Instructions to use Eimhin03/irish-whisper-MCV_augmentation with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use Eimhin03/irish-whisper-MCV_augmentation with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="Eimhin03/irish-whisper-MCV_augmentation")# Load model directly from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq processor = AutoProcessor.from_pretrained("Eimhin03/irish-whisper-MCV_augmentation") model = AutoModelForSpeechSeq2Seq.from_pretrained("Eimhin03/irish-whisper-MCV_augmentation") - Notebooks
- Google Colab
- Kaggle
irish-whisper-MCV_augmentation
This model is a fine-tuned version of openai/whisper-base on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 4.9504
- Wer: 81.7722
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: 0.0001
- train_batch_size: 4
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 4
- 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: 1000
- training_steps: 60000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.0217 | 161.2927 | 5000 | 3.2474 | 96.2025 |
| 0.0153 | 322.5854 | 10000 | 3.8866 | 83.7975 |
| 0.0136 | 483.8780 | 15000 | 4.1084 | 78.4810 |
| 0.0048 | 645.1626 | 20000 | 4.5027 | 86.3291 |
| 0.0058 | 806.4553 | 25000 | 4.7173 | 83.2911 |
| 0.0094 | 967.7480 | 30000 | 4.9078 | 83.2911 |
| 0.0060 | 1129.0325 | 35000 | 4.7303 | 85.8228 |
| 0.0067 | 1290.3252 | 40000 | 4.7119 | 85.3165 |
| 0.0022 | 1451.6179 | 45000 | 4.7075 | 86.3291 |
| 0.0001 | 1612.9106 | 50000 | 5.0320 | 86.3291 |
| 0.0009 | 1774.1951 | 55000 | 4.9213 | 81.0127 |
| 0.0020 | 1935.4878 | 60000 | 4.9504 | 81.7722 |
Framework versions
- Transformers 5.3.0.dev0
- Pytorch 2.9.0+cu126
- Datasets 4.0.0
- Tokenizers 0.22.2
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Model tree for Eimhin03/irish-whisper-MCV_augmentation
Base model
openai/whisper-base