run synthetic and tabular with best

experiments/jobscripts/models/innovation/synthetic.sh

+#!/bin/bash
+
+#SBATCH --job-name="Train Synthetic (ECCCo)"
+#SBATCH --time=02:00:00
+#SBATCH --ntasks=1
+#SBATCH --cpus-per-task=1
+#SBATCH --gpus-per-task=1
+#SBATCH --partition=compute
+#SBATCH --mem-per-cpu=4GB
+#SBATCH --account=innovation
+#SBATCH --mail-type=END     # Set mail type to 'END' to receive a mail when the job finishes. 
+
+module load 2023r1 openmpi
+
+srun julia --project=experiments experiments/run_experiments.jl -- data=linearly_separable,moons,circles output_path=results only_models > experiments/train_synthetic.log

experiments/jobscripts/models/innovation/tabular.sh

+#!/bin/bash
+
+#SBATCH --job-name="Train Tabular (ECCCo)"
+#SBATCH --time=05:00:00
+#SBATCH --ntasks=1
+#SBATCH --cpus-per-task=1
+#SBATCH --gpus-per-task=1
+#SBATCH --partition=compute
+#SBATCH --mem-per-cpu=4GB
+#SBATCH --account=innovation
+#SBATCH --mail-type=END     # Set mail type to 'END' to receive a mail when the job finishes. 
+
+module load 2023r1 openmpi
+
+srun julia --project=experiments experiments/run_experiments.jl -- data=gmsc,german_credit,credit_default,california_housing output_path=results only_models > experiments/train_tabular.log

experiments/setup_env.jl

@@ -96,10 +96,10 @@ const DEFAULT_OUTPUT_PATH = _path
 const TIME_STAMPED = time_stamped
 
 "Boolean flag to only train models."
-const ONLY_MODELS = "only_models" ∈ ARGS ? true : false
+const ONLY_MODELS = "only_models" ∈ ARGS 
 
 "Boolean flag to retrain models."
-const RETRAIN = "retrain" ∈ ARGS || ONLY_MODELS ? true : false
+const RETRAIN = "retrain" ∈ ARGS || ONLY_MODELS 
 
 "Default model performance measures."
 const MODEL_MEASURES = Dict(