Llama2-7B-lora-r-32-generic-step-800-lr-1e-5-labels_40.0

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

  • Loss: 2.8780

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-05
  • train_batch_size: 16
  • eval_batch_size: 16
  • seed: 42
  • gradient_accumulation_steps: 4
  • total_train_batch_size: 64
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: cosine
  • lr_scheduler_warmup_steps: 20
  • training_steps: 800
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss
5.6038 0.3653 20 5.3771
4.8695 0.7306 40 4.6843
4.3239 1.0959 60 4.2063
4.0079 1.4612 80 3.9576
3.8164 1.8265 100 3.7695
3.5871 2.1918 120 3.6264
3.5886 2.5571 140 3.5123
3.4651 2.9224 160 3.4222
3.3567 3.2877 180 3.3467
3.3554 3.6530 200 3.2796
3.1688 4.0183 220 3.2285
3.1091 4.3836 240 3.1811
3.1209 4.7489 260 3.1415
3.037 5.1142 280 3.1061
3.0502 5.4795 300 3.0724
2.9951 5.8447 320 3.0460
2.9993 6.2100 340 3.0218
2.9732 6.5753 360 3.0007
2.9087 6.9406 380 2.9797
2.8941 7.3059 400 2.9649
2.8462 7.6712 420 2.9497
2.8651 8.0365 440 2.9379
2.8268 8.4018 460 2.9282
2.761 8.7671 480 2.9175
2.7696 9.1324 500 2.9100
2.7591 9.4977 520 2.9049
2.7767 9.8630 540 2.8982
2.757 10.2283 560 2.8941
2.7148 10.5936 580 2.8897
2.7326 10.9589 600 2.8876
2.7234 11.3242 620 2.8851
2.8103 11.6895 640 2.8834
2.7953 12.0548 660 2.8811
2.7073 12.4201 680 2.8802
2.7316 12.7854 700 2.8794
2.704 13.1507 720 2.8785
2.6919 13.5160 740 2.8783
2.7829 13.8813 760 2.8781
2.719 14.2466 780 2.8780
2.6766 14.6119 800 2.8780

Framework versions

  • PEFT 0.15.2
  • Transformers 4.45.2
  • Pytorch 2.5.0+cu121
  • Datasets 3.2.0
  • Tokenizers 0.20.3
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