tinyllama-1.1b-chat-v1.0-ui-coding-dpo-2

This model is a fine-tuned version of TinyLlama/TinyLlama-1.1B-Chat-v1.0 on the data/ui_coding dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0431
  • Rewards/chosen: -3.0407
  • Rewards/rejected: -9.3996
  • Rewards/accuracies: 0.9375
  • Rewards/margins: 6.3590
  • Logps/rejected: -1448.7983
  • Logps/chosen: -747.9731
  • Logits/rejected: -2.8938
  • Logits/chosen: -2.7966

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: 5e-07
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 42
  • distributed_type: multi-GPU
  • num_devices: 8
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 256
  • total_eval_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 2

Training results

Framework versions

  • Transformers 4.44.1
  • Pytorch 2.1.2+cu121
  • Datasets 2.21.0
  • Tokenizers 0.19.1
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