metadata
license: apache-2.0
base_model: facebook/wav2vec2-large-xlsr-53
tags:
- generated_from_trainer
metrics:
- wer
model-index:
- name: wav2vec2-base-thai-5-google-colab
results: []
wav2vec2-base-thai-5-google-colab
This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5367
- Wer: 0.5438
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: 16
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 32
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 20
- mixed_precision_training: Native AMP
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
5.8705 | 0.88 | 400 | 3.6557 | 1.0 |
3.2446 | 1.77 | 800 | 1.8761 | 1.0173 |
1.6206 | 2.65 | 1200 | 0.9131 | 0.8479 |
1.2166 | 3.54 | 1600 | 0.7688 | 0.7733 |
1.0517 | 4.42 | 2000 | 0.6680 | 0.7191 |
0.9463 | 5.31 | 2400 | 0.6290 | 0.6903 |
0.8679 | 6.19 | 2800 | 0.5944 | 0.6736 |
0.8053 | 7.08 | 3200 | 0.5609 | 0.6405 |
0.7408 | 7.96 | 3600 | 0.5476 | 0.6294 |
0.6992 | 8.85 | 4000 | 0.5386 | 0.6046 |
0.6593 | 9.73 | 4400 | 0.5338 | 0.5962 |
0.6276 | 10.62 | 4800 | 0.5410 | 0.6087 |
0.5988 | 11.5 | 5200 | 0.5257 | 0.5850 |
0.5625 | 12.39 | 5600 | 0.4970 | 0.5780 |
0.5382 | 13.27 | 6000 | 0.5132 | 0.5638 |
0.5208 | 14.16 | 6400 | 0.5323 | 0.5696 |
0.5041 | 15.04 | 6800 | 0.5287 | 0.5644 |
0.4742 | 15.93 | 7200 | 0.5302 | 0.5744 |
0.4679 | 16.81 | 7600 | 0.5347 | 0.5501 |
0.453 | 17.7 | 8000 | 0.5413 | 0.5498 |
0.4424 | 18.58 | 8400 | 0.5418 | 0.5429 |
0.4283 | 19.47 | 8800 | 0.5367 | 0.5438 |
Framework versions
- Transformers 4.35.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.1