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Sheared-Llama-1.3b-koalpaca-instruction-ft-lora-240328-1

This model was trained from scratch on an unknown dataset. It achieves the following results on the evaluation set:

  • Loss: 2.3978

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: 2.5e-05
  • train_batch_size: 8
  • eval_batch_size: 8
  • seed: 100
  • distributed_type: multi-GPU
  • num_devices: 4
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 128
  • total_eval_batch_size: 32
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 200
  • num_epochs: 5.0

Training results

Training Loss Epoch Step Validation Loss
2.3713 0.99 148 2.4699
2.3834 2.0 297 2.4172
2.2654 3.0 446 2.3985
2.186 4.0 595 2.3957
2.1947 4.97 740 2.3978

Framework versions

  • PEFT 0.9.0
  • Transformers 4.38.2
  • Pytorch 2.2.0+cu118
  • Datasets 2.18.0
  • Tokenizers 0.15.2
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