b7a582f21c83ad321f36f9a283975348
This model is a fine-tuned version of openai-community/gpt2-medium on the nyu-mll/glue [mnli] dataset. It achieves the following results on the evaluation set:
- Loss: 0.7697
- Data Size: 1.0
- Epoch Runtime: 1638.4196
- Accuracy: 0.8150
- F1 Macro: 0.8144
- Rouge1: 0.8147
- Rouge2: 0.0
- Rougel: 0.8146
- Rougelsum: 0.8150
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 | 14.8409 | 0 | 14.9453 | 0.3196 | 0.1808 | 0.3198 | 0.0 | 0.3196 | 0.3198 |
| 1.8286 | 1 | 12271 | 0.8433 | 0.0078 | 27.2457 | 0.6223 | 0.6162 | 0.6224 | 0.0 | 0.6222 | 0.6224 |
| 0.7745 | 2 | 24542 | 0.7041 | 0.0156 | 40.7216 | 0.7042 | 0.6999 | 0.7039 | 0.0 | 0.7041 | 0.7044 |
| 0.6389 | 3 | 36813 | 0.5944 | 0.0312 | 65.8869 | 0.7579 | 0.7541 | 0.7579 | 0.0 | 0.7580 | 0.7581 |
| 0.5844 | 4 | 49084 | 0.5385 | 0.0625 | 117.0396 | 0.7857 | 0.7859 | 0.7857 | 0.0 | 0.7858 | 0.7856 |
| 0.5095 | 5 | 61355 | 0.5024 | 0.125 | 215.3690 | 0.8031 | 0.8023 | 0.8031 | 0.0 | 0.8032 | 0.8031 |
| 0.4912 | 6 | 73626 | 0.4705 | 0.25 | 407.5710 | 0.8162 | 0.8152 | 0.8163 | 0.0 | 0.8162 | 0.8162 |
| 0.4033 | 7 | 85897 | 0.4502 | 0.5 | 799.9647 | 0.8255 | 0.8239 | 0.8255 | 0.0 | 0.8255 | 0.8258 |
| 0.3615 | 8.0 | 98168 | 0.4444 | 1.0 | 1587.5176 | 0.8310 | 0.8315 | 0.8310 | 0.0 | 0.8308 | 0.8310 |
| 0.2458 | 9.0 | 110439 | 0.5148 | 1.0 | 1591.8310 | 0.8250 | 0.8247 | 0.8248 | 0.0 | 0.8251 | 0.8248 |
| 0.2038 | 10.0 | 122710 | 0.5748 | 1.0 | 1621.9843 | 0.8226 | 0.8217 | 0.8226 | 0.0 | 0.8227 | 0.8226 |
| 0.1534 | 11.0 | 134981 | 0.6736 | 1.0 | 1640.1331 | 0.8271 | 0.8260 | 0.8269 | 0.0 | 0.8270 | 0.8271 |
| 0.1075 | 12.0 | 147252 | 0.7697 | 1.0 | 1638.4196 | 0.8150 | 0.8144 | 0.8147 | 0.0 | 0.8146 | 0.8150 |
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/b7a582f21c83ad321f36f9a283975348
Base model
openai-community/gpt2-medium