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GPT2WaP
Kasdeja23/GPT2WaP
GPT2WaP is a text generation model from Kasdeja23. 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
- Apr 26, 2024
- Updated
- Apr 29, 2024
- SHA
- 7dfb2e6a
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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. -->
GPT2WaP
This model is a gpt2 model trained from scratch on the War and peace book. It achieves the following results on the evaluation set:
- Loss: 9.0987
- Perplexity: 8943.6289
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: 64
- eval_batch_size: 64
- seed: 42
- distributed_type: multi-GPU
- num_devices: 2
- gradient_accumulation_steps: 4
- total_train_batch_size: 512
- total_eval_batch_size: 128
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 40
- mixed_precision_training: Native AMP
Training results
| Training Loss | Epoch | Step | Validation Loss | Perplexity |
|---|---|---|---|---|
| 10.157 | 0.6897 | 10 | 9.2336 | 10235.7480 |
| 9.2581 | 1.3793 | 20 | 8.9452 | 7671.1870 |
| 8.8166 | 2.0690 | 30 | 9.4917 | 13248.7207 |
| 8.5094 | 2.7586 | 40 | 9.5417 | 13928.9434 |
| 8.0914 | 3.4483 | 50 | 9.5507 | 14054.4785 |
| 7.663 | 4.1379 | 60 | 9.4760 | 13043.2441 |
| 7.3275 | 4.8276 | 70 | 9.3510 | 11510.8203 |
| 6.9788 | 5.5172 | 80 | 9.0822 | 8797.7188 |
| 6.6639 | 6.2069 | 90 | 8.9803 | 7945.4014 |
| 6.3749 | 6.8966 | 100 | 8.6494 | 5706.8130 |
| 6.0702 | 7.5862 | 110 | 8.5696 | 5268.9268 |
| 5.9107 | 8.2759 | 120 | 8.3612 | 4277.6265 |
| 5.6724 | 8.9655 | 130 | 8.4294 | 4579.6484 |
| 5.5949 | 9.6552 | 140 | 8.4934 | 4882.4316 |
| 5.4904 | 10.3448 | 150 | 8.4683 | 4761.3862 |
| 5.3792 | 11.0345 | 160 | 8.4647 | 4744.5381 |
| 5.3091 | 11.7241 | 170 | 8.5767 | 5306.3535 |
| 5.233 | 12.4138 | 180 | 8.5257 | 5042.5068 |
| 5.2252 | 13.1034 | 190 | 8.5328 | 5078.8433 |
| 5.1445 | 13.7931 | 200 | 8.5871 | 5361.9390 |
| 5.0824 | 14.4828 | 210 | 8.5784 | 5315.4043 |
| 5.0272 | 15.1724 | 220 | 8.6434 | 5672.6934 |
| 4.979 | 15.8621 | 230 | 8.6836 | 5905.4277 |
| 4.924 | 16.5517 | 240 | 8.7112 | 6070.2261 |
| 4.9394 | 17.2414 | 250 | 8.7233 | 6144.3931 |
| 4.8663 | 17.9310 | 260 | 8.7411 | 6254.5234 |
| 4.8599 | 18.6207 | 270 | 8.7824 | 6518.7896 |
| 4.8572 | 19.3103 | 280 | 8.8338 | 6862.5586 |
| 4.8064 | 20.0 | 290 | 8.7774 | 6485.7441 |
| 4.746 | 20.6897 | 300 | 8.8458 | 6944.8892 |
| 4.7569 | 21.3793 | 310 | 8.8436 | 6930.1416 |
| 4.6954 | 22.0690 | 320 | 8.8618 | 7057.1084 |
| 4.7277 | 22.7586 | 330 | 8.8706 | 7119.4478 |
| 4.6432 | 23.4483 | 340 | 8.9084 | 7393.6138 |
| 4.6032 | 24.1379 | 350 | 8.9111 | 7413.5176 |
| 4.6198 | 24.8276 | 360 | 8.9526 | 7728.0210 |
| 4.5874 | 25.5172 | 370 | 8.9740 | 7895.1641 |
| 4.5455 | 26.2069 | 380 | 8.9365 | 7604.7129 |
| 4.5313 | 26.8966 | 390 | 8.9738 | 7893.2969 |
| 4.5297 | 27.5862 | 400 | 8.9659 | 7831.8110 |
| 4.5279 | 28.2759 | 410 | 8.9914 | 8034.0391 |
| 4.4974 | 28.9655 | 420 | 9.0293 | 8344.2529 |
| 4.4554 | 29.6552 | 430 | 9.0191 | 8259.1533 |
| 4.4651 | 30.3448 | 440 | 9.0236 | 8296.4531 |
| 4.4647 | 31.0345 | 450 | 9.0349 | 8391.1279 |
| 4.4668 | 31.7241 | 460 | 9.0530 | 8543.8340 |
| 4.4264 | 32.4138 | 470 | 9.0722 | 8709.4141 |
| 4.4008 | 33.1034 | 480 | 9.0876 | 8844.6104 |
| 4.3982 | 33.7931 | 490 | 9.0711 | 8700.4893 |
| 4.3846 | 34.4828 | 500 | 9.0894 | 8860.7441 |
| 4.3971 | 35.1724 | 510 | 9.0879 | 8847.6973 |
| 4.379 | 35.8621 | 520 | 9.0949 | 8909.6025 |
| 4.3696 | 36.5517 | 530 | 9.1097 | 9042.2295 |
| 4.3447 | 37.2414 | 540 | 9.1007 | 8961.6953 |
| 4.3796 | 37.9310 | 550 | 9.0869 | 8839.0781 |
| 4.364 | 38.6207 | 560 | 9.0987 | 8943.6289 |
Framework versions
- Transformers 4.40.1
- Pytorch 2.3.0+cu121
- Datasets 2.19.0
- Tokenizers 0.19.1
- Task
- Text Generation
- Library
- transformers
- Type
- gpt2
- License
- mit
- Created
- Apr 26, 2024
- Updated
- Apr 29, 2024