Whisper Large Galician
This model is a fine-tuned version of openai/whisper-large on the mozilla-foundation/common_voice_13_0 gl dataset. It achieves the following results on the evaluation set:
- Loss: 0.3605
- Wer: 6.9398
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: 1e-05
- train_batch_size: 32
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- training_steps: 20000
Training results
Training Loss | Epoch | Step | Validation Loss | Wer |
---|---|---|---|---|
0.0126 | 4.01 | 1000 | 0.2128 | 8.3558 |
0.0032 | 9.01 | 2000 | 0.2262 | 6.9416 |
0.0022 | 14.01 | 3000 | 0.2528 | 7.1123 |
0.0025 | 19.01 | 4000 | 0.2643 | 7.3641 |
0.0015 | 24.01 | 5000 | 0.2596 | 7.3365 |
0.0014 | 29.01 | 6000 | 0.2723 | 7.6366 |
0.0008 | 34.01 | 7000 | 0.2778 | 7.6090 |
0.0003 | 39.01 | 8000 | 0.2880 | 7.2261 |
0.0004 | 44.01 | 9000 | 0.2920 | 7.6745 |
0.0001 | 49.01 | 10000 | 0.2854 | 7.4089 |
0.0 | 54.01 | 11000 | 0.3027 | 7.4365 |
0.0 | 59.01 | 12000 | 0.3159 | 7.4055 |
0.0 | 64.01 | 13000 | 0.3242 | 7.3693 |
0.0 | 69.01 | 14000 | 0.3312 | 7.3072 |
0.0 | 74.01 | 15000 | 0.3379 | 7.0226 |
0.0 | 79.01 | 16000 | 0.3442 | 7.0019 |
0.0 | 84.01 | 17000 | 0.3500 | 6.9933 |
0.0 | 89.01 | 18000 | 0.3550 | 6.9605 |
0.0 | 94.01 | 19000 | 0.3589 | 6.9467 |
0.0 | 99.01 | 20000 | 0.3605 | 6.9398 |
Framework versions
- Transformers 4.33.0.dev0
- Pytorch 2.0.1+cu117
- Datasets 2.14.4
- Tokenizers 0.13.3
- Downloads last month
- 5
This model does not have enough activity to be deployed to Inference API (serverless) yet. Increase its social
visibility and check back later, or deploy to Inference Endpoints (dedicated)
instead.
Model tree for zuazo/whisper-large-gl
Base model
openai/whisper-largeDataset used to train zuazo/whisper-large-gl
Evaluation results
- Wer on mozilla-foundation/common_voice_13_0 gltest set self-reported6.940