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zinc10M_gpt2-medium_SMILES_step1
jarod0411/zinc10M_gpt2-medium_SMILES_step1
zinc10M_gpt2-medium_SMILES_step1 is a text generation model from jarod0411. Use it when you need the model to write or continue text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Generation
- Library
- transformers
- License
- mit
- Model type
- gpt2
- Access
- Public
- Created
- Feb 19, 2024
- Updated
- Feb 20, 2024
- SHA
- 2fc2970f
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Base models
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
zinc10M_gpt2-medium_SMILES_step1
This model is a fine-tuned version of gpt2-medium on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5598
- Accuracy: 0.8151
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: 8
- total_train_batch_size: 64
- total_eval_batch_size: 64
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 10.0
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.635 | 1.0 | 10635 | 0.6169 | 0.8007 |
| 0.6073 | 2.0 | 21270 | 0.5937 | 0.8066 |
| 0.5932 | 3.0 | 31905 | 0.5828 | 0.8093 |
| 0.5843 | 4.0 | 42540 | 0.5754 | 0.8112 |
| 0.5782 | 5.0 | 53175 | 0.5704 | 0.8124 |
| 0.5729 | 6.0 | 63810 | 0.5666 | 0.8134 |
| 0.5691 | 7.0 | 74445 | 0.5638 | 0.8141 |
| 0.5666 | 8.0 | 85080 | 0.5620 | 0.8145 |
| 0.5644 | 9.0 | 95715 | 0.5606 | 0.8149 |
| 0.5629 | 10.0 | 106350 | 0.5598 | 0.8151 |
Framework versions
- Transformers 4.36.0.dev0
- Pytorch 2.1.1+cu121
- Datasets 2.15.0
- Tokenizers 0.15.0
- Task
- Text Generation
- Library
- transformers
- Type
- gpt2
- License
- mit
- Created
- Feb 19, 2024
- Updated
- Feb 20, 2024