upload

exp_scripts/eval-c100.sh

@@ -0,0 +1,39 @@
+#!/bin/bash
+script_name=`basename "$0"`
+id=${script_name%.*}
+dataset=${dataset:-cifar100}
+seed=${seed:-2}
+gpu=${gpu:-"auto"}
+arch=${arch:-"none"}
+batch_size=${batch_size:-96}
+learning_rate=${learning_rate:-0.025}
+resume_expid=${resume_expid:-'none'}
+resume_epoch=${resume_epoch:-0}
+
+while [ $# -gt 0 ]; do
+    if [[ $1 == *"--"* ]]; then
+        param="${1/--/}"
+        declare $param="$2"
+        # echo $1 $2 // Optional to see the parameter:value result
+    fi
+    shift
+done
+
+echo 'id:' $id
+echo 'seed:' $seed
+echo 'dataset:' $dataset
+echo 'gpu:' $gpu
+echo 'arch:' $arch
+echo 'batch_size:' $batch_size
+echo 'learning_rate:' $learning_rate
+
+
+cd ../sota/cnn
+python train.py \
+    --arch $arch \
+    --dataset $dataset \
+    --auxiliary --cutout \
+    --seed $seed --save $id --gpu $gpu \
+    --batch_size $batch_size --learning_rate $learning_rate \
+    --resume_expid $resume_expid --resume_epoch $resume_epoch \
+    --init_channels 16 --layers 8 \

exp_scripts/eval.sh

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+#!/bin/bash
+script_name=`basename "$0"`
+id=${script_name%.*}
+dataset=${dataset:-cifar10}
+seed=${seed:-2}
+gpu=${gpu:-"auto"}
+arch=${arch:-"none"}
+batch_size=${batch_size:-96}
+learning_rate=${learning_rate:-0.025}
+resume_expid=${resume_expid:-'none'}
+resume_epoch=${resume_epoch:-0}
+
+while [ $# -gt 0 ]; do
+    if [[ $1 == *"--"* ]]; then
+        param="${1/--/}"
+        declare $param="$2"
+        # echo $1 $2 // Optional to see the parameter:value result
+    fi
+    shift
+done
+
+echo 'id:' $id
+echo 'seed:' $seed
+echo 'dataset:' $dataset
+echo 'gpu:' $gpu
+echo 'arch:' $arch
+echo 'batch_size:' $batch_size
+echo 'learning_rate:' $learning_rate
+
+
+cd ../sota/cnn
+python3 train.py \
+    --arch $arch \
+    --dataset $dataset \
+    --auxiliary --cutout \
+    --seed $seed --save $id --gpu $gpu \
+    --batch_size $batch_size --learning_rate $learning_rate \
+    --resume_expid $resume_expid --resume_epoch $resume_epoch \

exp_scripts/zerocostpt_darts_pipeline.sh

@@ -0,0 +1,51 @@
+#!/bin/bash
+script_name=`basename "$0"`
+id=${script_name%.*}
+dataset=${dataset:-cifar10}
+seed=${seed:-1}
+gpu=${gpu:-"0"}
+pool_size=${pool_size:-10}
+space=${space:-s5}
+metric=${metric:-'jacob'}
+edge_decision=${edge_decision:-'random'}
+validate_rounds=${validate_rounds:-100}
+learning_rate=${learning_rate:-0.025}
+while [ $# -gt 0 ]; do
+    if [[ $1 == *"--"* ]]; then
+        param="${1/--/}"
+        declare $param="$2"
+        # echo $1 $2 // Optional to see the parameter:value result
+    fi
+    shift
+done
+
+echo 'id:' $id 'seed:' $seed 'dataset:' $dataset 'space:' $space
+echo 'proj crit:' $metric
+echo 'gpu:' $gpu
+
+cd ../sota/cnn
+python3 networks_proposal.py \
+    --search_space $space --dataset $dataset \
+    --batch_size 64 \
+    --seed $seed --save $id --gpu $gpu \
+    --edge_decision $edge_decision \
+    --proj_crit_normal $metric --proj_crit_reduce $metric --proj_crit_edge $metric \
+    --pool_size $pool_size\
+
+cd ../../zerocostnas/
+python3 post_validate.py\
+    --ckpt_path ../experiments/sota/$dataset-search-$id-$space-$seed-$pool_size-$metric\
+    --save $id --seed $seed --gpu $gpu\
+    --batch_size 64\
+    --edge_decision $edge_decision --proj_crit $metric \
+    --validate_rounds $validate_rounds\
+
+cd ../sota/cnn
+python3 train.py \
+    --seed $seed --gpu $gpu --save $id \
+    --arch ../../experiments/sota/$space-valid-$id-$seed-$pool_size-$validate_rounds-$metric\
+    --dataset $dataset \
+    --auxiliary --cutout \
+    --batch_size 96 --learning_rate $learning_rate \
+    --init_channels 36 --layers 20\
+    --from_dir\

exp_scripts/zerocostpt_darts_pipeline_c100.sh

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+#!/bin/bash
+script_name=`basename "$0"`
+id=${script_name%.*}
+dataset=${dataset:-cifar100}
+seed=${seed:-2}
+gpu=${gpu:-"auto"}
+pool_size=${pool_size:-100}
+space=${space:-s5}
+metric=${metric:-'jacob'}
+edge_decision=${edge_decision:-'random'}
+validate_rounds=${validate_rounds:-100}
+learning_rate=${learning_rate:-0.025}
+while [ $# -gt 0 ]; do
+    if [[ $1 == *"--"* ]]; then
+        param="${1/--/}"
+        declare $param="$2"
+        # echo $1 $2 // Optional to see the parameter:value result
+    fi
+    shift
+done
+
+echo 'id:' $id 'seed:' $seed 'dataset:' $dataset 'space:' $space
+echo 'proj crit:' $metric
+echo 'gpu:' $gpu
+
+cd ../sota/cnn
+python3 networks_proposal.py \
+    --search_space $space --dataset $dataset --batch_size 64 \
+    --seed $seed --save $id --gpu $gpu \
+    --edge_decision $edge_decision \
+    --proj_crit_normal $metric --proj_crit_reduce $metric --proj_crit_edge $metric \
+    --pool_size $pool_size\
+
+cd ../zerocostnas/
+python3 post_validate.py\
+    --ckpt_path ../experiments/sota/$dataset-search-$id-$space-$seed-$pool_size-$metric\
+    --save $id --seed $seed --gpu $gpu\
+    --edge_decision $edge_decision --proj_crit $metric \
+    --batch_size 64\
+    --validate_rounds $validate_rounds\
+
+cd ../sota/cnn
+python3 train.py \
+    --seed $seed --gpu $gpu --save $id\
+    --arch ../../experiments/sota/$space-valid-$id-$seed-$pool_size-$validate_rounds-$dataset-$metric\
+    --dataset $dataset \
+    --auxiliary --cutout \
+    --batch_size 96 --learning_rate $learning_rate \
+    --init_channels 16 --layers 20 \
+    --from_dir\

exp_scripts/zerocostpt_darts_pipeline_imagenet.sh

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+#!/bin/bash
+script_name=`basename "$0"`
+id=${script_name%.*}
+dataset=${dataset:-imagenet}
+seed=${seed:-2}
+gpu=${gpu:-"auto"}
+pool_size=${pool_size:-10}
+space=${space:-s5}
+metric=${metric:-'jacob'}
+edge_decision=${edge_decision:-'random'}
+validate_rounds=${validate_rounds:-100}
+learning_rate=${learning_rate:-0.025}
+data=${data:-''}
+while [ $# -gt 0 ]; do
+    if [[ $1 == *"--"* ]]; then
+        param="${1/--/}"
+        declare $param="$2"
+        # echo $1 $2 // Optional to see the parameter:value result
+    fi
+    shift
+done
+
+echo 'id:' $id 'seed:' $seed 'dataset:' $dataset 'space:' $space
+echo 'proj crit:' $metric
+echo 'gpu:' $gpu
+
+cd ../sota/cnn
+python3 networks_proposal.py \
+    --search_space $space --dataset $dataset \
+    --seed $seed --save $id --gpu $gpu \
+    --edge_decision $edge_decision \
+    --proj_crit_normal $metric --proj_crit_reduce $metric --proj_crit_edge $metric \
+    --pool_size $pool_size\
+    --data $data\
+
+cd ../../zerocostnas/
+python3 post_validate.py\
+    --ckpt_path ../experiments/sota/$dataset-search-$id-$space-$seed-$pool_size\
+    --save $id --seed $seed --gpu $gpu\
+    --edge_decision $edge_decision --proj_crit $metric \
+    --batch_size 64\
+    --validate_rounds $validate_rounds\
+    --data $data\
+