Downloads · 30 days
9
29% of all-time downloads
korean-small_t36
jsfamily/korean-small_t36
korean-small_t36 is a automatic speech recognition model from jsfamily. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.
should probably proofread and complete it, then remove this comment. --
All-time downloads
31
Public
Parameters
242M
967 MB on disk
Likes
0
Public
Repo makeup
Click a slice to open those files.
.safetensors967 MB · 100%
At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- License
- apache-2.0
- Model type
- whisper
- Access
- Public
- Created
- May 24, 2024
- Updated
- May 24, 2024
- SHA
- 1b2230ce
Base models
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
korean-small_t36
This model is a fine-tuned version of openai/whisper-small on the korean_samll_dataset13 dataset. It achieves the following results on the evaluation set:
- Loss: 0.2805
- Cer: 10.8675
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: 1e-05
- train_batch_size: 16
- eval_batch_size: 8
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 500
- num_epochs: 3.0
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Cer |
|---|---|---|---|---|
| 0.3938 | 0.11 | 200 | 0.3982 | 14.8401 |
| 0.3479 | 0.21 | 400 | 0.3561 | 12.9310 |
| 0.3206 | 0.32 | 600 | 0.3334 | 12.3517 |
| 0.3094 | 0.42 | 800 | 0.3222 | 12.0216 |
| 0.3088 | 0.53 | 1000 | 0.3120 | 11.6705 |
| 0.2792 | 0.63 | 1200 | 0.3058 | 11.9337 |
| 0.2877 | 0.74 | 1400 | 0.2988 | 11.9042 |
| 0.2722 | 0.84 | 1600 | 0.2913 | 11.6501 |
| 0.285 | 0.95 | 1800 | 0.2881 | 11.5122 |
| 0.1822 | 1.05 | 2000 | 0.2870 | 12.0730 |
| 0.1829 | 1.16 | 2200 | 0.2861 | 11.0178 |
| 0.1843 | 1.26 | 2400 | 0.2850 | 11.4228 |
| 0.1869 | 1.37 | 2600 | 0.2844 | 11.1706 |
| 0.1886 | 1.47 | 2800 | 0.2826 | 11.0313 |
| 0.1816 | 1.58 | 3000 | 0.2805 | 10.8675 |
| 0.1828 | 1.69 | 3200 | 0.2792 | 11.0108 |
| 0.1844 | 1.79 | 3400 | 0.2774 | 10.9839 |
| 0.1847 | 1.9 | 3600 | 0.2747 | 11.2211 |
| 0.1759 | 2.0 | 3800 | 0.2742 | 11.2830 |
| 0.112 | 2.11 | 4000 | 0.2814 | 11.5537 |
| 0.1185 | 2.21 | 4200 | 0.2825 | 10.9629 |
| 0.1142 | 2.32 | 4400 | 0.2812 | 11.4553 |
| 0.1079 | 2.42 | 4600 | 0.2812 | 11.3894 |
| 0.1139 | 2.53 | 4800 | 0.2811 | 11.0738 |
| 0.1085 | 2.63 | 5000 | 0.2811 | 11.3989 |
| 0.1096 | 2.74 | 5200 | 0.2807 | 11.0138 |
| 0.1087 | 2.84 | 5400 | 0.2804 | 11.1387 |
| 0.1103 | 2.95 | 5600 | 0.2801 | 11.1097 |
Framework versions
- Transformers 4.39.0.dev0
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- whisper
- License
- apache-2.0
- Languages
- ko
- Created
- May 24, 2024
- Updated
- May 24, 2024