Instructions to use nijes/mixed_1e-5 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use nijes/mixed_1e-5 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("automatic-speech-recognition", model="nijes/mixed_1e-5")# Load model directly from transformers import AutoProcessor, AutoModelForSpeechSeq2Seq processor = AutoProcessor.from_pretrained("nijes/mixed_1e-5") model = AutoModelForSpeechSeq2Seq.from_pretrained("nijes/mixed_1e-5") - Notebooks
- Google Colab
- Kaggle
nijes/mixed_1e-5
This model is a fine-tuned version of openai/whisper-small on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.2613
- Cer: 10.9862
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: 4
- eval_batch_size: 4
- 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: 500
- num_epochs: 10
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 0.698 | 1.0 | 1114 | 0.4865 | 14.7030 |
| 0.5294 | 2.0 | 2228 | 0.3672 | 13.2286 |
| 0.3749 | 3.0 | 3342 | 0.3083 | 12.6513 |
| 0.3479 | 4.0 | 4456 | 0.2905 | 12.6933 |
| 0.2457 | 5.0 | 5570 | 0.2796 | 11.9239 |
| 0.2168 | 6.0 | 6684 | 0.2719 | 11.9318 |
| 0.2455 | 7.0 | 7798 | 0.2724 | 11.4557 |
| 0.2279 | 8.0 | 8912 | 0.2631 | 11.1006 |
| 0.2242 | 9.0 | 10026 | 0.2637 | 10.9585 |
| 0.1664 | 10.0 | 11140 | 0.2613 | 10.9862 |
Framework versions
- Transformers 4.53.0
- Pytorch 2.5.1+cu124
- Datasets 3.5.1
- Tokenizers 0.21.4
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Model tree for nijes/mixed_1e-5
Base model
openai/whisper-small