Instructions to use therealbee/whisper-small-ha-lora with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use therealbee/whisper-small-ha-lora with PEFT:
Task type is invalid.
- Transformers
How to use therealbee/whisper-small-ha-lora with Transformers:
# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("therealbee/whisper-small-ha-lora", 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
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: 0.2139
- Wer: 17.6735
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 |
|---|---|---|---|---|
| 0.2851 | 0.0756 | 200 | 0.2240 | 18.1992 |
| 0.2844 | 0.1512 | 400 | 0.2199 | 18.3235 |
| 0.2849 | 0.2268 | 600 | 0.2166 | 17.9602 |
| 0.2842 | 0.3025 | 800 | 0.2161 | 17.6353 |
| 0.2631 | 0.3781 | 1000 | 0.2139 | 17.6735 |
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