metadata
language:
- zh
license: apache-2.0
base_model: openai/whisper-tiny
tags:
- generated_from_trainer
datasets:
- formospeech/hat_asr_aligned
model-index:
- name: Whisper Tiny Hakka Simulated Webcam
results: []
Whisper Tiny Hakka Simulated Webcam
This model is a fine-tuned version of openai/whisper-tiny on the HAT ASR Aligned dataset. It achieves the following results on the evaluation set:
- Loss: 0.1428
- Cer: 9.1488
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: 64
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 976
- training_steps: 9760
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 0.2406 | 0.9980 | 488 | 0.3252 | 23.5719 |
| 0.1309 | 1.9959 | 976 | 0.2390 | 24.1302 |
| 0.0836 | 2.9939 | 1464 | 0.2087 | 16.4008 |
| 0.0431 | 3.9918 | 1952 | 0.1886 | 18.9368 |
| 0.027 | 4.9898 | 2440 | 0.1932 | 12.6823 |
| 0.0173 | 5.9877 | 2928 | 0.1937 | 11.5218 |
| 0.0098 | 6.9857 | 3416 | 0.1835 | 9.9163 |
| 0.0094 | 7.9836 | 3904 | 0.1782 | 13.6325 |
| 0.0057 | 8.9816 | 4392 | 0.1806 | 14.1642 |
| 0.0051 | 9.9796 | 4880 | 0.1627 | 10.9358 |
| 0.0023 | 10.9775 | 5368 | 0.1680 | 9.8724 |
| 0.0025 | 11.9755 | 5856 | 0.1682 | 14.1179 |
| 0.0007 | 12.9734 | 6344 | 0.1537 | 9.5638 |
| 0.0007 | 13.9714 | 6832 | 0.1586 | 9.7637 |
| 0.0003 | 14.9693 | 7320 | 0.1432 | 8.6807 |
| 0.0001 | 15.9673 | 7808 | 0.1463 | 8.6865 |
| 0.0001 | 16.9652 | 8296 | 0.1445 | 8.1883 |
| 0.0001 | 17.9632 | 8784 | 0.1443 | 8.6044 |
| 0.0001 | 18.9611 | 9272 | 0.1427 | 8.9731 |
| 0.0001 | 19.9591 | 9760 | 0.1428 | 9.1488 |
Framework versions
- Transformers 4.42.3
- Pytorch 2.3.0+cu121
- Datasets 2.20.0
- Tokenizers 0.19.1