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# islucid-large-v2

This model is a fine-tuned version of [openai/whisper-large-v2](https://huggingface.co/openai/whisper-large-v2) on an unknown dataset.
It achieves the following results on the evaluation set:
- Loss: 0.3003
- Wer: 12.3749

## 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: 5e-06
- train_batch_size: 16
- eval_batch_size: 32
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 64
- total_eval_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 50
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss | Wer     |
|:-------------:|:-----:|:----:|:---------------:|:-------:|
| 0.1078        | 1.0   | 650  | 0.2415          | 15.2829 |
| 0.0536        | 2.0   | 1300 | 0.2373          | 13.9969 |
| 0.0288        | 3.0   | 1950 | 0.2495          | 13.2190 |
| 0.0149        | 4.0   | 2600 | 0.2737          | 13.0227 |
| 0.0105        | 5.0   | 3250 | 0.2871          | 12.8337 |
| 0.0058        | 6.0   | 3900 | 0.2942          | 13.0420 |
| 0.0049        | 7.0   | 4550 | 0.3003          | 12.3749 |
| 0.0043        | 8.0   | 5200 | 0.3018          | 12.6579 |
| 0.0036        | 9.0   | 5850 | 0.3127          | 12.7940 |
| 0.0028        | 10.0  | 6500 | 0.3049          | 12.8277 |


### Framework versions

- Transformers 4.37.2
- Pytorch 2.2.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.1

{"license": "apache-2.0", "tags": ["generated_from_trainer"], "metrics": ["wer"], "base_model": "openai/whisper-large-v2", "model-index": [{"name": "islucid-large-v2", "results": []}]}
transformers pytorch tensorboard whisper automatic-speech-recognition generated_from_trainer base_model:openai/whisper-large-v2 license:apache-2.0 endpoints_compatible region:us