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102->201 / NAS->autoDL / more configs of TAS / reorganize docs / fix bugs in NAS baselines

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D-X-Y
2020-01-15 00:52:06 +11:00
parent 33384a78af
commit bb2f405961
62 changed files with 789 additions and 412 deletions
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26
scripts/tas-infer-train.sh
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@@ -22,30 +22,44 @@ batch=256
save_dir=./output/search-shape/TAS-INFER-${dataset}-${model}
if [ ${dataset} == 'cifar10' ] || [ ${dataset} == 'cifar100' ]; then
xpath=$TORCH_HOME/cifar.python
opt_config=./configs/opts/CIFAR-E300-W5-L1-COS.config
workers=4
elif [ ${dataset} == 'imagenet-1k' ]; then
xpath=$TORCH_HOME/ILSVRC2012
#opt_config=./configs/opts/ImageNet-E120-Cos-Smooth.config
opt_config=./configs/opts/RImageNet-E120-Cos-Soft.config
workers=28
else
echo 'Unknown dataset: '${dataset}
exit 1
fi
python --version
# normal training
xsave_dir=${save_dir}-NMT
OMP_NUM_THREADS=4 python ./exps/basic-main.py --dataset ${dataset} \
--data_path $TORCH_HOME/cifar.python \
--data_path ${xpath} \
--model_config ./configs/NeurIPS-2019/${model}.config \
--optim_config ./configs/opts/CIFAR-E300-W5-L1-COS.config \
--optim_config ${opt_config} \
--procedure basic \
--save_dir ${xsave_dir} \
--cutout_length -1 \
--batch_size ${batch} --rand_seed ${rseed} --workers 6 \
--batch_size ${batch} --rand_seed ${rseed} --workers ${workers} \
--eval_frequency 1 --print_freq 100 --print_freq_eval 200
# KD training
xsave_dir=${save_dir}-KDT
OMP_NUM_THREADS=4 python ./exps/KD-main.py --dataset ${dataset} \
--data_path $TORCH_HOME/cifar.python \
--data_path ${xpath} \
--model_config ./configs/NeurIPS-2019/${model}.config \
--optim_config ./configs/opts/CIFAR-E300-W5-L1-COS.config \
--optim_config ${opt_config} \
--KD_checkpoint ./.latent-data/basemodels/${dataset}/${model}.pth \
--procedure Simple-KD \
--save_dir ${xsave_dir} \
--KD_alpha 0.9 --KD_temperature 4 \
--cutout_length -1 \
--batch_size ${batch} --rand_seed ${rseed} --workers 6 \
--batch_size ${batch} --rand_seed ${rseed} --workers ${workers} \
--eval_frequency 1 --print_freq 100 --print_freq_eval 200