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#!/bin/bash
ulimit -n 8192
export CUDA_VISIBLE_DEVICES=0
export COMET_WORKSPACE="hgnn"
export COMET_APIKEY=XXX
export HUGGINFACE_TOKEN=XXX
CASE="case9"
SCALE=0
PROJECT="perf_opf_weightingV2"
DATASET="y_OPF"
MUTATIONS="load_relative"
BATCH_TRAIN=512
HP=10
CV=0
NB_TRAIN=800
NB_VAL=200
CLS=${1:-"gat"}
LR=0.001
DLR=0.5
AGG="mean"
HC="128:128"
EPOCHS=1000
OPF=0
RAY=1
SEED=${2:-20240625}
NB_WORKERS=0
VAL_MUTATIONS="line_nminus1"
### To Rebuild a dataset, it is recommended to use and parallelize with RAY
DEVICE="cpu"
RAY=1
python experiments/build_db.py --cases $CASE --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --seed $SEED
### To train the models disable RAY and use GPU
RAY=0
DEVICE="cuda"
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_1_1" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_0.5_1" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_1_2" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
VAL_MUTATIONS="load_relative"
DEVICE="cpu"
python experiments/build_db.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
RAY=0
DEVICE="cuda"
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_1_1" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_0.5_1" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_1_2" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
#VAL_MUTATIONS="cost"
#
#DEVICE="cpu"
#RAY=1
#python experiments/build_db.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
#
#RAY=0
#DEVICE="cuda"
#
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
#
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "2_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
#
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "random" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "uniform" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "3_2" --weighting "relative" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS
#
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_1_1" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_0.5_1" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS &
#python experiments/test_performances.py --cases $CASE --cls $CLS --hidden_channels $HC --epochs $EPOCHS --ray $RAY --cv_ratio $CV --num_samples $HP --mutations $MUTATIONS --validation_mutations $VAL_MUTATIONS --scale $SCALE --device $DEVICE --dataset_type $DATASET --comet_name $PROJECT --opf $OPF --nb_train $NB_TRAIN --nb_val $NB_VAL --clamp_boundary 3 --use_physical_loss "1_2_0_1_2" --weighting "relative sup2ssl" --seed $SEED --batch_train $BATCH_TRAIN --num_workers_train $NB_WORKERS