diff --git a/.gitignore b/.gitignore deleted file mode 100644 index 9f11b75..0000000 --- a/.gitignore +++ /dev/null @@ -1 +0,0 @@ -.idea/ diff --git a/GeneticAlgorithm/Chromosome.py b/GeneticAlgorithm/Chromosome.py deleted file mode 100644 index 1f8bd68..0000000 --- a/GeneticAlgorithm/Chromosome.py +++ /dev/null @@ -1,19 +0,0 @@ -class chromosome_t(): - - def __init__(self, n_chromosomes, maxvalue = None, minvalue = 0, chromosomes_is_float = False, ): - """ - Chromosome class, each indiviual will have n_chromosomes chromosomes , each one on the - interval of values [minvalue,maxvalue) - - :param n_chromosomes: is the number of chromosomes that an individual has - :param maxvalue: is the next number to the maximum value of a chromosome - :param minvalue: is the minimum value of a chromosome - :param chromosomes_is_float: is True if the value of a chromosome can be float - """ - self.N_CHRO = n_chromosomes - if maxvalue is None: - self.MAXVALUE = n_chromosomes - else: - self.MAXVALUE = maxvalue - self.MINVALUE = minvalue - self.CHRO_IS_F = chromosomes_is_float diff --git a/GeneticAlgorithm/GeneticAlgorithm_gui/Genetic_Algorithm_gui.py b/GeneticAlgorithm/GeneticAlgorithm_gui/Genetic_Algorithm_gui.py deleted file mode 100644 index dceecb4..0000000 --- a/GeneticAlgorithm/GeneticAlgorithm_gui/Genetic_Algorithm_gui.py +++ /dev/null @@ -1,70 +0,0 @@ -import os - -from GeneticAlgorithm.Genetic_Algorithm import * -from GeneticAlgorithm.Genetic_Algorithm_attr import GeneticAlgorithm_Attr_t -from gui import * - - -def _checkStatetobool(checkbox): - return checkbox.checkState() is QtCore.Qt.CheckState.Checked - -def _getChildMode(index): - childs_mode=[CHILD_FLIP,CHILD_SPLIT,CHILD_FLIP_TOURNAMENT_DETERMINISTIC,CHILD_FLIP_TOURNAMENT_PROBABILISTIC,CHILD_MEAN, - CHILD_SPLIT_TOURNAMENT_DETERMINISTIC,CHILD_SPLIT_TOURNAMENT_PROBABILISTIC] - return childs_mode[index] - -def _getSelectionMode(index): - selections_mode=[FILL_NEXT_GENERATION,ROULETTE] - return selections_mode[index] - -class GeneticAlgorithm_gui(GeneticAlgorithm): - - def __init__(self): - GeneticAlgorithm.__init__(self) - #app = QtGui.QApplication(sys.argv) - self.Dialog = QtGui.QDialog() - self.ui = Ui_Dialog() - self.ui.setupUi(self.Dialog) - self.Dialog.showMaximized() - QtCore.QTimer.connect(self.ui.Aceptar_Cancelar, QtCore.SIGNAL("accepted()"), self.Aceptar) - QtCore.QTimer.connect(self.ui.Aceptar_Cancelar, QtCore.SIGNAL("rejected()"), self.Cancelar) - self.Dialog.exec_() - - #app.exec_() - - def Aceptar(self): - f = open("temp_Fun_fitness.py", 'w') - f.write(self.ui.Funt_Fitness.toPlainText()) - f.close() - import temp_Fun_fitness - fun_fitness = temp_Fun_fitness.Fitness - if _checkStatetobool(self.ui.Chrm_is_F): - maxv = float(self.ui.Chrm_max.text()) - minv = float(self.ui.Chrm_min.text()) - else: - maxv = int(self.ui.Chrm_max.text()) - minv = int(self.ui.Chrm_min.text()) - chrom = chromosome_t(self.ui.N_Chrom.value(), maxvalue=maxv, minvalue=minv, - chromosomes_is_float=_checkStatetobool(self.ui.Chrm_is_F)) - GA_attr=GeneticAlgorithm_Attr_t(fun_fitness, chromosomes=chrom, itmax=self.ui.Itmax.value(), - child_type=_getChildMode(self.ui.Child_mode.currentIndex()), - selection_type=_getSelectionMode(self.ui.Selection_mode.currentIndex()), - High_Low=_checkStatetobool(self.ui.High_Low), - size_pool=self.ui.Size_of_pool.value(), - porcent_elitism=self.ui.Elitism.value(), porcent_mute=self.ui.Mute.value(), - can_repeated_chro=_checkStatetobool(self.ui.Chrm_can_repetead)) - GeneticAlgorithm.setattrGeneticAlgorithm(self,GA_attr) - - self.Dialog.close() - - def Cancelar(self): - self.Dialog.close() - self.__del__() - - def __del__(self): - try: - os.remove("temp_Fun_fitness.py") - except: - pass - - diff --git a/GeneticAlgorithm/GeneticAlgorithm_gui/__init__.py b/GeneticAlgorithm/GeneticAlgorithm_gui/__init__.py deleted file mode 100644 index cd14339..0000000 --- a/GeneticAlgorithm/GeneticAlgorithm_gui/__init__.py +++ /dev/null @@ -1 +0,0 @@ -from Genetic_Algorithm_gui import * \ No newline at end of file diff --git a/GeneticAlgorithm/GeneticAlgorithm_gui/gui.py b/GeneticAlgorithm/GeneticAlgorithm_gui/gui.py deleted file mode 100644 index 4059eee..0000000 --- a/GeneticAlgorithm/GeneticAlgorithm_gui/gui.py +++ /dev/null @@ -1,232 +0,0 @@ -# -*- coding: utf-8 -*- - -# Form implementation generated from reading ui file 'gui.ui' -# -# Created by: PyQt4 UI code generator 4.11.4 -# -# WARNING! All changes made in this file will be lost! - -from PySide import QtCore, QtGui - -try: - _fromUtf8 = QtCore.QString.fromUtf8 -except AttributeError: - def _fromUtf8(s): - return s - -try: - _encoding = QtGui.QApplication.UnicodeUTF8 - def _translate(context, text, disambig): - return QtGui.QApplication.translate(context, text, disambig, _encoding) -except AttributeError: - def _translate(context, text, disambig): - return QtGui.QApplication.translate(context, text, disambig) - -class Ui_Dialog(object): - def setupUi(self, Dialog): - Dialog.setObjectName(_fromUtf8("Dialog")) - Dialog.resize(1012, 743) - self.verticalLayout = QtGui.QVBoxLayout(Dialog) - self.verticalLayout.setObjectName(_fromUtf8("verticalLayout")) - self.frame_4 = QtGui.QFrame(Dialog) - self.frame_4.setMaximumSize(QtCore.QSize(16777215, 311)) - self.frame_4.setFrameShape(QtGui.QFrame.StyledPanel) - self.frame_4.setFrameShadow(QtGui.QFrame.Raised) - self.frame_4.setObjectName(_fromUtf8("frame_4")) - self.horizontalLayout_2 = QtGui.QHBoxLayout(self.frame_4) - self.horizontalLayout_2.setObjectName(_fromUtf8("horizontalLayout_2")) - self.frame_2 = QtGui.QFrame(self.frame_4) - sizePolicy = QtGui.QSizePolicy(QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Preferred) - sizePolicy.setHorizontalStretch(0) - sizePolicy.setVerticalStretch(0) - sizePolicy.setHeightForWidth(self.frame_2.sizePolicy().hasHeightForWidth()) - self.frame_2.setSizePolicy(sizePolicy) - self.frame_2.setFrameShape(QtGui.QFrame.StyledPanel) - self.frame_2.setFrameShadow(QtGui.QFrame.Raised) - self.frame_2.setObjectName(_fromUtf8("frame_2")) - self.verticalLayout_2 = QtGui.QVBoxLayout(self.frame_2) - self.verticalLayout_2.setObjectName(_fromUtf8("verticalLayout_2")) - self.label = QtGui.QLabel(self.frame_2) - self.label.setMaximumSize(QtCore.QSize(16777215, 20)) - self.label.setObjectName(_fromUtf8("label")) - self.verticalLayout_2.addWidget(self.label) - self.formLayout_2 = QtGui.QFormLayout() - self.formLayout_2.setFieldGrowthPolicy(QtGui.QFormLayout.AllNonFixedFieldsGrow) - self.formLayout_2.setObjectName(_fromUtf8("formLayout_2")) - self.label_3 = QtGui.QLabel(self.frame_2) - self.label_3.setObjectName(_fromUtf8("label_3")) - self.formLayout_2.setWidget(0, QtGui.QFormLayout.LabelRole, self.label_3) - self.N_Chrom = QtGui.QSpinBox(self.frame_2) - self.N_Chrom.setMaximum(9999999) - self.N_Chrom.setObjectName(_fromUtf8("N_Chrom")) - self.formLayout_2.setWidget(0, QtGui.QFormLayout.FieldRole, self.N_Chrom) - self.label_5 = QtGui.QLabel(self.frame_2) - self.label_5.setObjectName(_fromUtf8("label_5")) - self.formLayout_2.setWidget(1, QtGui.QFormLayout.LabelRole, self.label_5) - self.Chrm_is_F = QtGui.QCheckBox(self.frame_2) - self.Chrm_is_F.setText(_fromUtf8("")) - self.Chrm_is_F.setObjectName(_fromUtf8("Chrm_is_F")) - self.formLayout_2.setWidget(1, QtGui.QFormLayout.FieldRole, self.Chrm_is_F) - self.label_6 = QtGui.QLabel(self.frame_2) - self.label_6.setObjectName(_fromUtf8("label_6")) - self.formLayout_2.setWidget(2, QtGui.QFormLayout.LabelRole, self.label_6) - self.Chrm_min = QtGui.QLineEdit(self.frame_2) - self.Chrm_min.setObjectName(_fromUtf8("Chrm_min")) - self.formLayout_2.setWidget(2, QtGui.QFormLayout.FieldRole, self.Chrm_min) - self.label_7 = QtGui.QLabel(self.frame_2) - self.label_7.setObjectName(_fromUtf8("label_7")) - self.formLayout_2.setWidget(3, QtGui.QFormLayout.LabelRole, self.label_7) - self.Chrm_max = QtGui.QLineEdit(self.frame_2) - self.Chrm_max.setObjectName(_fromUtf8("Chrm_max")) - self.formLayout_2.setWidget(3, QtGui.QFormLayout.FieldRole, self.Chrm_max) - self.verticalLayout_2.addLayout(self.formLayout_2) - self.horizontalLayout_2.addWidget(self.frame_2) - self.frame = QtGui.QFrame(self.frame_4) - sizePolicy = QtGui.QSizePolicy(QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Expanding) - sizePolicy.setHorizontalStretch(0) - sizePolicy.setVerticalStretch(0) - sizePolicy.setHeightForWidth(self.frame.sizePolicy().hasHeightForWidth()) - self.frame.setSizePolicy(sizePolicy) - self.frame.setFrameShape(QtGui.QFrame.StyledPanel) - self.frame.setFrameShadow(QtGui.QFrame.Raised) - self.frame.setObjectName(_fromUtf8("frame")) - self.verticalLayout_3 = QtGui.QVBoxLayout(self.frame) - self.verticalLayout_3.setObjectName(_fromUtf8("verticalLayout_3")) - self.label_2 = QtGui.QLabel(self.frame) - self.label_2.setMaximumSize(QtCore.QSize(16777215, 20)) - self.label_2.setObjectName(_fromUtf8("label_2")) - self.verticalLayout_3.addWidget(self.label_2) - self.formLayout_3 = QtGui.QFormLayout() - self.formLayout_3.setFieldGrowthPolicy(QtGui.QFormLayout.AllNonFixedFieldsGrow) - self.formLayout_3.setObjectName(_fromUtf8("formLayout_3")) - self.label_4 = QtGui.QLabel(self.frame) - self.label_4.setObjectName(_fromUtf8("label_4")) - self.formLayout_3.setWidget(0, QtGui.QFormLayout.LabelRole, self.label_4) - self.Size_of_pool = QtGui.QSpinBox(self.frame) - self.Size_of_pool.setMinimum(100) - self.Size_of_pool.setMaximum(9999) - self.Size_of_pool.setProperty("value", 1000) - self.Size_of_pool.setObjectName(_fromUtf8("Size_of_pool")) - self.formLayout_3.setWidget(0, QtGui.QFormLayout.FieldRole, self.Size_of_pool) - self.label_8 = QtGui.QLabel(self.frame) - self.label_8.setObjectName(_fromUtf8("label_8")) - self.formLayout_3.setWidget(1, QtGui.QFormLayout.LabelRole, self.label_8) - self.Child_mode = QtGui.QComboBox(self.frame) - self.Child_mode.setObjectName(_fromUtf8("Child_mode")) - self.Child_mode.addItem(_fromUtf8("")) - self.Child_mode.addItem(_fromUtf8("")) - self.Child_mode.addItem(_fromUtf8("")) - self.Child_mode.addItem(_fromUtf8("")) - self.Child_mode.addItem(_fromUtf8("")) - self.Child_mode.addItem(_fromUtf8("")) - self.Child_mode.addItem(_fromUtf8("")) - self.formLayout_3.setWidget(1, QtGui.QFormLayout.FieldRole, self.Child_mode) - self.label_9 = QtGui.QLabel(self.frame) - self.label_9.setObjectName(_fromUtf8("label_9")) - self.formLayout_3.setWidget(2, QtGui.QFormLayout.LabelRole, self.label_9) - self.Selection_mode = QtGui.QComboBox(self.frame) - self.Selection_mode.setObjectName(_fromUtf8("Selection_mode")) - self.Selection_mode.addItem(_fromUtf8("")) - self.Selection_mode.addItem(_fromUtf8("")) - self.formLayout_3.setWidget(2, QtGui.QFormLayout.FieldRole, self.Selection_mode) - self.label_10 = QtGui.QLabel(self.frame) - self.label_10.setObjectName(_fromUtf8("label_10")) - self.formLayout_3.setWidget(3, QtGui.QFormLayout.LabelRole, self.label_10) - self.Itmax = QtGui.QSpinBox(self.frame) - self.Itmax.setMaximum(100000000) - self.Itmax.setObjectName(_fromUtf8("Itmax")) - self.formLayout_3.setWidget(3, QtGui.QFormLayout.FieldRole, self.Itmax) - self.label_11 = QtGui.QLabel(self.frame) - self.label_11.setObjectName(_fromUtf8("label_11")) - self.formLayout_3.setWidget(4, QtGui.QFormLayout.LabelRole, self.label_11) - self.High_Low = QtGui.QCheckBox(self.frame) - self.High_Low.setText(_fromUtf8("")) - self.High_Low.setObjectName(_fromUtf8("High_Low")) - self.formLayout_3.setWidget(4, QtGui.QFormLayout.FieldRole, self.High_Low) - self.label_14 = QtGui.QLabel(self.frame) - self.label_14.setObjectName(_fromUtf8("label_14")) - self.formLayout_3.setWidget(5, QtGui.QFormLayout.LabelRole, self.label_14) - self.Chrm_can_repetead = QtGui.QCheckBox(self.frame) - self.Chrm_can_repetead.setText(_fromUtf8("")) - self.Chrm_can_repetead.setObjectName(_fromUtf8("Chrm_can_repetead")) - self.formLayout_3.setWidget(5, QtGui.QFormLayout.FieldRole, self.Chrm_can_repetead) - self.label_12 = QtGui.QLabel(self.frame) - self.label_12.setObjectName(_fromUtf8("label_12")) - self.formLayout_3.setWidget(6, QtGui.QFormLayout.LabelRole, self.label_12) - self.Elitism = QtGui.QSpinBox(self.frame) - self.Elitism.setObjectName(_fromUtf8("Elitism")) - self.formLayout_3.setWidget(6, QtGui.QFormLayout.FieldRole, self.Elitism) - self.label_13 = QtGui.QLabel(self.frame) - self.label_13.setObjectName(_fromUtf8("label_13")) - self.formLayout_3.setWidget(7, QtGui.QFormLayout.LabelRole, self.label_13) - self.Mute = QtGui.QSpinBox(self.frame) - self.Mute.setObjectName(_fromUtf8("Mute")) - self.formLayout_3.setWidget(7, QtGui.QFormLayout.FieldRole, self.Mute) - self.verticalLayout_3.addLayout(self.formLayout_3) - self.horizontalLayout_2.addWidget(self.frame) - self.verticalLayout.addWidget(self.frame_4) - self.frame_3 = QtGui.QFrame(Dialog) - self.frame_3.setFrameShape(QtGui.QFrame.StyledPanel) - self.frame_3.setFrameShadow(QtGui.QFrame.Raised) - self.frame_3.setObjectName(_fromUtf8("frame_3")) - self.verticalLayout_4 = QtGui.QVBoxLayout(self.frame_3) - self.verticalLayout_4.setObjectName(_fromUtf8("verticalLayout_4")) - self.label_15 = QtGui.QLabel(self.frame_3) - self.label_15.setMaximumSize(QtCore.QSize(16777215, 15)) - self.label_15.setObjectName(_fromUtf8("label_15")) - self.verticalLayout_4.addWidget(self.label_15) - self.Funt_Fitness = QtGui.QPlainTextEdit(self.frame_3) - sizePolicy = QtGui.QSizePolicy(QtGui.QSizePolicy.Expanding, QtGui.QSizePolicy.Expanding) - sizePolicy.setHorizontalStretch(0) - sizePolicy.setVerticalStretch(0) - sizePolicy.setHeightForWidth(self.Funt_Fitness.sizePolicy().hasHeightForWidth()) - self.Funt_Fitness.setSizePolicy(sizePolicy) - self.Funt_Fitness.setMinimumSize(QtCore.QSize(0, 300)) - self.Funt_Fitness.setObjectName(_fromUtf8("Funt_Fitness")) - self.verticalLayout_4.addWidget(self.Funt_Fitness) - self.verticalLayout.addWidget(self.frame_3) - self.Aceptar_Cancelar = QtGui.QDialogButtonBox(Dialog) - self.Aceptar_Cancelar.setOrientation(QtCore.Qt.Horizontal) - self.Aceptar_Cancelar.setStandardButtons(QtGui.QDialogButtonBox.Cancel|QtGui.QDialogButtonBox.Ok) - self.Aceptar_Cancelar.setObjectName(_fromUtf8("Aceptar_Cancelar")) - self.verticalLayout.addWidget(self.Aceptar_Cancelar) - - self.retranslateUi(Dialog) - QtCore.QMetaObject.connectSlotsByName(Dialog) - - def retranslateUi(self, Dialog): - Dialog.setWindowTitle(_translate("Dialog", "Dialog", None)) - self.label.setText(_translate("Dialog", "Chromosome params", None)) - self.label_3.setText(_translate("Dialog", "Number of Chromosomes", None)) - self.label_5.setText(_translate("Dialog", "Value of Chromosome is float", None)) - self.label_6.setText(_translate("Dialog", "Minimum value", None)) - self.Chrm_min.setText(_translate("Dialog", "0", None)) - self.label_7.setText(_translate("Dialog", "Maximum value", None)) - self.Chrm_max.setText(_translate("Dialog", "0", None)) - self.label_2.setText(_translate("Dialog", "Parameters of Genetic Algorithm", None)) - self.label_4.setText(_translate("Dialog", "Size of pool", None)) - self.label_8.setText(_translate("Dialog", "Child mode", None)) - self.Child_mode.setItemText(0, _translate("Dialog", "CHILD FLIP", None)) - self.Child_mode.setItemText(1, _translate("Dialog", "CHILD_SPLIT", None)) - self.Child_mode.setItemText(2, _translate("Dialog", "CHILD_FLIP_TOURNAMENT_DETERMINISTIC", None)) - self.Child_mode.setItemText(3, _translate("Dialog", "CHILD_FLIP_TOURNAMENT_RANDOM", None)) - self.Child_mode.setItemText(4, _translate("Dialog", "CHILD_MEAN", None)) - self.Child_mode.setItemText(5, _translate("Dialog", "CHILD_SPLIT_TOURNAMENT_DETERMINISTIC", None)) - self.Child_mode.setItemText(6, _translate("Dialog", "CHILD_SPLIT_TOURNAMENT_RANDOM", None)) - self.label_9.setText(_translate("Dialog", "Selection mode", None)) - self.Selection_mode.setItemText(0, _translate("Dialog", "FILL", None)) - self.Selection_mode.setItemText(1, _translate("Dialog", "ROULETE", None)) - self.label_10.setText(_translate("Dialog", "It max", None)) - self.label_11.setText(_translate("Dialog", "Sort High to Low", None)) - self.label_14.setText(_translate("Dialog", "Chromosomes can be repeated", None)) - self.label_12.setText(_translate("Dialog", "Elitism", None)) - self.label_13.setText(_translate("Dialog", "Probability of mutating", None)) - self.label_15.setText(_translate("Dialog", "Function Fitness", None)) - self.Funt_Fitness.setPlainText(_translate("Dialog", "#Variables to calculate fitness\n" -"def Fitness(item):\n" -" \"\"\"\n" -" item is of type array of crhomosomes\n" -" Your code for calculate fitnness\n" -" \"\"\"\n" -" return fitness", None)) - diff --git a/GeneticAlgorithm/GeneticAlgorithm_gui/gui.ui b/GeneticAlgorithm/GeneticAlgorithm_gui/gui.ui deleted file mode 100644 index cd60d70..0000000 --- a/GeneticAlgorithm/GeneticAlgorithm_gui/gui.ui +++ /dev/null @@ -1,380 +0,0 @@ - - - Dialog - - - - 0 - 0 - 1012 - 743 - - - - Dialog - - - - - - - 16777215 - 311 - - - - QFrame::StyledPanel - - - QFrame::Raised - - - - - - - 0 - 0 - - - - QFrame::StyledPanel - - - QFrame::Raised - - - - - - - 16777215 - 20 - - - - Chromosome params - - - - - - - QFormLayout::AllNonFixedFieldsGrow - - - - - Number of Chromosomes - - - - - - - 9999999 - - - - - - - Value of Chromosome is float - - - - - - - - - - - - - - Minimum value - - - - - - - 0 - - - - - - - Maximum value - - - - - - - 0 - - - - - - - - - - - - - 0 - 0 - - - - QFrame::StyledPanel - - - QFrame::Raised - - - - - - - 16777215 - 20 - - - - Parameters of Genetic Algorithm - - - - - - - QFormLayout::AllNonFixedFieldsGrow - - - - - Size of pool - - - - - - - 100 - - - 9999 - - - 1000 - - - - - - - Child mode - - - - - - - - CHILD FLIP - - - - - CHILD_SPLIT - - - - - CHILD_FLIP_TOURNAMENT_DETERMINISTIC - - - - - CHILD_FLIP_TOURNAMENT_RANDOM - - - - - CHILD_MEAN - - - - - CHILD_SPLIT_TOURNAMENT_DETERMINISTIC - - - - - CHILD_SPLIT_TOURNAMENT_RANDOM - - - - - - - - Selection mode - - - - - - - - FILL - - - - - ROULETE - - - - - - - - It max - - - - - - - 100000000 - - - - - - - Sort High to Low - - - - - - - - - - - - - - Chromosomes can be repeated - - - - - - - - - - - - - - Elitism - - - - - - - - - - Probability of mutating - - - - - - - - - - - - - - - - - - QFrame::StyledPanel - - - QFrame::Raised - - - - - - - 16777215 - 15 - - - - Function Fitness - - - - - - - - 0 - 0 - - - - - 0 - 300 - - - - #Variables to calculate fitness -def Fitness(item): - """ - item is of type array of crhomosomes - Your code for calculate fitnness - """ - return fitness - - - - - - - - - - Qt::Horizontal - - - QDialogButtonBox::Cancel|QDialogButtonBox::Ok - - - - - - - - diff --git a/GeneticAlgorithm/Genetic_Algorithm.py b/GeneticAlgorithm/Genetic_Algorithm.py deleted file mode 100644 index 75abae4..0000000 --- a/GeneticAlgorithm/Genetic_Algorithm.py +++ /dev/null @@ -1,573 +0,0 @@ -from __init__ import * - -DEBUG = False - -ROULETTE = 1 -FILL_NEXT_GENERATION = 2 - -CHILD_FLIP = 10 -CHILD_SPLIT = 11 -CHILD_FLIP_TOURNAMENT_DETERMINISTIC = 12 -CHILD_FLIP_TOURNAMENT_PROBABILISTIC = 13 -CHILD_MEAN = 14 -CHILD_SPLIT_TOURNAMENT_DETERMINISTIC = 15 -CHILD_SPLIT_TOURNAMENT_PROBABILISTIC = 16 - -types_childs_1 = [CHILD_FLIP,CHILD_FLIP_TOURNAMENT_DETERMINISTIC,CHILD_FLIP_TOURNAMENT_PROBABILISTIC,CHILD_MEAN, - CHILD_SPLIT_TOURNAMENT_DETERMINISTIC,CHILD_SPLIT_TOURNAMENT_PROBABILISTIC] - -types_childs_2 = [CHILD_SPLIT] - -types_Child = [CHILD_FLIP,CHILD_SPLIT,CHILD_MEAN,CHILD_FLIP_TOURNAMENT_DETERMINISTIC,CHILD_FLIP_TOURNAMENT_PROBABILISTIC, - CHILD_SPLIT_TOURNAMENT_DETERMINISTIC,CHILD_SPLIT_TOURNAMENT_PROBABILISTIC] - -types_selection= [FILL_NEXT_GENERATION,ROULETTE] - -class GenecticException(Exception): - what = None - - -class GeneticAlgorithm: - """ -The structure of a tuple of the PULL is: -[individual, FITNNES, PROBABILITY FOR THE ROULETTE] - -The structure of a individual is: -[value,value,value,...,value] It has as many values as chromosomes. - -Ways to Generate Children: - - fatherx [1, 2, 3] --> r_fatherx [3, 2, 1] - - CHILD_FLIP - father[1, 6, 7, 2, 6, 8, 2, 1, 5, 6, 3, 8, 7] - [ father ] - - child [1, 6, 7, 2, 5, 1, 2, 8, 6 ,6 ,3, 8, 7] - [ r_father ] - CHILD_SPLIT - father1[1, 6, 7, 2, 6, 8, 2, 1, 5, 6, 3, 8, 7] - [ father1_1 ][ father1_2 ] - - father1[5, 4, 8, 6, 3, 2, 8, 6, 5, 7, 9, 3, 7] - [ father2_1 ][ father2_2 ] - - child1 [1, 6, 7, 2, 6, 8, 8, 6, 5, 7, 9, 3, 7] - [ father1_1 ][ father2_2 ] - - child2 [5, 4, 8, 6, 3, 2, 2, 1, 5, 6, 3, 8, 7] - [ father2_1 ][ father1_2 ] - - CHILD_FLIP2 - father[1, 6, 7, 2, 6, 8, 2, 1, 5, 6, 3, 8, 7] - [ father_1 ][ father_2 ][ father_3 ] - - child1[1, 6, 7, 2, 5, 1, 2, 8, 6 ,6 ,3, 8, 7] - [ father_1 ][ r_father_2 ][ father_3 ] - - child2[2, 7, 6, 1, 6, 8, 2, 1, 5, 7, 8, 3, 6] - [r_father_1][ father_2 ][r_father_3] - return the best [father, child1, child2] - - CHILD_MEAN and chromosomes_is_float = True - father1 [1, 5, 7, 6] - - father2 [3, 8, 1, 3] - - child [2, 6.5, 4, 4.5] child[i] = (father1[i]+father2[i])/2 - - CHILD_MEAN and chromosomes_is_float = False - father1 [1, 5, 7, 6] - - father2 [3, 8, 1, 3] - - child [2, 6, 4, 4] child[i] = floor((father1[i]+father2[i])/2) - -Example: -This is the typical travelling salesman problem (TSP) in this case there are 20 cities. - -from Genetic_Algorithm import * - - -ELITISM = 10 -MUTE = 2 -REVERSE = True -SELECTION_TYPE = FILL_NEXT_GENERATION -SIZE_PULL = 1000 -N_CHROMOSOMES = 20 -HIGH_LOW = False -ITMAX = 100 -TYPECHILD = CHILD_FLIP -distance = [[9.22337203685e+18, 77.0, 30.0, 52.0, 30.0, 28.0, 28.0, 91.0, 35.0, 26.0, 61.0, 56.0, 27.0, 44.0, 35.0, 71.0, 55.0, 58.0, 30.0, 74.0] , - [77.0, 9.22337203685e+18, 41.0, 39.0, 82.0, 64.0, 72.0, 99.0, 89.0, 28.0, 40.0, 64.0, 72.0, 86.0, 86.0, 82.0, 94.0, 33.0, 64.0, 42.0] , - [30.0, 41.0, 9.22337203685e+18, 22.0, 37.0, 32.0, 39.0, 22.0, 83.0, 41.0, 92.0, 77.0, 88.0, 46.0, 55.0, 28.0, 23.0, 56.0, 21.0, 60.0] , - [52.0, 39.0, 22.0, 9.22337203685e+18, 49.0, 55.0, 90.0, 94.0, 24.0, 22.0, 74.0, 26.0, 72.0, 26.0, 36.0, 93.0, 61.0, 98.0, 69.0, 49.0] , - [30.0, 82.0, 37.0, 49.0, 9.22337203685e+18, 30.0, 61.0, 55.0, 65.0, 26.0, 23.0, 73.0, 77.0, 99.0, 35.0, 82.0, 41.0, 90.0, 93.0, 60.0] , - [28.0, 64.0, 32.0, 55.0, 30.0, 9.22337203685e+18, 42.0, 83.0, 39.0, 36.0, 24.0, 95.0, 55.0, 98.0, 20.0, 58.0, 92.0, 95.0, 91.0, 30.0] , - [28.0, 72.0, 39.0, 90.0, 61.0, 42.0, 9.22337203685e+18, 61.0, 54.0, 28.0, 91.0, 77.0, 55.0, 62.0, 96.0, 31.0, 23.0, 91.0, 49.0, 100.0] , - [91.0, 99.0, 22.0, 94.0, 55.0, 83.0, 61.0, 9.22337203685e+18, 43.0, 100.0, 46.0, 65.0, 90.0, 60.0, 63.0, 80.0, 69.0, 39.0, 60.0, 62.0] , - [35.0, 89.0, 83.0, 24.0, 65.0, 39.0, 54.0, 43.0, 9.22337203685e+18, 31.0, 97.0, 56.0, 93.0, 94.0, 39.0, 33.0, 32.0, 46.0, 94.0, 92.0] , - [26.0, 28.0, 41.0, 22.0, 26.0, 36.0, 28.0, 100.0, 31.0, 9.22337203685e+18, 70.0, 81.0, 22.0, 43.0, 21.0, 72.0, 99.0, 70.0, 38.0, 98.0] , - [61.0, 40.0, 92.0, 74.0, 23.0, 24.0, 91.0, 46.0, 97.0, 70.0, 9.22337203685e+18, 73.0, 69.0, 59.0, 71.0, 64.0, 78.0, 66.0, 42.0, 80.0] , - [56.0, 64.0, 77.0, 26.0, 73.0, 95.0, 77.0, 65.0, 56.0, 81.0, 73.0, 9.22337203685e+18, 73.0, 28.0, 36.0, 91.0, 64.0, 68.0, 30.0, 26.0] , - [27.0, 72.0, 88.0, 72.0, 77.0, 55.0, 55.0, 90.0, 93.0, 22.0, 69.0, 73.0, 9.22337203685e+18, 79.0, 73.0, 43.0, 87.0, 65.0, 30.0, 27.0] , - [44.0, 86.0, 46.0, 26.0, 99.0, 98.0, 62.0, 60.0, 94.0, 43.0, 59.0, 28.0, 79.0, 9.22337203685e+18, 88.0, 40.0, 39.0, 68.0, 31.0, 70.0] , - [35.0, 86.0, 55.0, 36.0, 35.0, 20.0, 96.0, 63.0, 39.0, 21.0, 71.0, 36.0, 73.0, 88.0, 9.22337203685e+18, 54.0, 58.0, 50.0, 29.0, 63.0] , - [71.0, 82.0, 28.0, 93.0, 82.0, 58.0, 31.0, 80.0, 33.0, 72.0, 64.0, 91.0, 43.0, 40.0, 54.0, 9.22337203685e+18, 39.0, 84.0, 49.0, 25.0] , - [55.0, 94.0, 23.0, 61.0, 41.0, 92.0, 23.0, 69.0, 32.0, 99.0, 78.0, 64.0, 87.0, 39.0, 58.0, 39.0, 9.22337203685e+18, 68.0, 63.0, 60.0] , - [58.0, 33.0, 56.0, 98.0, 90.0, 95.0, 91.0, 39.0, 46.0, 70.0, 66.0, 68.0, 65.0, 68.0, 50.0, 84.0, 68.0, 9.22337203685e+18, 79.0, 87.0] , - [30.0, 64.0, 21.0, 69.0, 93.0, 91.0, 49.0, 60.0, 94.0, 38.0, 42.0, 30.0, 30.0, 31.0, 29.0, 49.0, 63.0, 79.0, 9.22337203685e+18, 26.0] , - [74.0, 42.0, 60.0, 49.0, 60.0, 30.0, 100.0, 62.0, 92.0, 98.0, 80.0, 26.0, 27.0, 70.0, 63.0, 25.0, 60.0, 87.0, 26.0, 9.22337203685e+18]] -def fitnnes(item): - dist = 0 - cityant = item[0] - for cityact in item[1:N_CHROMOSOMES]: - dist = dist + distance[cityant][cityact] - cityant = cityact - dist = dist + distance[cityant][item[0]] - return dist - -if inspect.stack()[0][3] == "__main__": - print "[" - for x in distance: - print x[:20], "," - print "]" - f = fitnnes - chro = chromosome_t(N_CHROMOSOMES) - try: - GA = GeneticAlgorithm(f, chro, itmax = ITMAX, selection_type = SELECTION_TYPE, - High_Low = HIGH_LOW, size_pool = SIZE_PULL, child_type = TYPECHILD, porcent_elitism = ELITISM, porcent_mute = MUTE) - GA.run() - except GenecticException: - print GenecticException.what - - - """ - - def __init__(self): - if DEBUG: - print inspect.stack()[0][3] - try: - self.__attr = None - self.__POOL = None - self.timer = QtCore.QTimer() - self.timer.timeout.connect(self.__run) - except: - raise - - def setattrGeneticAlgorithm(self, GA_attr): - """ - Set the params to instance, this function can raise a GeneticException - :param GA_attr: contains params for the instance - """ - try: - self.__attr=GA_attr - self.__POOL=self.__Generate_pool() - except: - raise - - def getattrGemeticAlgorithm(self): - """ - Function that return all params in a intance of class GeneticAlgorithm_Attr_t - :return: self.__attr - """ - return copy.copy(self.__attr) - - def __Generate_pool(self): - """ - Function that generate a pool - """ - if DEBUG: - print inspect.stack()[0][3] - if self.__attr.CHRO_IS_F is False: - if self.__attr.CAN_REPETEAD_CHRO is False: - ind = range(self.__attr.CHRO_MINVALUE, self.__attr.CHRO_MAXVALUE) - new_pool = [[sample(ind, self.__attr.N_CHROMOSOMES), 0, 0] for y in range(self.__attr.SIZE_POOL)] - else: - new_pool = [[[randint(self.__attr.CHRO_MINVALUE,self.__attr.CHRO_MAXVALUE) for x in range(self.__attr.N_CHROMOSOMES)], 0, 0] for y in range(self.__attr.SIZE_POOL)] - return new_pool - else: - new_pool = [ - [[uniform(self.__attr.CHRO_MINVALUE, self.__attr.CHRO_MAXVALUE) for x in range(self.__attr.N_CHROMOSOMES)], 0, 0] for y - in range(self.__attr.SIZE_POOL)] - return new_pool - - def __getKey(self, item): - """ - Function that returns a key to sort pool - """ - #if DEBUG: - # print inspect.stack()[0][3] - return item[1] - - def __Get_Individuos(self, individual): - """ - Function that returns a individuos i - """ - #if DEBUG: - # print inspect.stack()[0][3] - if individual not in range(0, self.__attr.SIZE_POOL): - a = GenecticException - a.what = "Error: individual", individual, " not existing, 0 < = individual < " + str(self.__attr.SIZE_POOL) - raise a - return copy.copy(self.__POOL[individual][0]) - - def __Set_Fittnes(self, individual, Fittnes): - """ - Function that set the Fittnes to sort pool - """ - #if DEBUG: - # print inspect.stack()[0][3] - if individual not in range(0, self.__attr.SIZE_POOL): - a = GenecticException - a.what = "Error: individual", individual, " not existing, 0 < = individual < " + str(self.__attr.SIZE_POOL) - raise a - self.__POOL[individual][1] = Fittnes - - def __sort_pool(self, rever = False): - """ - Function that sort pool if rever is True sort of highest to lowest else lowest to highest - """ - #if DEBUG: - # print inspect.stack()[0][3] - self.__POOL.sort(key = self.__getKey, reverse = rever) - - def __Generate_Child_flip(self, item): - """ - Generate a child by flip method - """ - if DEBUG: - print inspect.stack()[0][3] - child = copy.copy(item) - index = [randint(0, self.__attr.N_CHROMOSOMES - 1), randint(0, self.__attr.N_CHROMOSOMES - 1)] - index.sort() - revert = copy.copy(item[index[0]:index[1]]) - child[index[0]:index[1]] = revert[::-1] - return child - - def __Generate_Child_Flip_tournament(self, item): - """ - Generate two sons by flip method, after that it returns the best between Father and the two sons. - """ - if DEBUG: - print inspect.stack()[0][3] - child = copy.copy(item) - index = [randint(0, self.__attr.N_CHROMOSOMES - 1), randint(0, self.__attr.N_CHROMOSOMES - 1)] - index.sort() - revert = copy.copy(item[index[0]:index[1]]) - child[index[0]:index[1]] = revert[::-1] - - child2 = copy.copy(item) - revert2left = child2[0:index[0]] - revert2right = child2[index[1]: self.__attr.N_CHROMOSOMES - 1] - child2[0:index[0]] = revert2left[::-1] - child2[index[1]:self.__attr.N_CHROMOSOMES - 1] = revert2right[::-1] - - listIndividual = [item, child, child2] - if self.__attr.TYPECHILD is CHILD_FLIP_TOURNAMENT_DETERMINISTIC: - return self.__Tournament_Selection_Deterministic(listIndividual) - elif self.__attr.TYPECHILD is CHILD_FLIP_TOURNAMENT_PROBABILISTIC: - return self.__Tournament_Selection_Probabilistic(listIndividual) - - def __Generate_Child_split(self, item1, item2): - """ - Generate two sons by split method - """ - if DEBUG: - print inspect.stack()[0][3] - child1 = copy.copy(item1) - child2 = copy.copy(item2) - split = randint(1, self.__attr.N_CHROMOSOMES - 1) - child1[split:] = copy.copy(child2[split:]) # [item1[::split],item2[split::]] - child2[split:] = copy.copy(item1[split:]) # [item2[::split],item1[split::]] - if self.__attr.CAN_REPETEAD_CHRO is False: - return [self.__Replace_repeated(child1),self.__Replace_repeated(child2)] - else: - return [child1,child2] - - def __Generate_Child_Mean(self, item1, item2): - """ - Generate a child by mean method - """ - if DEBUG: - print inspect.stack()[0][3] - child = copy.copy(item1) - if self.__attr.CHRO_IS_F is True: - for i in range(self.__attr.N_CHROMOSOMES): - child[i] = (item1[i]+item2[1])/2 - else: - for i in range(self.__attr.N_CHROMOSOMES): - f = (item1[i] + item2[i])/2 - child[i] = int(math.floor(f)) - if self.__attr.CAN_REPETEAD_CHRO is False: - self.__Replace_repeated(child) - return child - - def __Replace_repeated(self, child): - """ - Function that replace the chromosomes repeated - """ - if DEBUG: - print inspect.stack()[0][3] - n = self.__attr.CHRO_MINVALUE - for i in range(0,len(child)-1): - if child[i] in child[i + 1:]: - while (True): - if n not in child: - child[i] = n - break - n += 1 - return child - - def __Generate_Child_split_tournament(self, item1, item2): - """ - Funtion that generate 2 child and return the best of the parents and childs - """ - if DEBUG: - print inspect.stack()[0][3] - childs=self.__Generate_Child_split(item1, item2) - childs.append(item1) - childs.append(item2) - if self.__attr.TYPECHILD is CHILD_SPLIT_TOURNAMENT_DETERMINISTIC: - return self.__Tournament_Selection_Deterministic(childs) - elif self.__attr.TYPECHILD is CHILD_SPLIT_TOURNAMENT_PROBABILISTIC: - return self.__Tournament_Selection_Probabilistic(childs) - - def __Generate_Child(self, item1, item2 = None): - """ - Generate child main - """ - if DEBUG: - print inspect.stack()[0][3] - if self.__attr.TYPECHILD is CHILD_FLIP: - return self.__Generate_Child_flip(item1) - elif self.__attr.TYPECHILD in [CHILD_FLIP_TOURNAMENT_DETERMINISTIC, CHILD_FLIP_TOURNAMENT_PROBABILISTIC]: - return self.__Generate_Child_Flip_tournament(item1) - elif self.__attr.TYPECHILD is CHILD_SPLIT: - return self.__Generate_Child_split(item1, item2) - elif self.__attr.TYPECHILD is CHILD_MEAN: - return self.__Generate_Child_Mean(item1, item2) - elif self.__attr.TYPECHILD in [CHILD_SPLIT_TOURNAMENT_DETERMINISTIC,CHILD_SPLIT_TOURNAMENT_PROBABILISTIC]: - return self.__Generate_Child_split_tournament(item1, item2) - - def __Fill_Next_Generation(self): - """ - Function that fill the pool - """ - if DEBUG: - print inspect.stack()[0][3] - new_pull = copy.copy(self.__POOL) - if self.__attr.TYPECHILD in types_childs_1: - for i in (range(0, self.__attr.rangechild)): - if(i is not self.__attr.rangechild): - child = self.__Generate_Child(copy.copy(self.__POOL[i][0]), item2 = self.__POOL[i+1][0]) - else: - child = self.__Generate_Child(copy.copy(self.__POOL[i][0]), item2=self.__POOL[i - 1][0]) - dest = i + self.__attr.sizeelitism - if randint(0, 99) < self.__attr.MUTE: - child = self.mute_individuals(child) - new_pull[dest][0] = copy.copy(child) - elif self.__attr.TYPECHILD in types_childs_2: - for i in (range(0, self.__attr.rangechild, 2)): - if (i is not self.__attr.rangechild): - childs = self.__Generate_Child(copy.copy(self.__POOL[i][0]), item2 = copy.copy(self.__POOL[i + 1][0])) - else: - childs = self.__Generate_Child(copy.copy(self.__POOL[i][0]), item2=self.__POOL[i - 1][0]) - dest = i + self.__attr.sizeelitism - for j in [0,1]: - if randint(0, 99) < self.__attr.MUTE: - childs[j] = self.mute_individuals(childs[j]) - new_pull[dest+j][0] = copy.copy(childs[j]) - return new_pull - - def __Tournament_Selection_Deterministic(self, listItems): - """ - Function that select the best item from a list of items for tournament selection. - """ - if DEBUG: - print inspect.stack()[0][3] - dict = [[0,0]for x in range(len(listItems))] - for i in range(0, len(listItems)): - dict[i][1] = self.__attr.FUN_FITNESS(listItems[i]) - dict[i][0] = listItems[i] - dict.sort(key=self.__getKey,reverse=self.__attr.REVERSE) - return dict[0][0] - - def __Tournament_Selection_Probabilistic(self, listItems): - """ - Function that select the best item from a list of items for tournament selection. - """ - if DEBUG: - print inspect.stack()[0][3] - return listItems[randint(0, len(listItems) - 1)] - - def __Roulette(self): - """ - Function that selct the individuos to fill next pool - """ - if DEBUG: - print inspect.stack()[0][3] - new_pool = copy.copy(self.__POOL) - for i in (range(1, self.__attr.SIZE_POOL)): - self.__POOL[i][1] = self.__POOL[i][1] + self.__POOL[i - 1][1] - for i in (range(0, self.__attr.SIZE_POOL)): - self.__POOL[i][2] = 1 - (self.__POOL[i][1] / self.__POOL[self.__attr.SIZE_POOL - 1][1]) - - if self.__attr.TYPECHILD in types_childs_1: - for i in (range(0, self.__attr.rangechild)): - selec = random() - for j in range(0, self.__attr.SIZE_POOL)[::-1]: - if selec < self.__POOL[j][2]: - break - child = self.__Generate_Child(copy.copy(self.__POOL[j][0]),copy.copy(self.__POOL[j+1][0])) - dest = i + self.__attr.sizeelitism - if randint(0, 99) < self.__attr.MUTE: - child = self.mute_individuals(child) - new_pool[dest][0] = copy.copy(child) - elif self.__attr.TYPECHILD in types_childs_2: - for i in (range(0, self.__attr.rangechild, 2)): - selec1 = random() - selec2 = random() - for j in range(0, self.__attr.SIZE_POOL)[::-1]: - if selec1 < self.__POOL[j][2]: - break - for k in range(0, self.__attr.SIZE_POOL)[::-1]: - if selec2 < self.__POOL[k][2]: - break - childs = self.__Generate_Child(copy.copy(self.__POOL[j][0]), copy.copy(self.__POOL[k][0])) - dest = i + self.__attr.sizeelitism - for j in [0,1]: - if randint(0, 99) < self.__attr.MUTE: - childs[j] = self.mute_individuals(childs[j]) - new_pool[dest+j][0] = copy.copy(childs[j]) - return new_pool - - def __Next_Generation(self): - """ - Function main for fill next pool, this call the different forms the generate next pool - """ - if DEBUG: - print inspect.stack()[0][3] - if self.__attr.SELECTION_TYPE is FILL_NEXT_GENERATION: - self.__Fill_Next_Generation() - elif self.__attr.SELECTION_TYPE is ROULETTE: - self.__Roulette() - - def mute_individuals(self, item): - """ - Function that mute a individuos - """ - if DEBUG: - print inspect.stack()[0][3] - index = [randint(0, self.__attr.N_CHROMOSOMES - 1), randint(0, self.__attr.N_CHROMOSOMES - 1)] - index.sort() - a = copy.copy(item[index[0]:index[1]]) - b = copy.copy(item) - b[index[0]:index[1]] = copy.copy(sample(a, len(b[index[0]:index[1]]))) - return b - - @QtCore.Slot() - def __run(self): - if DEBUG: - print inspect.stack()[0][3] - for i in range(self.__attr.SIZE_POOL): - item = self.__Get_Individuos(i) - self.__Set_Fittnes(i, self.__attr.FUN_FITNESS(item)) - self.__sort_pool(self.__attr.REVERSE) - print "\rThe winer is: ", self.Winner_Probability()[1], - self.__Next_Generation() - - def set_pool(self, pool): - """ - Asign a predefined pool and activate testing mode - If size of individual is not correct raise GenecticException - :param pool: Is the population to be allocated: is of the type [[[individual],0,0],[[individual],0,0],...] - """ - if DEBUG: - print inspect.stack()[0][3] - if self.__attr.N_CHROMOSOMES is not len(pool[0][0]): - a = GenecticException - a.what = "Error: the size of the individuos of pool is not correct." - raise a - self.__attr.TEST_POOL = True - self.__POOL = copy.copy(pool) - - def get_empty_pool(self): - """ - :return: a empty pool of the type [[[0 for x in range(self.___attr.N_CHROMOSOMES)], 0, 0] for y in range(self.__attr.SIZE_POOL)] - """ - if DEBUG: - print inspect.stack()[0][3] - pool = [[[0 for x in range(self.__attr.N_CHROMOSOMES)], 0, 0] for y in range(self.__attr.SIZE_POOL)] - return pool - - def get_pool(self): - """ - :return: the current pool is of the type [[[individual],0,0],[[individual],0,0],...] - """ - if DEBUG: - print inspect.stack()[0][3] - return copy.copy(self.__POOL) - - def print_individuals(self): - """ - Print the individuals of the pool - """ - if DEBUG: - print inspect.stack()[0][3] - for i in range(0, self.__attr.SIZE_POOL): - print self.__POOL[i][:] - - def Winner_Probability(self): - """ - :return: the current winning individual - """ - if DEBUG: - print inspect.stack()[0][3] - return self.__POOL[0][:] - - def run(self, print_best=0): - """ - Function main that run the algorithm - :param print_best: If it is not 0, is printed top print_best - """ - if DEBUG: - print inspect.stack()[0][3] - for x in range(self.__attr.ITMAX): - for i in range(self.__attr.SIZE_POOL): - item = self.__Get_Individuos(i) - self.__Set_Fittnes(i, self.__attr.FUN_FITNESS(item)) - self.__sort_pool(self.__attr.REVERSE) - print "\rThe winer is: ", self.Winner_Probability()[1], - if print_best is not 0: - print "\rThe winer is: ", self.Winner_Probability()[1] - for x in range(0, print_best): - print self.__POOL[x][0] - sleep(1) - print ("\n" * 100) - else: - print "\rThe winer is: ", self.Winner_Probability()[1], - self.__Next_Generation() - - print "\rThe winer is: ", self.Winner_Probability() - - def start(self,period=100): - """ - Run a timer with period, this timer is connect with Function main that run the algorithm - :param period: - """ - if self.__attr.FUN_FITNESS is None: - a = GenecticException - a.what = "Error: It is necessary to initialize the parameters with setattrGeneticAlgorithm" - raise a - if DEBUG: - print inspect.stack()[0][3] - self.timer.start(period) - - def stop(self): - """ - This function for the timer. - """ - if DEBUG: - print inspect.stack()[0][3] - self.timer.stop() diff --git a/GeneticAlgorithm/Genetic_Algorithm_attr.py b/GeneticAlgorithm/Genetic_Algorithm_attr.py deleted file mode 100644 index f1bb8a6..0000000 --- a/GeneticAlgorithm/Genetic_Algorithm_attr.py +++ /dev/null @@ -1,68 +0,0 @@ -from GeneticAlgorithm.Genetic_Algorithm import * - - - - -class GeneticAlgorithm_Attr_t(): - - def __init__(self, fun_fitness, chromosomes, itmax=50, child_type=CHILD_FLIP, selection_type=FILL_NEXT_GENERATION, - High_Low=False, size_pool=1000, porcent_elitism=10, porcent_mute=2, can_repeated_chro=False, testing=False): - """ - Greate instance and set params to instance, this function can raise a GeneticException - :param fun_fitness: is a pointer of function fitness - :param chromosomes: is a class of chromosomes_t - :param itmax: is a iteration max of funtion run - :param child_type: is a type of generate the next pool - :param selection_type: is a type of selection of individuos for generate the next pool - :param High_Low: is True if you search a individual which function fintness is max - :param size_pool: is the size of pool - :param porcent_elitism: is the percentage you want to keep in the pool - :param porcent_mute: is the percentage you want to keep in the group - :param can_repeated_chro: is True if the crhomosomes of individual can be repeated - :param testing: - """ - if DEBUG: - print inspect.stack()[0][3] - if selection_type not in types_selection: - a = GenecticException - a.what = "Error: selection_type is not correct." - raise a - if porcent_elitism not in range(100): - a = GenecticException - a.what = "Error: porcent_elitism not in range [0,100]" - raise a - if porcent_mute not in range(100): - a = GenecticException - a.what = "Error: porcent_mute not in range [0,100]" - raise a - if High_Low not in [True, False]: - a = GenecticException - a.what = "Error: High_Low must be True or False", "Error: fun_fitness is None" - raise a - if chromosomes.CHRO_IS_F is can_repeated_chro and can_repeated_chro is not False: - a = GenecticException - a.what = "Error: If var 'chromosomes.CHRO_IS_F' is true 'can_repeated_chro' must be true" - raise a - if child_type not in types_Child: - a = GenecticException - a.what = "Error: child_type is not correct" - raise a - try: - self.ELITISM = porcent_elitism / 100.0 - self.MUTE = porcent_mute - self.REVERSE = High_Low - self.SELECTION_TYPE = selection_type - self.SIZE_POOL = size_pool - self.N_CHROMOSOMES = chromosomes.N_CHRO - self.FUN_FITNESS = fun_fitness - self.ITMAX = itmax - self.TYPECHILD = child_type - self.rangechild = (int)(self.SIZE_POOL - self.SIZE_POOL * self.ELITISM)-1 - self.sizeelitism = (int)(self.SIZE_POOL * self.ELITISM) - self.CHRO_IS_F = chromosomes.CHRO_IS_F - self.CHRO_MAXVALUE = chromosomes.MAXVALUE - self.CHRO_MINVALUE = chromosomes.MINVALUE - self.CAN_REPETEAD_CHRO = can_repeated_chro - self.TEST_POOL = testing - except: - raise \ No newline at end of file diff --git a/GeneticAlgorithm/__init__.py b/GeneticAlgorithm/__init__.py deleted file mode 100644 index 46bdd0a..0000000 --- a/GeneticAlgorithm/__init__.py +++ /dev/null @@ -1,7 +0,0 @@ -import copy, inspect, math -from PySide import QtCore -from __builtin__ import str -from random import * -from time import * -from Chromosome import * - diff --git a/LICENSE b/LICENSE deleted file mode 100644 index 9cecc1d..0000000 --- a/LICENSE +++ /dev/null @@ -1,674 +0,0 @@ - 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If the -Program specifies that a certain numbered version of the GNU General -Public License "or any later version" applies to it, you have the -option of following the terms and conditions either of that numbered -version or of any later version published by the Free Software -Foundation. If the Program does not specify a version number of the -GNU General Public License, you may choose any version ever published -by the Free Software Foundation. - - If the Program specifies that a proxy can decide which future -versions of the GNU General Public License can be used, that proxy's -public statement of acceptance of a version permanently authorizes you -to choose that version for the Program. - - Later license versions may give you additional or different -permissions. However, no additional obligations are imposed on any -author or copyright holder as a result of your choosing to follow a -later version. - - 15. Disclaimer of Warranty. - - THERE IS NO WARRANTY FOR THE PROGRAM, TO THE EXTENT PERMITTED BY -APPLICABLE LAW. EXCEPT WHEN OTHERWISE STATED IN WRITING THE COPYRIGHT -HOLDERS AND/OR OTHER PARTIES PROVIDE THE PROGRAM "AS IS" WITHOUT WARRANTY -OF ANY KIND, EITHER EXPRESSED OR IMPLIED, INCLUDING, BUT NOT LIMITED TO, -THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR -PURPOSE. THE ENTIRE RISK AS TO THE QUALITY AND PERFORMANCE OF THE PROGRAM -IS WITH YOU. SHOULD THE PROGRAM PROVE DEFECTIVE, YOU ASSUME THE COST OF -ALL NECESSARY SERVICING, REPAIR OR CORRECTION. - - 16. Limitation of Liability. - - IN NO EVENT UNLESS REQUIRED BY APPLICABLE LAW OR AGREED TO IN WRITING -WILL ANY COPYRIGHT HOLDER, OR ANY OTHER PARTY WHO MODIFIES AND/OR CONVEYS -THE PROGRAM AS PERMITTED ABOVE, BE LIABLE TO YOU FOR DAMAGES, INCLUDING ANY -GENERAL, SPECIAL, INCIDENTAL OR CONSEQUENTIAL DAMAGES ARISING OUT OF THE -USE OR INABILITY TO USE THE PROGRAM (INCLUDING BUT NOT LIMITED TO LOSS OF -DATA OR DATA BEING RENDERED INACCURATE OR LOSSES SUSTAINED BY YOU OR THIRD -PARTIES OR A FAILURE OF THE PROGRAM TO OPERATE WITH ANY OTHER PROGRAMS), -EVEN IF SUCH HOLDER OR OTHER PARTY HAS BEEN ADVISED OF THE POSSIBILITY OF -SUCH DAMAGES. - - 17. Interpretation of Sections 15 and 16. - - If the disclaimer of warranty and limitation of liability provided -above cannot be given local legal effect according to their terms, -reviewing courts shall apply local law that most closely approximates -an absolute waiver of all civil liability in connection with the -Program, unless a warranty or assumption of liability accompanies a -copy of the Program in return for a fee. - - END OF TERMS AND CONDITIONS - - How to Apply These Terms to Your New Programs - - If you develop a new program, and you want it to be of the greatest -possible use to the public, the best way to achieve this is to make it -free software which everyone can redistribute and change under these terms. - - To do so, attach the following notices to the program. It is safest -to attach them to the start of each source file to most effectively -state the exclusion of warranty; and each file should have at least -the "copyright" line and a pointer to where the full notice is found. - - {one line to give the program's name and a brief idea of what it does.} - Copyright (C) {year} {name of author} - - This program is free software: you can redistribute it and/or modify - it under the terms of the GNU General Public License as published by - the Free Software Foundation, either version 3 of the License, or - (at your option) any later version. - - This program is distributed in the hope that it will be useful, - but WITHOUT ANY WARRANTY; without even the implied warranty of - MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the - GNU General Public License for more details. - - You should have received a copy of the GNU General Public License - along with this program. If not, see . - -Also add information on how to contact you by electronic and paper mail. - - If the program does terminal interaction, make it output a short -notice like this when it starts in an interactive mode: - - {project} Copyright (C) {year} {fullname} - This program comes with ABSOLUTELY NO WARRANTY; for details type `show w'. - This is free software, and you are welcome to redistribute it - under certain conditions; type `show c' for details. - -The hypothetical commands `show w' and `show c' should show the appropriate -parts of the General Public License. Of course, your program's commands -might be different; for a GUI interface, you would use an "about box". - - You should also get your employer (if you work as a programmer) or school, -if any, to sign a "copyright disclaimer" for the program, if necessary. -For more information on this, and how to apply and follow the GNU GPL, see -. - - The GNU General Public License does not permit incorporating your program -into proprietary programs. If your program is a subroutine library, you -may consider it more useful to permit linking proprietary applications with -the library. If this is what you want to do, use the GNU Lesser General -Public License instead of this License. But first, please read -. diff --git a/_config.yml b/_config.yml new file mode 100644 index 0000000..50db5a8 --- /dev/null +++ b/_config.yml @@ -0,0 +1,8 @@ +title: Genetic Algorithm Library for Python +description: +google_analytics: Genetic Algorithm Library for Python +show_downloads: true +theme: jekyll-theme-cayman + +gems: + - jekyll-mentions diff --git a/doc/Doc.pdf b/doc/Doc.pdf deleted file mode 100644 index 50fc30d..0000000 Binary files a/doc/Doc.pdf and /dev/null differ diff --git a/doc/Presentacion.pdf b/doc/Presentacion.pdf deleted file mode 100644 index c4058ba..0000000 Binary files a/doc/Presentacion.pdf and /dev/null differ diff --git a/examples/GUI_example/main.py b/examples/GUI_example/main.py deleted file mode 100644 index be4e2bc..0000000 --- a/examples/GUI_example/main.py +++ /dev/null @@ -1,10 +0,0 @@ -from GeneticAlgorithm import GeneticAlgorithm_gui -import sys -from PySide import QtGui - -app = QtGui.QApplication(sys.argv) -GA= GeneticAlgorithm_gui.GeneticAlgorithm_gui() - -GA.run() - -print GA.Winner_Probability() \ No newline at end of file diff --git a/examples/Traveling_Salesman_Problem/TSP_gui.py b/examples/Traveling_Salesman_Problem/TSP_gui.py deleted file mode 100644 index 859cc70..0000000 --- a/examples/Traveling_Salesman_Problem/TSP_gui.py +++ /dev/null @@ -1,59 +0,0 @@ -# -*- coding: utf-8 -*- - -# Form implementation generated from reading ui file 'gui.ui' -# -# Created by: PyQt4 UI code generator 4.11.4 -# -# WARNING! All changes made in this file will be lost! - -from PySide import QtCore, QtGui - -try: - _fromUtf8 = QtCore.QString.fromUtf8 -except AttributeError: - def _fromUtf8(s): - return s - -try: - _encoding = QtGui.QApplication.UnicodeUTF8 - def _translate(context, text, disambig): - return QtGui.QApplication.translate(context, text, disambig, _encoding) -except AttributeError: - def _translate(context, text, disambig): - return QtGui.QApplication.translate(context, text, disambig) - -class Ui_Dialog(object): - def setupUi(self, Dialog): - Dialog.setObjectName(_fromUtf8("Dialog")) - Dialog.resize(950, 537) - self.verticalLayout = QtGui.QVBoxLayout(Dialog) - self.verticalLayout.setObjectName(_fromUtf8("verticalLayout")) - self.dist = QtGui.QLabel(Dialog) - self.dist.setObjectName(_fromUtf8("dist")) - self.verticalLayout.addWidget(self.dist) - self.graphicsView = QtGui.QGraphicsView(Dialog) - self.graphicsView.setObjectName(_fromUtf8("graphicsView")) - self.verticalLayout.addWidget(self.graphicsView) - self.horizontalLayout = QtGui.QHBoxLayout() - self.horizontalLayout.setObjectName(_fromUtf8("horizontalLayout")) - self.stop = QtGui.QPushButton(Dialog) - self.stop.setObjectName(_fromUtf8("stop")) - self.horizontalLayout.addWidget(self.stop) - self.init = QtGui.QPushButton(Dialog) - self.init.setObjectName(_fromUtf8("init")) - self.horizontalLayout.addWidget(self.init) - self.start = QtGui.QPushButton(Dialog) - self.start.setObjectName(_fromUtf8("start")) - self.horizontalLayout.addWidget(self.start) - self.verticalLayout.addLayout(self.horizontalLayout) - - self.retranslateUi(Dialog) - QtCore.QMetaObject.connectSlotsByName(Dialog) - - def retranslateUi(self, Dialog): - Dialog.setWindowTitle(_translate("Dialog", "Dialog", None)) - self.dist.setText(_translate("Dialog", "TextLabel", None)) - self.stop.setText(_translate("Dialog", "Stop", None)) - self.init.setText(_translate("Dialog", "Init", None)) - self.start.setText(_translate("Dialog", "Start", None)) - diff --git a/examples/Traveling_Salesman_Problem/gui.ui b/examples/Traveling_Salesman_Problem/gui.ui deleted file mode 100644 index 1057a6d..0000000 --- a/examples/Traveling_Salesman_Problem/gui.ui +++ /dev/null @@ -1,56 +0,0 @@ - - - Dialog - - - - 0 - 0 - 950 - 537 - - - - Dialog - - - - - - TextLabel - - - - - - - - - - - - Stop - - - - - - - Init - - - - - - - Start - - - - - - - - - - diff --git a/examples/Traveling_Salesman_Problem/main.py b/examples/Traveling_Salesman_Problem/main.py deleted file mode 100644 index 8f46c48..0000000 --- a/examples/Traveling_Salesman_Problem/main.py +++ /dev/null @@ -1,291 +0,0 @@ -import TSP_gui,sys -from GeneticAlgorithm.GeneticAlgorithm_gui import * -from scene import * - -pcities = [ - [0, [406, 945]], [1, [-986, 356]], [2, [346, 769]], [3, [356, -133]], [4, [845, 763]], [5, [373, -95]], [6, [-779, 83]], [7, [286, -615]], [8, [-706, -716]], [9, [91, -927]], [10, [443, -792]], [11, [-111, 951]], [12, [-513, -477]], [13, [345, -308]], [14, [575, 513]], [15, [-692, -877]], [16, [-549, 891]], [17, [656, -36]], [18, [-177, -841]], [19, [-182, 465]], [20, [-766, 446]], [21, [-377, -732]], [22, [834, -676]], [23, [-833, 158]], [24, [-135, 542]], [25, [-349, 469]], [26, [-324, 540]], [27, [-606, 820]], [28, [592, 916]], [29, [298, -204]], [30, [2, 426]], [31, [198, 802]], [32, [-94, -388]], [33, [-89, -70]], [34, [796, 793]], [35, [-941, -996]], [36, [-921, 870]], [37, [307, 937]], [38, [788, -69]], [39, [321, -23]], [40, [825, 759]], [41, [-101, 7]], [42, [-905, -678]], [43, [330, -394]], [44, [-78, -308]], [45, [-132, 849]], [46, [-95, -250]], [47, [541, -263]], [48, [-158, 224]], [49, [-297, 902]], [50, [498, -962]], [51, [378, 141]], [52, [983, -602]], [53, [796, -124]], [54, [-150, 60]], [55, [238, -827]], [56, [258, 559]], [57, [-423, -1]], [58, [-120, -891]], [59, [-818, 959]], [60, [263, -387]], [61, [-550, 948]], [62, [542, 501]], [63, [32, -637]], [64, [417, -525]], [65, [573, -199]], [66, [-488, 258]], [67, [-300, 154]], [68, [803, -67]], [69, [732, 390]], [70, [-253, 489]], [71, [556, -393]], [72, [-695, -73]], [73, [-328, 857]], [74, [-547, -210]], [75, [-211, -344]], [76, [-456, 452]], [77, [-371, 32]], [78, [-368, -1]], [79, [603, 223]], [80, [-861, -134]], [81, [-708, -421]], [82, [278, -620]], [83, [205, -744]], [84, [891, -958]], [85, [-746, -278]], [86, [-992, 455]], [87, [-540, 394]], [88, [907, 668]], [89, [833, -758]], [90, [795, 12]], [91, [799, -777]], [92, [-599, -288]], [93, [-173, 100]], [94, [468, -786]], [95, [774, 387]], [96, [-430, 291]], [97, [-396, -481]], [98, [-380, -329]], [99, [-36, 45]], [100, [-927, 838]], [101, [887, 458]], [102, [-235, 507]], [103, [972, -875]], [104, [991, -292]], [105, [190, 578]], [106, [-573, -865]], [107, [-738, -678]], [108, [-171, 639]], [109, [795, -509]], [110, [856, 603]], [111, [-559, 753]], [112, [-445, 738]], [113, [696, -752]], [114, [-602, 747]], [115, [-90, 861]], [116, [311, -839]], [117, [-659, -936]], [118, [401, -809]], [119, [-596, 452]], [120, [-55, 605]], [121, [874, 129]], [122, [-708, 595]], [123, [-664, 347]], [124, [787, -184]], [125, [875, -117]], [126, [147, 450]], [127, [-155, -16]], [128, [202, 5]], [129, [-232, 792]], [130, [968, 572]], [131, [-691, 320]], [132, [375, 990]], [133, [-376, 661]], [134, [-682, 35]], [135, [453, 493]], [136, [-143, 865]], [137, [-501, -246]], [138, [-537, -876]], [139, [-435, -545]], [140, [-794, -557]], [141, [179, -366]], [142, [-984, 68]], [143, [-30, 203]], [144, [91, -906]], [145, [-384, 836]], [146, [-6, -72]], [147, [887, -810]], [148, [459, 291]], [149, [251, -366]], [150, [-171, -265]], [151, [829, 258]], [152, [538, -360]], [153, [-586, 789]], [154, [-773, 224]], [155, [980, -642]], [156, [912, -1]], [157, [736, -606]], [158, [789, -722]], [159, [-828, 584]], [160, [-215, -7]], [161, [-300, 145]], [162, [859, -614]], [163, [-596, 68]], [164, [209, -134]], [165, [570, -488]], [166, [-646, 188]], [167, [-594, -524]], [168, [393, 1]], [169, [-743, -76]], [170, [-60, -123]], [171, [10, 104]], [172, [489, 581]], [173, [934, 329]], [174, [-344, -973]], [175, [-620, 770]], [176, [-18, 426]], [177, [-570, 947]], [178, [-765, -164]], [179, [-401, -720]], [180, [-56, -437]], [181, [-441, 87]], [182, [139, -8]], [183, [854, -316]], [184, [-437, 666]], [185, [-587, -989]], [186, [-620, 324]], [187, [684, 224]], [188, [398, -399]], [189, [-10, -452]], [190, [755, 981]], [191, [752, -913]], [192, [-786, 545]], [193, [-969, 739]], [194, [19, 345]], [195, [923, -319]], [196, [429, -125]], [197, [22, -193]], [198, [-881, 700]], [199, [-667, 412]]] -distance = [[9223372036854775807, 1511.4843697504782, 185.94622878671134, 1079.158931761212, 475.2315225234959, 1040.5234259736778, 1465.356270672767, 1564.6085772486356, 1998.8659284704415, 1898.3174128685646, 1737.3940255451553, 517.0348150753487, 1693.1169481166976, 1254.483957649519, 463.88037250998235, 2127.2724320124116, 956.5254831942534, 1012.3541870313967, 1878.7455921438645, 759.0415008416866, 1273.807285267281, 1850.7884806211648, 1676.5515202343172, 1467.8181086224547, 674.6035873014611, 892.5250696759167, 834.8203399534538, 1019.6906393607818, 188.2471779336944, 1154.0645562532452, 657.7058613088377, 252.41434190631878, 1423.6885193046967, 1129.2696754982842, 418.5737688866802, 2362.602378734094, 1329.117752495993, 99.32270636667126, 1083.568179673065, 971.7247552676632, 458.4288385344011, 1066.2518464227858, 2086.348484793468, 1341.1550991589302, 1343.2293177265005, 546.4979414416856, 1295.7723565503318, 1215.5200533105162, 915.3889883541314, 704.3138504956437, 1909.21790270257, 804.4874144447507, 1651.102056203674, 1137.9195929414345, 1045.1607531858438, 1779.9460665986485, 413.40053217188773, 1257.8382248922155, 1909.8617751031095, 1224.0800627409958, 1339.6540598229083, 956.0047071013825, 464.3619278106249, 1625.607578722491, 1470.0411558864603, 1156.1249932425126, 1127.4772724982088, 1060.2438398783556, 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1116.7152725739898, 572.8184703725955, 940.6806046687685, 1167.6883145771392, 1225.7666988460733, 1191.554446930563, 1160.9500419914718, 558.6644789137753, 1112.7632272860205, 961.8814895817468, 656.0891707687302, 674.5168641331364, 1262.5505930456807, 54.644304369257, 831.9735572721047, 1418.3948674470025, 454.4370143375207, 554.7981614965933, 1497.0404136161455, 2050.6803748999987, 1710.9590877633516, 1922.4994148243584, 1330.507422001095, 1643.5416027591148, 860.6160584139712, 1877.6117809600578, 797.4841691218704, 1097.2843751735463, 1819.7214072489228, 656.1440390645944, 1320.1310541003118, 1340.5331029109277, 806.7824985707115, 1311.658873335594, 1004.1912168506553, 1381.9848045474307, 1687.6151812543048, 1072.8243099408216, 1585.717818528883, 1710.4321091466916, 1285.720420620284, 1136.6375851607231, 1066.9751637221927, 1623.4808283438397, 1331.5904024886931, 1096.836359718258, 1442.353978744469, 1296.0528538605206, 1777.0652773604013, 944.0895084683443, 1537.0888068033025, 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1046.0028680649016, 395.8547713492917, 908.8652265325151, 1686.2458302394703, 342.6601815209932, 1403.2822239307388, 99.76472322419383, 1364.0179617585686, 1338.6358728197897, 1085.4238803343144, 1531.6151605413156, 1941.4391569142722, 178.46568297574746, 445.1213317737086, 689.2641003272984, 1749.9888571073816, 1220.4855591116184, 916.9220250381163, 358.8035674293108, 9223372036854775807]] - -def Fitness(item): - dist = 0 - cityant = item[0] - for cityact in item[1:len(item)]: - dist = dist + distance[cityant][cityact] - cityant = cityact - dist = dist + distance[cityant][item[0]] - return dist - -class main(): - """ - GA=None - ui=None - timer=None - scenev=None - app=None - """ - def __init__(self): - self.GA = None - self.ui = None - self.timer = None - self.scenev = None - self.winneract=None - self.winnerant=None - self.scaleant=None - app = QtGui.QApplication(sys.argv) - Dialog = QtGui.QDialog() - self.ui = TSP_gui.Ui_Dialog() - self.ui.setupUi(Dialog) - Dialog.showMaximized() - self.scenev = SCENE() - self.ui.graphicsView.setScene - self.ui.graphicsView.setScene(self.scenev) - - self.ui.start.clicked.connect(self.start) - self.ui.stop.clicked.connect(self.stop) - self.ui.init.clicked.connect(self.init) - - self.timer = QtCore.QTimer() - QtCore.QTimer.connect(self.timer, QtCore.SIGNAL("timeout()"), self.update_view) - sys.exit(app.exec_()) - - - @QtCore.Slot() - def update_view(self): - winneract__ = self.GA.Winner_Probability() - if winneract__[0] is not self.winneract: - self.winnerant = self.winneract - self.winneract = winneract__[0] - self.scenev.Clear() - self.scenev.RePaint() - self.ui.dist.setText(str(winneract__[1]) + " km") - self.scenev.Paint_road(self.winneract, RED, 3) - if self.winnerant is not None: - self.scenev.Paint_road(self.winnerant, BLACK) - - @QtCore.Slot() - def start(self): - self.GA.start(0) - self.timer.start(0) - - @QtCore.Slot() - def stop(self): - self.GA.stop() - self.timer.stop() - - @QtCore.Slot() - def init(self): - try: - self.GA=GeneticAlgorithm_gui() - self.scenev.set_listCities(pcities[:self.GA.getattrGemeticAlgorithm().N_CHROMOSOMES]) - self.scenev.RePaint() - scale = [self.ui.graphicsView.width() / self.scenev.width() - 0.01, self.ui.graphicsView.height() / self.scenev.height() - 0.01] - scale.sort() - print self.scaleant , scale[0] - if self.scaleant != scale[0]: - self.ui.graphicsView.scale(scale[0], scale[0]) - self.scaleant = scale[0] - except: - pass - -if __name__ == "__main__": - main() - diff --git a/examples/Traveling_Salesman_Problem/scene.py b/examples/Traveling_Salesman_Problem/scene.py deleted file mode 100644 index cdb4979..0000000 --- a/examples/Traveling_Salesman_Problem/scene.py +++ /dev/null @@ -1,79 +0,0 @@ - -from PySide import QtCore,QtGui -import copy - -RED = QtCore.Qt.red -BLUE = QtCore.Qt.blue -BLACK = QtCore.Qt.black -YELLOW = QtCore.Qt.yellow -GREEN = QtCore.Qt.green - -class SCENE(QtGui.QGraphicsScene): - - def __init__(self): - QtGui.QGraphicsScene.__init__(self) - self.__N_cities=0 - self.__listCitys=[] - - def __draw_road(self,Road,pen): - for i in range(len(Road) - 1): - p1 = None - p2 = None - for x in self.__listCitys: - if x[0] is Road[i]: - p1 = x[1] - elif x[0] is Road[i + 1]: - p2 = x[1] - if p1 is not None and p2 is not None: - break - item = QtGui.QGraphicsLineItem(p1[0], p1[1], p2[0], p2[1]) - item.setPen(pen) - self.addItem(item) - p1 = None - p2 = None - for x in self.__listCitys: - if x[0] is Road[0]: - p1 = x[1] - elif x[0] is Road[len(Road) - 1]: - p2 = x[1] - if p1 is not None and p2 is not None: - break - item = QtGui.QGraphicsLineItem(p1[0], p1[1], p2[0], p2[1]) - item.setPen(pen) - self.addItem(item) - - def addCity(self,x,y): - punto = copy.copy([self.__N_cities, [x, y]]) - self.__listCitys.append(punto) - self.__N_cities+=1 - item=QtGui.QGraphicsEllipseItem(x-2,y-2,4,4) - label = QtGui.QGraphicsTextItem(QtCore.QString(str(x[0])), item) - label.moveBy(x[1][0], x[1][1]) - self.addItem(item) - - def Paint_road(self,Road1,color,size=1): - pen=QtGui.QPen() - pen.setColor(color); - pen.setWidth(size); - self.__draw_road(Road1,pen) - - def RePaint(self): - for x in self.__listCitys: - item = QtGui.QGraphicsEllipseItem(x[1][0]-5, x[1][1]-5, 10, 10) - self.set_text(str(x[0]),x[1][0], x[1][1]) - self.addItem(item) - - def get_listCities(self): - return copy.copy(self.__listCitys) - - def set_listCities(self,listcities): - self.__listCitys = copy.copy(listcities) - self.__N_cities = len(listcities) - - def set_text(self, text, x, y): - label = QtGui.QGraphicsTextItem(text) - label.moveBy(x, y) - self.addItem(label) - - def Clear(self): - self.clear() \ No newline at end of file diff --git a/examples/simple_NONGUI_example/main.py b/examples/simple_NONGUI_example/main.py deleted file mode 100644 index 59dbeab..0000000 --- a/examples/simple_NONGUI_example/main.py +++ /dev/null @@ -1,81 +0,0 @@ -from GeneticAlgorithm.Genetic_Algorithm import * -from GeneticAlgorithm.Genetic_Algorithm_attr import * -from GeneticAlgorithm.Chromosome import * - -""" - -Distance matrix between each city. -Used in the library to calculate each generation, fitness, etc. - -""" - -distance = [ - [9.22337203685e+18, 20.0, 15.0, 30.0, 25.0, 40.0, 30.0, 60.0, 50.0, 45.0], - [20.0, 9.22337203685e+18, 30.0, 20.0, 15.0, 15.0, 20.0, 40.0, 40.0, 30.0], - [15.0, 30.0, 9.22337203685e+18, 25.0, 30.0, 20.0, 30.0, 40.0, 45.0, 50.0], - [30.0, 20.0, 25.0, 9.22337203685e+18, 20.0, 30.0, 10.0, 50.0, 40.0, 30.0], - [25.0, 15.0, 30.0, 20.0, 9.22337203685e+18, 10.0, 20.0, 20.0, 30.0, 40.0], - [40.0, 15.0, 20.0, 30.0, 10.0, 9.22337203685e+18, 20.0, 30.0, 20.0, 30.0], - [30.0, 20.0, 30.0, 10.0, 20.0, 20.0, 9.22337203685e+18, 35.0, 40.0, 30.0], - [60.0, 40.0, 40.0, 50.0, 20.0, 30.0, 35.0, 9.22337203685e+18, 30.0, 15.0], - [50.0, 40.0, 45.0, 40.0, 30.0, 20.0, 40.0, 30.0, 9.22337203685e+18, 20.0], - [45.0, 30.0, 50.0, 30.0, 40.0, 30.0, 30.0, 15.0, 20.0, 9.22337203685e+18]] - -""" - -Function defined to calculate the fitness of each individual -Used in the library - Necessary to past it to the Atributes - -""" - - -def fitness(item): - dist = 0 - cityant = item[0] - for cityact in item[1:10]: - dist = dist + distance[cityant][cityact] - cityant = cityact - dist = dist + distance[cityant][item[0]] - return dist - - -GA = GeneticAlgorithm() - -""" - - Call to configure the chromosome values. - interval of values [minvalue,maxvalue) - size of 10 chromosomes - -""" -chrom = chromosome_t(10, maxvalue=10, minvalue=0, - chromosomes_is_float=False) - -""" - -Configure the attr of the algorithm, child gen, selection type,pool size, elitism, mutation, etc - -""" -GA_attr = GeneticAlgorithm_Attr_t(fitness, chromosomes=chrom, itmax=500, - child_type=CHILD_FLIP, - selection_type=FILL_NEXT_GENERATION, - High_Low=False, - size_pool=1000, - porcent_elitism=10, porcent_mute=3, - can_repeated_chro=False) -GA.setattrGeneticAlgorithm(GA_attr) - -""" - -Run the Genetic Algorithm Until the conditions are fulfilled - -""" - -GA.run() - -""" - -Print the best individual - -""" -print GA.Winner_Probability() diff --git a/README.md b/index.md similarity index 89% rename from README.md rename to index.md index 51541fe..ab6df58 100644 --- a/README.md +++ b/index.md @@ -1,101 +1,93 @@ -# Genetic Algorithm Library for Python - -Genetic Algorithm Library is a generic implementation of differents method to resolve genetic algorithm problems for Python. Currently working on Python 2.7. - -You can : - - Use different methods for filling the next generation. - - Work with float or integer values, what best suits your problem. - - Define your fitness function, to fit the problem. - - Adjust almost all parameters of the algorithm. - -Web ---------- -Please feel free to visit our [website](https://ibarbech.github.io/GeneticAlgorithmLibraryPython/). - - -Some history of the project ---------- - -This project started as a project for an university subject of bio-inspired computing, after the first work we started to think to public the project on GitHub and here we are. - - - -### Tech - -Our library uses a few open source projects to work properly: - -* PySide - For creating the User interface. - - -And of course the library itself is open source with a [public repository](https://github.com/ibarbech/GeneticAlgorithmLibraryPython) - on GitHub. - - -### Installation - -Our library requires [Python](https://www.python.org/downloads/) 2.7.x to run. - -Currently we haven't got a release, but we are working on it. -Anyways, you can download the content of the Master branch. - -Install the dependencies. - -```sh -$ cd GeneticAlgorithmPythonLibrary -$ sudo install.sh -``` - -If you can't launch the script... - -```sh -$ sudo chmod 557 install.sh -``` - - -### User Interface - -We currently offer a simple user interface for our example problem [TSP](https://en.wikipedia.org/wiki/Travelling_salesman_problem). - - -We will try to offer a way to easy change the ui for visualization of the results. - - - -### Development - -Want to contribute? Great! - -Feel free to modify the code and submit a pull request, we will integrate it on the repository version. - -You can contact us in our GitHub profiles : -- [Ivan Barbecho] -- [Juan Pedro Torres] - -### Todos - - - ~~Example of use in a implementation (GUI) (NONGUI)~~ - - Update help information - - Mutation methods - - Release a stable version - - Add Code Comments - - Comparison between methods - - Cython (?) - - More improvements to come - - -License ----- - -[GPL-3.0] - - - -[//]: # (These are reference links used in the body of this note and get stripped out when the markdown processor does its job. There is no need to format nicely because it shouldn't be seen. Thanks SO - http://stackoverflow.com/questions/4823468/store-comments-in-markdown-syntax) - -[Ivan Barbecho]: -[Juan Pedro Torres]: - [GPL-3.0]: - [Pyparsing]: - [PySide]: - [Numpy]: - +# Genetic Algorithm Library for Python + +Genetic Algorithm Library is a generic implementation of differents method to resolve genetic algorithm problems for Python. Currently working on Python 2.7. + +You can : + - Use different methods for filling the next generation. + - Work with float or integer values, what best suits your problem. + - Define your fitness function, to fit the problem. + - Adjust almost all parameters of the algorithm. + + +Some history of the project +--------- + +This project started as a project for an university subject of bio-inspired computing, after the first work we started to think to public the project on GitHub and here we are. + + + +### Tech + +Our library uses a few open source projects to work properly: + +* PySide - For creating the User interface. + +And of course the library itself is open source with a [public repository](https://github.com/ibarbech/GeneticAlgorithmLibraryPython) + on GitHub. + + +### Installation + +Our library requires [Python](https://www.python.org/downloads/) 2.7.x to run. + +Currently we haven't got a release, but we are working on it. +Anyways, you can download the content of the Master branch. + +Install the dependencies. + +```sh +$ cd GeneticAlgorithmPythonLibrary +$ sudo install.sh +``` + +If you can launch the script... + +```sh +$ sudo chmod 557 install.sh +``` + + +### User Interface + +We currently offer a simple user interface for our example problem [TSP](https://en.wikipedia.org/wiki/Travelling_salesman_problem). + + +We will try to offer a way to easy change the ui for visualization of the results. + + + +### Development + +Want to contribute? Great! + +Feel free to modify the code and submit a pull request, we will integrate it on the repository version. + +You can contact us in our GitHub profiles : +- [Ivan Barbecho] +- [Juan Pedro Torres] + +### Todos + + - Example of use in a implementation + - Release a stable version + - Add Code Comments + - Comparison between methods + - Cython (?) + - More improvements to come + + +License +---- + +[GPL-3.0] + + + +[//]: # (These are reference links used in the body of this note and get stripped out when the markdown processor does its job. There is no need to format nicely because it shouldn't be seen. Thanks SO - http://stackoverflow.com/questions/4823468/store-comments-in-markdown-syntax) + +[Ivan Barbecho]: +[Juan Pedro Torres]: + [GPL-3.0]: + [Pyparsing]: + [PySide]: + [Numpy]: \ No newline at end of file diff --git a/install.sh b/install.sh deleted file mode 100755 index 1e4e255..0000000 --- a/install.sh +++ /dev/null @@ -1,5 +0,0 @@ -#!/usr/bin/env bash - -sudo apt-get update -sudo apt-get install python2.7 python-pyside pyside-tools python-pip -sudo python setup.py install diff --git a/performanceTest/main.py b/performanceTest/main.py deleted file mode 100755 index 42e786c..0000000 --- a/performanceTest/main.py +++ /dev/null @@ -1,1119 +0,0 @@ -from GeneticAlgorithm.Genetic_Algorithm import * -from GeneticAlgorithm.Genetic_Algorithm_attr import * -from GeneticAlgorithm.Chromosome import * -import time - -""" - -Distance matrix between each city. -Used in the library to calculate each generation, fitness, etc. - -""" - -distance = [ - [9.22337203685e+18, 77.0, 30.0, 52.0, 30.0, 28.0, 28.0, 91.0, 35.0, 26.0, 61.0, 56.0, 27.0, 44.0, 35.0, 71.0, 55.0, - 58.0, 30.0, 74.0], - [77.0, 9.22337203685e+18, 41.0, 39.0, 82.0, 64.0, 72.0, 99.0, 89.0, 28.0, 40.0, 64.0, 72.0, 86.0, 86.0, 82.0, 94.0, - 33.0, 64.0, 42.0], - [30.0, 41.0, 9.22337203685e+18, 22.0, 37.0, 32.0, 39.0, 22.0, 83.0, 41.0, 92.0, 77.0, 88.0, 46.0, 55.0, 28.0, 23.0, - 56.0, 21.0, 60.0], - [52.0, 39.0, 22.0, 9.22337203685e+18, 49.0, 55.0, 90.0, 94.0, 24.0, 22.0, 74.0, 26.0, 72.0, 26.0, 36.0, 93.0, 61.0, - 98.0, 69.0, 49.0], - [30.0, 82.0, 37.0, 49.0, 9.22337203685e+18, 30.0, 61.0, 55.0, 65.0, 26.0, 23.0, 73.0, 77.0, 99.0, 35.0, 82.0, 41.0, - 90.0, 93.0, 60.0], - [28.0, 64.0, 32.0, 55.0, 30.0, 9.22337203685e+18, 42.0, 83.0, 39.0, 36.0, 24.0, 95.0, 55.0, 98.0, 20.0, 58.0, 92.0, - 95.0, 91.0, 30.0], - [28.0, 72.0, 39.0, 90.0, 61.0, 42.0, 9.22337203685e+18, 61.0, 54.0, 28.0, 91.0, 77.0, 55.0, 62.0, 96.0, 31.0, 23.0, - 91.0, 49.0, 100.0], - [91.0, 99.0, 22.0, 94.0, 55.0, 83.0, 61.0, 9.22337203685e+18, 43.0, 100.0, 46.0, 65.0, 90.0, 60.0, 63.0, 80.0, 69.0, - 39.0, 60.0, 62.0], - [35.0, 89.0, 83.0, 24.0, 65.0, 39.0, 54.0, 43.0, 9.22337203685e+18, 31.0, 97.0, 56.0, 93.0, 94.0, 39.0, 33.0, 32.0, - 46.0, 94.0, 92.0], - [26.0, 28.0, 41.0, 22.0, 26.0, 36.0, 28.0, 100.0, 31.0, 9.22337203685e+18, 70.0, 81.0, 22.0, 43.0, 21.0, 72.0, 99.0, - 70.0, 38.0, 98.0], - [61.0, 40.0, 92.0, 74.0, 23.0, 24.0, 91.0, 46.0, 97.0, 70.0, 9.22337203685e+18, 73.0, 69.0, 59.0, 71.0, 64.0, 78.0, - 66.0, 42.0, 80.0], - [56.0, 64.0, 77.0, 26.0, 73.0, 95.0, 77.0, 65.0, 56.0, 81.0, 73.0, 9.22337203685e+18, 73.0, 28.0, 36.0, 91.0, 64.0, - 68.0, 30.0, 26.0], - [27.0, 72.0, 88.0, 72.0, 77.0, 55.0, 55.0, 90.0, 93.0, 22.0, 69.0, 73.0, 9.22337203685e+18, 79.0, 73.0, 43.0, 87.0, - 65.0, 30.0, 27.0], - [44.0, 86.0, 46.0, 26.0, 99.0, 98.0, 62.0, 60.0, 94.0, 43.0, 59.0, 28.0, 79.0, 9.22337203685e+18, 88.0, 40.0, 39.0, - 68.0, 31.0, 70.0], - [35.0, 86.0, 55.0, 36.0, 35.0, 20.0, 96.0, 63.0, 39.0, 21.0, 71.0, 36.0, 73.0, 88.0, 9.22337203685e+18, 54.0, 58.0, - 50.0, 29.0, 63.0], - [71.0, 82.0, 28.0, 93.0, 82.0, 58.0, 31.0, 80.0, 33.0, 72.0, 64.0, 91.0, 43.0, 40.0, 54.0, 9.22337203685e+18, 39.0, - 84.0, 49.0, 25.0], - [55.0, 94.0, 23.0, 61.0, 41.0, 92.0, 23.0, 69.0, 32.0, 99.0, 78.0, 64.0, 87.0, 39.0, 58.0, 39.0, 9.22337203685e+18, - 68.0, 63.0, 60.0], - [58.0, 33.0, 56.0, 98.0, 90.0, 95.0, 91.0, 39.0, 46.0, 70.0, 66.0, 68.0, 65.0, 68.0, 50.0, 84.0, 68.0, - 9.22337203685e+18, 79.0, 87.0], - [30.0, 64.0, 21.0, 69.0, 93.0, 91.0, 49.0, 60.0, 94.0, 38.0, 42.0, 30.0, 30.0, 31.0, 29.0, 49.0, 63.0, 79.0, - 9.22337203685e+18, 26.0], - [74.0, 42.0, 60.0, 49.0, 60.0, 30.0, 100.0, 62.0, 92.0, 98.0, 80.0, 26.0, 27.0, 70.0, 63.0, 25.0, 60.0, 87.0, 26.0, - 9.22337203685e+18]] - -""" - -Function defined to calculate the fitness of each individual -Used in the library - Necessary to past it to the Atributes - -""" - - -def fitness(item): - dist = 0 - cityant = item[0] - for cityact in item[1:10]: - dist = dist + distance[cityant][cityact] - cityant = cityact - dist = dist + distance[cityant][item[0]] - return dist - - -GA = GeneticAlgorithm() - -""" - - Call to configure the chromosome values. - interval of values [minvalue,maxvalue) - size of 10 chromosomes - -""" - -pool20 = [[[9, 7, 5, 16, 14, 15, 12, 8, 17, 4, 3, 11, 6, 13, 1, 19, 0, 10, 2, 18], 0, 0], - [[9, 12, 1, 17, 15, 16, 11, 6, 2, 13, 8, 19, 14, 0, 10, 18, 4, 7, 3, 5], 0, 0], - [[2, 19, 16, 10, 5, 3, 15, 9, 0, 11, 13, 12, 18, 7, 8, 1, 6, 4, 14, 17], 0, 0], - [[8, 17, 7, 3, 4, 2, 1, 9, 10, 19, 13, 16, 11, 14, 6, 18, 15, 12, 0, 5], 0, 0], - [[13, 15, 7, 8, 16, 1, 9, 6, 5, 19, 10, 4, 14, 18, 12, 2, 11, 17, 3, 0], 0, 0], - [[18, 19, 5, 12, 15, 8, 9, 13, 11, 6, 4, 14, 17, 16, 3, 7, 0, 1, 10, 2], 0, 0], - [[15, 0, 19, 2, 13, 1, 7, 4, 12, 18, 11, 16, 6, 9, 10, 17, 14, 3, 8, 5], 0, 0], - [[13, 7, 10, 19, 16, 14, 2, 8, 17, 3, 5, 12, 11, 9, 0, 15, 1, 18, 6, 4], 0, 0], - [[10, 17, 0, 19, 2, 9, 5, 13, 18, 11, 12, 8, 3, 6, 4, 14, 1, 15, 7, 16], 0, 0], - [[11, 4, 19, 9, 13, 7, 18, 10, 2, 1, 8, 3, 15, 5, 0, 14, 16, 12, 17, 6], 0, 0], - [[0, 2, 12, 19, 1, 4, 15, 9, 5, 16, 3, 18, 7, 13, 14, 8, 6, 11, 17, 10], 0, 0], - [[12, 11, 3, 6, 0, 4, 18, 10, 9, 2, 19, 14, 13, 16, 8, 1, 17, 7, 15, 5], 0, 0], - [[13, 2, 1, 6, 14, 9, 18, 12, 19, 10, 0, 4, 5, 7, 16, 15, 17, 3, 8, 11], 0, 0], - [[3, 8, 18, 17, 13, 19, 11, 6, 0, 2, 1, 15, 14, 7, 4, 12, 5, 16, 10, 9], 0, 0], - [[5, 8, 12, 15, 0, 16, 6, 18, 1, 2, 17, 9, 14, 11, 7, 3, 10, 13, 4, 19], 0, 0], - [[7, 10, 19, 8, 1, 3, 0, 2, 13, 15, 16, 12, 11, 6, 17, 9, 14, 5, 4, 18], 0, 0], - [[13, 10, 18, 7, 6, 8, 12, 16, 14, 9, 11, 0, 2, 5, 3, 19, 15, 4, 17, 1], 0, 0], - [[10, 13, 17, 15, 11, 0, 9, 3, 4, 19, 7, 16, 8, 2, 18, 5, 1, 14, 6, 12], 0, 0], - [[7, 15, 1, 18, 16, 13, 0, 12, 11, 6, 2, 10, 9, 5, 17, 8, 14, 4, 3, 19], 0, 0], - [[8, 18, 16, 12, 7, 4, 6, 9, 5, 2, 19, 15, 10, 3, 14, 1, 11, 0, 13, 17], 0, 0], - [[11, 12, 10, 9, 15, 13, 19, 1, 18, 6, 4, 2, 0, 7, 17, 8, 5, 16, 14, 3], 0, 0], - [[15, 3, 18, 4, 12, 9, 8, 1, 16, 6, 11, 17, 14, 13, 10, 0, 5, 2, 19, 7], 0, 0], - [[1, 16, 3, 13, 19, 8, 15, 18, 5, 2, 17, 6, 9, 4, 0, 7, 10, 14, 12, 11], 0, 0], - [[5, 10, 0, 18, 4, 19, 9, 16, 14, 1, 13, 12, 11, 15, 8, 7, 6, 17, 3, 2], 0, 0], - [[1, 0, 8, 2, 4, 6, 15, 12, 11, 10, 7, 13, 16, 18, 17, 5, 14, 19, 3, 9], 0, 0], - [[9, 6, 3, 10, 12, 17, 14, 11, 19, 2, 8, 18, 1, 0, 7, 5, 15, 13, 4, 16], 0, 0], - [[7, 4, 14, 15, 16, 3, 2, 8, 0, 13, 5, 1, 11, 12, 19, 6, 10, 18, 17, 9], 0, 0], - [[12, 5, 11, 0, 16, 17, 2, 3, 14, 4, 10, 9, 6, 18, 13, 19, 15, 7, 8, 1], 0, 0], - [[9, 13, 18, 1, 10, 3, 2, 5, 14, 6, 19, 4, 11, 8, 17, 0, 16, 7, 12, 15], 0, 0], - [[19, 14, 16, 8, 4, 3, 17, 1, 10, 11, 0, 12, 7, 5, 6, 15, 18, 2, 9, 13], 0, 0], - [[19, 8, 12, 15, 4, 6, 9, 16, 11, 17, 2, 13, 3, 5, 14, 0, 10, 18, 7, 1], 0, 0], - [[12, 15, 1, 9, 4, 3, 5, 7, 10, 19, 16, 2, 0, 8, 17, 13, 14, 11, 6, 18], 0, 0], - [[7, 5, 10, 8, 4, 17, 9, 19, 3, 16, 18, 1, 2, 15, 11, 6, 0, 13, 14, 12], 0, 0], - [[2, 12, 6, 3, 14, 11, 9, 0, 5, 7, 15, 10, 4, 13, 1, 17, 8, 19, 16, 18], 0, 0], - [[0, 9, 8, 17, 10, 6, 13, 19, 3, 11, 1, 12, 16, 15, 2, 7, 5, 14, 4, 18], 0, 0], - [[5, 2, 19, 4, 14, 8, 18, 3, 11, 10, 7, 13, 17, 12, 16, 9, 6, 15, 0, 1], 0, 0], - [[16, 7, 1, 5, 12, 0, 2, 9, 10, 14, 19, 11, 8, 15, 18, 4, 17, 13, 6, 3], 0, 0], - [[19, 14, 3, 18, 13, 4, 1, 0, 6, 16, 15, 8, 11, 2, 7, 12, 5, 9, 17, 10], 0, 0], - [[1, 13, 17, 10, 16, 0, 12, 14, 18, 5, 11, 4, 19, 3, 7, 15, 9, 8, 6, 2], 0, 0], - [[8, 5, 0, 3, 17, 7, 4, 11, 6, 13, 14, 16, 1, 2, 9, 18, 15, 19, 12, 10], 0, 0], - [[0, 15, 1, 17, 9, 7, 6, 14, 18, 11, 12, 8, 13, 2, 10, 5, 16, 3, 4, 19], 0, 0], - [[14, 2, 4, 11, 6, 16, 8, 5, 19, 17, 3, 7, 0, 15, 10, 18, 9, 12, 1, 13], 0, 0], - [[0, 11, 18, 5, 10, 16, 4, 19, 7, 6, 3, 12, 9, 1, 8, 13, 17, 14, 2, 15], 0, 0], - [[2, 0, 19, 1, 4, 3, 18, 13, 11, 8, 5, 9, 17, 12, 16, 14, 6, 15, 10, 7], 0, 0], - [[6, 16, 7, 19, 2, 11, 8, 0, 9, 18, 4, 15, 17, 12, 10, 13, 5, 3, 1, 14], 0, 0], - [[6, 8, 17, 19, 0, 5, 14, 2, 4, 1, 16, 13, 7, 9, 15, 11, 3, 18, 10, 12], 0, 0], - [[7, 11, 3, 13, 2, 18, 19, 4, 10, 14, 15, 8, 17, 16, 6, 5, 0, 9, 12, 1], 0, 0], - [[10, 11, 9, 0, 14, 3, 12, 2, 13, 7, 19, 18, 15, 17, 8, 1, 5, 4, 16, 6], 0, 0], - [[19, 15, 12, 10, 8, 3, 14, 7, 9, 5, 1, 16, 18, 4, 0, 2, 17, 11, 13, 6], 0, 0], - [[2, 4, 10, 9, 18, 12, 13, 3, 0, 19, 8, 5, 16, 15, 1, 14, 11, 17, 6, 7], 0, 0], - [[7, 8, 9, 13, 11, 18, 12, 2, 15, 17, 10, 5, 3, 1, 6, 16, 19, 14, 0, 4], 0, 0], - [[11, 18, 0, 16, 5, 15, 4, 1, 17, 9, 7, 19, 3, 2, 10, 6, 13, 12, 8, 14], 0, 0], - [[15, 6, 4, 1, 7, 5, 0, 10, 14, 2, 11, 19, 12, 9, 17, 13, 18, 16, 8, 3], 0, 0], - [[15, 8, 9, 1, 18, 6, 16, 0, 10, 12, 19, 5, 4, 17, 2, 3, 7, 11, 14, 13], 0, 0], - [[17, 18, 2, 6, 3, 15, 7, 8, 4, 9, 14, 16, 19, 12, 5, 0, 13, 1, 10, 11], 0, 0], - [[12, 16, 10, 14, 9, 7, 4, 15, 5, 3, 1, 2, 8, 11, 13, 19, 18, 6, 0, 17], 0, 0], - [[18, 5, 0, 3, 9, 12, 17, 2, 19, 14, 13, 1, 6, 8, 10, 15, 11, 7, 16, 4], 0, 0], - [[15, 4, 10, 0, 14, 9, 11, 3, 18, 7, 19, 17, 13, 8, 5, 2, 12, 6, 16, 1], 0, 0], - [[9, 15, 17, 13, 19, 4, 16, 10, 14, 6, 2, 1, 0, 12, 11, 5, 18, 8, 3, 7], 0, 0], - [[10, 17, 19, 15, 3, 0, 7, 18, 14, 12, 9, 4, 1, 13, 8, 11, 2, 5, 6, 16], 0, 0], - [[18, 2, 19, 10, 7, 0, 9, 8, 11, 5, 6, 17, 1, 4, 12, 3, 16, 13, 14, 15], 0, 0], - [[9, 8, 5, 17, 6, 19, 15, 11, 7, 3, 1, 18, 12, 13, 2, 4, 14, 0, 10, 16], 0, 0], - [[19, 3, 15, 16, 17, 18, 6, 8, 5, 0, 2, 12, 4, 10, 9, 13, 14, 11, 7, 1], 0, 0], - [[5, 7, 16, 14, 18, 9, 4, 2, 6, 10, 11, 19, 8, 15, 0, 3, 1, 17, 12, 13], 0, 0], - [[12, 11, 13, 10, 6, 18, 15, 8, 9, 2, 0, 19, 16, 3, 17, 14, 1, 4, 5, 7], 0, 0], - [[17, 12, 9, 0, 18, 13, 8, 2, 3, 15, 5, 6, 16, 4, 1, 7, 14, 19, 10, 11], 0, 0], - [[11, 6, 10, 16, 3, 0, 8, 15, 5, 17, 18, 7, 19, 14, 1, 2, 13, 4, 12, 9], 0, 0], - [[6, 17, 12, 2, 8, 4, 11, 5, 9, 15, 10, 14, 7, 1, 0, 13, 19, 18, 3, 16], 0, 0], - [[0, 16, 6, 10, 3, 12, 4, 14, 17, 2, 9, 13, 11, 5, 8, 19, 15, 1, 18, 7], 0, 0], - [[14, 12, 19, 7, 9, 8, 0, 11, 3, 13, 17, 10, 15, 5, 2, 1, 6, 16, 4, 18], 0, 0], - [[6, 12, 1, 17, 2, 19, 9, 8, 11, 7, 5, 18, 13, 0, 16, 15, 4, 10, 3, 14], 0, 0], - [[18, 14, 10, 13, 3, 11, 5, 4, 8, 1, 15, 16, 6, 7, 2, 19, 0, 12, 9, 17], 0, 0], - [[0, 6, 17, 18, 7, 12, 4, 14, 1, 5, 11, 13, 9, 10, 2, 19, 8, 3, 15, 16], 0, 0], - [[7, 11, 0, 18, 4, 14, 9, 17, 12, 1, 3, 13, 8, 6, 2, 5, 10, 16, 15, 19], 0, 0], - [[4, 12, 7, 14, 13, 3, 19, 16, 15, 0, 5, 9, 8, 1, 6, 10, 17, 2, 18, 11], 0, 0], - [[19, 15, 2, 9, 0, 6, 7, 8, 4, 16, 10, 18, 5, 1, 17, 14, 3, 12, 11, 13], 0, 0], - [[4, 14, 18, 5, 11, 3, 16, 12, 10, 2, 19, 1, 9, 0, 15, 6, 8, 17, 7, 13], 0, 0], - [[19, 13, 4, 15, 7, 11, 3, 10, 12, 17, 9, 18, 5, 14, 8, 1, 16, 6, 0, 2], 0, 0], - [[3, 9, 16, 17, 1, 0, 2, 13, 11, 10, 5, 15, 4, 8, 18, 7, 19, 14, 12, 6], 0, 0], - [[5, 13, 19, 6, 9, 0, 11, 10, 7, 8, 1, 12, 16, 17, 4, 18, 14, 2, 15, 3], 0, 0], - [[2, 19, 12, 9, 11, 14, 5, 16, 18, 0, 4, 13, 7, 8, 10, 17, 1, 3, 15, 6], 0, 0], - [[0, 10, 8, 15, 2, 14, 6, 9, 3, 17, 4, 19, 13, 1, 16, 11, 5, 18, 7, 12], 0, 0], - 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13, 0, 6, 14, 4, 3], 0, 0], [[6, 13, 0, 2, 3, 8, 12, 4, 1, 14, 7, 5, 10, 11, 9], 0, 0], [[2, 5, 7, 14, 12, 1, 8, 0, 3, 10, 13, 9, 4, 11, 6], 0, 0], [[0, 7, 8, 2, 3, 1, 14, 10, 11, 4, 5, 12, 9, 6, 13], 0, 0], [[2, 4, 13, 0, 7, 3, 5, 6, 10, 9, 14, 1, 12, 8, 11], 0, 0], [[8, 9, 2, 7, 6, 11, 13, 0, 12, 1, 10, 4, 3, 14, 5], 0, 0], [[8, 9, 12, 5, 2, 13, 1, 14, 3, 4, 11, 6, 0, 7, 10], 0, 0], [[14, 13, 12, 8, 0, 3, 10, 5, 11, 1, 6, 9, 2, 4, 7], 0, 0], [[7, 12, 11, 13, 3, 8, 6, 1, 14, 2, 0, 5, 4, 9, 10], 0, 0], [[14, 1, 6, 2, 0, 4, 9, 10, 13, 11, 3, 8, 5, 7, 12], 0, 0], [[4, 1, 3, 12, 5, 0, 6, 9, 8, 13, 14, 2, 10, 7, 11], 0, 0], [[0, 5, 2, 9, 10, 8, 13, 14, 6, 11, 7, 12, 3, 4, 1], 0, 0], [[6, 2, 7, 9, 11, 0, 4, 13, 3, 14, 8, 5, 10, 12, 1], 0, 0], [[13, 10, 4, 2, 3, 5, 1, 9, 6, 14, 0, 11, 7, 12, 8], 0, 0], [[8, 1, 4, 6, 10, 3, 14, 9, 11, 13, 0, 12, 7, 5, 2], 0, 0], [[8, 7, 3, 11, 6, 10, 12, 13, 1, 14, 0, 5, 2, 4, 9], 0, 0], [[2, 1, 3, 6, 10, 14, 11, 9, 13, 7, 5, 0, 4, 8, 12], 0, 0], [[13, 14, 11, 12, 7, 5, 0, 9, 3, 8, 10, 4, 1, 6, 2], 0, 0], [[7, 2, 3, 4, 12, 10, 9, 11, 1, 14, 6, 0, 5, 13, 8], 0, 0], [[13, 3, 6, 1, 11, 12, 8, 5, 4, 10, 0, 7, 2, 9, 14], 0, 0], [[8, 4, 12, 2, 10, 3, 7, 5, 1, 11, 14, 6, 0, 13, 9], 0, 0], [[7, 1, 5, 6, 14, 4, 8, 10, 0, 9, 3, 11, 12, 13, 2], 0, 0], [[3, 8, 5, 9, 1, 11, 10, 2, 4, 6, 12, 0, 14, 7, 13], 0, 0], [[0, 7, 13, 2, 8, 9, 14, 6, 12, 11, 1, 10, 5, 4, 3], 0, 0], [[9, 2, 6, 1, 7, 3, 12, 8, 0, 13, 11, 5, 10, 14, 4], 0, 0], [[11, 10, 14, 4, 2, 5, 7, 8, 1, 0, 6, 9, 12, 3, 13], 0, 0], [[5, 11, 3, 9, 7, 14, 2, 4, 8, 10, 6, 12, 0, 13, 1], 0, 0], [[0, 8, 5, 12, 11, 4, 1, 13, 9, 7, 6, 3, 14, 2, 10], 0, 0], [[5, 6, 10, 2, 11, 12, 3, 13, 1, 4, 14, 7, 8, 9, 0], 0, 0], [[5, 13, 2, 12, 4, 8, 11, 9, 10, 0, 3, 7, 6, 14, 1], 0, 0], [[8, 11, 0, 1, 2, 5, 14, 10, 13, 3, 4, 12, 6, 9, 7], 0, 0], [[1, 13, 12, 8, 4, 9, 2, 6, 14, 10, 7, 5, 11, 0, 3], 0, 0], [[1, 12, 4, 11, 9, 6, 13, 7, 10, 5, 3, 8, 14, 2, 0], 0, 0], [[13, 7, 11, 0, 14, 9, 8, 3, 10, 12, 2, 5, 1, 6, 4], 0, 0], [[2, 14, 0, 4, 11, 1, 7, 5, 12, 10, 3, 9, 8, 13, 6], 0, 0], [[9, 14, 0, 5, 1, 3, 10, 11, 8, 12, 13, 7, 4, 2, 6], 0, 0], [[13, 3, 5, 4, 7, 6, 1, 14, 10, 11, 9, 12, 8, 0, 2], 0, 0], [[14, 3, 12, 1, 10, 6, 8, 7, 2, 13, 4, 5, 9, 0, 11], 0, 0], [[13, 3, 5, 7, 1, 14, 9, 12, 6, 4, 11, 0, 10, 2, 8], 0, 0], [[6, 4, 2, 1, 12, 5, 13, 7, 9, 3, 14, 11, 0, 10, 8], 0, 0], [[12, 10, 6, 0, 8, 5, 3, 2, 9, 1, 4, 11, 13, 14, 7], 0, 0], [[9, 2, 1, 7, 5, 12, 0, 10, 13, 11, 4, 8, 3, 6, 14], 0, 0], [[4, 14, 8, 9, 3, 7, 1, 5, 12, 11, 2, 6, 10, 13, 0], 0, 0], [[5, 13, 6, 8, 14, 0, 7, 9, 4, 12, 2, 3, 1, 11, 10], 0, 0], [[14, 9, 3, 1, 10, 4, 13, 6, 12, 5, 2, 7, 8, 11, 0], 0, 0], [[2, 7, 4, 14, 0, 6, 8, 10, 12, 5, 11, 9, 3, 1, 13], 0, 0], [[4, 2, 6, 7, 11, 5, 13, 8, 10, 0, 1, 14, 12, 9, 3], 0, 0], [[2, 9, 11, 3, 10, 6, 12, 1, 13, 0, 5, 14, 4, 7, 8], 0, 0], [[14, 2, 3, 5, 6, 11, 0, 10, 4, 7, 9, 1, 12, 8, 13], 0, 0], [[9, 7, 0, 8, 5, 13, 10, 6, 12, 1, 4, 11, 3, 14, 2], 0, 0], [[5, 14, 2, 7, 0, 1, 4, 6, 9, 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14, 2, 7, 5, 9, 3, 4, 11, 10, 13, 12, 1], 0, 0], [[6, 12, 7, 1, 5, 2, 8, 14, 13, 9, 11, 4, 10, 0, 3], 0, 0], [[8, 12, 0, 3, 10, 5, 4, 6, 11, 13, 14, 1, 7, 9, 2], 0, 0], [[11, 0, 2, 5, 14, 3, 8, 4, 10, 7, 9, 13, 6, 1, 12], 0, 0], [[3, 1, 8, 9, 4, 0, 5, 7, 10, 13, 12, 11, 2, 14, 6], 0, 0], [[0, 14, 5, 9, 1, 4, 3, 7, 10, 12, 2, 6, 8, 11, 13], 0, 0], [[10, 8, 2, 14, 9, 11, 4, 13, 1, 5, 3, 12, 7, 0, 6], 0, 0], [[5, 0, 8, 3, 14, 11, 10, 2, 1, 6, 7, 4, 12, 13, 9], 0, 0], [[0, 14, 11, 1, 10, 8, 12, 5, 7, 2, 9, 13, 6, 4, 3], 0, 0], [[10, 3, 9, 5, 13, 12, 14, 7, 11, 2, 0, 1, 4, 8, 6], 0, 0], [[1, 2, 10, 12, 13, 5, 4, 8, 3, 14, 6, 11, 0, 9, 7], 0, 0], [[5, 6, 14, 7, 1, 2, 13, 0, 4, 8, 10, 11, 12, 3, 9], 0, 0], [[9, 1, 13, 2, 12, 11, 3, 8, 6, 5, 4, 10, 0, 7, 14], 0, 0], [[6, 11, 12, 0, 14, 3, 9, 8, 4, 1, 7, 2, 5, 10, 13], 0, 0], [[4, 7, 8, 14, 12, 9, 2, 10, 13, 1, 6, 11, 5, 0, 3], 0, 0], [[14, 13, 3, 0, 8, 7, 10, 2, 5, 12, 4, 9, 11, 6, 1], 0, 0], [[10, 13, 0, 4, 6, 8, 1, 3, 2, 9, 12, 11, 7, 5, 14], 0, 0], [[14, 5, 1, 13, 4, 9, 6, 8, 0, 12, 3, 2, 11, 7, 10], 0, 0], [[6, 3, 10, 9, 5, 14, 0, 4, 2, 8, 1, 12, 7, 11, 13], 0, 0], [[6, 0, 12, 5, 2, 4, 3, 9, 7, 8, 13, 11, 14, 10, 1], 0, 0], [[0, 14, 8, 1, 12, 10, 9, 4, 6, 5, 2, 11, 13, 7, 3], 0, 0], [[6, 12, 13, 3, 9, 10, 8, 7, 11, 2, 5, 1, 0, 4, 14], 0, 0], [[6, 8, 11, 13, 0, 3, 1, 9, 12, 14, 5, 7, 2, 10, 4], 0, 0], [[7, 1, 13, 5, 4, 0, 8, 10, 3, 6, 12, 2, 14, 11, 9], 0, 0], [[7, 10, 8, 11, 3, 6, 0, 13, 9, 5, 4, 1, 12, 2, 14], 0, 0], [[7, 2, 14, 8, 5, 10, 3, 4, 6, 9, 11, 13, 1, 12, 0], 0, 0], [[9, 10, 2, 6, 8, 5, 4, 7, 14, 13, 1, 3, 12, 0, 11], 0, 0], [[10, 1, 6, 9, 8, 11, 2, 0, 14, 7, 5, 4, 12, 13, 3], 0, 0], [[9, 2, 5, 11, 8, 1, 0, 3, 6, 14, 7, 12, 10, 4, 13], 0, 0], [[2, 7, 6, 5, 8, 9, 1, 3, 4, 11, 0, 14, 13, 10, 12], 0, 0], [[12, 13, 3, 10, 6, 4, 9, 14, 7, 8, 0, 5, 1, 11, 2], 0, 0], [[4, 0, 6, 8, 5, 7, 11, 13, 1, 2, 14, 3, 12, 9, 10], 0, 0], [[11, 8, 10, 4, 2, 9, 12, 14, 6, 7, 0, 3, 1, 5, 13], 0, 0], [[10, 9, 12, 14, 8, 6, 5, 3, 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6, 3, 5, 11, 7, 9, 1, 2, 12, 13, 14, 10, 4], 0, 0], [[8, 3, 14, 9, 12, 5, 1, 6, 11, 4, 2, 13, 0, 10, 7], 0, 0], [[10, 5, 3, 2, 0, 11, 9, 4, 12, 6, 1, 13, 7, 14, 8], 0, 0], [[14, 11, 6, 10, 13, 1, 4, 12, 8, 9, 5, 7, 3, 0, 2], 0, 0], [[7, 5, 14, 0, 12, 4, 6, 8, 3, 9, 1, 13, 2, 11, 10], 0, 0], [[1, 3, 4, 0, 13, 14, 7, 10, 8, 11, 5, 6, 9, 12, 2], 0, 0]] - -pool20 = [[[9, 7, 5, 16, 14, 15, 12, 8, 17, 4, 3, 11, 6, 13, 1, 19, 0, 10, 2, 18], 0, 0], [[9, 12, 1, 17, 15, 16, 11, 6, 2, 13, 8, 19, 14, 0, 10, 18, 4, 7, 3, 5], 0, 0], [[2, 19, 16, 10, 5, 3, 15, 9, 0, 11, 13, 12, 18, 7, 8, 1, 6, 4, 14, 17], 0, 0], [[8, 17, 7, 3, 4, 2, 1, 9, 10, 19, 13, 16, 11, 14, 6, 18, 15, 12, 0, 5], 0, 0], [[13, 15, 7, 8, 16, 1, 9, 6, 5, 19, 10, 4, 14, 18, 12, 2, 11, 17, 3, 0], 0, 0], [[18, 19, 5, 12, 15, 8, 9, 13, 11, 6, 4, 14, 17, 16, 3, 7, 0, 1, 10, 2], 0, 0], [[15, 0, 19, 2, 13, 1, 7, 4, 12, 18, 11, 16, 6, 9, 10, 17, 14, 3, 8, 5], 0, 0], [[13, 7, 10, 19, 16, 14, 2, 8, 17, 3, 5, 12, 11, 9, 0, 15, 1, 18, 6, 4], 0, 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18, 16, 1, 17, 2], 0, 0], [[10, 3, 5, 16, 17, 14, 11, 9, 6, 12, 19, 4, 8, 1, 7, 13, 15, 0, 18, 2], 0, 0], [[13, 14, 6, 17, 7, 0, 1, 19, 10, 11, 12, 16, 2, 3, 4, 15, 9, 8, 18, 5], 0, 0], [[18, 9, 4, 1, 6, 8, 17, 12, 2, 14, 7, 19, 16, 10, 15, 11, 0, 3, 5, 13], 0, 0], [[4, 19, 17, 2, 8, 5, 12, 14, 11, 3, 9, 6, 13, 1, 0, 7, 18, 16, 10, 15], 0, 0], [[1, 3, 13, 5, 0, 6, 16, 7, 11, 10, 12, 2, 19, 9, 14, 18, 8, 15, 4, 17], 0, 0], [[9, 6, 16, 19, 15, 2, 7, 10, 12, 14, 17, 18, 11, 3, 13, 8, 5, 4, 0, 1], 0, 0], [[10, 18, 7, 1, 15, 2, 12, 3, 4, 19, 0, 8, 17, 11, 13, 5, 14, 9, 16, 6], 0, 0], [[9, 8, 18, 12, 15, 2, 7, 1, 5, 16, 19, 6, 4, 14, 3, 17, 11, 0, 10, 13], 0, 0], [[17, 10, 16, 15, 4, 3, 6, 0, 9, 19, 14, 5, 2, 12, 11, 8, 13, 18, 7, 1], 0, 0], [[3, 14, 0, 16, 8, 15, 17, 7, 9, 10, 6, 13, 5, 2, 12, 18, 1, 11, 4, 19], 0, 0], [[17, 2, 8, 6, 4, 0, 16, 18, 15, 13, 7, 5, 19, 1, 11, 14, 10, 12, 9, 3], 0, 0], [[6, 14, 2, 17, 13, 19, 3, 11, 15, 10, 18, 7, 0, 4, 5, 12, 9, 8, 16, 1], 0, 0], [[6, 1, 9, 7, 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15, 2, 11, 1, 5], 0, 0], [[1, 5, 12, 14, 10, 6, 7, 15, 17, 18, 9, 11, 8, 0, 4, 13, 16, 2, 3, 19], 0, 0], [[10, 6, 7, 4, 18, 5, 17, 14, 15, 2, 8, 3, 9, 16, 1, 19, 11, 12, 13, 0], 0, 0], [[14, 9, 19, 3, 18, 15, 12, 13, 16, 4, 2, 8, 10, 6, 1, 5, 11, 0, 7, 17], 0, 0], [[14, 12, 3, 13, 16, 10, 11, 0, 2, 17, 15, 8, 9, 7, 1, 5, 19, 4, 6, 18], 0, 0], [[19, 15, 7, 16, 3, 2, 14, 10, 18, 8, 6, 13, 1, 12, 9, 0, 4, 11, 17, 5], 0, 0], [[9, 12, 11, 17, 2, 5, 1, 14, 15, 0, 7, 8, 10, 16, 13, 4, 6, 3, 19, 18], 0, 0], [[7, 13, 18, 16, 14, 8, 4, 0, 2, 3, 12, 1, 9, 6, 19, 5, 15, 11, 10, 17], 0, 0], [[4, 11, 1, 18, 3, 16, 5, 17, 13, 0, 19, 2, 10, 14, 12, 6, 7, 8, 15, 9], 0, 0], [[8, 6, 5, 3, 10, 4, 18, 19, 14, 15, 16, 7, 2, 9, 1, 13, 17, 11, 12, 0], 0, 0], [[17, 7, 19, 2, 12, 10, 3, 16, 9, 13, 18, 4, 0, 15, 5, 8, 11, 6, 1, 14], 0, 0], [[10, 2, 14, 19, 11, 3, 6, 18, 12, 16, 13, 0, 17, 8, 5, 7, 1, 15, 9, 4], 0, 0], [[16, 18, 1, 3, 9, 4, 19, 14, 10, 6, 8, 15, 17, 11, 7, 13, 0, 2, 5, 12], 0, 0], [[5, 8, 1, 2, 11, 4, 6, 19, 18, 7, 0, 13, 14, 15, 10, 12, 17, 16, 3, 9], 0, 0], [[4, 19, 7, 10, 14, 17, 8, 9, 2, 13, 6, 1, 12, 0, 11, 18, 15, 3, 5, 16], 0, 0], [[11, 3, 17, 12, 9, 16, 1, 19, 13, 2, 18, 4, 5, 14, 0, 15, 6, 7, 8, 10], 0, 0], [[1, 5, 9, 0, 12, 7, 17, 2, 16, 19, 4, 3, 15, 6, 11, 13, 10, 18, 8, 14], 0, 0], [[3, 5, 17, 8, 6, 9, 14, 0, 18, 13, 4, 12, 11, 7, 10, 15, 1, 19, 16, 2], 0, 0], [[6, 0, 3, 11, 8, 2, 7, 1, 16, 9, 5, 17, 19, 14, 13, 12, 18, 4, 15, 10], 0, 0], [[6, 3, 12, 11, 1, 4, 16, 5, 0, 8, 7, 9, 18, 14, 13, 15, 19, 2, 17, 10], 0, 0], [[19, 2, 13, 18, 10, 12, 3, 7, 5, 6, 1, 0, 11, 17, 14, 9, 15, 8, 4, 16], 0, 0], [[5, 17, 1, 10, 8, 9, 18, 3, 16, 14, 13, 2, 11, 12, 0, 7, 4, 6, 19, 15], 0, 0], [[6, 9, 11, 12, 4, 16, 0, 3, 19, 17, 14, 18, 10, 15, 7, 1, 5, 2, 13, 8], 0, 0], [[11, 5, 3, 0, 1, 4, 19, 7, 2, 10, 9, 12, 17, 8, 18, 14, 6, 15, 16, 13], 0, 0], [[17, 0, 3, 1, 8, 10, 11, 19, 16, 2, 5, 9, 12, 6, 7, 4, 18, 15, 13, 14], 0, 0], [[4, 8, 15, 13, 12, 17, 14, 6, 5, 1, 10, 16, 0, 7, 3, 11, 2, 19, 9, 18], 0, 0], [[8, 14, 11, 0, 12, 19, 15, 13, 18, 9, 1, 3, 6, 17, 5, 10, 7, 2, 4, 16], 0, 0], [[7, 5, 1, 15, 0, 12, 18, 17, 19, 16, 6, 13, 2, 4, 9, 11, 8, 10, 14, 3], 0, 0], [[11, 7, 18, 6, 9, 0, 2, 4, 13, 12, 5, 17, 1, 14, 16, 19, 10, 15, 3, 8], 0, 0], [[1, 14, 4, 5, 13, 6, 15, 19, 12, 3, 7, 10, 17, 0, 16, 18, 2, 11, 8, 9], 0, 0], [[19, 10, 14, 17, 6, 8, 16, 7, 13, 15, 2, 0, 9, 11, 4, 3, 1, 12, 18, 5], 0, 0], [[14, 19, 18, 2, 4, 11, 0, 13, 7, 16, 12, 5, 9, 6, 10, 15, 8, 3, 17, 1], 0, 0], [[17, 5, 14, 9, 10, 6, 2, 0, 19, 1, 12, 13, 7, 16, 3, 18, 15, 11, 8, 4], 0, 0], [[10, 1, 13, 11, 9, 14, 8, 17, 7, 5, 0, 4, 16, 15, 2, 3, 18, 19, 6, 12], 0, 0], [[9, 10, 1, 11, 19, 12, 4, 13, 0, 14, 15, 16, 7, 17, 18, 2, 3, 8, 6, 5], 0, 0], [[9, 19, 5, 13, 2, 12, 17, 15, 16, 4, 18, 11, 8, 10, 7, 6, 0, 1, 3, 14], 0, 0], [[2, 4, 9, 1, 7, 0, 17, 13, 10, 6, 3, 15, 19, 5, 8, 11, 16, 12, 14, 18], 0, 0], [[4, 1, 8, 14, 13, 3, 10, 16, 11, 12, 9, 0, 6, 7, 19, 18, 2, 17, 15, 5], 0, 0], [[6, 19, 17, 2, 5, 9, 13, 11, 8, 0, 7, 4, 14, 15, 12, 10, 1, 16, 3, 18], 0, 0], [[15, 9, 4, 13, 16, 3, 11, 8, 18, 14, 7, 5, 2, 0, 1, 12, 19, 17, 10, 6], 0, 0], [[17, 6, 10, 1, 9, 0, 3, 12, 2, 19, 4, 7, 16, 15, 11, 14, 5, 18, 13, 8], 0, 0], [[10, 18, 12, 19, 4, 16, 13, 2, 0, 11, 14, 9, 15, 17, 5, 7, 1, 3, 6, 8], 0, 0], [[7, 0, 11, 1, 17, 16, 10, 5, 4, 15, 12, 13, 6, 2, 14, 18, 8, 9, 3, 19], 0, 0], [[1, 12, 2, 13, 4, 16, 9, 14, 5, 17, 18, 8, 3, 19, 6, 10, 11, 0, 15, 7], 0, 0], [[15, 6, 4, 17, 18, 9, 12, 16, 13, 7, 8, 11, 3, 5, 1, 14, 10, 2, 19, 0], 0, 0], [[4, 17, 7, 12, 9, 15, 19, 14, 8, 11, 2, 3, 6, 10, 1, 13, 18, 16, 5, 0], 0, 0], [[15, 6, 14, 13, 18, 19, 0, 9, 12, 5, 1, 16, 10, 17, 8, 3, 2, 11, 7, 4], 0, 0], [[17, 11, 7, 15, 1, 5, 0, 12, 13, 4, 2, 9, 10, 8, 6, 18, 19, 16, 3, 14], 0, 0], [[3, 10, 9, 4, 14, 17, 19, 13, 8, 6, 1, 5, 2, 7, 12, 0, 18, 15, 11, 16], 0, 0], [[0, 7, 11, 18, 17, 1, 5, 3, 6, 4, 14, 10, 2, 12, 16, 15, 19, 13, 9, 8], 0, 0], [[8, 9, 16, 15, 6, 5, 13, 18, 11, 14, 2, 0, 4, 12, 19, 7, 17, 1, 3, 10], 0, 0], [[14, 9, 8, 19, 12, 4, 10, 17, 15, 3, 0, 7, 18, 13, 16, 5, 2, 11, 1, 6], 0, 0], [[9, 16, 8, 15, 17, 7, 13, 2, 11, 0, 3, 19, 4, 18, 5, 10, 12, 6, 14, 1], 0, 0], [[13, 8, 3, 15, 7, 12, 6, 5, 16, 9, 17, 1, 19, 4, 2, 11, 10, 14, 0, 18], 0, 0], [[3, 12, 19, 0, 9, 13, 8, 1, 10, 17, 5, 7, 2, 6, 14, 15, 16, 11, 4, 18], 0, 0], [[14, 8, 15, 3, 7, 12, 11, 17, 9, 13, 4, 0, 2, 10, 16, 19, 6, 5, 1, 18], 0, 0], [[5, 7, 18, 1, 11, 4, 10, 15, 3, 2, 14, 17, 8, 16, 9, 12, 0, 19, 13, 6], 0, 0], [[14, 8, 4, 12, 19, 7, 13, 5, 3, 2, 6, 18, 11, 15, 16, 1, 10, 9, 0, 17], 0, 0], [[16, 10, 15, 6, 14, 4, 3, 2, 9, 12, 8, 13, 11, 1, 19, 0, 5, 17, 7, 18], 0, 0], [[16, 7, 1, 6, 2, 3, 9, 8, 4, 18, 14, 19, 5, 13, 15, 12, 0, 10, 17, 11], 0, 0], [[14, 18, 7, 12, 5, 17, 11, 9, 1, 2, 16, 10, 4, 15, 19, 8, 0, 6, 3, 13], 0, 0], [[9, 14, 7, 1, 6, 19, 8, 16, 13, 2, 5, 3, 0, 4, 11, 17, 10, 15, 18, 12], 0, 0], [[0, 2, 5, 15, 13, 17, 18, 14, 9, 7, 10, 12, 1, 16, 19, 8, 6, 11, 4, 3], 0, 0], [[11, 16, 13, 4, 3, 18, 15, 12, 5, 7, 8, 0, 2, 9, 17, 19, 14, 6, 1, 10], 0, 0], [[5, 6, 12, 11, 0, 8, 18, 9, 4, 1, 13, 14, 2, 3, 7, 16, 10, 17, 15, 19], 0, 0], [[17, 13, 2, 3, 18, 6, 8, 7, 1, 15, 0, 16, 10, 5, 14, 9, 12, 4, 19, 11], 0, 0], [[2, 9, 16, 4, 6, 17, 7, 10, 8, 0, 18, 15, 3, 19, 1, 13, 12, 11, 14, 5], 0, 0], [[1, 5, 9, 19, 18, 14, 8, 6, 7, 3, 13, 4, 11, 17, 0, 12, 10, 15, 2, 16], 0, 0]] - - -pool10 = [[[4, 8, 5, 0, 2, 6, 1, 3, 7, 9], 0, 0], [[0, 5, 7, 9, 3, 6, 1, 2, 4, 8], 0, 0], [[7, 1, 9, 0, 4, 3, 2, 8, 5, 6], 0, 0], [[2, 8, 4, 0, 6, 7, 9, 3, 1, 5], 0, 0], [[4, 5, 2, 8, 6, 9, 0, 7, 1, 3], 0, 0], [[8, 7, 2, 5, 9, 0, 4, 1, 3, 6], 0, 0], [[6, 0, 1, 4, 3, 9, 8, 5, 2, 7], 0, 0], [[5, 8, 3, 2, 6, 1, 0, 4, 9, 7], 0, 0], [[6, 0, 2, 4, 5, 9, 1, 3, 7, 8], 0, 0], [[3, 0, 4, 1, 5, 7, 8, 9, 6, 2], 0, 0], [[5, 6, 9, 3, 2, 1, 8, 7, 4, 0], 0, 0], [[8, 5, 1, 4, 0, 9, 6, 3, 2, 7], 0, 0], [[6, 2, 9, 0, 7, 5, 4, 8, 3, 1], 0, 0], [[6, 3, 5, 2, 1, 4, 9, 8, 7, 0], 0, 0], [[8, 3, 5, 2, 0, 4, 1, 9, 6, 7], 0, 0], [[1, 3, 2, 5, 7, 8, 4, 0, 6, 9], 0, 0], [[8, 4, 5, 1, 2, 7, 0, 3, 6, 9], 0, 0], [[7, 5, 6, 8, 9, 0, 3, 1, 2, 4], 0, 0], [[0, 4, 7, 8, 6, 5, 1, 2, 3, 9], 0, 0], [[8, 6, 3, 7, 1, 5, 9, 4, 2, 0], 0, 0], [[7, 3, 8, 1, 9, 0, 6, 4, 5, 2], 0, 0], [[7, 3, 8, 5, 2, 1, 4, 6, 9, 0], 0, 0], [[3, 9, 8, 0, 5, 4, 1, 7, 2, 6], 0, 0], [[8, 0, 2, 5, 4, 1, 7, 6, 9, 3], 0, 0], [[0, 9, 5, 8, 3, 4, 7, 1, 6, 2], 0, 0], [[3, 1, 4, 9, 2, 7, 6, 8, 5, 0], 0, 0], [[8, 4, 9, 5, 6, 7, 3, 1, 2, 0], 0, 0], [[4, 2, 8, 6, 7, 3, 5, 1, 0, 9], 0, 0], [[2, 7, 8, 9, 5, 3, 0, 4, 1, 6], 0, 0], [[6, 3, 4, 9, 2, 0, 7, 8, 5, 1], 0, 0], [[6, 3, 9, 4, 2, 0, 8, 1, 5, 7], 0, 0], [[2, 4, 9, 6, 5, 0, 3, 1, 8, 7], 0, 0], [[6, 4, 2, 9, 0, 3, 1, 7, 5, 8], 0, 0], [[5, 1, 7, 2, 0, 6, 3, 4, 8, 9], 0, 0], [[2, 4, 9, 7, 8, 1, 3, 5, 6, 0], 0, 0], [[6, 2, 1, 8, 7, 3, 4, 0, 9, 5], 0, 0], [[2, 3, 6, 4, 9, 0, 1, 8, 5, 7], 0, 0], [[1, 2, 0, 4, 6, 3, 8, 9, 5, 7], 0, 0], [[6, 4, 5, 8, 1, 3, 2, 9, 0, 7], 0, 0], [[8, 0, 3, 4, 9, 6, 7, 5, 2, 1], 0, 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0], [[4, 1, 2, 6, 9, 8, 3, 7, 0, 5], 0, 0], [[4, 8, 6, 3, 2, 0, 9, 1, 5, 7], 0, 0], [[8, 7, 5, 2, 0, 3, 6, 9, 4, 1], 0, 0], [[7, 5, 0, 1, 8, 9, 3, 4, 6, 2], 0, 0], [[0, 1, 6, 8, 2, 9, 3, 4, 7, 5], 0, 0], [[9, 4, 1, 2, 5, 3, 8, 7, 0, 6], 0, 0], [[4, 9, 8, 5, 6, 7, 1, 3, 0, 2], 0, 0], [[5, 7, 6, 8, 2, 4, 3, 1, 0, 9], 0, 0], [[7, 3, 6, 8, 0, 2, 1, 4, 5, 9], 0, 0], [[7, 3, 1, 8, 6, 5, 2, 0, 4, 9], 0, 0], [[5, 4, 1, 0, 8, 7, 9, 2, 6, 3], 0, 0], [[8, 2, 4, 1, 9, 7, 3, 0, 6, 5], 0, 0], [[0, 7, 4, 9, 2, 1, 8, 3, 5, 6], 0, 0], [[3, 6, 4, 1, 2, 8, 0, 5, 9, 7], 0, 0], [[1, 0, 9, 6, 2, 3, 5, 8, 4, 7], 0, 0], [[8, 5, 0, 1, 6, 3, 4, 2, 9, 7], 0, 0], [[5, 3, 2, 1, 7, 4, 9, 8, 0, 6], 0, 0], [[6, 1, 3, 9, 4, 7, 5, 8, 0, 2], 0, 0], [[8, 6, 5, 7, 3, 0, 1, 9, 4, 2], 0, 0], [[2, 6, 7, 1, 3, 4, 5, 8, 9, 0], 0, 0], [[2, 1, 3, 4, 8, 0, 6, 7, 5, 9], 0, 0], [[0, 2, 3, 6, 8, 4, 7, 1, 5, 9], 0, 0], [[9, 8, 1, 0, 2, 6, 3, 4, 5, 7], 0, 0], [[5, 3, 2, 8, 4, 1, 6, 0, 7, 9], 0, 0], [[1, 5, 2, 4, 7, 6, 8, 9, 0, 3], 0, 0], [[2, 6, 3, 0, 5, 1, 4, 8, 7, 9], 0, 0], [[5, 4, 9, 6, 0, 1, 8, 3, 7, 2], 0, 0], [[8, 4, 2, 0, 5, 7, 3, 6, 1, 9], 0, 0], [[2, 8, 7, 3, 6, 5, 4, 1, 9, 0], 0, 0], [[6, 7, 2, 4, 0, 8, 1, 5, 9, 3], 0, 0], [[3, 1, 9, 5, 8, 6, 7, 4, 2, 0], 0, 0], [[8, 7, 0, 4, 5, 2, 6, 1, 9, 3], 0, 0], [[0, 1, 8, 5, 7, 3, 2, 4, 6, 9], 0, 0], [[5, 4, 1, 6, 0, 2, 3, 7, 8, 9], 0, 0], [[5, 1, 9, 3, 4, 8, 0, 7, 2, 6], 0, 0], [[1, 5, 3, 6, 8, 0, 9, 7, 2, 4], 0, 0], [[9, 0, 8, 6, 2, 5, 1, 7, 3, 4], 0, 0], [[5, 1, 4, 2, 3, 7, 8, 6, 9, 0], 0, 0], [[9, 2, 6, 0, 3, 7, 4, 5, 8, 1], 0, 0], [[9, 0, 5, 1, 4, 3, 2, 7, 8, 6], 0, 0], [[7, 3, 9, 1, 6, 2, 5, 4, 0, 8], 0, 0], [[3, 0, 9, 5, 7, 4, 6, 2, 1, 8], 0, 0], [[7, 9, 8, 4, 3, 6, 1, 0, 5, 2], 0, 0], [[8, 1, 3, 4, 0, 9, 5, 2, 6, 7], 0, 0], [[5, 0, 9, 6, 4, 3, 2, 1, 8, 7], 0, 0], [[1, 6, 0, 2, 5, 8, 3, 7, 9, 4], 0, 0], [[4, 2, 9, 7, 3, 0, 6, 8, 1, 5], 0, 0], [[3, 8, 4, 2, 5, 6, 7, 0, 1, 9], 0, 0], [[7, 2, 1, 3, 0, 6, 4, 8, 9, 5], 0, 0], [[3, 8, 2, 1, 6, 4, 7, 5, 9, 0], 0, 0], [[2, 4, 9, 5, 8, 6, 3, 1, 7, 0], 0, 0], [[8, 1, 9, 2, 4, 3, 7, 5, 0, 6], 0, 0], [[8, 6, 2, 4, 1, 7, 9, 5, 3, 0], 0, 0], [[4, 7, 6, 8, 9, 0, 2, 1, 3, 5], 0, 0], [[7, 5, 3, 6, 9, 0, 1, 2, 8, 4], 0, 0], [[5, 2, 0, 9, 4, 1, 6, 3, 8, 7], 0, 0], [[7, 0, 3, 6, 2, 1, 4, 9, 5, 8], 0, 0], [[2, 7, 4, 1, 3, 0, 9, 5, 6, 8], 0, 0], [[0, 7, 8, 5, 9, 3, 4, 1, 2, 6], 0, 0], [[3, 6, 1, 4, 7, 9, 2, 5, 8, 0], 0, 0]] - - -chrom = chromosome_t(10, maxvalue=10, minvalue=0, - chromosomes_is_float=False) - -""" - -Configure the attr of the algorithm, child gen, selection type,pool size, elitism, mutation, etc - -""" -GA_attr = GeneticAlgorithm_Attr_t(fitness, chromosomes=chrom, itmax=5000, - child_type=CHILD_FLIP, - selection_type=FILL_NEXT_GENERATION, - High_Low=False, - size_pool=1000, - porcent_elitism=10, porcent_mute=3, - can_repeated_chro=False) - -for x in range(10): - GA.setattrGeneticAlgorithm(GA_attr) - - GA.set_pool(pool10) - - start = time.time() - GA.run() - - print time.time() - start, "sec" - print GA.Winner_Probability() \ No newline at end of file diff --git a/performanceTest/pool10.txt b/performanceTest/pool10.txt deleted file mode 100755 index 4d950bd..0000000 --- a/performanceTest/pool10.txt +++ /dev/null @@ -1 +0,0 @@ -pool10 = [[[4, 8, 5, 0, 2, 6, 1, 3, 7, 9], 0, 0], [[0, 5, 7, 9, 3, 6, 1, 2, 4, 8], 0, 0], [[7, 1, 9, 0, 4, 3, 2, 8, 5, 6], 0, 0], [[2, 8, 4, 0, 6, 7, 9, 3, 1, 5], 0, 0], [[4, 5, 2, 8, 6, 9, 0, 7, 1, 3], 0, 0], [[8, 7, 2, 5, 9, 0, 4, 1, 3, 6], 0, 0], [[6, 0, 1, 4, 3, 9, 8, 5, 2, 7], 0, 0], [[5, 8, 3, 2, 6, 1, 0, 4, 9, 7], 0, 0], [[6, 0, 2, 4, 5, 9, 1, 3, 7, 8], 0, 0], [[3, 0, 4, 1, 5, 7, 8, 9, 6, 2], 0, 0], [[5, 6, 9, 3, 2, 1, 8, 7, 4, 0], 0, 0], [[8, 5, 1, 4, 0, 9, 6, 3, 2, 7], 0, 0], [[6, 2, 9, 0, 7, 5, 4, 8, 3, 1], 0, 0], [[6, 3, 5, 2, 1, 4, 9, 8, 7, 0], 0, 0], [[8, 3, 5, 2, 0, 4, 1, 9, 6, 7], 0, 0], [[1, 3, 2, 5, 7, 8, 4, 0, 6, 9], 0, 0], [[8, 4, 5, 1, 2, 7, 0, 3, 6, 9], 0, 0], [[7, 5, 6, 8, 9, 0, 3, 1, 2, 4], 0, 0], [[0, 4, 7, 8, 6, 5, 1, 2, 3, 9], 0, 0], [[8, 6, 3, 7, 1, 5, 9, 4, 2, 0], 0, 0], [[7, 3, 8, 1, 9, 0, 6, 4, 5, 2], 0, 0], [[7, 3, 8, 5, 2, 1, 4, 6, 9, 0], 0, 0], [[3, 9, 8, 0, 5, 4, 1, 7, 2, 6], 0, 0], [[8, 0, 2, 5, 4, 1, 7, 6, 9, 3], 0, 0], [[0, 9, 5, 8, 3, 4, 7, 1, 6, 2], 0, 0], [[3, 1, 4, 9, 2, 7, 6, 8, 5, 0], 0, 0], [[8, 4, 9, 5, 6, 7, 3, 1, 2, 0], 0, 0], [[4, 2, 8, 6, 7, 3, 5, 1, 0, 9], 0, 0], [[2, 7, 8, 9, 5, 3, 0, 4, 1, 6], 0, 0], [[6, 3, 4, 9, 2, 0, 7, 8, 5, 1], 0, 0], [[6, 3, 9, 4, 2, 0, 8, 1, 5, 7], 0, 0], [[2, 4, 9, 6, 5, 0, 3, 1, 8, 7], 0, 0], [[6, 4, 2, 9, 0, 3, 1, 7, 5, 8], 0, 0], [[5, 1, 7, 2, 0, 6, 3, 4, 8, 9], 0, 0], [[2, 4, 9, 7, 8, 1, 3, 5, 6, 0], 0, 0], [[6, 2, 1, 8, 7, 3, 4, 0, 9, 5], 0, 0], [[2, 3, 6, 4, 9, 0, 1, 8, 5, 7], 0, 0], [[1, 2, 0, 4, 6, 3, 8, 9, 5, 7], 0, 0], [[6, 4, 5, 8, 1, 3, 2, 9, 0, 7], 0, 0], [[8, 0, 3, 4, 9, 6, 7, 5, 2, 1], 0, 0], [[2, 1, 7, 3, 4, 0, 6, 9, 5, 8], 0, 0], [[7, 9, 2, 1, 8, 6, 0, 5, 3, 4], 0, 0], [[7, 1, 0, 9, 3, 5, 6, 2, 4, 8], 0, 0], [[5, 7, 0, 6, 9, 3, 4, 1, 2, 8], 0, 0], [[7, 8, 3, 1, 6, 4, 5, 2, 0, 9], 0, 0], [[4, 6, 9, 1, 3, 8, 2, 0, 7, 5], 0, 0], [[5, 4, 1, 7, 6, 3, 9, 8, 0, 2], 0, 0], [[1, 7, 0, 9, 2, 4, 3, 5, 6, 8], 0, 0], [[7, 0, 6, 1, 3, 5, 2, 8, 9, 4], 0, 0], [[4, 5, 1, 3, 6, 8, 7, 9, 0, 2], 0, 0], [[4, 1, 9, 6, 8, 0, 5, 2, 7, 3], 0, 0], [[5, 6, 7, 1, 9, 2, 0, 4, 8, 3], 0, 0], [[2, 4, 8, 5, 9, 6, 1, 3, 7, 0], 0, 0], [[4, 9, 2, 6, 8, 7, 1, 5, 0, 3], 0, 0], [[9, 0, 6, 4, 7, 3, 2, 1, 5, 8], 0, 0], [[6, 3, 2, 1, 8, 5, 7, 4, 9, 0], 0, 0], [[5, 0, 3, 9, 1, 8, 7, 6, 4, 2], 0, 0], [[4, 3, 9, 6, 0, 5, 8, 7, 2, 1], 0, 0], [[8, 3, 0, 4, 9, 6, 7, 5, 2, 1], 0, 0], [[4, 7, 8, 6, 9, 1, 5, 2, 0, 3], 0, 0], [[4, 1, 6, 8, 3, 9, 2, 5, 7, 0], 0, 0], [[2, 0, 6, 8, 7, 3, 5, 9, 1, 4], 0, 0], [[6, 4, 1, 7, 5, 0, 2, 9, 8, 3], 0, 0], [[5, 7, 8, 2, 0, 9, 4, 1, 6, 3], 0, 0], [[0, 4, 6, 8, 1, 5, 7, 9, 2, 3], 0, 0], [[3, 5, 9, 2, 4, 1, 8, 0, 7, 6], 0, 0], [[9, 2, 4, 3, 7, 0, 6, 1, 8, 5], 0, 0], [[3, 0, 9, 8, 1, 5, 6, 4, 7, 2], 0, 0], [[3, 2, 8, 0, 4, 9, 6, 1, 5, 7], 0, 0], [[9, 1, 0, 8, 5, 3, 2, 4, 7, 6], 0, 0], [[2, 4, 9, 0, 8, 5, 1, 3, 6, 7], 0, 0], [[7, 6, 1, 9, 5, 8, 2, 4, 0, 3], 0, 0], [[4, 5, 8, 7, 0, 2, 9, 1, 6, 3], 0, 0], [[4, 2, 5, 8, 9, 0, 7, 6, 3, 1], 0, 0], [[5, 1, 3, 0, 8, 9, 4, 6, 2, 7], 0, 0], [[7, 1, 5, 4, 0, 9, 8, 6, 2, 3], 0, 0], [[6, 7, 3, 4, 0, 8, 9, 2, 5, 1], 0, 0], [[0, 1, 7, 4, 3, 6, 9, 8, 2, 5], 0, 0], [[0, 4, 8, 6, 9, 3, 1, 7, 2, 5], 0, 0], [[4, 9, 5, 1, 3, 7, 0, 6, 2, 8], 0, 0], [[9, 5, 3, 2, 0, 8, 7, 6, 1, 4], 0, 0], [[4, 6, 1, 9, 8, 3, 7, 5, 0, 2], 0, 0], [[9, 7, 1, 4, 6, 5, 0, 2, 8, 3], 0, 0], [[6, 2, 8, 9, 5, 4, 3, 0, 7, 1], 0, 0], [[2, 6, 7, 9, 5, 4, 1, 3, 8, 0], 0, 0], [[6, 4, 3, 5, 1, 9, 2, 8, 7, 0], 0, 0], [[6, 5, 7, 3, 1, 8, 9, 0, 2, 4], 0, 0], [[2, 1, 4, 5, 3, 0, 6, 7, 9, 8], 0, 0], [[9, 6, 1, 2, 7, 5, 4, 8, 3, 0], 0, 0], [[9, 5, 2, 6, 0, 4, 8, 3, 7, 1], 0, 0], [[8, 1, 3, 7, 6, 4, 0, 2, 5, 9], 0, 0], [[3, 5, 2, 1, 9, 7, 6, 8, 0, 4], 0, 0], [[4, 0, 2, 3, 6, 7, 1, 8, 9, 5], 0, 0], [[8, 4, 1, 6, 9, 3, 5, 7, 2, 0], 0, 0], [[1, 3, 5, 7, 4, 6, 9, 0, 8, 2], 0, 0], [[1, 8, 7, 4, 2, 6, 9, 3, 5, 0], 0, 0], [[4, 5, 0, 6, 2, 7, 9, 3, 1, 8], 0, 0], [[7, 4, 0, 8, 1, 5, 2, 3, 9, 6], 0, 0], [[1, 8, 0, 2, 7, 3, 5, 4, 6, 9], 0, 0], [[6, 2, 3, 7, 5, 0, 9, 1, 4, 8], 0, 0], [[9, 2, 0, 1, 7, 6, 4, 3, 8, 5], 0, 0], [[3, 9, 6, 2, 5, 7, 4, 1, 8, 0], 0, 0], [[1, 9, 5, 0, 3, 4, 7, 6, 2, 8], 0, 0], [[8, 1, 3, 4, 9, 7, 5, 0, 2, 6], 0, 0], [[1, 2, 7, 6, 5, 0, 9, 4, 3, 8], 0, 0], [[7, 1, 4, 0, 8, 6, 3, 5, 2, 9], 0, 0], [[2, 4, 7, 8, 0, 6, 3, 9, 5, 1], 0, 0], [[3, 4, 2, 9, 5, 0, 1, 8, 7, 6], 0, 0], [[9, 1, 7, 2, 5, 3, 6, 8, 0, 4], 0, 0], [[7, 0, 9, 3, 5, 8, 4, 2, 6, 1], 0, 0], [[1, 5, 3, 9, 0, 4, 2, 7, 6, 8], 0, 0], [[4, 6, 1, 7, 8, 5, 3, 9, 0, 2], 0, 0], [[8, 4, 1, 7, 3, 6, 9, 0, 5, 2], 0, 0], [[5, 2, 3, 9, 4, 1, 7, 6, 0, 8], 0, 0], [[8, 6, 5, 3, 2, 7, 0, 9, 4, 1], 0, 0], [[2, 6, 9, 0, 4, 1, 5, 8, 7, 3], 0, 0], [[7, 9, 5, 6, 2, 3, 4, 8, 0, 1], 0, 0], [[7, 6, 5, 1, 2, 3, 0, 4, 8, 9], 0, 0], [[2, 4, 7, 8, 3, 5, 6, 1, 0, 9], 0, 0], [[2, 8, 3, 9, 5, 0, 6, 4, 7, 1], 0, 0], [[3, 9, 7, 6, 0, 2, 4, 1, 8, 5], 0, 0], [[5, 1, 0, 6, 8, 7, 2, 3, 9, 4], 0, 0], [[5, 8, 2, 6, 4, 7, 3, 9, 1, 0], 0, 0], [[8, 6, 7, 1, 5, 3, 9, 4, 0, 2], 0, 0], [[8, 0, 4, 7, 6, 3, 5, 2, 1, 9], 0, 0], [[6, 3, 0, 1, 7, 9, 5, 4, 2, 8], 0, 0], [[0, 9, 5, 1, 8, 2, 3, 7, 6, 4], 0, 0], [[3, 8, 7, 0, 1, 2, 6, 4, 5, 9], 0, 0], [[7, 5, 0, 4, 8, 2, 1, 3, 9, 6], 0, 0], [[6, 4, 5, 2, 8, 9, 7, 3, 1, 0], 0, 0], [[7, 2, 9, 1, 5, 8, 3, 6, 0, 4], 0, 0], [[9, 3, 5, 4, 8, 7, 2, 6, 1, 0], 0, 0], [[8, 1, 4, 3, 5, 2, 7, 9, 6, 0], 0, 0], [[9, 6, 3, 1, 5, 8, 0, 2, 7, 4], 0, 0], [[9, 7, 6, 1, 0, 2, 5, 4, 3, 8], 0, 0], [[4, 7, 1, 3, 6, 9, 8, 0, 2, 5], 0, 0], [[3, 2, 6, 0, 5, 1, 8, 7, 9, 4], 0, 0], [[2, 8, 9, 0, 5, 7, 1, 6, 3, 4], 0, 0], [[3, 5, 2, 4, 1, 0, 6, 7, 9, 8], 0, 0], [[0, 8, 6, 4, 5, 7, 9, 3, 2, 1], 0, 0], [[4, 9, 7, 6, 8, 2, 5, 3, 0, 1], 0, 0], [[2, 7, 1, 0, 8, 3, 9, 6, 4, 5], 0, 0], [[8, 2, 0, 1, 9, 6, 7, 5, 4, 3], 0, 0], [[9, 0, 5, 2, 7, 3, 4, 6, 1, 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1], 0, 0], [[2, 9, 4, 0, 3, 1, 7, 8, 5, 6], 0, 0], [[0, 8, 2, 3, 9, 4, 1, 6, 7, 5], 0, 0], [[8, 9, 0, 1, 6, 3, 2, 4, 5, 7], 0, 0], [[7, 3, 1, 8, 4, 9, 5, 2, 0, 6], 0, 0], [[4, 0, 9, 2, 6, 3, 7, 5, 8, 1], 0, 0], [[0, 8, 1, 9, 2, 4, 6, 7, 5, 3], 0, 0], [[6, 3, 5, 4, 0, 7, 8, 1, 9, 2], 0, 0], [[1, 6, 4, 9, 0, 7, 3, 2, 8, 5], 0, 0], [[6, 4, 8, 3, 5, 9, 7, 0, 1, 2], 0, 0], [[7, 9, 1, 6, 0, 2, 5, 4, 3, 8], 0, 0], [[0, 3, 4, 7, 5, 1, 9, 6, 2, 8], 0, 0], [[5, 2, 8, 1, 3, 6, 9, 7, 0, 4], 0, 0], [[9, 1, 3, 0, 4, 5, 7, 6, 2, 8], 0, 0], [[7, 4, 0, 5, 3, 6, 9, 1, 2, 8], 0, 0], [[9, 5, 2, 6, 0, 8, 1, 4, 7, 3], 0, 0], [[6, 0, 1, 7, 4, 3, 9, 2, 8, 5], 0, 0], [[5, 2, 8, 9, 4, 0, 6, 3, 7, 1], 0, 0], [[0, 3, 9, 2, 6, 5, 1, 4, 8, 7], 0, 0], [[9, 0, 5, 2, 1, 3, 7, 6, 8, 4], 0, 0], [[4, 7, 9, 3, 0, 8, 2, 5, 1, 6], 0, 0], [[2, 9, 1, 8, 6, 5, 3, 0, 7, 4], 0, 0], [[6, 9, 4, 2, 7, 5, 1, 8, 0, 3], 0, 0], [[2, 7, 5, 1, 8, 9, 4, 0, 3, 6], 0, 0], [[8, 9, 7, 0, 1, 6, 2, 5, 4, 3], 0, 0], [[8, 3, 0, 2, 6, 5, 1, 4, 7, 9], 0, 0], [[3, 2, 4, 6, 5, 0, 8, 1, 7, 9], 0, 0], [[1, 8, 9, 4, 7, 0, 5, 3, 6, 2], 0, 0], [[1, 0, 2, 4, 3, 8, 6, 5, 9, 7], 0, 0], [[8, 9, 0, 5, 4, 3, 2, 1, 6, 7], 0, 0], [[7, 3, 4, 1, 8, 2, 5, 9, 0, 6], 0, 0], [[6, 7, 4, 2, 1, 8, 9, 5, 3, 0], 0, 0], [[6, 2, 1, 9, 8, 5, 4, 3, 7, 0], 0, 0], [[4, 0, 8, 6, 1, 5, 2, 3, 7, 9], 0, 0], [[4, 0, 9, 7, 2, 3, 1, 5, 6, 8], 0, 0], [[7, 8, 0, 9, 1, 4, 6, 2, 3, 5], 0, 0], [[3, 6, 4, 0, 2, 9, 8, 7, 5, 1], 0, 0], [[3, 8, 2, 0, 9, 5, 7, 6, 1, 4], 0, 0], [[1, 8, 4, 7, 9, 0, 3, 5, 2, 6], 0, 0], [[0, 5, 3, 7, 9, 6, 1, 2, 8, 4], 0, 0], [[4, 6, 9, 3, 1, 2, 8, 0, 5, 7], 0, 0], [[4, 3, 7, 8, 6, 5, 9, 1, 0, 2], 0, 0], [[6, 3, 8, 7, 5, 1, 4, 0, 2, 9], 0, 0], [[5, 3, 6, 7, 9, 1, 0, 4, 2, 8], 0, 0], [[5, 7, 6, 4, 0, 1, 9, 8, 2, 3], 0, 0], [[5, 3, 8, 9, 4, 7, 0, 1, 2, 6], 0, 0], [[6, 3, 8, 5, 4, 9, 7, 2, 1, 0], 0, 0], [[3, 6, 8, 7, 1, 2, 9, 5, 4, 0], 0, 0], [[0, 8, 3, 4, 1, 7, 9, 2, 5, 6], 0, 0], [[3, 1, 9, 0, 2, 7, 6, 8, 5, 4], 0, 0], [[5, 9, 7, 3, 4, 2, 0, 8, 1, 6], 0, 0], [[8, 2, 1, 7, 6, 4, 3, 9, 5, 0], 0, 0], [[5, 8, 1, 0, 2, 4, 7, 3, 6, 9], 0, 0], [[5, 1, 7, 2, 8, 0, 3, 9, 4, 6], 0, 0], [[7, 2, 5, 6, 3, 8, 4, 0, 1, 9], 0, 0], [[7, 6, 1, 8, 2, 9, 5, 4, 3, 0], 0, 0], [[9, 4, 8, 1, 7, 3, 0, 6, 2, 5], 0, 0], [[3, 1, 6, 4, 9, 2, 5, 0, 8, 7], 0, 0], [[4, 2, 5, 1, 8, 6, 0, 3, 7, 9], 0, 0], [[1, 4, 3, 5, 7, 6, 9, 0, 8, 2], 0, 0], [[1, 8, 9, 3, 7, 5, 2, 6, 4, 0], 0, 0], [[2, 6, 9, 1, 4, 0, 8, 3, 7, 5], 0, 0], [[3, 0, 6, 4, 2, 5, 8, 7, 1, 9], 0, 0], [[7, 9, 0, 1, 8, 4, 2, 3, 5, 6], 0, 0], [[4, 1, 9, 6, 0, 7, 3, 2, 8, 5], 0, 0], [[1, 6, 0, 3, 4, 8, 5, 9, 7, 2], 0, 0], [[9, 2, 7, 1, 0, 6, 8, 3, 4, 5], 0, 0], [[4, 2, 9, 0, 1, 6, 5, 8, 7, 3], 0, 0], [[1, 4, 3, 2, 9, 7, 0, 8, 5, 6], 0, 0], [[9, 6, 4, 5, 3, 1, 0, 2, 7, 8], 0, 0], [[5, 0, 9, 4, 8, 7, 6, 3, 1, 2], 0, 0], [[6, 1, 8, 3, 0, 5, 9, 4, 7, 2], 0, 0], [[9, 4, 6, 0, 8, 7, 1, 5, 2, 3], 0, 0], [[1, 9, 6, 3, 4, 8, 2, 5, 7, 0], 0, 0], [[6, 2, 4, 9, 3, 1, 8, 5, 0, 7], 0, 0], [[2, 6, 1, 4, 9, 7, 5, 3, 8, 0], 0, 0], [[0, 7, 5, 3, 6, 8, 9, 2, 1, 4], 0, 0], [[0, 7, 1, 6, 2, 5, 3, 4, 9, 8], 0, 0], [[7, 4, 8, 6, 5, 3, 1, 0, 9, 2], 0, 0], [[3, 5, 9, 1, 0, 4, 6, 7, 8, 2], 0, 0], [[1, 5, 6, 7, 4, 8, 2, 9, 3, 0], 0, 0], [[1, 7, 6, 5, 3, 4, 8, 0, 9, 2], 0, 0], [[0, 1, 5, 8, 9, 4, 2, 3, 7, 6], 0, 0], [[8, 2, 3, 4, 6, 7, 0, 1, 5, 9], 0, 0], [[4, 0, 2, 1, 3, 7, 6, 5, 9, 8], 0, 0], [[1, 6, 3, 0, 5, 7, 9, 2, 8, 4], 0, 0], [[4, 7, 6, 5, 0, 8, 3, 1, 9, 2], 0, 0], [[1, 0, 5, 2, 7, 4, 8, 3, 9, 6], 0, 0], [[0, 8, 4, 6, 1, 9, 7, 5, 2, 3], 0, 0], [[4, 8, 9, 1, 2, 6, 5, 7, 3, 0], 0, 0], [[4, 2, 5, 6, 8, 1, 9, 7, 3, 0], 0, 0], [[8, 4, 6, 3, 1, 0, 9, 5, 7, 2], 0, 0], [[0, 4, 8, 3, 9, 1, 7, 5, 2, 6], 0, 0], [[1, 0, 7, 4, 8, 6, 3, 5, 9, 2], 0, 0], [[5, 3, 1, 2, 6, 7, 8, 9, 4, 0], 0, 0], [[3, 9, 0, 7, 2, 8, 4, 5, 6, 1], 0, 0], [[9, 8, 1, 5, 4, 2, 0, 6, 7, 3], 0, 0], [[7, 4, 5, 1, 3, 6, 2, 0, 8, 9], 0, 0], [[0, 4, 5, 6, 3, 8, 1, 7, 2, 9], 0, 0], [[4, 3, 9, 7, 0, 1, 8, 2, 5, 6], 0, 0], [[2, 7, 5, 0, 6, 8, 4, 3, 9, 1], 0, 0], [[4, 5, 8, 0, 9, 3, 1, 2, 7, 6], 0, 0], [[7, 2, 0, 5, 6, 9, 8, 4, 3, 1], 0, 0], [[1, 8, 4, 9, 7, 6, 2, 3, 0, 5], 0, 0], [[4, 2, 5, 7, 3, 8, 9, 6, 1, 0], 0, 0], [[7, 1, 8, 9, 2, 4, 3, 5, 6, 0], 0, 0], [[8, 6, 1, 3, 4, 2, 0, 7, 5, 9], 0, 0], [[1, 4, 0, 9, 3, 6, 5, 2, 8, 7], 0, 0], [[2, 1, 0, 3, 6, 7, 8, 9, 5, 4], 0, 0], [[8, 6, 2, 0, 1, 5, 7, 9, 4, 3], 0, 0], [[5, 2, 3, 1, 8, 0, 6, 4, 9, 7], 0, 0], [[7, 1, 8, 0, 3, 9, 5, 4, 2, 6], 0, 0], [[2, 9, 4, 5, 0, 8, 6, 1, 3, 7], 0, 0], [[0, 3, 5, 2, 9, 4, 7, 1, 8, 6], 0, 0], [[8, 0, 1, 9, 5, 4, 3, 7, 2, 6], 0, 0], [[9, 1, 5, 0, 7, 8, 4, 3, 6, 2], 0, 0], [[6, 1, 3, 8, 2, 9, 5, 0, 7, 4], 0, 0], [[1, 0, 6, 3, 9, 4, 8, 7, 5, 2], 0, 0], [[3, 8, 5, 6, 9, 2, 4, 1, 7, 0], 0, 0], [[3, 2, 8, 7, 9, 4, 1, 0, 6, 5], 0, 0], [[1, 8, 6, 7, 3, 9, 2, 4, 5, 0], 0, 0], [[8, 4, 9, 1, 6, 7, 0, 5, 3, 2], 0, 0], [[0, 5, 9, 8, 4, 1, 3, 7, 2, 6], 0, 0], [[3, 1, 9, 7, 2, 0, 8, 4, 6, 5], 0, 0], [[8, 6, 2, 5, 4, 3, 0, 1, 9, 7], 0, 0], [[4, 8, 5, 6, 2, 1, 3, 9, 7, 0], 0, 0], [[1, 7, 3, 6, 5, 2, 8, 4, 9, 0], 0, 0], [[6, 7, 1, 2, 9, 0, 4, 8, 5, 3], 0, 0], [[6, 4, 1, 5, 3, 9, 7, 8, 0, 2], 0, 0], [[4, 7, 0, 2, 6, 5, 3, 8, 9, 1], 0, 0], [[1, 0, 8, 9, 3, 7, 4, 5, 6, 2], 0, 0], [[4, 6, 3, 7, 8, 2, 1, 5, 9, 0], 0, 0], [[9, 6, 5, 8, 2, 3, 7, 1, 0, 4], 0, 0], [[1, 3, 9, 6, 0, 8, 7, 5, 4, 2], 0, 0], [[2, 3, 6, 9, 7, 4, 1, 0, 5, 8], 0, 0], [[7, 1, 2, 8, 6, 3, 9, 0, 4, 5], 0, 0], [[2, 7, 3, 6, 5, 4, 9, 0, 1, 8], 0, 0], [[9, 8, 1, 7, 6, 4, 2, 3, 5, 0], 0, 0], [[0, 4, 5, 7, 3, 1, 9, 8, 6, 2], 0, 0], [[4, 9, 7, 8, 3, 6, 2, 0, 5, 1], 0, 0], [[5, 0, 6, 7, 3, 9, 8, 2, 4, 1], 0, 0], [[8, 2, 7, 5, 3, 4, 1, 0, 9, 6], 0, 0], [[3, 0, 1, 8, 4, 6, 7, 5, 9, 2], 0, 0], [[5, 3, 6, 1, 4, 8, 0, 9, 7, 2], 0, 0], [[5, 8, 2, 3, 0, 4, 1, 7, 6, 9], 0, 0], [[2, 9, 5, 6, 3, 0, 8, 1, 4, 7], 0, 0], [[3, 9, 0, 1, 4, 5, 7, 8, 6, 2], 0, 0], [[1, 3, 0, 9, 7, 6, 8, 2, 4, 5], 0, 0], [[8, 5, 6, 1, 2, 3, 4, 9, 7, 0], 0, 0], [[5, 1, 8, 3, 0, 2, 4, 9, 7, 6], 0, 0], [[7, 6, 3, 5, 1, 0, 9, 8, 4, 2], 0, 0], [[6, 8, 5, 1, 3, 4, 2, 0, 9, 7], 0, 0], [[2, 8, 0, 3, 5, 7, 6, 9, 4, 1], 0, 0], [[8, 9, 3, 1, 2, 5, 7, 4, 0, 6], 0, 0], [[0, 8, 5, 2, 3, 9, 6, 4, 7, 1], 0, 0], [[5, 9, 7, 6, 2, 1, 0, 8, 4, 3], 0, 0], [[9, 3, 8, 2, 0, 7, 6, 4, 5, 1], 0, 0], [[8, 7, 5, 1, 9, 2, 0, 3, 6, 4], 0, 0], [[2, 6, 8, 3, 0, 4, 1, 9, 5, 7], 0, 0], [[7, 6, 0, 3, 9, 5, 1, 2, 4, 8], 0, 0], [[6, 1, 0, 7, 8, 5, 4, 3, 2, 9], 0, 0], [[1, 7, 9, 3, 8, 0, 6, 5, 4, 2], 0, 0], [[1, 5, 3, 7, 2, 9, 4, 0, 6, 8], 0, 0], [[1, 5, 8, 6, 9, 3, 0, 4, 2, 7], 0, 0], [[5, 6, 3, 7, 0, 2, 4, 1, 9, 8], 0, 0], [[5, 1, 9, 3, 7, 2, 0, 4, 8, 6], 0, 0], [[1, 9, 8, 2, 7, 3, 5, 4, 0, 6], 0, 0], [[0, 4, 8, 6, 2, 5, 7, 3, 9, 1], 0, 0], [[8, 2, 7, 4, 0, 3, 6, 9, 1, 5], 0, 0], [[7, 2, 3, 4, 0, 1, 5, 6, 9, 8], 0, 0], [[4, 1, 3, 0, 7, 6, 2, 5, 8, 9], 0, 0], [[2, 7, 6, 3, 4, 1, 0, 5, 8, 9], 0, 0], [[4, 7, 6, 1, 5, 3, 0, 8, 2, 9], 0, 0], [[6, 1, 0, 5, 9, 2, 8, 4, 7, 3], 0, 0], [[9, 7, 6, 0, 5, 3, 8, 1, 2, 4], 0, 0], [[6, 8, 0, 1, 3, 2, 5, 7, 4, 9], 0, 0], [[7, 2, 6, 0, 4, 8, 5, 9, 1, 3], 0, 0], [[5, 3, 1, 0, 7, 8, 6, 4, 9, 2], 0, 0], [[2, 0, 6, 7, 8, 3, 9, 1, 4, 5], 0, 0], [[2, 5, 7, 8, 0, 1, 6, 4, 3, 9], 0, 0], [[7, 6, 5, 8, 4, 3, 2, 0, 9, 1], 0, 0], [[6, 0, 4, 9, 5, 2, 3, 8, 7, 1], 0, 0], [[0, 2, 9, 6, 7, 4, 1, 5, 3, 8], 0, 0], [[0, 9, 8, 4, 2, 6, 7, 1, 5, 3], 0, 0], [[6, 3, 4, 7, 2, 1, 9, 8, 0, 5], 0, 0], [[6, 2, 0, 7, 1, 4, 8, 9, 3, 5], 0, 0], [[6, 4, 2, 1, 0, 5, 9, 7, 8, 3], 0, 0], [[2, 1, 6, 7, 3, 4, 8, 0, 9, 5], 0, 0], [[6, 0, 3, 4, 7, 8, 5, 9, 2, 1], 0, 0], [[1, 2, 3, 6, 9, 4, 5, 8, 7, 0], 0, 0], [[5, 2, 8, 9, 3, 6, 7, 0, 4, 1], 0, 0], [[6, 0, 7, 1, 8, 3, 5, 4, 9, 2], 0, 0], [[1, 3, 8, 9, 7, 2, 0, 5, 6, 4], 0, 0], [[5, 2, 9, 0, 3, 1, 4, 6, 8, 7], 0, 0], [[7, 2, 8, 9, 3, 1, 6, 5, 0, 4], 0, 0], [[9, 1, 5, 8, 7, 0, 6, 4, 3, 2], 0, 0], [[1, 3, 9, 4, 7, 0, 2, 8, 6, 5], 0, 0], [[4, 1, 2, 6, 9, 8, 3, 7, 0, 5], 0, 0], [[4, 8, 6, 3, 2, 0, 9, 1, 5, 7], 0, 0], [[8, 7, 5, 2, 0, 3, 6, 9, 4, 1], 0, 0], [[7, 5, 0, 1, 8, 9, 3, 4, 6, 2], 0, 0], [[0, 1, 6, 8, 2, 9, 3, 4, 7, 5], 0, 0], [[9, 4, 1, 2, 5, 3, 8, 7, 0, 6], 0, 0], [[4, 9, 8, 5, 6, 7, 1, 3, 0, 2], 0, 0], [[5, 7, 6, 8, 2, 4, 3, 1, 0, 9], 0, 0], [[7, 3, 6, 8, 0, 2, 1, 4, 5, 9], 0, 0], [[7, 3, 1, 8, 6, 5, 2, 0, 4, 9], 0, 0], [[5, 4, 1, 0, 8, 7, 9, 2, 6, 3], 0, 0], [[8, 2, 4, 1, 9, 7, 3, 0, 6, 5], 0, 0], [[0, 7, 4, 9, 2, 1, 8, 3, 5, 6], 0, 0], [[3, 6, 4, 1, 2, 8, 0, 5, 9, 7], 0, 0], [[1, 0, 9, 6, 2, 3, 5, 8, 4, 7], 0, 0], [[8, 5, 0, 1, 6, 3, 4, 2, 9, 7], 0, 0], [[5, 3, 2, 1, 7, 4, 9, 8, 0, 6], 0, 0], [[6, 1, 3, 9, 4, 7, 5, 8, 0, 2], 0, 0], [[8, 6, 5, 7, 3, 0, 1, 9, 4, 2], 0, 0], [[2, 6, 7, 1, 3, 4, 5, 8, 9, 0], 0, 0], [[2, 1, 3, 4, 8, 0, 6, 7, 5, 9], 0, 0], [[0, 2, 3, 6, 8, 4, 7, 1, 5, 9], 0, 0], [[9, 8, 1, 0, 2, 6, 3, 4, 5, 7], 0, 0], [[5, 3, 2, 8, 4, 1, 6, 0, 7, 9], 0, 0], [[1, 5, 2, 4, 7, 6, 8, 9, 0, 3], 0, 0], [[2, 6, 3, 0, 5, 1, 4, 8, 7, 9], 0, 0], [[5, 4, 9, 6, 0, 1, 8, 3, 7, 2], 0, 0], [[8, 4, 2, 0, 5, 7, 3, 6, 1, 9], 0, 0], [[2, 8, 7, 3, 6, 5, 4, 1, 9, 0], 0, 0], [[6, 7, 2, 4, 0, 8, 1, 5, 9, 3], 0, 0], [[3, 1, 9, 5, 8, 6, 7, 4, 2, 0], 0, 0], [[8, 7, 0, 4, 5, 2, 6, 1, 9, 3], 0, 0], [[0, 1, 8, 5, 7, 3, 2, 4, 6, 9], 0, 0], [[5, 4, 1, 6, 0, 2, 3, 7, 8, 9], 0, 0], [[5, 1, 9, 3, 4, 8, 0, 7, 2, 6], 0, 0], [[1, 5, 3, 6, 8, 0, 9, 7, 2, 4], 0, 0], [[9, 0, 8, 6, 2, 5, 1, 7, 3, 4], 0, 0], [[5, 1, 4, 2, 3, 7, 8, 6, 9, 0], 0, 0], [[9, 2, 6, 0, 3, 7, 4, 5, 8, 1], 0, 0], [[9, 0, 5, 1, 4, 3, 2, 7, 8, 6], 0, 0], [[7, 3, 9, 1, 6, 2, 5, 4, 0, 8], 0, 0], [[3, 0, 9, 5, 7, 4, 6, 2, 1, 8], 0, 0], [[7, 9, 8, 4, 3, 6, 1, 0, 5, 2], 0, 0], [[8, 1, 3, 4, 0, 9, 5, 2, 6, 7], 0, 0], [[5, 0, 9, 6, 4, 3, 2, 1, 8, 7], 0, 0], [[1, 6, 0, 2, 5, 8, 3, 7, 9, 4], 0, 0], [[4, 2, 9, 7, 3, 0, 6, 8, 1, 5], 0, 0], [[3, 8, 4, 2, 5, 6, 7, 0, 1, 9], 0, 0], [[7, 2, 1, 3, 0, 6, 4, 8, 9, 5], 0, 0], [[3, 8, 2, 1, 6, 4, 7, 5, 9, 0], 0, 0], [[2, 4, 9, 5, 8, 6, 3, 1, 7, 0], 0, 0], [[8, 1, 9, 2, 4, 3, 7, 5, 0, 6], 0, 0], [[8, 6, 2, 4, 1, 7, 9, 5, 3, 0], 0, 0], [[4, 7, 6, 8, 9, 0, 2, 1, 3, 5], 0, 0], [[7, 5, 3, 6, 9, 0, 1, 2, 8, 4], 0, 0], [[5, 2, 0, 9, 4, 1, 6, 3, 8, 7], 0, 0], [[7, 0, 3, 6, 2, 1, 4, 9, 5, 8], 0, 0], [[2, 7, 4, 1, 3, 0, 9, 5, 6, 8], 0, 0], [[0, 7, 8, 5, 9, 3, 4, 1, 2, 6], 0, 0], [[3, 6, 1, 4, 7, 9, 2, 5, 8, 0], 0, 0]] diff --git a/performanceTest/pool15.txt b/performanceTest/pool15.txt deleted file mode 100755 index 0a6e147..0000000 --- a/performanceTest/pool15.txt +++ /dev/null @@ -1 +0,0 @@ -pool15 = [[[10, 4, 9, 1, 14, 2, 13, 12, 0, 3, 6, 5, 7, 8, 11], 0, 0], [[6, 9, 14, 10, 13, 2, 5, 12, 7, 4, 8, 1, 11, 3, 0], 0, 0], [[2, 9, 0, 3, 12, 14, 6, 10, 11, 8, 7, 5, 1, 4, 13], 0, 0], [[13, 3, 12, 14, 5, 11, 1, 4, 10, 0, 8, 6, 9, 2, 7], 0, 0], [[11, 10, 14, 4, 12, 1, 5, 0, 8, 6, 2, 3, 7, 13, 9], 0, 0], [[11, 9, 0, 12, 8, 2, 10, 5, 4, 1, 3, 14, 13, 6, 7], 0, 0], [[1, 5, 8, 14, 7, 2, 4, 12, 3, 9, 10, 6, 11, 13, 0], 0, 0], [[6, 1, 4, 3, 8, 10, 12, 5, 9, 14, 0, 7, 11, 13, 2], 0, 0], [[6, 8, 10, 2, 9, 5, 11, 1, 13, 14, 4, 12, 3, 0, 7], 0, 0], [[14, 2, 8, 10, 7, 3, 13, 9, 1, 0, 6, 11, 12, 5, 4], 0, 0], [[14, 8, 0, 4, 10, 5, 9, 7, 11, 13, 12, 3, 6, 1, 2], 0, 0], [[10, 2, 9, 5, 0, 7, 13, 4, 12, 11, 14, 6, 1, 3, 8], 0, 0], [[9, 6, 3, 12, 13, 4, 8, 7, 11, 1, 0, 2, 5, 10, 14], 0, 0], [[14, 7, 13, 8, 4, 9, 12, 10, 3, 5, 0, 1, 11, 6, 2], 0, 0], [[3, 9, 6, 0, 8, 12, 1, 13, 11, 2, 5, 7, 14, 10, 4], 0, 0], [[7, 14, 0, 3, 4, 1, 5, 13, 12, 8, 2, 6, 9, 11, 10], 0, 0], [[7, 11, 0, 2, 8, 3, 1, 4, 9, 10, 5, 6, 14, 13, 12], 0, 0], [[13, 5, 8, 4, 14, 6, 2, 9, 12, 10, 1, 3, 7, 0, 11], 0, 0], [[3, 12, 7, 0, 4, 6, 8, 14, 2, 9, 10, 5, 11, 1, 13], 0, 0], [[4, 3, 9, 2, 6, 13, 5, 1, 8, 0, 11, 7, 14, 10, 12], 0, 0], [[3, 0, 8, 9, 2, 5, 11, 10, 13, 6, 4, 14, 12, 1, 7], 0, 0], [[5, 14, 8, 2, 3, 7, 10, 4, 12, 6, 9, 11, 13, 1, 0], 0, 0], [[4, 3, 1, 11, 14, 10, 7, 13, 2, 0, 6, 8, 9, 5, 12], 0, 0], [[7, 5, 12, 8, 11, 3, 1, 13, 2, 4, 10, 9, 0, 6, 14], 0, 0], [[7, 3, 13, 10, 9, 11, 0, 4, 1, 12, 5, 14, 6, 2, 8], 0, 0], [[2, 12, 9, 14, 5, 11, 7, 3, 13, 10, 0, 1, 8, 4, 6], 0, 0], [[7, 12, 5, 6, 8, 14, 4, 10, 9, 1, 2, 11, 13, 0, 3], 0, 0], [[12, 8, 13, 5, 0, 9, 1, 3, 6, 11, 10, 2, 14, 7, 4], 0, 0], [[7, 8, 0, 14, 3, 4, 6, 9, 12, 10, 2, 11, 5, 13, 1], 0, 0], [[5, 6, 13, 7, 4, 11, 12, 2, 1, 3, 0, 8, 10, 9, 14], 0, 0], [[12, 4, 9, 3, 2, 13, 14, 10, 0, 11, 1, 5, 7, 6, 8], 0, 0], [[5, 3, 8, 14, 11, 7, 6, 0, 2, 12, 4, 1, 13, 9, 10], 0, 0], [[6, 10, 3, 7, 1, 12, 13, 9, 14, 2, 8, 11, 4, 5, 0], 0, 0], [[9, 2, 7, 11, 4, 5, 8, 10, 6, 14, 3, 12, 0, 1, 13], 0, 0], [[5, 8, 11, 3, 0, 6, 7, 13, 10, 4, 14, 9, 12, 1, 2], 0, 0], [[13, 14, 8, 5, 11, 4, 10, 1, 9, 6, 2, 12, 0, 3, 7], 0, 0], [[0, 14, 3, 2, 6, 13, 9, 5, 12, 11, 1, 10, 7, 4, 8], 0, 0], [[10, 5, 2, 0, 11, 13, 9, 3, 12, 6, 8, 7, 14, 4, 1], 0, 0], [[0, 7, 3, 1, 8, 12, 9, 5, 10, 13, 4, 6, 14, 11, 2], 0, 0], [[2, 10, 1, 8, 12, 6, 4, 11, 14, 9, 0, 7, 13, 3, 5], 0, 0], [[2, 12, 1, 0, 13, 9, 8, 5, 14, 10, 7, 6, 11, 3, 4], 0, 0], [[11, 4, 9, 13, 14, 0, 2, 5, 1, 6, 7, 12, 3, 8, 10], 0, 0], [[2, 6, 7, 5, 13, 12, 1, 3, 9, 4, 10, 11, 8, 14, 0], 0, 0], [[8, 0, 11, 1, 9, 14, 5, 4, 2, 13, 12, 6, 3, 7, 10], 0, 0], [[5, 4, 11, 13, 9, 1, 10, 12, 2, 7, 6, 3, 14, 0, 8], 0, 0], [[9, 7, 6, 2, 5, 14, 8, 12, 13, 11, 4, 1, 10, 3, 0], 0, 0], [[3, 5, 13, 8, 10, 0, 12, 4, 11, 9, 14, 6, 1, 7, 2], 0, 0], [[10, 4, 9, 0, 8, 11, 13, 5, 7, 3, 14, 12, 6, 2, 1], 0, 0], [[11, 8, 14, 5, 0, 10, 4, 12, 2, 7, 1, 6, 13, 9, 3], 0, 0], [[0, 8, 10, 1, 7, 11, 9, 6, 13, 3, 4, 14, 2, 12, 5], 0, 0], [[1, 9, 8, 12, 3, 5, 14, 0, 6, 10, 4, 2, 7, 13, 11], 0, 0], [[5, 4, 1, 8, 3, 12, 11, 13, 0, 7, 9, 6, 10, 14, 2], 0, 0], [[6, 3, 10, 9, 11, 0, 12, 8, 7, 2, 5, 14, 13, 4, 1], 0, 0], [[6, 2, 5, 9, 7, 3, 14, 8, 4, 0, 13, 11, 12, 1, 10], 0, 0], [[3, 8, 0, 4, 5, 1, 9, 12, 7, 2, 10, 6, 11, 13, 14], 0, 0], [[7, 14, 4, 3, 0, 8, 1, 6, 2, 10, 5, 11, 9, 13, 12], 0, 0], [[1, 10, 7, 5, 3, 12, 4, 13, 8, 6, 14, 2, 11, 9, 0], 0, 0], [[11, 0, 14, 6, 10, 9, 1, 12, 3, 2, 4, 13, 5, 7, 8], 0, 0], [[5, 14, 10, 8, 2, 11, 7, 1, 0, 9, 3, 12, 4, 13, 6], 0, 0], [[13, 12, 2, 14, 1, 11, 3, 6, 9, 8, 0, 4, 10, 7, 5], 0, 0], [[0, 4, 3, 2, 12, 9, 13, 7, 1, 14, 5, 8, 11, 10, 6], 0, 0], [[12, 2, 4, 13, 9, 5, 11, 6, 1, 0, 10, 14, 7, 8, 3], 0, 0], [[7, 10, 3, 2, 5, 8, 1, 9, 6, 14, 13, 0, 11, 4, 12], 0, 0], [[9, 5, 1, 13, 7, 3, 2, 12, 4, 14, 6, 0, 10, 11, 8], 0, 0], [[2, 6, 8, 12, 5, 3, 4, 13, 1, 10, 9, 14, 11, 0, 7], 0, 0], [[4, 6, 2, 9, 10, 5, 1, 3, 7, 14, 8, 12, 0, 11, 13], 0, 0], [[2, 10, 11, 3, 14, 6, 0, 9, 12, 13, 1, 8, 7, 5, 4], 0, 0], [[13, 8, 6, 2, 1, 7, 3, 12, 10, 14, 11, 9, 0, 4, 5], 0, 0], [[13, 6, 4, 2, 1, 9, 8, 12, 11, 14, 10, 5, 7, 0, 3], 0, 0], [[5, 4, 14, 13, 7, 6, 12, 3, 9, 0, 8, 2, 1, 11, 10], 0, 0], [[8, 1, 12, 11, 0, 2, 13, 7, 9, 14, 10, 4, 3, 6, 5], 0, 0], [[9, 4, 11, 8, 2, 12, 14, 10, 6, 5, 3, 1, 0, 7, 13], 0, 0], [[5, 9, 4, 2, 14, 7, 6, 11, 8, 1, 12, 13, 3, 0, 10], 0, 0], [[4, 11, 3, 12, 2, 8, 9, 13, 14, 7, 10, 6, 1, 0, 5], 0, 0], [[8, 9, 2, 7, 12, 3, 4, 14, 11, 6, 13, 1, 0, 5, 10], 0, 0], [[11, 0, 10, 12, 3, 5, 14, 7, 1, 4, 13, 2, 8, 9, 6], 0, 0], [[1, 6, 14, 11, 4, 13, 9, 3, 5, 10, 12, 7, 0, 2, 8], 0, 0], [[6, 5, 4, 10, 1, 13, 2, 9, 11, 0, 12, 8, 14, 3, 7], 0, 0], [[11, 13, 3, 0, 9, 4, 2, 5, 8, 14, 12, 6, 1, 7, 10], 0, 0], [[11, 12, 14, 9, 0, 4, 5, 2, 3, 1, 13, 7, 10, 8, 6], 0, 0], [[9, 3, 7, 11, 6, 13, 0, 5, 8, 10, 4, 12, 2, 14, 1], 0, 0], [[7, 6, 13, 9, 11, 14, 5, 4, 0, 10, 2, 12, 3, 1, 8], 0, 0], [[5, 12, 2, 4, 9, 13, 0, 10, 14, 11, 8, 7, 6, 1, 3], 0, 0], [[6, 11, 10, 9, 5, 1, 4, 13, 7, 0, 3, 2, 12, 14, 8], 0, 0], [[3, 6, 2, 10, 5, 13, 4, 12, 8, 14, 11, 1, 9, 0, 7], 0, 0], [[14, 4, 0, 1, 10, 2, 13, 12, 11, 3, 5, 8, 9, 7, 6], 0, 0], [[13, 8, 2, 7, 12, 1, 6, 14, 9, 3, 5, 4, 11, 0, 10], 0, 0], [[6, 5, 12, 11, 8, 0, 4, 13, 14, 1, 2, 9, 10, 3, 7], 0, 0], [[1, 9, 13, 6, 10, 2, 8, 0, 3, 11, 4, 7, 5, 12, 14], 0, 0], [[9, 12, 13, 14, 4, 3, 0, 1, 11, 2, 6, 5, 7, 8, 10], 0, 0], [[5, 2, 9, 14, 4, 3, 12, 6, 1, 8, 0, 7, 10, 11, 13], 0, 0], [[14, 7, 1, 5, 8, 11, 10, 6, 0, 2, 4, 9, 13, 3, 12], 0, 0], [[7, 14, 0, 1, 5, 2, 3, 9, 10, 4, 12, 11, 8, 6, 13], 0, 0], [[1, 0, 11, 8, 2, 9, 10, 6, 14, 4, 13, 5, 12, 3, 7], 0, 0], [[0, 9, 3, 14, 8, 7, 10, 1, 5, 4, 11, 13, 12, 2, 6], 0, 0], [[4, 12, 13, 9, 6, 8, 10, 11, 0, 3, 7, 14, 1, 2, 5], 0, 0], [[6, 1, 10, 11, 14, 12, 2, 3, 5, 4, 8, 13, 9, 0, 7], 0, 0], [[8, 1, 2, 11, 3, 14, 12, 7, 10, 5, 0, 4, 13, 9, 6], 0, 0], [[13, 12, 1, 4, 2, 5, 6, 0, 10, 7, 14, 11, 8, 9, 3], 0, 0], [[10, 5, 4, 14, 7, 8, 9, 3, 1, 2, 6, 0, 11, 13, 12], 0, 0], [[0, 14, 12, 5, 13, 8, 7, 11, 3, 9, 10, 2, 4, 6, 1], 0, 0], [[5, 6, 0, 9, 14, 2, 8, 13, 7, 11, 3, 4, 10, 12, 1], 0, 0], [[4, 13, 8, 3, 14, 10, 9, 2, 1, 11, 7, 5, 6, 12, 0], 0, 0], [[11, 9, 13, 3, 5, 8, 10, 14, 4, 2, 6, 1, 0, 12, 7], 0, 0], [[13, 3, 10, 2, 5, 9, 8, 6, 0, 4, 11, 12, 7, 14, 1], 0, 0], [[13, 8, 9, 12, 14, 2, 5, 1, 0, 7, 11, 4, 3, 10, 6], 0, 0], [[11, 9, 13, 12, 10, 14, 1, 5, 0, 6, 2, 7, 3, 8, 4], 0, 0], [[5, 10, 9, 1, 13, 8, 7, 11, 3, 4, 0, 12, 14, 2, 6], 0, 0], [[8, 10, 3, 2, 9, 6, 14, 12, 4, 7, 11, 5, 0, 1, 13], 0, 0], [[7, 4, 14, 12, 10, 11, 13, 3, 1, 9, 0, 5, 2, 6, 8], 0, 0], [[6, 8, 11, 13, 9, 5, 2, 7, 4, 12, 1, 14, 10, 0, 3], 0, 0], [[14, 10, 8, 0, 2, 13, 6, 9, 3, 5, 1, 12, 7, 4, 11], 0, 0], [[14, 10, 1, 4, 7, 3, 9, 0, 11, 8, 12, 13, 5, 2, 6], 0, 0], [[3, 5, 12, 4, 13, 6, 8, 2, 9, 10, 11, 14, 0, 1, 7], 0, 0], [[12, 13, 14, 1, 4, 9, 10, 5, 2, 7, 0, 6, 11, 3, 8], 0, 0], [[5, 1, 12, 2, 8, 14, 10, 13, 3, 6, 0, 9, 11, 7, 4], 0, 0], [[2, 10, 1, 14, 7, 11, 12, 0, 3, 9, 8, 5, 6, 4, 13], 0, 0], [[5, 1, 2, 13, 14, 9, 11, 10, 3, 4, 6, 7, 0, 12, 8], 0, 0], [[0, 4, 3, 11, 6, 13, 14, 9, 12, 7, 2, 1, 10, 8, 5], 0, 0], [[10, 1, 9, 12, 2, 7, 14, 8, 11, 0, 13, 6, 5, 3, 4], 0, 0], [[5, 9, 2, 3, 6, 8, 14, 1, 11, 10, 7, 13, 0, 12, 4], 0, 0], [[5, 0, 14, 3, 1, 12, 7, 10, 4, 9, 11, 13, 2, 6, 8], 0, 0], [[14, 10, 7, 6, 12, 2, 0, 3, 4, 9, 1, 11, 8, 13, 5], 0, 0], [[12, 0, 6, 4, 10, 7, 8, 11, 3, 14, 5, 13, 9, 1, 2], 0, 0], [[1, 9, 5, 11, 14, 4, 0, 2, 13, 3, 6, 8, 7, 10, 12], 0, 0], [[8, 13, 5, 12, 9, 10, 1, 4, 11, 7, 0, 2, 14, 3, 6], 0, 0], [[5, 7, 8, 1, 4, 11, 10, 2, 6, 0, 12, 3, 14, 9, 13], 0, 0], [[1, 12, 2, 0, 4, 13, 10, 8, 9, 6, 14, 7, 5, 11, 3], 0, 0], [[10, 13, 6, 12, 2, 8, 14, 1, 9, 3, 7, 11, 4, 0, 5], 0, 0], [[7, 6, 13, 9, 11, 0, 1, 5, 8, 2, 12, 4, 14, 10, 3], 0, 0], [[12, 0, 3, 9, 1, 4, 14, 8, 7, 6, 5, 2, 13, 10, 11], 0, 0], [[10, 9, 12, 2, 3, 7, 6, 1, 5, 13, 4, 14, 11, 0, 8], 0, 0], [[0, 6, 11, 8, 7, 12, 10, 5, 9, 2, 4, 13, 1, 14, 3], 0, 0], [[10, 14, 13, 3, 12, 7, 9, 11, 4, 6, 8, 0, 2, 1, 5], 0, 0], [[4, 3, 13, 7, 14, 11, 12, 10, 1, 0, 6, 8, 2, 9, 5], 0, 0], [[6, 14, 0, 1, 11, 5, 10, 13, 9, 3, 7, 12, 8, 2, 4], 0, 0], [[3, 13, 7, 11, 6, 10, 2, 12, 5, 14, 8, 1, 9, 0, 4], 0, 0], [[6, 1, 14, 8, 10, 13, 0, 5, 12, 2, 11, 4, 7, 9, 3], 0, 0], [[7, 0, 9, 13, 3, 6, 4, 12, 5, 2, 1, 14, 11, 10, 8], 0, 0], [[8, 10, 1, 12, 7, 14, 11, 9, 0, 3, 6, 2, 5, 4, 13], 0, 0], [[2, 4, 0, 3, 6, 5, 9, 8, 11, 13, 1, 14, 10, 7, 12], 0, 0], [[8, 3, 5, 9, 14, 2, 10, 7, 0, 4, 11, 12, 13, 1, 6], 0, 0], [[12, 0, 14, 6, 1, 11, 13, 5, 10, 7, 4, 8, 2, 3, 9], 0, 0], [[9, 4, 0, 5, 3, 8, 1, 6, 13, 14, 10, 11, 7, 2, 12], 0, 0], [[10, 6, 9, 8, 11, 7, 1, 0, 3, 5, 2, 4, 12, 13, 14], 0, 0], [[4, 5, 13, 3, 0, 14, 2, 11, 1, 10, 12, 7, 6, 9, 8], 0, 0], [[3, 14, 11, 6, 7, 0, 13, 4, 12, 2, 5, 9, 8, 1, 10], 0, 0], [[4, 11, 9, 6, 12, 0, 14, 5, 8, 7, 3, 10, 13, 1, 2], 0, 0], [[11, 3, 8, 5, 1, 7, 0, 9, 12, 14, 13, 4, 6, 10, 2], 0, 0], [[14, 10, 6, 4, 8, 0, 2, 1, 7, 11, 13, 5, 3, 9, 12], 0, 0], [[0, 14, 5, 7, 3, 9, 12, 1, 11, 2, 8, 4, 13, 6, 10], 0, 0], [[14, 9, 1, 6, 12, 8, 3, 5, 11, 10, 0, 13, 4, 2, 7], 0, 0], [[13, 6, 4, 2, 11, 7, 0, 9, 1, 3, 5, 14, 12, 10, 8], 0, 0], [[13, 11, 0, 9, 4, 7, 12, 1, 14, 3, 5, 8, 2, 6, 10], 0, 0], [[3, 8, 2, 9, 5, 14, 0, 7, 4, 13, 11, 1, 12, 6, 10], 0, 0], [[14, 2, 10, 8, 1, 13, 6, 0, 5, 11, 12, 7, 4, 3, 9], 0, 0], [[11, 10, 2, 3, 7, 0, 13, 14, 1, 8, 4, 6, 5, 12, 9], 0, 0], [[6, 2, 13, 14, 0, 10, 1, 9, 7, 5, 4, 12, 3, 11, 8], 0, 0], [[11, 5, 9, 1, 6, 7, 2, 12, 10, 8, 13, 3, 14, 0, 4], 0, 0], [[8, 5, 10, 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0, 0], [[9, 7, 0, 8, 5, 13, 10, 6, 12, 1, 4, 11, 3, 14, 2], 0, 0], [[5, 14, 2, 7, 0, 1, 4, 6, 9, 3, 11, 13, 10, 8, 12], 0, 0], [[9, 7, 11, 8, 14, 10, 6, 0, 5, 13, 1, 3, 4, 2, 12], 0, 0], [[8, 12, 0, 6, 3, 9, 10, 5, 13, 14, 4, 1, 7, 2, 11], 0, 0], [[9, 7, 10, 11, 6, 1, 14, 5, 0, 4, 13, 3, 12, 8, 2], 0, 0], [[9, 12, 13, 10, 1, 3, 4, 7, 6, 8, 11, 0, 14, 2, 5], 0, 0], [[4, 3, 9, 12, 7, 13, 6, 8, 1, 11, 2, 10, 0, 5, 14], 0, 0], [[9, 8, 10, 5, 11, 12, 14, 4, 3, 0, 2, 6, 7, 13, 1], 0, 0], [[5, 6, 14, 10, 1, 4, 0, 12, 7, 9, 8, 11, 2, 3, 13], 0, 0], [[8, 1, 13, 7, 2, 5, 6, 14, 12, 4, 11, 10, 3, 0, 9], 0, 0], [[11, 13, 1, 5, 6, 8, 4, 12, 10, 2, 0, 9, 14, 7, 3], 0, 0], [[0, 11, 6, 10, 4, 7, 1, 3, 12, 2, 9, 14, 8, 5, 13], 0, 0], [[0, 2, 9, 8, 6, 7, 14, 11, 12, 1, 5, 10, 4, 3, 13], 0, 0], [[14, 1, 8, 9, 10, 12, 3, 13, 0, 7, 11, 5, 2, 4, 6], 0, 0], [[10, 9, 5, 11, 1, 12, 3, 0, 6, 2, 14, 4, 8, 7, 13], 0, 0], [[1, 2, 0, 3, 13, 4, 8, 9, 10, 6, 11, 12, 14, 7, 5], 0, 0], [[11, 3, 10, 4, 8, 14, 9, 7, 2, 5, 6, 13, 0, 12, 1], 0, 0], [[11, 14, 4, 12, 9, 3, 8, 6, 5, 13, 1, 0, 10, 2, 7], 0, 0], [[8, 0, 6, 14, 2, 7, 5, 9, 3, 4, 11, 10, 13, 12, 1], 0, 0], [[6, 12, 7, 1, 5, 2, 8, 14, 13, 9, 11, 4, 10, 0, 3], 0, 0], [[8, 12, 0, 3, 10, 5, 4, 6, 11, 13, 14, 1, 7, 9, 2], 0, 0], [[11, 0, 2, 5, 14, 3, 8, 4, 10, 7, 9, 13, 6, 1, 12], 0, 0], [[3, 1, 8, 9, 4, 0, 5, 7, 10, 13, 12, 11, 2, 14, 6], 0, 0], [[0, 14, 5, 9, 1, 4, 3, 7, 10, 12, 2, 6, 8, 11, 13], 0, 0], [[10, 8, 2, 14, 9, 11, 4, 13, 1, 5, 3, 12, 7, 0, 6], 0, 0], [[5, 0, 8, 3, 14, 11, 10, 2, 1, 6, 7, 4, 12, 13, 9], 0, 0], [[0, 14, 11, 1, 10, 8, 12, 5, 7, 2, 9, 13, 6, 4, 3], 0, 0], [[10, 3, 9, 5, 13, 12, 14, 7, 11, 2, 0, 1, 4, 8, 6], 0, 0], [[1, 2, 10, 12, 13, 5, 4, 8, 3, 14, 6, 11, 0, 9, 7], 0, 0], [[5, 6, 14, 7, 1, 2, 13, 0, 4, 8, 10, 11, 12, 3, 9], 0, 0], [[9, 1, 13, 2, 12, 11, 3, 8, 6, 5, 4, 10, 0, 7, 14], 0, 0], [[6, 11, 12, 0, 14, 3, 9, 8, 4, 1, 7, 2, 5, 10, 13], 0, 0], [[4, 7, 8, 14, 12, 9, 2, 10, 13, 1, 6, 11, 5, 0, 3], 0, 0], [[14, 13, 3, 0, 8, 7, 10, 2, 5, 12, 4, 9, 11, 6, 1], 0, 0], [[10, 13, 0, 4, 6, 8, 1, 3, 2, 9, 12, 11, 7, 5, 14], 0, 0], [[14, 5, 1, 13, 4, 9, 6, 8, 0, 12, 3, 2, 11, 7, 10], 0, 0], [[6, 3, 10, 9, 5, 14, 0, 4, 2, 8, 1, 12, 7, 11, 13], 0, 0], [[6, 0, 12, 5, 2, 4, 3, 9, 7, 8, 13, 11, 14, 10, 1], 0, 0], [[0, 14, 8, 1, 12, 10, 9, 4, 6, 5, 2, 11, 13, 7, 3], 0, 0], [[6, 12, 13, 3, 9, 10, 8, 7, 11, 2, 5, 1, 0, 4, 14], 0, 0], [[6, 8, 11, 13, 0, 3, 1, 9, 12, 14, 5, 7, 2, 10, 4], 0, 0], [[7, 1, 13, 5, 4, 0, 8, 10, 3, 6, 12, 2, 14, 11, 9], 0, 0], [[7, 10, 8, 11, 3, 6, 0, 13, 9, 5, 4, 1, 12, 2, 14], 0, 0], [[7, 2, 14, 8, 5, 10, 3, 4, 6, 9, 11, 13, 1, 12, 0], 0, 0], [[9, 10, 2, 6, 8, 5, 4, 7, 14, 13, 1, 3, 12, 0, 11], 0, 0], [[10, 1, 6, 9, 8, 11, 2, 0, 14, 7, 5, 4, 12, 13, 3], 0, 0], [[9, 2, 5, 11, 8, 1, 0, 3, 6, 14, 7, 12, 10, 4, 13], 0, 0], [[2, 7, 6, 5, 8, 9, 1, 3, 4, 11, 0, 14, 13, 10, 12], 0, 0], [[12, 13, 3, 10, 6, 4, 9, 14, 7, 8, 0, 5, 1, 11, 2], 0, 0], [[4, 0, 6, 8, 5, 7, 11, 13, 1, 2, 14, 3, 12, 9, 10], 0, 0], [[11, 8, 10, 4, 2, 9, 12, 14, 6, 7, 0, 3, 1, 5, 13], 0, 0], [[10, 9, 12, 14, 8, 6, 5, 3, 0, 4, 7, 11, 1, 2, 13], 0, 0], [[10, 6, 2, 14, 4, 1, 7, 5, 12, 8, 0, 13, 11, 9, 3], 0, 0], [[11, 10, 5, 8, 7, 6, 13, 3, 2, 12, 0, 1, 14, 9, 4], 0, 0], [[3, 11, 8, 9, 5, 6, 14, 2, 13, 1, 0, 12, 4, 7, 10], 0, 0], [[0, 11, 4, 5, 1, 12, 2, 14, 13, 7, 3, 6, 10, 8, 9], 0, 0], [[5, 3, 7, 9, 6, 2, 0, 13, 8, 11, 4, 14, 1, 12, 10], 0, 0], [[11, 12, 6, 0, 10, 4, 3, 1, 8, 7, 14, 2, 9, 13, 5], 0, 0], [[5, 6, 3, 12, 9, 7, 2, 8, 14, 11, 0, 13, 4, 10, 1], 0, 0], [[3, 7, 9, 10, 2, 11, 4, 8, 12, 1, 14, 0, 13, 5, 6], 0, 0], [[12, 1, 2, 9, 14, 3, 4, 13, 5, 0, 6, 11, 8, 10, 7], 0, 0], [[13, 6, 1, 0, 7, 10, 8, 11, 4, 2, 14, 9, 3, 5, 12], 0, 0], [[11, 5, 2, 1, 9, 6, 8, 3, 4, 10, 14, 13, 7, 0, 12], 0, 0], [[1, 2, 11, 8, 13, 4, 7, 12, 3, 10, 6, 0, 5, 9, 14], 0, 0], [[4, 6, 10, 7, 11, 1, 2, 3, 9, 0, 12, 13, 14, 8, 5], 0, 0], [[12, 8, 14, 2, 5, 6, 7, 10, 4, 3, 13, 11, 0, 9, 1], 0, 0], [[3, 2, 14, 6, 10, 8, 11, 1, 5, 13, 0, 4, 9, 7, 12], 0, 0], [[12, 2, 14, 0, 5, 4, 6, 3, 13, 10, 8, 7, 9, 1, 11], 0, 0], [[0, 8, 6, 3, 5, 11, 7, 9, 1, 2, 12, 13, 14, 10, 4], 0, 0], [[8, 3, 14, 9, 12, 5, 1, 6, 11, 4, 2, 13, 0, 10, 7], 0, 0], [[10, 5, 3, 2, 0, 11, 9, 4, 12, 6, 1, 13, 7, 14, 8], 0, 0], [[14, 11, 6, 10, 13, 1, 4, 12, 8, 9, 5, 7, 3, 0, 2], 0, 0], [[7, 5, 14, 0, 12, 4, 6, 8, 3, 9, 1, 13, 2, 11, 10], 0, 0], [[1, 3, 4, 0, 13, 14, 7, 10, 8, 11, 5, 6, 9, 12, 2], 0, 0]] diff --git a/performanceTest/pool20.txt b/performanceTest/pool20.txt deleted file mode 100755 index 036b18a..0000000 --- a/performanceTest/pool20.txt +++ /dev/null @@ -1 +0,0 @@ -pool20 = [[[9, 7, 5, 16, 14, 15, 12, 8, 17, 4, 3, 11, 6, 13, 1, 19, 0, 10, 2, 18], 0, 0], [[9, 12, 1, 17, 15, 16, 11, 6, 2, 13, 8, 19, 14, 0, 10, 18, 4, 7, 3, 5], 0, 0], [[2, 19, 16, 10, 5, 3, 15, 9, 0, 11, 13, 12, 18, 7, 8, 1, 6, 4, 14, 17], 0, 0], [[8, 17, 7, 3, 4, 2, 1, 9, 10, 19, 13, 16, 11, 14, 6, 18, 15, 12, 0, 5], 0, 0], [[13, 15, 7, 8, 16, 1, 9, 6, 5, 19, 10, 4, 14, 18, 12, 2, 11, 17, 3, 0], 0, 0], [[18, 19, 5, 12, 15, 8, 9, 13, 11, 6, 4, 14, 17, 16, 3, 7, 0, 1, 10, 2], 0, 0], [[15, 0, 19, 2, 13, 1, 7, 4, 12, 18, 11, 16, 6, 9, 10, 17, 14, 3, 8, 5], 0, 0], [[13, 7, 10, 19, 16, 14, 2, 8, 17, 3, 5, 12, 11, 9, 0, 15, 1, 18, 6, 4], 0, 0], [[10, 17, 0, 19, 2, 9, 5, 13, 18, 11, 12, 8, 3, 6, 4, 14, 1, 15, 7, 16], 0, 0], [[11, 4, 19, 9, 13, 7, 18, 10, 2, 1, 8, 3, 15, 5, 0, 14, 16, 12, 17, 6], 0, 0], [[0, 2, 12, 19, 1, 4, 15, 9, 5, 16, 3, 18, 7, 13, 14, 8, 6, 11, 17, 10], 0, 0], [[12, 11, 3, 6, 0, 4, 18, 10, 9, 2, 19, 14, 13, 16, 8, 1, 17, 7, 15, 5], 0, 0], [[13, 2, 1, 6, 14, 9, 18, 12, 19, 10, 0, 4, 5, 7, 16, 15, 17, 3, 8, 11], 0, 0], [[3, 8, 18, 17, 13, 19, 11, 6, 0, 2, 1, 15, 14, 7, 4, 12, 5, 16, 10, 9], 0, 0], [[5, 8, 12, 15, 0, 16, 6, 18, 1, 2, 17, 9, 14, 11, 7, 3, 10, 13, 4, 19], 0, 0], [[7, 10, 19, 8, 1, 3, 0, 2, 13, 15, 16, 12, 11, 6, 17, 9, 14, 5, 4, 18], 0, 0], [[13, 10, 18, 7, 6, 8, 12, 16, 14, 9, 11, 0, 2, 5, 3, 19, 15, 4, 17, 1], 0, 0], [[10, 13, 17, 15, 11, 0, 9, 3, 4, 19, 7, 16, 8, 2, 18, 5, 1, 14, 6, 12], 0, 0], [[7, 15, 1, 18, 16, 13, 0, 12, 11, 6, 2, 10, 9, 5, 17, 8, 14, 4, 3, 19], 0, 0], [[8, 18, 16, 12, 7, 4, 6, 9, 5, 2, 19, 15, 10, 3, 14, 1, 11, 0, 13, 17], 0, 0], [[11, 12, 10, 9, 15, 13, 19, 1, 18, 6, 4, 2, 0, 7, 17, 8, 5, 16, 14, 3], 0, 0], [[15, 3, 18, 4, 12, 9, 8, 1, 16, 6, 11, 17, 14, 13, 10, 0, 5, 2, 19, 7], 0, 0], [[1, 16, 3, 13, 19, 8, 15, 18, 5, 2, 17, 6, 9, 4, 0, 7, 10, 14, 12, 11], 0, 0], [[5, 10, 0, 18, 4, 19, 9, 16, 14, 1, 13, 12, 11, 15, 8, 7, 6, 17, 3, 2], 0, 0], [[1, 0, 8, 2, 4, 6, 15, 12, 11, 10, 7, 13, 16, 18, 17, 5, 14, 19, 3, 9], 0, 0], [[9, 6, 3, 10, 12, 17, 14, 11, 19, 2, 8, 18, 1, 0, 7, 5, 15, 13, 4, 16], 0, 0], [[7, 4, 14, 15, 16, 3, 2, 8, 0, 13, 5, 1, 11, 12, 19, 6, 10, 18, 17, 9], 0, 0], [[12, 5, 11, 0, 16, 17, 2, 3, 14, 4, 10, 9, 6, 18, 13, 19, 15, 7, 8, 1], 0, 0], [[9, 13, 18, 1, 10, 3, 2, 5, 14, 6, 19, 4, 11, 8, 17, 0, 16, 7, 12, 15], 0, 0], [[19, 14, 16, 8, 4, 3, 17, 1, 10, 11, 0, 12, 7, 5, 6, 15, 18, 2, 9, 13], 0, 0], [[19, 8, 12, 15, 4, 6, 9, 16, 11, 17, 2, 13, 3, 5, 14, 0, 10, 18, 7, 1], 0, 0], [[12, 15, 1, 9, 4, 3, 5, 7, 10, 19, 16, 2, 0, 8, 17, 13, 14, 11, 6, 18], 0, 0], [[7, 5, 10, 8, 4, 17, 9, 19, 3, 16, 18, 1, 2, 15, 11, 6, 0, 13, 14, 12], 0, 0], [[2, 12, 6, 3, 14, 11, 9, 0, 5, 7, 15, 10, 4, 13, 1, 17, 8, 19, 16, 18], 0, 0], [[0, 9, 8, 17, 10, 6, 13, 19, 3, 11, 1, 12, 16, 15, 2, 7, 5, 14, 4, 18], 0, 0], [[5, 2, 19, 4, 14, 8, 18, 3, 11, 10, 7, 13, 17, 12, 16, 9, 6, 15, 0, 1], 0, 0], [[16, 7, 1, 5, 12, 0, 2, 9, 10, 14, 19, 11, 8, 15, 18, 4, 17, 13, 6, 3], 0, 0], [[19, 14, 3, 18, 13, 4, 1, 0, 6, 16, 15, 8, 11, 2, 7, 12, 5, 9, 17, 10], 0, 0], [[1, 13, 17, 10, 16, 0, 12, 14, 18, 5, 11, 4, 19, 3, 7, 15, 9, 8, 6, 2], 0, 0], [[8, 5, 0, 3, 17, 7, 4, 11, 6, 13, 14, 16, 1, 2, 9, 18, 15, 19, 12, 10], 0, 0], [[0, 15, 1, 17, 9, 7, 6, 14, 18, 11, 12, 8, 13, 2, 10, 5, 16, 3, 4, 19], 0, 0], [[14, 2, 4, 11, 6, 16, 8, 5, 19, 17, 3, 7, 0, 15, 10, 18, 9, 12, 1, 13], 0, 0], [[0, 11, 18, 5, 10, 16, 4, 19, 7, 6, 3, 12, 9, 1, 8, 13, 17, 14, 2, 15], 0, 0], [[2, 0, 19, 1, 4, 3, 18, 13, 11, 8, 5, 9, 17, 12, 16, 14, 6, 15, 10, 7], 0, 0], [[6, 16, 7, 19, 2, 11, 8, 0, 9, 18, 4, 15, 17, 12, 10, 13, 5, 3, 1, 14], 0, 0], [[6, 8, 17, 19, 0, 5, 14, 2, 4, 1, 16, 13, 7, 9, 15, 11, 3, 18, 10, 12], 0, 0], [[7, 11, 3, 13, 2, 18, 19, 4, 10, 14, 15, 8, 17, 16, 6, 5, 0, 9, 12, 1], 0, 0], [[10, 11, 9, 0, 14, 3, 12, 2, 13, 7, 19, 18, 15, 17, 8, 1, 5, 4, 16, 6], 0, 0], [[19, 15, 12, 10, 8, 3, 14, 7, 9, 5, 1, 16, 18, 4, 0, 2, 17, 11, 13, 6], 0, 0], [[2, 4, 10, 9, 18, 12, 13, 3, 0, 19, 8, 5, 16, 15, 1, 14, 11, 17, 6, 7], 0, 0], [[7, 8, 9, 13, 11, 18, 12, 2, 15, 17, 10, 5, 3, 1, 6, 16, 19, 14, 0, 4], 0, 0], [[11, 18, 0, 16, 5, 15, 4, 1, 17, 9, 7, 19, 3, 2, 10, 6, 13, 12, 8, 14], 0, 0], [[15, 6, 4, 1, 7, 5, 0, 10, 14, 2, 11, 19, 12, 9, 17, 13, 18, 16, 8, 3], 0, 0], [[15, 8, 9, 1, 18, 6, 16, 0, 10, 12, 19, 5, 4, 17, 2, 3, 7, 11, 14, 13], 0, 0], [[17, 18, 2, 6, 3, 15, 7, 8, 4, 9, 14, 16, 19, 12, 5, 0, 13, 1, 10, 11], 0, 0], [[12, 16, 10, 14, 9, 7, 4, 15, 5, 3, 1, 2, 8, 11, 13, 19, 18, 6, 0, 17], 0, 0], [[18, 5, 0, 3, 9, 12, 17, 2, 19, 14, 13, 1, 6, 8, 10, 15, 11, 7, 16, 4], 0, 0], [[15, 4, 10, 0, 14, 9, 11, 3, 18, 7, 19, 17, 13, 8, 5, 2, 12, 6, 16, 1], 0, 0], [[9, 15, 17, 13, 19, 4, 16, 10, 14, 6, 2, 1, 0, 12, 11, 5, 18, 8, 3, 7], 0, 0], [[10, 17, 19, 15, 3, 0, 7, 18, 14, 12, 9, 4, 1, 13, 8, 11, 2, 5, 6, 16], 0, 0], [[18, 2, 19, 10, 7, 0, 9, 8, 11, 5, 6, 17, 1, 4, 12, 3, 16, 13, 14, 15], 0, 0], [[9, 8, 5, 17, 6, 19, 15, 11, 7, 3, 1, 18, 12, 13, 2, 4, 14, 0, 10, 16], 0, 0], [[19, 3, 15, 16, 17, 18, 6, 8, 5, 0, 2, 12, 4, 10, 9, 13, 14, 11, 7, 1], 0, 0], [[5, 7, 16, 14, 18, 9, 4, 2, 6, 10, 11, 19, 8, 15, 0, 3, 1, 17, 12, 13], 0, 0], [[12, 11, 13, 10, 6, 18, 15, 8, 9, 2, 0, 19, 16, 3, 17, 14, 1, 4, 5, 7], 0, 0], [[17, 12, 9, 0, 18, 13, 8, 2, 3, 15, 5, 6, 16, 4, 1, 7, 14, 19, 10, 11], 0, 0], [[11, 6, 10, 16, 3, 0, 8, 15, 5, 17, 18, 7, 19, 14, 1, 2, 13, 4, 12, 9], 0, 0], 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12, 0, 10, 17, 11], 0, 0], [[14, 18, 7, 12, 5, 17, 11, 9, 1, 2, 16, 10, 4, 15, 19, 8, 0, 6, 3, 13], 0, 0], [[9, 14, 7, 1, 6, 19, 8, 16, 13, 2, 5, 3, 0, 4, 11, 17, 10, 15, 18, 12], 0, 0], [[0, 2, 5, 15, 13, 17, 18, 14, 9, 7, 10, 12, 1, 16, 19, 8, 6, 11, 4, 3], 0, 0], [[11, 16, 13, 4, 3, 18, 15, 12, 5, 7, 8, 0, 2, 9, 17, 19, 14, 6, 1, 10], 0, 0], [[5, 6, 12, 11, 0, 8, 18, 9, 4, 1, 13, 14, 2, 3, 7, 16, 10, 17, 15, 19], 0, 0], [[17, 13, 2, 3, 18, 6, 8, 7, 1, 15, 0, 16, 10, 5, 14, 9, 12, 4, 19, 11], 0, 0], [[2, 9, 16, 4, 6, 17, 7, 10, 8, 0, 18, 15, 3, 19, 1, 13, 12, 11, 14, 5], 0, 0], [[1, 5, 9, 19, 18, 14, 8, 6, 7, 3, 13, 4, 11, 17, 0, 12, 10, 15, 2, 16], 0, 0]] diff --git a/setup.py b/setup.py deleted file mode 100644 index d7d7824..0000000 --- a/setup.py +++ /dev/null @@ -1,13 +0,0 @@ -from distutils.core import setup - - -setup(name="Aplicacion de ejemplo", - version="0.1", - description="Library of Genetic Algorithm", - author="Ivan Barbecho and Juan Pedro Torres", -# author_email="", -# url="", - license="GPL", -# scripts=["ejemplo.py"], - packages=["GeneticAlgorithm","GeneticAlgorithm/GeneticAlgorithm_gui"] - ) \ No newline at end of file