17ad61827dbb3a4ae31215749f132950
This model is a fine-tuned version of openai-community/gpt2-xl on the dair-ai/emotion [split] dataset. It achieves the following results on the evaluation set:
- Loss: 0.3075
- Data Size: 1.0
- Epoch Runtime: 141.3662
- Accuracy: 0.9264
- F1 Macro: 0.8878
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 | 1.9193 | 0 | 6.4005 | 0.1406 | 0.1149 |
| No log | 1 | 500 | 1.5733 | 0.0078 | 7.6991 | 0.3790 | 0.1722 |
| No log | 2 | 1000 | 1.2956 | 0.0156 | 11.5355 | 0.5328 | 0.2940 |
| No log | 3 | 1500 | 0.7095 | 0.0312 | 16.2980 | 0.7681 | 0.6782 |
| No log | 4 | 2000 | 0.4663 | 0.0625 | 22.2824 | 0.8579 | 0.8047 |
| 0.0332 | 5 | 2500 | 0.3607 | 0.125 | 30.5097 | 0.9042 | 0.8625 |
| 0.2108 | 6 | 3000 | 0.2393 | 0.25 | 46.8248 | 0.9098 | 0.8324 |
| 0.0282 | 7 | 3500 | 0.1504 | 0.5 | 78.4666 | 0.9335 | 0.8956 |
| 0.1485 | 8.0 | 4000 | 0.1564 | 1.0 | 145.3671 | 0.9274 | 0.8768 |
| 0.126 | 9.0 | 4500 | 0.1342 | 1.0 | 142.7476 | 0.9274 | 0.8711 |
| 0.0692 | 10.0 | 5000 | 0.2308 | 1.0 | 140.2724 | 0.9274 | 0.8922 |
| 0.0425 | 11.0 | 5500 | 0.2832 | 1.0 | 143.7939 | 0.9219 | 0.8804 |
| 0.0464 | 12.0 | 6000 | 0.2428 | 1.0 | 143.7617 | 0.9284 | 0.8814 |
| 0.0425 | 13.0 | 6500 | 0.3075 | 1.0 | 141.3662 | 0.9264 | 0.8878 |
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/17ad61827dbb3a4ae31215749f132950
Base model
openai-community/gpt2-xl