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gridSearch.sh
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now=$(date +"%Y%m%d_%H%M%S")
datapath="../Data/ISIC2019bea_mel_nevus_limpo"
ckpt='Pretrained_Models/evit-0.7-fuse-img224-deit-s.pth'
drop_loc=( "(3, 6, 9)" "(2, 4, 8)" "(3, 9)" "(5, 10)" "(4, 8)" )
keep_rate=( 0.6 0.7 0.8 )
learning_rates=( 0.002 0.001 0.0008 0.0005 )
dropout=( 0.0 0.1 0.2 )
for loc in "${drop_loc[@]}"
do
for kr in "${keep_rate[@]}"
do
for lr in "${learning_rates[@]}"
do
for drop in "${dropout[@]}"
do
logdir="EViT_Small-Pre_0.7-DropLoc$loc-keepRate$kr-lr_init$lr-Dropout$drop-NoAug-NoModelEma-Time$now"
echo "Output dir: $logdir"
python3 main.py \
--model deit_small_patch16_shrink_base \
--project_name "Thesis" \
--run_name "$logdir" \
--hardware "Server" \
--gpu "cuda:1"\
--finetune $ckpt \
--batch-size 256\
--epochs 100 \
--num_workers 2 \
--fuse_token \
--base_keep_rate $kr\
--drop_loc "$loc" \
--drop $drop \
--lr_scheduler \
--lr $lr \
--smoothing 0 \
--opt "sgd" \
--sched "poly" \
--decay_rate 6 \
--warmup_epochs 0 \
--min_lr 0.0001 \
--patience 25 \
--delta 0.0 \
--no-model-ema \
--data-path "$datapath" \
--output_dir "$logdir"
echo "Output dir for the last experiment: $logdir"
done
done
done
done
############################################## Binary #################################################
############# Experiments to see what is the best keep rate SEM Fuse token ##############
datapath="../Data/ISIC2019bea_mel_nevus_limpo"
keep_rates=(0.5 0.6 0.7 0.8 0.9 1.0)
drop_loc="(3, 6, 9)"
sched='cosine'
opt='adamw'
lr=2e-4
for kr in "${keep_rates[@]}"
do
now=$(date +"%Y%m%d")
if [[$kr == 1.0]]; then
ckpt="Pretrained_Models/deit_small_patch16_224-cd65a155.pth"
else
ckpt="Pretrained_Models/evit-$kr-img224-deit-s.pth"
fi
logdir="EViT_Small-kr_$kr-DropLoc_Default-lr_init_$lr-Time_$now"
echo "----------------- Output dir: $logdir --------------------"
python3 main.py \
--model deit_small_patch16_shrink_base \
--project_name "Thesis" \
--run_name "$logdir" \
--hardware "Server" \
--gpu "cuda:0" \
--finetune $ckpt \
--batch-size 256 \
--epochs 50 \
--input-size 224 \
--base_keep_rate $keep_rate \
--drop_loc "$drop_loc" \
--drop 0.1 \
--opt "$opt" \
--lr_scheduler \
--lr $lr \
--sched "$sched" \
--lr_cycle_decay 0.8 \
--min_lr 2e-6 \
--weight-decay 1e-6 \
--shrink_start_epoch 0 \
--warmup_epochs 0 \
--shrink_epochs 0 \
--patience 100 \
--counter_saver_threshold 100 \
--delta 0.0 \
--batch_aug \
--color-jitter 0.0 \
--loss_scaler \
--data-path "$datapath" \
--output_dir "FINAL/Binary/kr_$kr/$logdir"
done
############################################## Multiclass #################################################
############# Experiments to see what is the best keep rate SEM Fuse token ##############
datapath="../Data/Bea_LIMPO/limpo"
keep_rates=(0.5 0.6 0.7 0.8 0.9 1.0)
drop_loc="(3, 6, 9)"
sched='cosine'
opt='adamw'
lr=2e-4
for kr in "${keep_rates[@]}"
do
now=$(date +"%Y%m%d")
if [[$kr == 1.0]]; then
ckpt="Pretrained_Models/deit_small_patch16_224-cd65a155.pth"
else
ckpt="Pretrained_Models/evit-$kr-img224-deit-s.pth"
fi
logdir="EViT_Small-kr_$kr-DropLoc_Default-lr_init_$lr-Time_$now"
echo "----------------- Output dir: $logdir --------------------"
python3 main.py \
--model deit_small_patch16_shrink_base \
--project_name "Thesis" \
--run_name "$logdir" \
--hardware "Server" \
--gpu "cuda:0" \
--finetune $ckpt \
--batch-size 256 \
--epochs 90 \
--input-size 224 \
--base_keep_rate $keep_rate \
--drop_loc "$drop_loc" \
--drop 0.1 \
--opt "$opt" \
--lr_scheduler \
--lr $lr \
--sched "$sched" \
--lr_cycle_decay 0.8 \
--min_lr 2e-6 \
--weight-decay 1e-6 \
--shrink_start_epoch 0 \
--warmup_epochs 0 \
--shrink_epochs 0 \
--patience 100 \
--counter_saver_threshold 100 \
--delta 0.0 \
--batch_aug \
--color-jitter 0.0 \
--loss_scaler \
--data-path "$datapath" \
--output_dir "FINAL/Multiclass/kr_$kr/$logdir"
done