IE_L3_350steps_1e8rate_03beta_cSFTDPO

This model is a fine-tuned version of tsavage68/IE_L3_1000steps_1e6rate_SFT on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.6896
  • Rewards/chosen: -0.0071
  • Rewards/rejected: -0.0198
  • Rewards/accuracies: 0.4400
  • Rewards/margins: 0.0127
  • Logps/rejected: -75.6932
  • Logps/chosen: -82.8214
  • Logits/rejected: -0.7977
  • Logits/chosen: -0.7408

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-08
  • train_batch_size: 2
  • eval_batch_size: 1
  • seed: 42
  • gradient_accumulation_steps: 2
  • total_train_batch_size: 4
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 100
  • training_steps: 350

Training results

Training Loss Epoch Step Validation Loss Rewards/chosen Rewards/rejected Rewards/accuracies Rewards/margins Logps/rejected Logps/chosen Logits/rejected Logits/chosen
0.6912 0.4 50 0.6940 -0.0075 -0.0104 0.4000 0.0029 -75.6618 -82.8226 -0.7964 -0.7393
0.6947 0.8 100 0.6925 0.0014 -0.0057 0.3850 0.0070 -75.6461 -82.7931 -0.7963 -0.7394
0.6881 1.2 150 0.7003 -0.0102 -0.0020 0.375 -0.0082 -75.6340 -82.8318 -0.7969 -0.7398
0.6776 1.6 200 0.6938 -0.0057 -0.0098 0.375 0.0041 -75.6601 -82.8168 -0.7970 -0.7399
0.6859 2.0 250 0.6850 -0.0033 -0.0250 0.4350 0.0217 -75.7105 -82.8087 -0.7975 -0.7405
0.7024 2.4 300 0.6893 -0.0075 -0.0207 0.4400 0.0132 -75.6964 -82.8228 -0.7977 -0.7408
0.6802 2.8 350 0.6896 -0.0071 -0.0198 0.4400 0.0127 -75.6932 -82.8214 -0.7977 -0.7408

Framework versions

  • Transformers 4.44.2
  • Pytorch 2.0.0+cu117
  • Datasets 3.0.0
  • Tokenizers 0.19.1
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