3934c33f25f8c3788acc6da928752df9
This model is a fine-tuned version of facebook/opt-6.7b on the nyu-mll/glue [qnli] dataset. It achieves the following results on the evaluation set:
- Loss: 0.6717
- Data Size: 1.0
- Epoch Runtime: 1416.2219
- Accuracy: 0.6062
- F1 Macro: 0.5923
- Rouge1: 0.6064
- Rouge2: 0.0
- Rougel: 0.6066
- Rougelsum: 0.6062
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 | 0.9384 | 0 | 15.5866 | 0.4950 | 0.4581 | 0.4953 | 0.0 | 0.4952 | 0.4952 |
| No log | 1 | 3273 | 0.7067 | 0.0078 | 26.7476 | 0.5053 | 0.3387 | 0.5051 | 0.0 | 0.5051 | 0.5053 |
| 0.0183 | 2 | 6546 | 0.8426 | 0.0156 | 48.7903 | 0.5057 | 0.3359 | 0.5053 | 0.0 | 0.5057 | 0.5056 |
| 0.7128 | 3 | 9819 | 0.6837 | 0.0312 | 75.5301 | 0.5461 | 0.5330 | 0.5460 | 0.0 | 0.5463 | 0.5460 |
| 0.6912 | 4 | 13092 | 0.6616 | 0.0625 | 118.7252 | 0.6070 | 0.6055 | 0.6067 | 0.0 | 0.6074 | 0.6070 |
| 0.6733 | 5 | 16365 | 0.6806 | 0.125 | 203.2772 | 0.5829 | 0.5383 | 0.5829 | 0.0 | 0.5829 | 0.5831 |
| 0.6802 | 6 | 19638 | 0.6802 | 0.25 | 372.1911 | 0.5778 | 0.5445 | 0.5779 | 0.0 | 0.5779 | 0.5779 |
| 0.647 | 7 | 22911 | 0.7124 | 0.5 | 718.2683 | 0.5640 | 0.5092 | 0.5642 | 0.0 | 0.5642 | 0.5639 |
| 0.6512 | 8.0 | 26184 | 0.6717 | 1.0 | 1416.2219 | 0.6062 | 0.5923 | 0.6064 | 0.0 | 0.6066 | 0.6062 |
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/3934c33f25f8c3788acc6da928752df9
Base model
facebook/opt-6.7b