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Fix params
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roquelopez committed Apr 28, 2024
1 parent 7e76fcb commit a5f0750
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4 changes: 2 additions & 2 deletions scripts/amlb/automl_job.SBATCH
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@@ -1,9 +1,9 @@
#!/bin/bash
#SBATCH -c 4
#SBATCH --mem 128GB
#SBATCH --time 12:00:00
#SBATCH --time 02:00:00
#SBATCH --output logs/automl_job_%J.out
#SBATCH --mail-user=yfw215@nyu.edu
#SBATCH --mail-user=rl3725@nyu.edu
#SBATCH --no-kill

singularity exec --overlay overlay-50G-10M.ext3:ro /scratch/work/public/singularity/ubuntu-22.04.sif /bin/bash -c "source /ext3/env.sh; python automlbenchmark/runbenchmark.py ${1} ${2} 1h4c -f 0 -u user_config/ -i openml_datasets/ -o results/ -s skip"
6 changes: 2 additions & 4 deletions scripts/amlb/run_all_automlbenchmark.sh
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@@ -1,10 +1,8 @@
#!/bin/bash

#datasets="openml/t/10101 openml/t/12 openml/t/146195 openml/t/146212 openml/t/146606 openml/t/146818 openml/t/146821 openml/t/146822 openml/t/146825 openml/t/14965 openml/t/167119 openml/t/167120 openml/t/168329 openml/t/168330 openml/t/168331 openml/t/168332 openml/t/168335 openml/t/168337 openml/t/168338 openml/t/168868 openml/t/168908 openml/t/168909 openml/t/168910 openml/t/168911 openml/t/168912 openml/t/189354 openml/t/189355 openml/t/189356 openml/t/3 openml/t/31 openml/t/34539 openml/t/3917 openml/t/3945 openml/t/53 openml/t/7592 openml/t/7593 openml/t/9952 openml/t/9977 openml/t/9981"
systems="Alpha-AutoML"
datasets="openml/t/10101 openml/t/12 openml/t/146195 openml/t/146212 openml/t/146606 openml/t/146818 openml/t/146821 openml/t/146822 openml/t/146825 openml/t/14965 openml/t/167119 openml/t/167120 openml/t/168329 openml/t/168330 openml/t/168331 openml/t/168332 openml/t/168335 openml/t/168337 openml/t/168338 openml/t/168868 openml/t/168908 openml/t/168909 openml/t/168910 openml/t/168911 openml/t/168912 openml/t/189354 openml/t/189355 openml/t/189356 openml/t/3 openml/t/31 openml/t/34539 openml/t/3917 openml/t/3945 openml/t/53 openml/t/7592 openml/t/7593 openml/t/9952 openml/t/9977 openml/t/9981"
systems="autosklearn AutoGluon TPOT H2OAutoML AutoWEKA Alpha-AutoML"

#datasets="openml/t/146606 openml/t/146825 openml/t/167120 openml/t/168329 openml/t/168330 openml/t/168331 openml/t/168332"
datasets="openml/t/53 openml/t/7593 openml/t/9952 openml/t/146195 openml/t/146212 openml/t/146606 openml/t/146818 openml/t/146821 openml/t/146822 openml/t/146825 openml/t/14965 openml/t/167119 openml/t/167120"

rm -rf logs/*
for system in $systems
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4 changes: 2 additions & 2 deletions scripts/amlb/user_config/extensions/Alpha-AutoML/exec.py
Original file line number Diff line number Diff line change
Expand Up @@ -50,8 +50,8 @@ def run(dataset, config):
f'output_folder: {output_path}\n'
)

automl = AutoMLClassifier(time_bound=10, metric=metrics_mapping[metric], time_bound_run=15,
output_folder=output_path, verbose=logging.INFO, save_checkpoint=True)
automl = AutoMLClassifier(time_bound=time_bound, metric=metrics_mapping[metric], time_bound_run=15,
output_folder=output_path, verbose=logging.INFO)

train_dataset = pd.read_csv(train_dataset_path)
test_dataset = pd.read_csv(test_dataset_path)
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2 changes: 1 addition & 1 deletion scripts/offline_training/train_all_datasets.sh
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Expand Up @@ -3,7 +3,7 @@
#datasets="10101 12 146195 146212 146606 146818 146821 146822 146825 14965 167119 167120 168329 168330 168331 168332 168335 168337 168338 168868 168908 168909 168910 168911 168912 189354 189355 189356 3 31 34539 3917 3945 53 7592 7593 9952 9977 9981"
# datasets="146825 168329 168330 168331 168332"
datasets="168910"
systems="Alpha-AutoML"


rm -rf tmp/logs/*
for dataset in $datasets
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