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Requirements

  • Install PyTorch==2.1.0 and torchvision==0.16.0 with CUDA==12.1:
conda install pytorch==2.1.0 torchvision==0.16.0 cudatoolkit=12.1 -c pytorch

Data Preparation

  • Download the downstream datasets to ./data/*.

Pipeline of DISCO

  • Fine-tune pretrained models with hyper-paramters sweep to obtain ground-truth fine-tuning results
bash finetune.sh
  • Extract features of target data using pretrained models
python forward_feature.py --dataset cifar10
  • Compute DISCO
python disco_metric.py --dataset cifar10
  • Assess the effectiveness of DISCO
python tw.py --dataset cifar10

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