d370c079423cc0ca0fb2f8ea0a17a30f
This model is a fine-tuned version of openai-community/gpt2-large on the dair-ai/emotion [split] dataset. It achieves the following results on the evaluation set:
- Loss: 0.2662
- Data Size: 1.0
- Epoch Runtime: 108.8033
- Accuracy: 0.9264
- F1 Macro: 0.8804
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-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- distributed_type: multi-GPU
- num_devices: 4
- total_train_batch_size: 32
- total_eval_batch_size: 32
- optimizer: Use adamw_torch with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: constant
- num_epochs: 50
Training results
| Training Loss | Epoch | Step | Validation Loss | Data Size | Epoch Runtime | Accuracy | F1 Macro |
|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 1.7306 | 0 | 5.2325 | 0.2581 | 0.1535 |
| No log | 1 | 500 | 1.6054 | 0.0078 | 6.1709 | 0.3679 | 0.1563 |
| No log | 2 | 1000 | 1.4602 | 0.0156 | 8.0060 | 0.4698 | 0.2092 |
| No log | 3 | 1500 | 0.8167 | 0.0312 | 11.2500 | 0.7198 | 0.5275 |
| No log | 4 | 2000 | 0.5123 | 0.0625 | 15.4503 | 0.8377 | 0.7730 |
| 0.0369 | 5 | 2500 | 0.3432 | 0.125 | 23.6348 | 0.8916 | 0.8542 |
| 0.2337 | 6 | 3000 | 0.2065 | 0.25 | 37.4914 | 0.9239 | 0.8543 |
| 0.0266 | 7 | 3500 | 0.1835 | 0.5 | 61.4971 | 0.9259 | 0.8851 |
| 0.144 | 8.0 | 4000 | 0.1397 | 1.0 | 111.6013 | 0.9289 | 0.8751 |
| 0.1002 | 9.0 | 4500 | 0.1341 | 1.0 | 107.6271 | 0.9330 | 0.8996 |
| 0.0917 | 10.0 | 5000 | 0.1911 | 1.0 | 108.0822 | 0.9330 | 0.8968 |
| 0.0326 | 11.0 | 5500 | 0.2329 | 1.0 | 107.5770 | 0.9320 | 0.8923 |
| 0.0382 | 12.0 | 6000 | 0.2385 | 1.0 | 108.0987 | 0.9315 | 0.8935 |
| 0.0476 | 13.0 | 6500 | 0.2662 | 1.0 | 108.8033 | 0.9264 | 0.8804 |
Framework versions
- Transformers 4.57.0
- Pytorch 2.8.0+cu128
- Datasets 4.3.0
- Tokenizers 0.22.1
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Model tree for contemmcm/d370c079423cc0ca0fb2f8ea0a17a30f
Base model
openai-community/gpt2-large