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
Searching CNNs
bash ./scripts-cnn/search.sh 1 base cifar10
bash ./scripts-cnn/DMS-V-TrainV3.sh 1
bash ./scripts-cnn/search-acc-v2.sh 3 acc2
Train the searched CNN on CIFAR
bash ./scripts-cnn/train-cifar.sh 0 GDAS_F1 cifar10
bash ./scripts-cnn/train-cifar.sh 0 GDAS_V1 cifar100
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
bash ./scripts-rnn/train-PTB.sh 0 DARTS_V1
bash ./scripts-rnn/train-PTB.sh 0 DARTS_V2
bash ./scripts-rnn/train-PTB.sh 0 GDAS
bash ./scripts-rnn/train-WT2.sh 0 DARTS_V1
bash ./scripts-rnn/train-WT2.sh 0 DARTS_V2
bash ./scripts-rnn/train-WT2.sh 0 GDAS