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metadata
library_name: transformers
license: llama3
base_model: tsavage68/IE_L3_1000steps_1e6rate_SFT
tags:
  - trl
  - dpo
  - generated_from_trainer
model-index:
  - name: IE_L3_100steps_1e7rate_03beta_cSFTDPO
    results: []

IE_L3_100steps_1e7rate_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: 0.1816
  • Rewards/chosen: -0.5946
  • Rewards/rejected: -5.5441
  • Rewards/accuracies: 0.7400
  • Rewards/margins: 4.9495
  • Logps/rejected: -94.1076
  • Logps/chosen: -84.7799
  • Logits/rejected: -0.7931
  • Logits/chosen: -0.7224

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: 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: 100

Training results

Training Loss Epoch Step Validation Loss Rewards/chosen Rewards/rejected Rewards/accuracies Rewards/margins Logps/rejected Logps/chosen Logits/rejected Logits/chosen
0.5177 0.4 50 0.4502 -0.0545 -0.6708 0.7400 0.6163 -77.8632 -82.9793 -0.7959 -0.7377
0.1418 0.8 100 0.1816 -0.5946 -5.5441 0.7400 4.9495 -94.1076 -84.7799 -0.7931 -0.7224

Framework versions

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