3f7d69c9961877061906f84a6ab83765
This model is a fine-tuned version of openai-community/gpt2 on the nyu-mll/glue [qqp] dataset. It achieves the following results on the evaluation set:
- Loss: 0.3416
- Data Size: 1.0
- Epoch Runtime: 806.2111
- Accuracy: 0.8965
- F1 Macro: 0.8891
- Rouge1: 0.8964
- Rouge2: 0.0
- Rougel: 0.8965
- Rougelsum: 0.8964
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 | 4.4916 | 0 | 33.0682 | 0.5943 | 0.4279 | 0.5943 | 0.0 | 0.5944 | 0.5942 |
| 0.8783 | 1 | 11370 | 0.4956 | 0.0078 | 40.5802 | 0.7414 | 0.7053 | 0.7414 | 0.0 | 0.7415 | 0.7412 |
| 0.4892 | 2 | 22740 | 0.4321 | 0.0156 | 44.6986 | 0.7844 | 0.7775 | 0.7843 | 0.0 | 0.7844 | 0.7844 |
| 0.436 | 3 | 34110 | 0.3975 | 0.0312 | 57.0591 | 0.8136 | 0.7956 | 0.8136 | 0.0 | 0.8135 | 0.8135 |
| 0.3809 | 4 | 45480 | 0.3521 | 0.0625 | 85.0108 | 0.8413 | 0.8321 | 0.8414 | 0.0 | 0.8413 | 0.8413 |
| 0.3387 | 5 | 56850 | 0.3335 | 0.125 | 129.3174 | 0.8488 | 0.8426 | 0.8487 | 0.0 | 0.8488 | 0.8488 |
| 0.3088 | 6 | 68220 | 0.3078 | 0.25 | 224.5243 | 0.8637 | 0.8575 | 0.8637 | 0.0 | 0.8637 | 0.8637 |
| 0.2637 | 7 | 79590 | 0.2818 | 0.5 | 417.3933 | 0.8777 | 0.8717 | 0.8777 | 0.0 | 0.8777 | 0.8778 |
| 0.2632 | 8.0 | 90960 | 0.2594 | 1.0 | 800.5520 | 0.8928 | 0.8862 | 0.8928 | 0.0 | 0.8928 | 0.8928 |
| 0.1911 | 9.0 | 102330 | 0.2634 | 1.0 | 800.5920 | 0.8926 | 0.8870 | 0.8927 | 0.0 | 0.8927 | 0.8927 |
| 0.1407 | 10.0 | 113700 | 0.3041 | 1.0 | 802.9720 | 0.8963 | 0.8893 | 0.8962 | 0.0 | 0.8962 | 0.8962 |
| 0.126 | 11.0 | 125070 | 0.3177 | 1.0 | 804.8651 | 0.8980 | 0.8917 | 0.8980 | 0.0 | 0.8980 | 0.8979 |
| 0.1013 | 12.0 | 136440 | 0.3416 | 1.0 | 806.2111 | 0.8965 | 0.8891 | 0.8964 | 0.0 | 0.8965 | 0.8964 |
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/3f7d69c9961877061906f84a6ab83765
Base model
openai-community/gpt2