GDAS

By Xuanyi Dong and Yi Yang

University of Technology Sydney

Requirements

• PyTorch 1.0
• Python 3.6
• opencv

conda install pytorch torchvision cuda100 -c pytorch

Algorithm

Train the searched CNN on CIFAR

bash ./scripts-cnn/train-cifar.sh 0 GDAS_FG cifar10  cut
bash ./scripts-cnn/train-cifar.sh 0 GDAS_F1 cifar10  cut
bash ./scripts-cnn/train-cifar.sh 0 GDAS_V1 cifar100 cut

Train the searched CNN on ImageNet

bash ./scripts-cnn/train-imagenet.sh 0 GDAS_F1 52 14
bash ./scripts-cnn/train-imagenet.sh 0 GDAS_V1 50 14

Train the searched RNN

CUDA_VISIBLE_DEVICES=0 bash ./scripts-rnn/train-PTB.sh DARTS_V1
CUDA_VISIBLE_DEVICES=0 bash ./scripts-rnn/train-PTB.sh DARTS_V2
CUDA_VISIBLE_DEVICES=0 bash ./scripts-rnn/train-PTB.sh GDAS
CUDA_VISIBLE_DEVICES=0 bash ./scripts-rnn/train-WT2.sh DARTS_V1
CUDA_VISIBLE_DEVICES=0 bash ./scripts-rnn/train-WT2.sh DARTS_V2
CUDA_VISIBLE_DEVICES=0 bash ./scripts-rnn/train-WT2.sh GDAS