 | 6.6066 | 2200 | inf | 0.5373 |
1.343 | 6.9069 | 2300 | inf | 0.5362 |
1.4545 | 7.2072 | 2400 | inf | 0.5405 |
1.3445 | 7.5075 | 2500 | inf | 0.5371 |
Framework versions
- Transformers 4.47.1
- Pytorch 2.5.1+cu124
- Datasets 3.2.0
- Tokenizers 0.21.0
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Base model
facebook/mms-1b-all