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I messed up on the previous model. This is a fixed version.

A tiny 1B model that refuses basically anything you ask it! Trained on the refusal dataset. Prompt format is ChatML.

Training results:

Training Loss Epoch Step Validation Loss
2.4352 0.0580 1 2.4462
1.5741 0.5217 9 1.4304
1.5204 1.0435 18 1.3701
1.0794 1.5217 27 1.3505
1.1275 2.0435 36 1.3344
0.6652 2.5217 45 1.4360
0.6248 3.0435 54 1.4313
0.6142 3.5072 63 1.4934

Training hyperparemeters:

The following hyperparameters were used during training:

  • learning_rate: 0.0002
  • train_batch_size: 2
  • eval_batch_size: 2
  • seed: 42
  • gradient_accumulation_steps: 4
  • 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: 10
  • num_epochs: 4

Base model: https://huggingface.co/TinyLlama/TinyLlama-1.1B-intermediate-step-1431k-3T

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Dataset used to train mrfakename/refusal