support first-order DARTS on the NASNet search space

This commit is contained in:
D-X-Y
2020-01-17 22:14:47 +11:00
parent 56f2161a3f
commit db2760c260
10 changed files with 213 additions and 13 deletions

View File

@@ -0,0 +1,41 @@
#!/bin/bash
# bash ./scripts-search/DARTS1V-search-NASNet-space.sh cifar10 -1
echo script name: $0
echo $# arguments
if [ "$#" -ne 2 ] ;then
echo "Input illegal number of parameters " $#
echo "Need 2 parameters for dataset, and seed"
exit 1
fi
if [ "$TORCH_HOME" = "" ]; then
echo "Must set TORCH_HOME envoriment variable for data dir saving"
exit 1
else
echo "TORCH_HOME : $TORCH_HOME"
fi
dataset=$1
BN=1
seed=$2
channel=16
num_cells=5
max_nodes=4
space=darts
if [ "$dataset" == "cifar10" ] || [ "$dataset" == "cifar100" ]; then
data_path="$TORCH_HOME/cifar.python"
else
data_path="$TORCH_HOME/cifar.python/ImageNet16"
fi
save_dir=./output/search-cell-${space}/DARTS-V1-${dataset}-BN${BN}
OMP_NUM_THREADS=4 python ./exps/algos/DARTS-V1.py \
--save_dir ${save_dir} --max_nodes ${max_nodes} --channel ${channel} --num_cells ${num_cells} \
--dataset ${dataset} --data_path ${data_path} \
--search_space_name ${space} \
--config_path configs/search-opts/DARTS-NASNet-CIFAR.config \
--model_config configs/search-archs/GDAS-NASNet-CIFAR.config \
--track_running_stats ${BN} \
--arch_learning_rate 0.0003 --arch_weight_decay 0.001 \
--workers 4 --print_freq 200 --rand_seed ${seed}