4ee0584476aedf04614c90d837241a82
This model is a fine-tuned version of openai-community/gpt2 on the nyu-mll/glue [cola] dataset. It achieves the following results on the evaluation set:
- Loss: 0.7337
- Data Size: 1.0
- Epoch Runtime: 20.7250
- Accuracy: 0.7646
- F1 Macro: 0.6966
- Rouge1: 0.7646
- Rouge2: 0.0
- Rougel: 0.7646
- Rougelsum: 0.7651
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 | 10.9000 | 0 | 1.6733 | 0.3115 | 0.2375 | 0.3105 | 0.0 | 0.3115 | 0.3115 |
| No log | 1 | 267 | 3.8392 | 0.0078 | 1.7776 | 0.3096 | 0.2364 | 0.3086 | 0.0 | 0.3086 | 0.3096 |
| No log | 2 | 534 | 1.9189 | 0.0156 | 1.9111 | 0.6758 | 0.4356 | 0.6768 | 0.0 | 0.6758 | 0.6748 |
| No log | 3 | 801 | 1.0215 | 0.0312 | 2.3998 | 0.3633 | 0.3444 | 0.3623 | 0.0 | 0.3628 | 0.3633 |
| No log | 4 | 1068 | 0.6360 | 0.0625 | 2.9400 | 0.6748 | 0.4519 | 0.6758 | 0.0 | 0.6748 | 0.6743 |
| 0.0742 | 5 | 1335 | 0.7139 | 0.125 | 4.3171 | 0.6875 | 0.4074 | 0.6885 | 0.0 | 0.6875 | 0.6875 |
| 0.5993 | 6 | 1602 | 0.6202 | 0.25 | 6.5947 | 0.6934 | 0.4356 | 0.6943 | 0.0 | 0.6934 | 0.6934 |
| 0.5756 | 7 | 1869 | 0.6145 | 0.5 | 11.4144 | 0.7041 | 0.4670 | 0.7051 | 0.0 | 0.7041 | 0.7051 |
| 0.4946 | 8.0 | 2136 | 0.5537 | 1.0 | 20.2694 | 0.7520 | 0.6312 | 0.7520 | 0.0 | 0.7520 | 0.7520 |
| 0.3546 | 9.0 | 2403 | 0.7079 | 1.0 | 19.8864 | 0.7588 | 0.6595 | 0.7588 | 0.0 | 0.7598 | 0.7588 |
| 0.3184 | 10.0 | 2670 | 0.6050 | 1.0 | 20.8954 | 0.7627 | 0.6807 | 0.7627 | 0.0 | 0.7627 | 0.7627 |
| 0.215 | 11.0 | 2937 | 0.6989 | 1.0 | 21.8290 | 0.7715 | 0.7078 | 0.7715 | 0.0 | 0.7715 | 0.7715 |
| 0.2029 | 12.0 | 3204 | 0.7337 | 1.0 | 20.7250 | 0.7646 | 0.6966 | 0.7646 | 0.0 | 0.7646 | 0.7651 |
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/4ee0584476aedf04614c90d837241a82
Base model
openai-community/gpt2