model_hh_usp1_200
This model is a fine-tuned version of meta-llama/Llama-2-7b-chat-hf on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 1.4318
- Rewards/chosen: 1.1781
- Rewards/rejected: -0.7550
- Rewards/accuracies: 0.6400
- Rewards/margins: 1.9331
- Logps/rejected: -116.8458
- Logps/chosen: -108.3717
- Logits/rejected: -0.0587
- Logits/chosen: -0.0585
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: 0.0005
- train_batch_size: 4
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 4
- total_train_batch_size: 16
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: cosine
- lr_scheduler_warmup_steps: 100
- training_steps: 1000
Training results
| Training Loss | Epoch | Step | Validation Loss | Rewards/chosen | Rewards/rejected | Rewards/accuracies | Rewards/margins | Logps/rejected | Logps/chosen | Logits/rejected | Logits/chosen |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 0.0 | 8.0 | 100 | 1.3976 | 1.5497 | -0.4049 | 0.6200 | 1.9546 | -116.4568 | -107.9588 | -0.0493 | -0.0483 |
| 0.0 | 16.0 | 200 | 1.4110 | 1.4142 | -0.5150 | 0.6500 | 1.9292 | -116.5792 | -108.1093 | -0.0538 | -0.0530 |
| 0.0 | 24.0 | 300 | 1.4038 | 1.3748 | -0.6170 | 0.6400 | 1.9918 | -116.6925 | -108.1531 | -0.0554 | -0.0545 |
| 0.0 | 32.0 | 400 | 1.4365 | 1.2965 | -0.6346 | 0.6600 | 1.9311 | -116.7121 | -108.2401 | -0.0555 | -0.0551 |
| 0.0 | 40.0 | 500 | 1.4139 | 1.2582 | -0.6992 | 0.6400 | 1.9574 | -116.7839 | -108.2827 | -0.0582 | -0.0580 |
| 0.0 | 48.0 | 600 | 1.4155 | 1.2234 | -0.7385 | 0.6400 | 1.9619 | -116.8275 | -108.3214 | -0.0572 | -0.0570 |
| 0.0 | 56.0 | 700 | 1.4050 | 1.2174 | -0.7564 | 0.6600 | 1.9738 | -116.8474 | -108.3280 | -0.0586 | -0.0582 |
| 0.0 | 64.0 | 800 | 1.4250 | 1.1984 | -0.7478 | 0.6500 | 1.9462 | -116.8379 | -108.3491 | -0.0589 | -0.0586 |
| 0.0 | 72.0 | 900 | 1.4309 | 1.1891 | -0.7289 | 0.6400 | 1.9180 | -116.8168 | -108.3594 | -0.0588 | -0.0585 |
| 0.0 | 80.0 | 1000 | 1.4318 | 1.1781 | -0.7550 | 0.6400 | 1.9331 | -116.8458 | -108.3717 | -0.0587 | -0.0585 |
Framework versions
- PEFT 0.10.0
- Transformers 4.39.1
- Pytorch 2.2.1+cu121
- Datasets 2.18.0
- Tokenizers 0.15.2
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Model tree for guoyu-zhang/model_hh_usp1_200
Base model
meta-llama/Llama-2-7b-chat-hf