Llama0-3-8b-v0.1-p-2-lr1e-6-e1

This model is a fine-tuned version of meta-llama/Meta-Llama-3-8B-Instruct on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0114
  • Rewards/chosen: -180.9830
  • Rewards/rejected: -175.0705
  • Rewards/accuracies: 0.4395
  • Rewards/margins: -5.9126
  • Logps/rejected: -17593.8047
  • Logps/chosen: -18186.5996
  • Logits/rejected: -7.0208
  • Logits/chosen: -7.0530

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-06
  • train_batch_size: 2
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 8
  • gradient_accumulation_steps: 8
  • total_train_batch_size: 128
  • total_eval_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • num_epochs: 1.0

Training results

Training Loss Epoch Step Validation Loss Rewards/chosen Rewards/rejected Rewards/accuracies Rewards/margins Logps/rejected Logps/chosen Logits/rejected Logits/chosen
0.1446 0.2137 100 0.0699 -18.5094 -17.6715 0.4919 -0.8378 -1853.9094 -1939.2302 -1.3162 -1.3101
0.014 0.4275 200 0.0129 -163.4562 -159.6935 0.4556 -3.7627 -16056.1084 -16433.9180 -5.9717 -5.9933
0.0162 0.6412 300 0.0155 -112.5662 -107.6031 0.4516 -4.9631 -10847.0625 -11344.9082 -6.2349 -6.2804
0.0108 0.8549 400 0.0121 -183.4940 -177.6753 0.4435 -5.8188 -17854.2852 -18437.6973 -7.0250 -7.0544

Framework versions

  • Transformers 4.45.1
  • Pytorch 2.4.1+cu121
  • Datasets 3.0.0
  • Tokenizers 0.20.0
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