mms-1b-all-swagen-female-15hrs-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: 0.2061
- Wer: 0.1855
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: 5.0
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
7.959 | 0.1572 | 100 | 4.5467 | 1.0 |
4.1239 | 0.3145 | 200 | 3.8855 | 1.0 |
3.2097 | 0.4717 | 300 | 2.8369 | 0.9861 |
0.6263 | 0.6289 | 400 | 0.2378 | 0.1940 |
0.2794 | 0.7862 | 500 | 0.2318 | 0.1907 |
0.2517 | 0.9434 | 600 | 0.2285 | 0.1898 |
0.2385 | 1.1006 | 700 | 0.2243 | 0.1888 |
0.2469 | 1.2579 | 800 | 0.2187 | 0.1888 |
0.2474 | 1.4151 | 900 | 0.2183 | 0.1861 |
0.2379 | 1.5723 | 1000 | 0.2135 | 0.1884 |
0.2345 | 1.7296 | 1100 | 0.2091 | 0.1859 |
0.2262 | 1.8868 | 1200 | 0.2060 | 0.1855 |
0.2318 | 2.0440 | 1300 | 0.2053 | 0.1830 |
0.2244 | 2.2013 | 1400 | 0.2051 | 0.1861 |
0.2222 | 2.3585 | 1500 | 0.2031 | 0.1844 |
0.2264 | 2.5157 | 1600 | 0.2042 | 0.1853 |
0.2121 | 2.6730 | 1700 | 0.2001 | 0.1838 |
0.2234 | 2.8302 | 1800 | 0.2032 | 0.1853 |
0.2315 | 2.9874 | 1900 | 0.2033 | 0.1840 |
0.2135 | 3.1447 | 2000 | 0.2003 | 0.1838 |
0.2154 | 3.3019 | 2100 | 0.2023 | 0.1836 |
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