590b981208fb911d23715c82ecc36db5
This model is a fine-tuned version of openai-community/gpt2 on the nyu-mll/glue [mrpc] dataset. It achieves the following results on the evaluation set:
- Loss: 1.2671
- Data Size: 1.0
- Epoch Runtime: 10.6850
- Accuracy: 0.7913
- F1 Macro: 0.7415
- Rouge1: 0.7913
- Rouge2: 0.0
- Rougel: 0.7916
- Rougelsum: 0.7919
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 | Rouge1 | Rouge2 | Rougel | Rougelsum |
|---|---|---|---|---|---|---|---|---|---|---|---|
| No log | 0 | 0 | 5.3584 | 0 | 2.0376 | 0.3544 | 0.3197 | 0.3544 | 0.0 | 0.3544 | 0.3550 |
| No log | 1 | 114 | 3.3104 | 0.0078 | 2.8362 | 0.6374 | 0.4274 | 0.6386 | 0.0 | 0.6371 | 0.6374 |
| No log | 2 | 228 | 3.1061 | 0.0156 | 2.2608 | 0.6527 | 0.4121 | 0.6527 | 0.0 | 0.6527 | 0.6527 |
| No log | 3 | 342 | 1.1286 | 0.0312 | 2.5475 | 0.6539 | 0.4882 | 0.6545 | 0.0 | 0.6536 | 0.6536 |
| 0.0617 | 4 | 456 | 0.6998 | 0.0625 | 2.9157 | 0.6421 | 0.5907 | 0.6421 | 0.0 | 0.6421 | 0.6418 |
| 0.0617 | 5 | 570 | 0.7271 | 0.125 | 3.3888 | 0.6792 | 0.4535 | 0.6798 | 0.0 | 0.6792 | 0.6792 |
| 0.0617 | 6 | 684 | 0.5975 | 0.25 | 4.3413 | 0.6993 | 0.5278 | 0.6993 | 0.0 | 0.6993 | 0.6999 |
| 0.1531 | 7 | 798 | 0.5503 | 0.5 | 6.3705 | 0.7476 | 0.7113 | 0.7476 | 0.0 | 0.7471 | 0.7476 |
| 0.4886 | 8.0 | 912 | 0.4413 | 1.0 | 10.6696 | 0.7919 | 0.7456 | 0.7913 | 0.0 | 0.7919 | 0.7925 |
| 0.3391 | 9.0 | 1026 | 0.4691 | 1.0 | 10.1370 | 0.7883 | 0.7302 | 0.7883 | 0.0 | 0.7883 | 0.7883 |
| 0.2394 | 10.0 | 1140 | 0.5529 | 1.0 | 10.5125 | 0.8013 | 0.7723 | 0.8013 | 0.0 | 0.8013 | 0.8019 |
| 0.1431 | 11.0 | 1254 | 0.6756 | 1.0 | 10.3943 | 0.7866 | 0.7596 | 0.7866 | 0.0 | 0.7866 | 0.7877 |
| 0.1001 | 12.0 | 1368 | 1.2671 | 1.0 | 10.6850 | 0.7913 | 0.7415 | 0.7913 | 0.0 | 0.7916 | 0.7919 |
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/590b981208fb911d23715c82ecc36db5
Base model
openai-community/gpt2