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| Original file line number | Diff line number | Diff line change |
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| @@ -0,0 +1,98 @@ | ||
| #!/bin/bash | ||
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| export CUDA_VISIBLE_DEVICES=$1 | ||
| port=$(python get_free_port.py) | ||
| echo ${port} | ||
| alias exp="python -m torch.distributed.launch --master_port ${port} --nproc_per_node=1 run.py --num_workers 4" | ||
| shopt -s expand_aliases | ||
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| ds=coco | ||
| task=$2 # 20-0, 20-1, 20-2, 20-3 | ||
| # if you performed them for the SS experiment, comment the following! | ||
| exp --method FT --name FT --epochs 20 --lr 0.01 --batch_size 24 | ||
| exp --method COS --name COS --epochs 20 --lr 0.01 --batch_size 24 | ||
| exp --method SPN --name SPN --epochs 20 --lr 0.01 --batch_size 24 | ||
| exp --method DWI --name DWI --epochs 20 --lr 0.01 --batch_size 24 --ckpt checkpoints/step/${task}-voc/COS_0.pth | ||
| exp --method RT --name RT --epochs 40 --lr 0.01 --batch_size 24 --ckpt checkpoints/step/${task}-voc/FT_0.pth --born_again | ||
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| gen_par="--task ${task} --dataset ${ds} --batch_size 10" | ||
| lr=0.001 | ||
| iter=1000 | ||
| path=checkpoints/step/${task}-${ds} | ||
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| # for 1 shot, disable the batch norm pooling on the deeplab head (or it'll throw errors) (--no_pooling) | ||
| for is in 0 1 2; do | ||
| inc_par="--ishot ${is} --input_mix novel --val_interval 1000 --ckpt_interval 5 --no_pooling" | ||
| ns=1 | ||
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| exp --method FT --name FT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method WI --name WI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/COS_0.pth | ||
| exp --method DWI --name DWI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/DWI_0.pth | ||
| exp --method RT --name RT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/RT_0.pth | ||
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| exp --method SPN --name SPN --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/SPN_0.pth | ||
| exp --method AMP --name AMP --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method LWF --name LWF --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
| exp --method ILT --name ILT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
| exp --method MIB --name MIB --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method PIFS --name PIFS --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/COS_0.pth | ||
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| for s in 2 3 4 5; do | ||
| exp --method FT --name FT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
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| exp --method WI --name WI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method DWI --name DWI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method RT --name RT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
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| exp --method SPN --name SPN --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method AMP --name AMP --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
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| exp --method LWF --name LWF --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method ILT --name ILT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method MIB --name MIB --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
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| exp --method PIFS --name PIFS --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| done | ||
| done | ||
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| for ns in 2 5; do | ||
| for is in 0 1 2; do | ||
| inc_par="--ishot ${is} --input_mix novel --val_interval 1000 --ckpt_interval 5" | ||
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| exp --method FT --name FT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method WI --name WI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/COS_0.pth | ||
| exp --method DWI --name DWI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/DWI_0.pth | ||
| exp --method RT --name RT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/RT_0.pth | ||
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| exp --method SPN --name SPN --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/SPN_0.pth | ||
| exp --method AMP --name AMP --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method LWF --name LWF --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
| exp --method ILT --name ILT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
| exp --method MIB --name MIB --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method PIFS --name PIFS --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/COS_0.pth | ||
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| for s in 2 3 4 5; do | ||
| exp --method FT --name FT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
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| exp --method WI --name WI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method DWI --name DWI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method RT --name RT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
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| exp --method SPN --name SPN --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method AMP --name AMP --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
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| exp --method LWF --name LWF --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method ILT --name ILT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| exp --method MIB --name MIB --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
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| exp --method PIFS --name PIFS --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step $s --nshot ${ns} | ||
| done | ||
| done | ||
| done |
This file contains bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| Original file line number | Diff line number | Diff line change |
|---|---|---|
| @@ -0,0 +1,41 @@ | ||
| #!/bin/bash | ||
|
|
||
| export CUDA_VISIBLE_DEVICES=$1 | ||
| port=$(python get_free_port.py) | ||
| echo ${port} | ||
| alias exp="python -m torch.distributed.launch --master_port ${port} --nproc_per_node=1 run.py --num_workers 4" | ||
| shopt -s expand_aliases | ||
|
|
||
| ds=coco | ||
| task=$2 | ||
|
|
||
| exp --method FT --name FT --epochs 20 --lr 0.01 --batch_size 24 | ||
| exp --method COS --name COS --epochs 20 --lr 0.01 --batch_size 24 | ||
| exp --method SPN --name SPN --epochs 20 --lr 0.01 --batch_size 24 | ||
| exp --method DWI --name DWI --epochs 20 --lr 0.01 --batch_size 24 --ckpt checkpoints/step/${task}-voc/COS_0.pth | ||
| exp --method RT --name RT --epochs 40 --lr 0.01 --batch_size 24 --ckpt checkpoints/step/${task}-voc/FT_0.pth --born_again | ||
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| gen_par="--task ${task} --dataset ${ds} --batch_size 10" | ||
| lr=0.001 | ||
| iter=2000 | ||
| path=checkpoints/step/${task}-${ds} | ||
| for ns in 1 2 5; do # shot 1/2/5 images | ||
| for is in 0 1 2; do # image samples | ||
| inc_par="--ishot ${is} --input_mix novel --val_interval 1000 --ckpt_interval 5" | ||
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| exp --method FT --name FT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method WI --name WI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/COS_0.pth | ||
| exp --method DWI --name DWI --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/DWI_0.pth | ||
| exp --method RT --name RT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/RT_0.pth | ||
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| exp --method SPN --name SPN --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/SPN_0.pth | ||
| exp --method AMP --name AMP --iter 0 --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method LWF --name LWF --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
| exp --method ILT --name ILT --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
| exp --method MIB --name MIB --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/FT_0.pth | ||
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| exp --method PIFS --name PIFS --iter ${iter} --lr ${lr} ${gen_par} ${inc_par} --step 1 --nshot ${ns} --step_ckpt ${path}/COS_0.pth | ||
| done | ||
| done |