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Add script for sgd, ngd on Tiny ImageNet. #12

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Add script for sgd, ngd on Tiny ImageNet. #12

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14 changes: 14 additions & 0 deletions scripts/tiny-imagenet/tiny-imagenet-wrn-ngd.sh
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Original file line number Diff line number Diff line change
@@ -0,0 +1,14 @@
#!/bin/bash
epochs=90
device=$@

for lr in 1e-1 3e-2 1e-2 3e-3 1e-3 3e-1
do
for wd in 3e-3 1e-3 1e-2 3e-2
do
for damping in 1e-2 3e-2 1e-1 3e-1
do
python main.py --freq 100 --trial true --step_info false --batchnorm false --low_rank true --dataset imagenet --batch_size 128 --device $device --optimizer kngd --network wrn --depth 28 --widen_factor 4 --epoch $epochs --milestone 30,60,90 --learning_rate_decay 0.1 --learning_rate $lr --damping $damping --weight_decay $wd --momentum 0.9
done
done
done
11 changes: 11 additions & 0 deletions scripts/tiny-imagenet/tiny-imagenet-wrn-sgd.sh
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Original file line number Diff line number Diff line change
@@ -0,0 +1,11 @@
#!/bin/bash
epochs=90
device=$@

for lr in 1e-1 3e-2 1e-2 3e-3 1e-3 3e-1
do
for wd in 3e-3 1e-3 1e-2 3e-2
do
python main.py --trial true --step_info false --dataset imagenet --batch_size 128 --device $device --optimizer sgd --network wrn --depth 28 --widen_factor 4 --epoch $epochs --milestone 30,60,90 --learning_rate_decay 0.1 --learning_rate $lr --weight_decay $wd --momentum 0.9
done
done