spin-margin1

This model is a fine-tuned version of alignment-handbook/zephyr-7b-sft-full on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.0052
  • Rewards/real: -2.4343
  • Rewards/generated: -23.3733
  • Rewards/accuracies: 1.0
  • Rewards/margins: 20.9390
  • Logps/generated: -328.0982
  • Logps/real: -152.5396
  • Logits/generated: -2.4931
  • Logits/real: -2.1379

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: 4
  • total_train_batch_size: 32
  • total_eval_batch_size: 32
  • optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • lr_scheduler_type: linear
  • lr_scheduler_warmup_ratio: 0.1
  • num_epochs: 1

Training results

Training Loss Epoch Step Validation Loss Rewards/real Rewards/generated Rewards/accuracies Rewards/margins Logps/generated Logps/real Logits/generated Logits/real
0.006 0.14 100 0.0103 0.8828 -8.9433 1.0 9.8261 -183.7986 -119.3683 -2.7878 -2.5728
0.0049 0.28 200 0.0059 -0.3283 -12.8574 1.0 12.5290 -222.9388 -131.4797 -2.6820 -2.3354
0.0008 0.41 300 0.0046 -0.3088 -17.1447 1.0 16.8359 -265.8120 -131.2846 -2.6102 -2.2508
0.0003 0.55 400 0.0040 -1.1157 -16.5400 1.0 15.4243 -259.7652 -139.3531 -2.7045 -2.2690
0.0013 0.69 500 0.0044 -0.9383 -19.5328 1.0 18.5945 -289.6934 -137.5797 -2.5767 -2.1514
0.0007 0.83 600 0.0047 -2.3358 -22.0378 1.0 19.7019 -314.7427 -151.5544 -2.5354 -2.2155
0.0012 0.96 700 0.0052 -2.4343 -23.3733 1.0 20.9390 -328.0982 -152.5396 -2.4931 -2.1379

Framework versions

  • Transformers 4.37.0
  • Pytorch 2.1.2+cu121
  • Datasets 2.14.6
  • Tokenizers 0.15.2
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