Come back to multicore process

experimentation/Experiments.py

@@ -123,7 +123,7 @@ class Experiment:
                 model,
                 return_train_score=True,
                 param_grid=hyperparameters,
-                n_jobs=1,
+                n_jobs=-1,
                 verbose=1,
             )
             start_time = time.time()

experimentation/Models.py

@@ -195,5 +195,6 @@ class ModelOdte(Ensemble):
             "max_samples": [0.2, 0.4, 0.8, 1.0],
             "n_estimators": [50, 100],
             "max_features": [0.2, 0.6, 1.0],
+            "n_jobs": [-1],
         }
         return super().get_parameters()

scripts/all.txt

@@ -0,0 +1,49 @@
+balance-scale
+balloons
+breast-cancer-wisc-diag
+breast-cancer-wisc-prog
+breast-cancer-wisc
+breast-cancer
+cardiotocography-10clases
+cardiotocography-3clases
+conn-bench-sonar-mines-rocks
+cylinder-bands
+dermatology
+echocardiogram
+fertility
+haberman-survival
+heart-hungarian
+hepatitis
+ilpd-indian-liver
+ionosphere
+iris
+led-display
+libras
+low-res-spect
+lymphography
+mammographic
+molec-biol-promoter
+musk-1
+oocytes_merluccius_nucleus_4d
+oocytes_merluccius_states_2f
+oocytes_trisopterus_nucleus_2f
+oocytes_trisopterus_states_5b
+parkinsons
+pima
+pittsburg-bridges-MATERIAL
+pittsburg-bridges-REL-L
+pittsburg-bridges-SPAN
+pittsburg-bridges-T-OR-D
+planning
+post-operative
+seeds
+statlog-australian-credit
+statlog-german-credit
+statlog-heart
+statlog-image
+statlog-vehicle
+synthetic-control
+tic-tac-toe
+vertebral-column-2clases
+wine
+zoo

scripts/core.txt

@@ -1,5 +1,5 @@
-breast-cancer-wisc-diag
 balance-scale
+breast-cancer-wisc-diag
 breast-cancer-wisc-prog
 cardiotocography-10clases
 cardiotocography-3clases

scripts/gennotcore.py

@@ -0,0 +1,18 @@
+f = open("core.txt", "r")
+core = f.read().splitlines()
+f.close()
+f = open("hardCore.txt", "r")
+hardCore = f.read().splitlines()
+f.close()
+f = open("all.txt", "r")
+notCore_tmp = f.read().splitlines()
+f.close()
+notCore = list()
+a = 0
+f = open("notCore.txt", "w")
+for name in notCore_tmp:
+    if name not in core and name not in hardCore:
+        a += 1
+        print(a, name)
+        print(name, file=f)
+f.close()

scripts/hardCore.txt

@@ -1,6 +1,6 @@
-molec-biol-promoter
-musk-1
 conn-bench-sonar-mines-rocks
 libras
 low-res-spect
+molec-biol-promoter
+musk-1
 synthetic-control

scripts/notCore.txt

@@ -0,0 +1,22 @@
+balloons
+breast-cancer-wisc
+breast-cancer
+echocardiogram
+fertility
+haberman-survival
+heart-hungarian
+hepatitis
+iris
+lymphography
+parkinsons
+pittsburg-bridges-MATERIAL
+pittsburg-bridges-REL-L
+pittsburg-bridges-SPAN
+pittsburg-bridges-T-OR-D
+planning
+post-operative
+seeds
+statlog-heart
+vertebral-column-2clases
+wine
+zoo