mms-1b-bigcgen-female-10hrs-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: 0.5260
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 |
---|---|---|---|---|
14.5837 | 0.1502 | 100 | inf | 1.0057 |
6.1158 | 0.3003 | 200 | inf | 1.0050 |
5.2493 | 0.4505 | 300 | inf | 0.9905 |
2.2567 | 0.6006 | 400 | inf | 0.5970 |
1.8394 | 0.7508 | 500 | inf | 0.6075 |
1.7984 | 0.9009 | 600 | inf | 0.5689 |
1.7749 | 1.0511 | 700 | inf | 0.5732 |
1.704 | 1.2012 | 800 | inf | 0.5666 |
1.6314 | 1.3514 | 900 | inf | 0.5632 |
1.5753 | 1.5015 | 1000 | inf | 0.5407 |
1.5827 | 1.6517 | 1100 | inf | 0.5442 |
1.5613 | 1.8018 | 1200 | inf | 0.5446 |
1.5646 | 1.9520 | 1300 | inf | 0.5267 |
1.563 | 2.1021 | 1400 | inf | 0.5521 |
1.4125 | 2.2523 | 1500 | inf | 0.5224 |
1.421 | 2.4024 | 1600 | inf | 0.5337 |
1.4159 | 2.5526 | 1700 | inf | 0.5260 |
1.5017 | 2.7027 | 1800 | inf | 0.5246 |
1.5513 | 2.8529 | 1900 | inf | 0.5530 |
1.4063 | 3.0030 | 2000 | inf | 0.5142 |
1.3611 | 3.1532 | 2100 | inf | 0.5308 |
1.4059 | 3.3033 | 2200 | inf | 0.5328 |
1.4289 | 3.4535 | 2300 | inf | 0.5373 |
1.3879 | 3.6036 | 2400 | inf | 0.5264 |
1.4592 | 3.7538 | 2500 | inf | 0.5267 |
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