jssaluja/wav2vec2-large-mms-1b-all-rajinder_singh-without-separator-epochs-10-test-datasets-10
This model is a fine-tuned version of facebook/mms-1b-all on the jssaluja/rajinder_singh dataset. It achieves the following results on the evaluation set:
- Loss: 0.3321
- Wer: 0.3618
- Wil: 0.5605
- Mer: 0.3544
- Cer: 0.0961
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: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 75
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer | Wil | Mer | Cer |
---|---|---|---|---|---|---|---|
0.3757 | 1.0 | 7548 | 0.3935 | 0.4691 | 0.6659 | 0.4422 | 0.1178 |
0.2114 | 2.0 | 15096 | 0.3443 | 0.4027 | 0.6111 | 0.3941 | 0.1032 |
0.1858 | 3.0 | 22644 | 0.3323 | 0.3945 | 0.6017 | 0.3878 | 0.1010 |
0.1687 | 4.0 | 30192 | 0.3211 | 0.3886 | 0.5925 | 0.3806 | 0.0982 |
0.1553 | 5.0 | 37740 | 0.3307 | 0.3819 | 0.5856 | 0.3744 | 0.0992 |
0.1455 | 6.0 | 45288 | 0.3278 | 0.3826 | 0.5888 | 0.3773 | 0.0984 |
0.1376 | 7.0 | 52836 | 0.3235 | 0.3666 | 0.5689 | 0.3597 | 0.0954 |
0.1304 | 8.0 | 60384 | 0.3309 | 0.3638 | 0.5636 | 0.3558 | 0.0956 |
0.1239 | 9.0 | 67932 | 0.3290 | 0.3647 | 0.5654 | 0.3587 | 0.0960 |
0.1185 | 10.0 | 75480 | 0.3321 | 0.3618 | 0.5605 | 0.3544 | 0.0961 |
Framework versions
- Transformers 4.42.3
- Pytorch 2.2.1+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1
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Base model
facebook/mms-1b-all