Instructions to use therealbee/whisper-small-ha-lora-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use therealbee/whisper-small-ha-lora-v2 with PEFT:
Task type is invalid.
- Transformers
How to use therealbee/whisper-small-ha-lora-v2 with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("therealbee/whisper-small-ha-lora-v2", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Configuration Parsing Warning:In adapter_config.json: "peft.task_type" must be a string
whisper-small-ha-lora-v2
This model is a fine-tuned version of therealbee/whisper-small-ha-finetuned on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.1832
- Wer: 15.2170
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: 8
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 16
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED 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: 50
- training_steps: 1000
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Wer |
|---|---|---|---|---|
| 0.2686 | 0.5242 | 200 | 0.1977 | 16.7368 |
| 0.2343 | 1.0472 | 400 | 0.1896 | 16.1059 |
| 0.2109 | 1.5714 | 600 | 0.1869 | 15.9816 |
| 0.1981 | 2.0944 | 800 | 0.1831 | 15.1118 |
| 0.1858 | 2.6186 | 1000 | 0.1832 | 15.2170 |
Framework versions
- PEFT 0.19.1
- Transformers 5.0.0
- Pytorch 2.10.0+cu128
- Datasets 5.0.0
- Tokenizers 0.22.2
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therealbee/whisper-small-ha-finetuned