d7a7897838a6251dac4e731978836789
This model is a fine-tuned version of meta-llama/Llama-3.2-3B on the contemmcm/trec dataset. It achieves the following results on the evaluation set:
- Loss: 3.0863
- Data Size: 1.0
- Epoch Runtime: 49.5356
- Accuracy: 0.9208
- F1 Macro: 0.9047
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 | 10.0052 | 0 | 1.9847 | 0.15 | 0.0907 |
| No log | 1 | 170 | 19.5664 | 0.0078 | 2.4001 | 0.2667 | 0.1710 |
| No log | 2 | 340 | 9.2297 | 0.0156 | 7.8810 | 0.3875 | 0.2474 |
| No log | 3 | 510 | 3.5430 | 0.0312 | 13.8110 | 0.6937 | 0.6909 |
| No log | 4 | 680 | 1.8232 | 0.0625 | 16.7531 | 0.8896 | 0.7820 |
| 0.2706 | 5 | 850 | 1.8469 | 0.125 | 21.5650 | 0.8625 | 0.8695 |
| 0.2706 | 6 | 1020 | 1.5235 | 0.25 | 28.0599 | 0.9167 | 0.9238 |
| 1.4349 | 7 | 1190 | 2.2822 | 0.5 | 41.7559 | 0.8583 | 0.8786 |
| 1.1092 | 8.0 | 1360 | 1.1208 | 1.0 | 66.2516 | 0.9375 | 0.9461 |
| 0.8568 | 9.0 | 1530 | 1.0646 | 1.0 | 47.8734 | 0.9458 | 0.9497 |
| 0.7157 | 10.0 | 1700 | 1.7308 | 1.0 | 47.9386 | 0.95 | 0.9490 |
| 0.48 | 11.0 | 1870 | 1.2764 | 1.0 | 47.4131 | 0.9563 | 0.9524 |
| 0.3512 | 12.0 | 2040 | 2.1171 | 1.0 | 51.9403 | 0.9375 | 0.9368 |
| 0.3043 | 13.0 | 2210 | 3.0863 | 1.0 | 49.5356 | 0.9208 | 0.9047 |
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/d7a7897838a6251dac4e731978836789
Base model
meta-llama/Llama-3.2-3B