Team Ai
Modelpublic

davelotito/donut_experiment_bayesian_trial_1

sourceHugging Facemitupdated 2y agoView on Hugging Face
0likes9downloads
Model Card

<!-- This model card has been generated automatically according to the information the Trainer had access to. You should probably proofread and complete it, then remove this comment. -->

donutexperimentbayesiantrial1

This model is a fine-tuned version of naver-clova-ix/donut-base on the None dataset. It achieves the following results on the evaluation set:

  • —Loss: 0.4856
  • —Bleu: 0.0696
  • —Precisions: [0.8274428274428275, 0.7712264150943396, 0.7356948228882834, 0.6935483870967742]
  • —Brevity Penalty: 0.0921
  • —Length Ratio: 0.2955
  • —Translation Length: 481
  • —Reference Length: 1628
  • —Cer: 0.7518
  • —Wer: 0.8247

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: 7.862160042303398e-05
  • —trainbatchsize: 1
  • —evalbatchsize: 1
  • —seed: 42
  • —gradientaccumulationsteps: 2
  • —totaltrainbatch_size: 2
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —num_epochs: 2
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossBleuPrecisionsBrevity PenaltyLength RatioTranslation LengthReference LengthCerWer
0.08921.02530.54250.0656[0.8221757322175732, 0.7505938242280285, 0.7005494505494505, 0.6482084690553745]0.09020.293647816280.75440.8316
0.04022.05060.48560.0696[0.8274428274428275, 0.7712264150943396, 0.7356948228882834, 0.6935483870967742]0.09210.295548116280.75180.8247

Framework versions

  • —Transformers 4.40.0
  • —Pytorch 2.1.0
  • —Datasets 2.18.0
  • —Tokenizers 0.19.1