wav2vec2-large-mms-1b-aft-aln
This model is a fine-tuned version of facebook/mms-1b-all on the audiofolder dataset. It achieves the following results on the evaluation set:
- Loss: 1.3110
- Wer: 0.5480
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: 0.001
- train_batch_size: 2
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED 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
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 9.4884 | 0.2070 | 100 | 2.9621 | 0.9885 |
| 1.9509 | 0.4141 | 200 | 1.6554 | 0.6431 |
| 1.548 | 0.6211 | 300 | 1.6815 | 0.6276 |
| 1.4225 | 0.8282 | 400 | 1.5680 | 0.6218 |
| 1.5012 | 1.0352 | 500 | 1.3856 | 0.6255 |
| 1.5559 | 1.2422 | 600 | 1.5377 | 0.6050 |
| 1.2943 | 1.4493 | 700 | 1.4902 | 0.5942 |
| 1.2103 | 1.6563 | 800 | 1.5580 | 0.6001 |
| 1.3807 | 1.8634 | 900 | 1.4564 | 0.5954 |
| 1.4473 | 2.0704 | 1000 | 1.3519 | 0.5918 |
| 1.2579 | 2.2774 | 1100 | 1.4598 | 0.5799 |
| 1.2094 | 2.4845 | 1200 | 1.4669 | 0.5760 |
| 1.1881 | 2.6915 | 1300 | 1.4301 | 0.5673 |
| 1.3112 | 2.8986 | 1400 | 1.2790 | 0.5641 |
| 1.1826 | 3.1056 | 1500 | 1.3800 | 0.5652 |
| 1.2704 | 3.3126 | 1600 | 1.3190 | 0.5761 |
| 1.063 | 3.5197 | 1700 | 1.2034 | 0.5587 |
| 1.0273 | 3.7267 | 1800 | 1.2164 | 0.5601 |
| 1.1572 | 3.9337 | 1900 | 1.2023 | 0.5539 |
| 1.0812 | 4.1408 | 2000 | 1.2923 | 0.5538 |
| 1.1074 | 4.3478 | 2100 | 1.3394 | 0.5460 |
| 1.0665 | 4.5549 | 2200 | 1.3474 | 0.5456 |
| 1.0396 | 4.7619 | 2300 | 1.3025 | 0.5480 |
| 1.0812 | 4.9689 | 2400 | 1.3110 | 0.5480 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.1.1
- Tokenizers 0.22.1
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Model tree for robertp408/wav2vec2-large-mms-1b-aft-aln
Base model
facebook/mms-1b-allEvaluation results
- Wer on audiofoldertest set self-reported0.548