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# Whisper Base Hu Final

This model is a fine-tuned version of [openai/whisper-base](https://huggingface.co/openai/whisper-base) on the Common Voice 16.0 dataset.
It achieves the following results on the evaluation set:
- Loss: 0.1492
- Wer: 10.7560
- Wer Ortho: 11.8722

## 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: 2.75e-05
- train_batch_size: 32
- eval_batch_size: 16
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant_with_warmup
- lr_scheduler_warmup_steps: 100
- training_steps: 3000
- mixed_precision_training: Native AMP

### Training results

| Training Loss | Epoch | Step | Validation Loss | Wer     | Wer Ortho |
|:-------------:|:-----:|:----:|:---------------:|:-------:|:---------:|
| 0.2394        | 1.34  | 500  | 0.3043          | 29.5316 | 32.6810   |
| 0.1391        | 2.68  | 1000 | 0.2051          | 18.7726 | 21.4862   |
| 0.0788        | 4.02  | 1500 | 0.1612          | 13.6644 | 15.5877   |
| 0.0243        | 5.35  | 2000 | 0.1480          | 11.4468 | 12.8508   |
| 0.0151        | 6.69  | 2500 | 0.1453          | 10.7857 | 12.0137   |
| 0.0087        | 8.03  | 3000 | 0.1492          | 10.7560 | 11.8722   |


### Framework versions

- Transformers 4.36.2
- Pytorch 2.1.0+cu121
- Datasets 2.16.1
- Tokenizers 0.15.0

{"language": ["hu"], "license": "apache-2.0", "tags": ["generated_from_trainer"], "datasets": ["mozilla-foundation/common_voice_16_0"], "metrics": ["wer"], "widget": [{"example_title": "Sample 1", "src": "https://huggingface.co/datasets/Hungarians/samples/resolve/main/Sample1.flac"}, {"example_title": "Sample 2", "src": "https://huggingface.co/datasets/Hungarians/samples/resolve/main/Sample2.flac"}], "base_model": "openai/whisper-base", "model-index": [{"name": "Whisper Base Hu Final", "results": []}]}
transformers tensorboard safetensors whisper automatic-speech-recognition generated_from_trainer hu dataset:mozilla-foundation/common_voice_16_0 base_model:openai/whisper-base license:apache-2.0 endpoints_compatible region:us