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llama2-finetuned-squad-hf-2

This model is a fine-tuned version of meta-llama/Llama-2-7b-chat-hf on the squad dataset. It achieves the following results on the evaluation set:

  • Loss: 1.1759

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: 2e-05
  • train_batch_size: 4
  • eval_batch_size: 8
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 16
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_ratio: 0.05
  • num_epochs: 5

Training results

Training Loss Epoch Step Validation Loss
1.4102 0.96 18 1.2801
1.7776 1.92 36 1.2137
1.7838 2.88 54 1.1908
1.6322 3.84 72 1.1784
1.2947 4.8 90 1.1759

Framework versions

  • Transformers 4.31.0
  • Pytorch 2.0.0
  • Datasets 2.1.0
  • Tokenizers 0.13.3
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Dataset used to train amit70/llama2-finetuned-squad-hf-2