chat_1000STEPS_1e7_03beta_DPO
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: 0.6902
- Rewards/chosen: -0.0000
- Rewards/rejected: -0.0069
- Rewards/accuracies: 0.4681
- Rewards/margins: 0.0069
- Logps/rejected: -18.8144
- Logps/chosen: -16.7447
- Logits/rejected: -0.5973
- Logits/chosen: -0.5972
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: 1e-07
- train_batch_size: 4
- eval_batch_size: 1
- seed: 42
- gradient_accumulation_steps: 2
- total_train_batch_size: 8
- 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 |
---|---|---|---|---|---|---|---|---|---|---|---|
0.6935 | 0.2 | 100 | 0.6925 | -0.0035 | -0.0055 | 0.4286 | 0.0019 | -18.8094 | -16.7564 | -0.5969 | -0.5967 |
0.6934 | 0.39 | 200 | 0.6911 | 0.0022 | -0.0027 | 0.4615 | 0.0049 | -18.8003 | -16.7374 | -0.5979 | -0.5977 |
0.6882 | 0.59 | 300 | 0.6929 | -0.0047 | -0.0060 | 0.4330 | 0.0013 | -18.8112 | -16.7601 | -0.5973 | -0.5972 |
0.6896 | 0.78 | 400 | 0.6907 | -0.0013 | -0.0070 | 0.4615 | 0.0057 | -18.8147 | -16.7490 | -0.5982 | -0.5981 |
0.6877 | 0.98 | 500 | 0.6904 | 0.0012 | -0.0051 | 0.4923 | 0.0063 | -18.8082 | -16.7405 | -0.5972 | -0.5971 |
0.6829 | 1.17 | 600 | 0.6903 | -0.0020 | -0.0085 | 0.4703 | 0.0066 | -18.8198 | -16.7511 | -0.5976 | -0.5975 |
0.6832 | 1.37 | 700 | 0.6904 | -0.0032 | -0.0097 | 0.4593 | 0.0064 | -18.8236 | -16.7554 | -0.5971 | -0.5970 |
0.6802 | 1.56 | 800 | 0.6889 | -0.0010 | -0.0105 | 0.4923 | 0.0096 | -18.8263 | -16.7478 | -0.5979 | -0.5978 |
0.6826 | 1.76 | 900 | 0.6897 | -0.0009 | -0.0088 | 0.4769 | 0.0079 | -18.8206 | -16.7475 | -0.5972 | -0.5971 |
0.6761 | 1.95 | 1000 | 0.6902 | -0.0000 | -0.0069 | 0.4681 | 0.0069 | -18.8144 | -16.7447 | -0.5973 | -0.5972 |
Framework versions
- Transformers 4.37.2
- Pytorch 2.0.0+cu117
- Datasets 2.17.0
- Tokenizers 0.15.2
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Model tree for tsavage68/chat_1000STEPS_1e7_03beta_DPO
Base model
meta-llama/Llama-2-7b-chat-hf