3360a736c005d6e0c4c7dabb22148dd4
This model is a fine-tuned version of openai-community/gpt2-xl on the nyu-mll/glue [cola] dataset. It achieves the following results on the evaluation set:
- Loss: 0.8612
- Data Size: 1.0
- Epoch Runtime: 82.1479
- Accuracy: 0.7852
- F1 Macro: 0.7200
- Rouge1: 0.7852
- Rouge2: 0.0
- Rougel: 0.7852
- Rougelsum: 0.7852
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 | 0.7432 | 0 | 3.8655 | 0.4365 | 0.4364 | 0.4365 | 0.0 | 0.4365 | 0.4365 |
| No log | 1 | 267 | 0.6123 | 0.0078 | 4.9052 | 0.6904 | 0.4174 | 0.6914 | 0.0 | 0.6904 | 0.6904 |
| No log | 2 | 534 | 0.5759 | 0.0156 | 7.7913 | 0.7051 | 0.5540 | 0.7051 | 0.0 | 0.7041 | 0.7051 |
| No log | 3 | 801 | 0.5484 | 0.0312 | 10.9052 | 0.7510 | 0.6849 | 0.75 | 0.0 | 0.75 | 0.7510 |
| No log | 4 | 1068 | 0.5979 | 0.0625 | 15.1094 | 0.7090 | 0.5205 | 0.7090 | 0.0 | 0.7100 | 0.7090 |
| 0.0344 | 5 | 1335 | 0.6495 | 0.125 | 20.6989 | 0.6885 | 0.4078 | 0.6895 | 0.0 | 0.6885 | 0.6885 |
| 0.4986 | 6 | 1602 | 0.5251 | 0.25 | 30.9784 | 0.7549 | 0.6529 | 0.7539 | 0.0 | 0.7549 | 0.7539 |
| 0.4181 | 7 | 1869 | 0.6601 | 0.5 | 47.9168 | 0.7549 | 0.6325 | 0.7549 | 0.0 | 0.7549 | 0.7549 |
| 0.372 | 8.0 | 2136 | 0.5446 | 1.0 | 86.0052 | 0.7490 | 0.6518 | 0.7490 | 0.0 | 0.7480 | 0.75 |
| 0.2396 | 9.0 | 2403 | 0.7118 | 1.0 | 84.6324 | 0.7695 | 0.6780 | 0.7695 | 0.0 | 0.7695 | 0.7695 |
| 0.191 | 10.0 | 2670 | 0.8612 | 1.0 | 82.1479 | 0.7852 | 0.7200 | 0.7852 | 0.0 | 0.7852 | 0.7852 |
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/3360a736c005d6e0c4c7dabb22148dd4
Base model
openai-community/gpt2-xl