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A simple pytorch implementation of Differentiable Architecture Search (DARTS)

A simple Pytorch implementation of Differentiable Architecture Search (DARTS)

This repository is my pytorch implementation of Differentiable Architecture Search (DARTS). Some of the code is taken from the offical implementation.

Requirements:

  • python >= 3.5
  • pytorch >= 1.0
  • tensorboardX (optional)

Search

python3 cifar_search.py --log_name darts_cifar_search --order 1st --gpus 0

Evaluate

  • python cifar_eval.py --log_name darts_cifar_search --gpus 0
  • python imgnet_eval.py --log_name darts_cifar_search --data_dir YOUR_IMGNET_DIR --gpus 0,1,2,3

CIFAR10 Results:

Method Acc.
DARTS 1st order 97.06%
DARTS 2st order 97.36%

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A simple pytorch implementation of Differentiable Architecture Search (DARTS)

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