44 lines
882 B
Markdown
44 lines
882 B
Markdown
# GDAS
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By Xuanyi Dong and Yi Yang
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University of Technology Sydney
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Requirements
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- PyTorch 1.0
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- Python 3.6
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- opencv
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```
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conda install pytorch torchvision cuda100 -c pytorch
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```
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## Algorithm
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Searching CNNs
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```
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bash ./scripts-cnn/search.sh 1 base cifar10
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bash ./scripts-cnn/search-acc-v2.sh 3 acc2
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```
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Train the searched CNN on CIFAR
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```
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bash ./scripts-cnn/train-cifar.sh 0 GDAS_F1 cifar10
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bash ./scripts-cnn/train-cifar.sh 0 GDAS_V1 cifar100
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```
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Train the searched CNN on ImageNet
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```
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bash ./scripts-cnn/train-imagenet.sh 0 GDAS_F1 52 14
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bash ./scripts-cnn/train-imagenet.sh 0 GDAS_V1 50 14
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```
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Train the searched RNN
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```
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bash ./scripts-rnn/train-PTB.sh 0 DARTS_V1
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bash ./scripts-rnn/train-PTB.sh 0 DARTS_V2
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bash ./scripts-rnn/train-PTB.sh 0 GDAS
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bash ./scripts-rnn/train-WT2.sh 0 DARTS_V1
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bash ./scripts-rnn/train-WT2.sh 0 DARTS_V2
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bash ./scripts-rnn/train-WT2.sh 0 GDAS
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```
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