17925b280e9c6be8f5fa7204cfa528bf
This model is a fine-tuned version of facebook/opt-350m on the nyu-mll/glue [qqp] dataset. It achieves the following results on the evaluation set:
- Loss: 0.6869
- Data Size: 1.0
- Epoch Runtime: 1519.2449
- Accuracy: 0.6320
- F1 Macro: 0.3872
- Rouge1: 0.6318
- Rouge2: 0.0
- Rougel: 0.6319
- Rougelsum: 0.6317
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 | 1.6351 | 0 | 53.7531 | 0.3857 | 0.3709 | 0.3858 | 0.0 | 0.3856 | 0.3858 |
| 0.8635 | 1 | 11370 | 0.5858 | 0.0078 | 65.0684 | 0.7281 | 0.6865 | 0.7281 | 0.0 | 0.7281 | 0.7280 |
| 0.502 | 2 | 22740 | 0.4709 | 0.0156 | 76.5208 | 0.7719 | 0.7412 | 0.7718 | 0.0 | 0.7718 | 0.7719 |
| 0.4518 | 3 | 34110 | 0.4244 | 0.0312 | 100.5861 | 0.8012 | 0.7826 | 0.8010 | 0.0 | 0.8011 | 0.8011 |
| 0.4052 | 4 | 45480 | 0.4419 | 0.0625 | 146.9538 | 0.8081 | 0.8018 | 0.8081 | 0.0 | 0.8079 | 0.8082 |
| 0.3992 | 5 | 56850 | 0.3631 | 0.125 | 245.7876 | 0.8356 | 0.8250 | 0.8355 | 0.0 | 0.8355 | 0.8355 |
| 0.3628 | 6 | 68220 | 0.3802 | 0.25 | 422.2440 | 0.8230 | 0.8178 | 0.8231 | 0.0 | 0.8230 | 0.8231 |
| 0.3407 | 7 | 79590 | 0.3642 | 0.5 | 795.6486 | 0.8409 | 0.8279 | 0.8409 | 0.0 | 0.8409 | 0.8409 |
| 0.6551 | 8.0 | 90960 | 0.6581 | 1.0 | 1529.3243 | 0.6320 | 0.3872 | 0.6318 | 0.0 | 0.6319 | 0.6317 |
| 0.6557 | 9.0 | 102330 | 0.6869 | 1.0 | 1519.2449 | 0.6320 | 0.3872 | 0.6318 | 0.0 | 0.6319 | 0.6317 |
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/17925b280e9c6be8f5fa7204cfa528bf
Base model
facebook/opt-350m