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MinorRevision_hippocampus_plug.sh
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MinorRevision_hippocampus_plug.sh
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#!/usr/bin/env bash
set -e -u -o pipefail
CC_WRAPPER_PATH="CC_wrapper.sh"
source $CC_WRAPPER_PATH
time=6
account=def-chdesa
save_dir=20230108_hippocampus_003L_plugin
ratio1=0.03
unlab_ratio1=$(python -c "print(1-${ratio1})")
declare -a StringArray=(
# Cot + CAT
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps305cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps305cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps305cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps301cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps301cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps301cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps401cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps401cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg1eps401cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg1eps201cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg1eps201cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg1eps201cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg1eps301cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg1eps301cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg1eps301cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/CoTCAT_305reg1eps401cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/CoTCAT_305reg1eps401cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/CoTCAT_305reg1eps401cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg1eps401cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg1eps401cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=1 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg1eps401cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
##
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg301eps405cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg301eps405cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/CoTCAT_205reg301eps405cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps201cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps201cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps201cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps405cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps405cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps405cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps401cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps401cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00001 RegScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/CoTCAT_201reg301eps401cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/CoTCAT_305reg301eps305cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/CoTCAT_305reg301eps305cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/CoTCAT_305reg301eps305cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps201cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps201cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps201cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps305cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps305cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0005 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps305cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps301cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps301cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.0001 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps301cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps405cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps405cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=cotconsVAT VATsettings.pertur_eps=0.0001 Plugin.mode=cat Constraints.Constraint=connectivity ConstraintWeightScheduler.max_value=0.00005 RegScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/CoTCAT_301reg301eps405cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
# MT
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0 Plugin.mode=vat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0 Trainer.save_dir=${save_dir}/MT_2reg_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0 Plugin.mode=vat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0 Trainer.save_dir=${save_dir}/MT_2reg_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0 Plugin.mode=vat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0 Trainer.save_dir=${save_dir}/MT_2reg_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
# MT + CAT
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_205cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_205cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_205cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_301cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_301cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_301cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.00005 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_405cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.00005 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_405cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.00005 Trainer.save_dir=${save_dir}/MTVAT_2reg301eps_405cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_205cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_205cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_205cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_201cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_201cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_201cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_305cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_305cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_305cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_301cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_301cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=2 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_2reg01eps_301cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
#
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_205cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_205cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_205cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_301cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_301cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_301cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.00005 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_405cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.00005 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_405cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.0001 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.00005 Trainer.save_dir=${save_dir}/MTVAT_4reg301eps_405cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_205cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_205cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.005 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_205cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_201cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_201cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.001 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_201cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_305cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_305cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0005 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_305cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=1234567 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_301cons_run1 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=123456 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_301cons_run2 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
"python -O main.py seed=12345 Arch.num_classes=3 Dataset=hippocampus Optim.lr=0.00001 Trainer.name=MTconsvat VATsettings.pertur_eps=0.1 Plugin.mode=cat RegScheduler.max_value=4 ConstraintWeightScheduler.max_value=0.0001 Trainer.save_dir=${save_dir}/MTVAT_4reg01eps_301cons_run3 Data.unlabeled_data_ratio=${unlab_ratio1} Data.labeled_data_ratio=${ratio1}"
)
for cmd in "${StringArray[@]}"
do
echo ${cmd}
CC_wrapper "${time}" "${account}" "${cmd}" 16
done