added script for generating data reported in paper

Author: pkck28

runscripts/paper_results.sh

@@ -0,0 +1,49 @@
+#!/bin/bash
+
+# Replace 'PATH_TO_SNBO' with the path to your SNBO project
+export PYTHONPATH=PATH_TO_SNBO:$PYTHONPATH
+
+methods=("bo" "ibnn" "turbo" "dycors" "snbo")
+
+############ analytical cases
+
+dims=(10 25 50)
+max_evals=(500 1000 1000)
+problems=("ackley" "rastrigin" "levy")
+
+for seed in $(seq 1 10); do
+    for dim_idx in "${!dims[@]}"; do
+
+        dim=${dims[$dim_idx]}
+        n_init=$((2*$dim))
+        max_eval=${max_evals[$dim_idx]}
+
+        for prob_idx in "${!problems[@]}"; do
+            for method_idx in "${!methods[@]}"; do
+                python algorithms/optimize.py --method ${methods[$method_idx]} --problem ${problems[$prob_idx]} --dim $dim --n_init $n_init\
+                    --max_evals $max_eval --seed $seed --neurons 128 128 --act_funcs "GELU" "GELU"
+            done
+        done
+        
+    done
+done
+
+############ real-world problems
+
+dims=(100 102)
+max_evals=2000
+problems=("rover" "halfcheetah")
+
+for seed in $(seq 1 10); do
+    for prob_idx in "${!problems[@]}"; do
+
+        dim=${dims[$prob_idx]}
+        n_init=$((2*$dim))
+
+        for method_idx in "${!methods[@]}"; do
+            python algorithms/optimize.py --method ${methods[$method_idx]} --problem ${problems[$prob_idx]} --dim $dim\
+                --n_init $n_init --max_evals $max_evals --seed $seed --neurons 256 256 --act_funcs "GELU" "GELU"
+        done
+
+    done
+done