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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