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AlekseyKorshuk/6.7b-ri-reproduce-combined-4-gpu-20-val-v3

sourceHugging Faceotherupdated 4y agoView on Hugging Face
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6.7b-ri-reproduce-combined-4-gpu-20-val-v3

This model is a fine-tuned version of facebook/opt-6.7b on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 3.9434
  • —Accuracy: 0.0329
  • —Perplexity: 51.5916

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: 9e-07
  • —trainbatchsize: 1
  • —evalbatchsize: 8
  • —seed: 100
  • —distributed_type: multi-GPU
  • —num_devices: 4
  • —totaltrainbatch_size: 4
  • —totalevalbatch_size: 32
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: constant
  • —num_epochs: 15.0

Training results

Training LossEpochStepValidation LossAccuracyPerplexity
2.57311.0792.61130.031713.6171
2.2062.01582.48050.032811.9469
1.91053.02372.45120.033311.6019
1.63014.03162.50780.034512.2780
1.37335.03952.68160.034214.6090
1.13376.04743.00780.033020.2431
0.96197.05533.17770.033023.9923
0.7988.06323.25590.033025.9419
0.66539.07113.42770.033130.8068
0.55210.07903.55660.033335.0453
0.456811.08693.73240.032441.7802
0.375612.09483.81840.032845.5295
0.311913.010273.84770.033146.8831
0.244814.011063.90620.032949.7122
0.198615.011853.94340.032951.5916

Framework versions

  • —Transformers 4.26.0.dev0
  • —Pytorch 1.12.1+cu113
  • —Datasets 2.3.2
  • —Tokenizers 0.12.1