diff --git a/libGeneticAlgorithm/Chromosome.py b/GeneticAlgorithm/Chromosome.py similarity index 67% rename from libGeneticAlgorithm/Chromosome.py rename to GeneticAlgorithm/Chromosome.py index d1d8d75..1f8bd68 100644 --- a/libGeneticAlgorithm/Chromosome.py +++ b/GeneticAlgorithm/Chromosome.py @@ -2,8 +2,11 @@ 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 maximum value of a chromosome + :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 """ @@ -13,4 +16,4 @@ def __init__(self, n_chromosomes, maxvalue = None, minvalue = 0, chromosomes_is_ else: self.MAXVALUE = maxvalue self.MINVALUE = minvalue - self.CHRO_IS_F = chromosomes_is_float \ No newline at end of file + 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 new file mode 100644 index 0000000..dceecb4 --- /dev/null +++ b/GeneticAlgorithm/GeneticAlgorithm_gui/Genetic_Algorithm_gui.py @@ -0,0 +1,70 @@ +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 new file mode 100644 index 0000000..cd14339 --- /dev/null +++ b/GeneticAlgorithm/GeneticAlgorithm_gui/__init__.py @@ -0,0 +1 @@ +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 new file mode 100644 index 0000000..4059eee --- /dev/null +++ b/GeneticAlgorithm/GeneticAlgorithm_gui/gui.py @@ -0,0 +1,232 @@ +# -*- 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 new file mode 100644 index 0000000..cd60d70 --- /dev/null +++ b/GeneticAlgorithm/GeneticAlgorithm_gui/gui.ui @@ -0,0 +1,380 @@ + + + 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/libGeneticAlgorithm/Genetic_Algorithm.py b/GeneticAlgorithm/Genetic_Algorithm.py similarity index 68% rename from libGeneticAlgorithm/Genetic_Algorithm.py rename to GeneticAlgorithm/Genetic_Algorithm.py index 3253830..75abae4 100644 --- a/libGeneticAlgorithm/Genetic_Algorithm.py +++ b/GeneticAlgorithm/Genetic_Algorithm.py @@ -26,6 +26,7 @@ class GenecticException(Exception): what = None + class GeneticAlgorithm: """ The structure of a tuple of the PULL is: @@ -147,108 +148,48 @@ def __init__(self): if DEBUG: print inspect.stack()[0][3] try: - self.__ELITISM = None - self.__MUTE = None - self.__REVERSE = None - self.__SELECTION_TYPE = None - self.__SIZE_POOL = None - self.__N_CHROMOSOMES = None - self.__FUN_FITNESS = None - self.__ITMAX = None - self.__TYPECHILD = None - self.__rangechild = None - self.__sizeelitism = None - self.__CHRO_IS_F = None - self.__CHRO_MAXVALUE = None - self.__CHRO_MINVALUE = None - self.__CAN_REPETEAD_CHRO = None + self.__attr = None self.__POOL = None - self.__TEST_POOL = None self.timer = QtCore.QTimer() self.timer.timeout.connect(self.__run) except: raise - def setattrGeneticAlgorithm(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): + def setattrGeneticAlgorithm(self, GA_attr): """ Set the 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: + :param GA_attr: contains params for the instance """ - 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) - 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.__POOL = self.__Generate_pool() - self.__TEST_POOL = testing + 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.__CHRO_IS_F is False: - if self.__CAN_REPETEAD_CHRO is False: - ind = range(self.__CHRO_MINVALUE, self.__CHRO_MAXVALUE) - new_pool = [[sample(ind, self.__N_CHROMOSOMES), 0, 0] for y in range(self.__SIZE_POOL)] + 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.__CHRO_MINVALUE,self.__CHRO_MAXVALUE)for x in range(self.__N_CHROMOSOMES)], 0, 0] for y in range(self.__SIZE_POOL)] + 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.__CHRO_MINVALUE, self.__CHRO_MAXVALUE) for x in range(self.__N_CHROMOSOMES)], 0, 0] for y - in range(self.__SIZE_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): @@ -265,9 +206,9 @@ def __Get_Individuos(self, individual): """ #if DEBUG: # print inspect.stack()[0][3] - if individual not in range(0, self.__SIZE_POOL): + if individual not in range(0, self.__attr.SIZE_POOL): a = GenecticException - a.what = "Error: individual", individual, " not existing, 0 < = individual < " + str(self.__SIZE_POOL) + a.what = "Error: individual", individual, " not existing, 0 < = individual < " + str(self.__attr.SIZE_POOL) raise a return copy.copy(self.__POOL[individual][0]) @@ -277,9 +218,9 @@ def __Set_Fittnes(self, individual, Fittnes): """ #if DEBUG: # print inspect.stack()[0][3] - if individual not in range(0, self.__SIZE_POOL): + if individual not in range(0, self.__attr.SIZE_POOL): a = GenecticException - a.what = "Error: individual", individual, " not existing, 0 < = individual < " + str(self.__SIZE_POOL) + a.what = "Error: individual", individual, " not existing, 0 < = individual < " + str(self.__attr.SIZE_POOL) raise a self.__POOL[individual][1] = Fittnes @@ -298,7 +239,7 @@ def __Generate_Child_flip(self, item): if DEBUG: print inspect.stack()[0][3] child = copy.copy(item) - index = [randint(0, self.__N_CHROMOSOMES - 1), randint(0, self.__N_CHROMOSOMES - 1)] + 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] @@ -311,21 +252,21 @@ def __Generate_Child_Flip_tournament(self, item): if DEBUG: print inspect.stack()[0][3] child = copy.copy(item) - index = [randint(0, self.__N_CHROMOSOMES - 1), randint(0, self.__N_CHROMOSOMES - 1)] + 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.__N_CHROMOSOMES - 1] + revert2right = child2[index[1]: self.__attr.N_CHROMOSOMES - 1] child2[0:index[0]] = revert2left[::-1] - child2[index[1]:self.__N_CHROMOSOMES - 1] = revert2right[::-1] + child2[index[1]:self.__attr.N_CHROMOSOMES - 1] = revert2right[::-1] listIndividual = [item, child, child2] - if self.__TYPECHILD is CHILD_FLIP_TOURNAMENT_DETERMINISTIC: + if self.__attr.TYPECHILD is CHILD_FLIP_TOURNAMENT_DETERMINISTIC: return self.__Tournament_Selection_Deterministic(listIndividual) - elif self.__TYPECHILD is CHILD_FLIP_TOURNAMENT_PROBABILISTIC: + elif self.__attr.TYPECHILD is CHILD_FLIP_TOURNAMENT_PROBABILISTIC: return self.__Tournament_Selection_Probabilistic(listIndividual) def __Generate_Child_split(self, item1, item2): @@ -336,10 +277,10 @@ def __Generate_Child_split(self, item1, item2): print inspect.stack()[0][3] child1 = copy.copy(item1) child2 = copy.copy(item2) - split = randint(1, self.__N_CHROMOSOMES - 1) + 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.__CAN_REPETEAD_CHRO is False: + if self.__attr.CAN_REPETEAD_CHRO is False: return [self.__Replace_repeated(child1),self.__Replace_repeated(child2)] else: return [child1,child2] @@ -351,14 +292,14 @@ def __Generate_Child_Mean(self, item1, item2): if DEBUG: print inspect.stack()[0][3] child = copy.copy(item1) - if self.__CHRO_IS_F is True: - for i in range(self.__N_CHROMOSOMES): + 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.__N_CHROMOSOMES): + for i in range(self.__attr.N_CHROMOSOMES): f = (item1[i] + item2[i])/2 child[i] = int(math.floor(f)) - if self.__CAN_REPETEAD_CHRO is False: + if self.__attr.CAN_REPETEAD_CHRO is False: self.__Replace_repeated(child) return child @@ -368,7 +309,7 @@ def __Replace_repeated(self, child): """ if DEBUG: print inspect.stack()[0][3] - n = self.__CHRO_MINVALUE + n = self.__attr.CHRO_MINVALUE for i in range(0,len(child)-1): if child[i] in child[i + 1:]: while (True): @@ -387,9 +328,9 @@ def __Generate_Child_split_tournament(self, item1, item2): childs=self.__Generate_Child_split(item1, item2) childs.append(item1) childs.append(item2) - if self.__TYPECHILD is CHILD_SPLIT_TOURNAMENT_DETERMINISTIC: + if self.__attr.TYPECHILD is CHILD_SPLIT_TOURNAMENT_DETERMINISTIC: return self.__Tournament_Selection_Deterministic(childs) - elif self.__TYPECHILD is CHILD_SPLIT_TOURNAMENT_PROBABILISTIC: + elif self.__attr.TYPECHILD is CHILD_SPLIT_TOURNAMENT_PROBABILISTIC: return self.__Tournament_Selection_Probabilistic(childs) def __Generate_Child(self, item1, item2 = None): @@ -398,15 +339,15 @@ def __Generate_Child(self, item1, item2 = None): """ if DEBUG: print inspect.stack()[0][3] - if self.__TYPECHILD is CHILD_FLIP: + if self.__attr.TYPECHILD is CHILD_FLIP: return self.__Generate_Child_flip(item1) - elif self.__TYPECHILD in [CHILD_FLIP_TOURNAMENT_DETERMINISTIC, CHILD_FLIP_TOURNAMENT_PROBABILISTIC]: + elif self.__attr.TYPECHILD in [CHILD_FLIP_TOURNAMENT_DETERMINISTIC, CHILD_FLIP_TOURNAMENT_PROBABILISTIC]: return self.__Generate_Child_Flip_tournament(item1) - elif self.__TYPECHILD is CHILD_SPLIT: + elif self.__attr.TYPECHILD is CHILD_SPLIT: return self.__Generate_Child_split(item1, item2) - elif self.__TYPECHILD is CHILD_MEAN: + elif self.__attr.TYPECHILD is CHILD_MEAN: return self.__Generate_Child_Mean(item1, item2) - elif self.__TYPECHILD in [CHILD_SPLIT_TOURNAMENT_DETERMINISTIC,CHILD_SPLIT_TOURNAMENT_PROBABILISTIC]: + 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): @@ -416,20 +357,26 @@ def __Fill_Next_Generation(self): if DEBUG: print inspect.stack()[0][3] new_pull = copy.copy(self.__POOL) - if self.__TYPECHILD in types_childs_1: - for i in (range(0, self.__rangechild)): - child = self.__Generate_Child(copy.copy(self.__POOL[i][0]), item2 = self.__POOL[i+1][0]) - dest = i + self.__sizeelitism - if randint(0, 99) < self.__MUTE: - child = self.__mute_individuals(child) + 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.__TYPECHILD in types_childs_2: - for i in (range(0, self.__rangechild, 2)): - childs = self.__Generate_Child(copy.copy(self.__POOL[i][0]), item2 = copy.copy(self.__POOL[i + 1][0])) - dest = i + self.__sizeelitism + 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.__MUTE: - childs[j] = self.__mute_individuals(childs[j]) + 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 @@ -439,10 +386,12 @@ def __Tournament_Selection_Deterministic(self, listItems): """ if DEBUG: print inspect.stack()[0][3] - dict = {} + dict = [[0,0]for x in range(len(listItems))] for i in range(0, len(listItems)): - dict[i] = self.__FUN_FITNESS(listItems[i]) - return listItems[sorted(dict, reverse = True)[0]] + 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): """ @@ -459,37 +408,37 @@ def __Roulette(self): if DEBUG: print inspect.stack()[0][3] new_pool = copy.copy(self.__POOL) - for i in (range(1, self.__SIZE_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.__SIZE_POOL)): - self.__POOL[i][2] = 1 - (self.__POOL[i][1] / self.__POOL[self.__SIZE_POOL - 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.__TYPECHILD in types_childs_1: - for i in (range(0, self.__rangechild)): + if self.__attr.TYPECHILD in types_childs_1: + for i in (range(0, self.__attr.rangechild)): selec = random() - for j in range(0, self.__SIZE_POOL)[::-1]: + 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.__sizeelitism - if randint(0, 99) < self.__MUTE: - child = self.__mute_individuals(child) + 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.__TYPECHILD in types_childs_2: - for i in (range(0, self.__rangechild, 2)): + 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.__SIZE_POOL)[::-1]: + for j in range(0, self.__attr.SIZE_POOL)[::-1]: if selec1 < self.__POOL[j][2]: break - for k in range(0, self.__SIZE_POOL)[::-1]: + 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.__sizeelitism + dest = i + self.__attr.sizeelitism for j in [0,1]: - if randint(0, 99) < self.__MUTE: - childs[j] = self.__mute_individuals(childs[j]) + 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 @@ -499,18 +448,18 @@ def __Next_Generation(self): """ if DEBUG: print inspect.stack()[0][3] - if self.__SELECTION_TYPE is FILL_NEXT_GENERATION: + if self.__attr.SELECTION_TYPE is FILL_NEXT_GENERATION: self.__Fill_Next_Generation() - elif self.__SELECTION_TYPE is ROULETTE: + elif self.__attr.SELECTION_TYPE is ROULETTE: self.__Roulette() - def __mute_individuals(self, item): + def mute_individuals(self, item): """ Function that mute a individuos """ if DEBUG: print inspect.stack()[0][3] - index = [randint(0, self.__N_CHROMOSOMES - 1), randint(0, self.__N_CHROMOSOMES - 1)] + 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) @@ -521,10 +470,10 @@ def __mute_individuals(self, item): def __run(self): if DEBUG: print inspect.stack()[0][3] - for i in range(self.__SIZE_POOL): + for i in range(self.__attr.SIZE_POOL): item = self.__Get_Individuos(i) - self.__Set_Fittnes(i, self.__FUN_FITNESS(item)) - self.__sort_pool(self.__REVERSE) + 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() @@ -536,20 +485,20 @@ def set_pool(self, pool): """ if DEBUG: print inspect.stack()[0][3] - if self.__N_CHROMOSOMES is not len(pool[0][0]): + 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.__TEST_POOL = True + 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.__N_CHROMOSOMES)], 0, 0] for y in range(self.__SIZE_POOL)] + :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.__N_CHROMOSOMES)], 0, 0] for y in range(self.__SIZE_POOL)] + 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): @@ -566,7 +515,7 @@ def print_individuals(self): """ if DEBUG: print inspect.stack()[0][3] - for i in range(0, self.__SIZE_POOL): + for i in range(0, self.__attr.SIZE_POOL): print self.__POOL[i][:] def Winner_Probability(self): @@ -584,11 +533,11 @@ def run(self, print_best=0): """ if DEBUG: print inspect.stack()[0][3] - for x in range(self.__ITMAX): - for i in range(self.__SIZE_POOL): + 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.__FUN_FITNESS(item)) - self.__sort_pool(self.__REVERSE) + 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] @@ -607,6 +556,10 @@ 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) diff --git a/GeneticAlgorithm/Genetic_Algorithm_attr.py b/GeneticAlgorithm/Genetic_Algorithm_attr.py new file mode 100644 index 0000000..f1bb8a6 --- /dev/null +++ b/GeneticAlgorithm/Genetic_Algorithm_attr.py @@ -0,0 +1,68 @@ +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/libGeneticAlgorithm/__init__.py b/GeneticAlgorithm/__init__.py similarity index 68% rename from libGeneticAlgorithm/__init__.py rename to GeneticAlgorithm/__init__.py index 3e9c271..46bdd0a 100644 --- a/libGeneticAlgorithm/__init__.py +++ b/GeneticAlgorithm/__init__.py @@ -3,5 +3,5 @@ from __builtin__ import str from random import * from time import * -from Genetic_Algorithm import * -from Chromosome import * \ No newline at end of file +from Chromosome import * + diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..9cecc1d --- /dev/null +++ b/LICENSE @@ -0,0 +1,674 @@ + GNU GENERAL PUBLIC LICENSE + Version 3, 29 June 2007 + + Copyright (C) 2007 Free Software Foundation, Inc. + Everyone is permitted to copy and distribute verbatim copies + of this license document, but changing it is not allowed. + + Preamble + + The GNU 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But first, please read +. diff --git a/README.md b/README.md new file mode 100644 index 0000000..51541fe --- /dev/null +++ b/README.md @@ -0,0 +1,101 @@ +# 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]: + diff --git a/doc/Doc.pdf b/doc/Doc.pdf new file mode 100644 index 0000000..50fc30d Binary files /dev/null and b/doc/Doc.pdf differ diff --git a/doc/Presentacion.pdf b/doc/Presentacion.pdf new file mode 100644 index 0000000..c4058ba Binary files /dev/null and b/doc/Presentacion.pdf differ diff --git a/examples/GUI_example/main.py b/examples/GUI_example/main.py new file mode 100644 index 0000000..be4e2bc --- /dev/null +++ b/examples/GUI_example/main.py @@ -0,0 +1,10 @@ +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 new file mode 100644 index 0000000..859cc70 --- /dev/null +++ b/examples/Traveling_Salesman_Problem/TSP_gui.py @@ -0,0 +1,59 @@ +# -*- 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/__init__.py b/examples/Traveling_Salesman_Problem/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/examples/Traveling_Salesman_Problem/gui.py b/examples/Traveling_Salesman_Problem/gui.py deleted file mode 100644 index 8be12bd..0000000 --- a/examples/Traveling_Salesman_Problem/gui.py +++ /dev/null @@ -1,158 +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(812, 537) - self.verticalLayout = QtGui.QVBoxLayout(Dialog) - self.verticalLayout.setObjectName(_fromUtf8("verticalLayout")) - self.verticalLayout_2 = QtGui.QVBoxLayout() - self.verticalLayout_2.setObjectName(_fromUtf8("verticalLayout_2")) - self.horizontalLayout_4 = QtGui.QHBoxLayout() - self.horizontalLayout_4.setObjectName(_fromUtf8("horizontalLayout_4")) - self.verticalLayout_3 = QtGui.QVBoxLayout() - self.verticalLayout_3.setObjectName(_fromUtf8("verticalLayout_3")) - self.label = QtGui.QLabel(Dialog) - self.label.setObjectName(_fromUtf8("label")) - self.verticalLayout_3.addWidget(self.label) - self.child_mode = QtGui.QComboBox(Dialog) - 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.verticalLayout_3.addWidget(self.child_mode) - self.horizontalLayout_4.addLayout(self.verticalLayout_3) - self.verticalLayout_9 = QtGui.QVBoxLayout() - self.verticalLayout_9.setObjectName(_fromUtf8("verticalLayout_9")) - self.label_7 = QtGui.QLabel(Dialog) - self.label_7.setObjectName(_fromUtf8("label_7")) - self.verticalLayout_9.addWidget(self.label_7) - self.selection_mode = QtGui.QComboBox(Dialog) - self.selection_mode.setObjectName(_fromUtf8("selection_mode")) - self.selection_mode.addItem(_fromUtf8("")) - self.selection_mode.addItem(_fromUtf8("")) - self.verticalLayout_9.addWidget(self.selection_mode) - self.horizontalLayout_4.addLayout(self.verticalLayout_9) - self.verticalLayout_4 = QtGui.QVBoxLayout() - self.verticalLayout_4.setObjectName(_fromUtf8("verticalLayout_4")) - self.label_2 = QtGui.QLabel(Dialog) - self.label_2.setObjectName(_fromUtf8("label_2")) - self.verticalLayout_4.addWidget(self.label_2) - self.mute = QtGui.QSpinBox(Dialog) - self.mute.setMinimum(0) - self.mute.setMaximum(100) - self.mute.setProperty("value", 2) - self.mute.setObjectName(_fromUtf8("mute")) - self.verticalLayout_4.addWidget(self.mute) - self.horizontalLayout_4.addLayout(self.verticalLayout_4) - self.verticalLayout_5 = QtGui.QVBoxLayout() - self.verticalLayout_5.setObjectName(_fromUtf8("verticalLayout_5")) - self.label_3 = QtGui.QLabel(Dialog) - self.label_3.setObjectName(_fromUtf8("label_3")) - self.verticalLayout_5.addWidget(self.label_3) - self.elitism = QtGui.QSpinBox(Dialog) - self.elitism.setMaximum(100) - self.elitism.setProperty("value", 10) - self.elitism.setObjectName(_fromUtf8("elitism")) - self.verticalLayout_5.addWidget(self.elitism) - self.horizontalLayout_4.addLayout(self.verticalLayout_5) - self.verticalLayout_6 = QtGui.QVBoxLayout() - self.verticalLayout_6.setObjectName(_fromUtf8("verticalLayout_6")) - self.label_4 = QtGui.QLabel(Dialog) - self.label_4.setObjectName(_fromUtf8("label_4")) - self.verticalLayout_6.addWidget(self.label_4) - self.size_pool = QtGui.QSpinBox(Dialog) - self.size_pool.setMaximum(100000) - self.size_pool.setSingleStep(10) - self.size_pool.setProperty("value", 1000) - self.size_pool.setObjectName(_fromUtf8("size_pool")) - self.verticalLayout_6.addWidget(self.size_pool) - self.horizontalLayout_4.addLayout(self.verticalLayout_6) - self.verticalLayout_7 = QtGui.QVBoxLayout() - self.verticalLayout_7.setObjectName(_fromUtf8("verticalLayout_7")) - self.label_5 = QtGui.QLabel(Dialog) - self.label_5.setObjectName(_fromUtf8("label_5")) - self.verticalLayout_7.addWidget(self.label_5) - self.cities = QtGui.QSpinBox(Dialog) - self.cities.setMinimum(10) - self.cities.setMaximum(200) - self.cities.setProperty("value", 10) - self.cities.setObjectName(_fromUtf8("cities")) - self.verticalLayout_7.addWidget(self.cities) - self.horizontalLayout_4.addLayout(self.verticalLayout_7) - self.high_low = QtGui.QCheckBox(Dialog) - self.high_low.setObjectName(_fromUtf8("high_low")) - self.horizontalLayout_4.addWidget(self.high_low) - self.verticalLayout_2.addLayout(self.horizontalLayout_4) - self.verticalLayout.addLayout(self.verticalLayout_2) - 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.label.setText(_translate("Dialog", "CHILD MODE", None)) - self.child_mode.setItemText(0, _translate("Dialog", "CHILD_FLIP", None)) - self.child_mode.setItemText(1, _translate("Dialog", "CHILD_FLIP_TOURNAMENT_DETERMINISTIC", None)) - self.child_mode.setItemText(2, _translate("Dialog", "CHILD_FLIP_TOURNAMENT_PROBABILISTIC", None)) - self.child_mode.setItemText(3, _translate("Dialog", "CHILD_SPLIT", None)) - self.child_mode.setItemText(4, _translate("Dialog", "CHILD_SPLIT_TOURNAMENT_DETERMINISTIC", None)) - self.child_mode.setItemText(5, _translate("Dialog", "CHILD_SPLIT_TOURNAMENT_PROBABILISTIC", None)) - self.child_mode.setItemText(6, _translate("Dialog", "CHILD_MEAN", None)) - self.label_7.setText(_translate("Dialog", "SELECTION MODE", None)) - self.selection_mode.setItemText(0, _translate("Dialog", "FILL", None)) - self.selection_mode.setItemText(1, _translate("Dialog", "ROULETTE", None)) - self.label_2.setText(_translate("Dialog", "MUTE %", None)) - self.label_3.setText(_translate("Dialog", "ELITISM %", None)) - self.label_4.setText(_translate("Dialog", "SIZE POOL", None)) - self.label_5.setText(_translate("Dialog", "CITIES", None)) - self.high_low.setText(_translate("Dialog", "Sort high to low", 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 index 89c6fe9..1057a6d 100644 --- a/examples/Traveling_Salesman_Problem/gui.ui +++ b/examples/Traveling_Salesman_Problem/gui.ui @@ -6,7 +6,7 @@ 0 0 - 812 + 950 537 @@ -14,189 +14,6 @@ Dialog - - - - - - - - - - CHILD MODE - - - - - - - - CHILD_FLIP - - - - - CHILD_FLIP_TOURNAMENT_DETERMINISTIC - - - - - CHILD_FLIP_TOURNAMENT_PROBABILISTIC - - - - - CHILD_SPLIT - - - - - CHILD_SPLIT_TOURNAMENT_DETERMINISTIC - - - - - CHILD_SPLIT_TOURNAMENT_PROBABILISTIC - - - - - CHILD_MEAN - - - - - - - - - - - - SELECTION MODE - - - - - - - - FILL - - - - - ROULETTE - - - - - - - - - - - - MUTE % - - - - - - - 0 - - - 100 - - - 2 - - - - - - - - - - - ELITISM % - - - - - - - 100 - - - 10 - - - - - - - - - - - SIZE POOL - - - - - - - 100000 - - - 10 - - - 1000 - - - - - - - - - - - CITIES - - - - - - - 10 - - - 200 - - - 10 - - - - - - - - - Sort high to low - - - - - - - diff --git a/examples/Traveling_Salesman_Problem/main.py b/examples/Traveling_Salesman_Problem/main.py index eaaddef..8f46c48 100644 --- a/examples/Traveling_Salesman_Problem/main.py +++ b/examples/Traveling_Salesman_Problem/main.py @@ -1,7 +1,5 @@ -import sys - -from gui import * -from libGeneticAlgorithm import * +import TSP_gui,sys +from GeneticAlgorithm.GeneticAlgorithm_gui import * from scene import * pcities = [ @@ -207,110 +205,87 @@ [1310.112208934792, 359.667902376623, 1228.938566405986, 1491.3275964723512, 1727.1493855483375, 1484.769679108514, 625.3742879268383, 1758.1564207999243, 1426.772932179469, 1895.2342863086874, 1994.753117556155, 809.8771511778808, 1233.188144607302, 1587.1798889854924, 1467.9594681053015, 1588.2852388661174, 383.020887158912, 1704.1317437334474, 1694.1950891204945, 737.4455912133451, 278.8207309365643, 1518.1040807533586, 2198.7726121634314, 544.121310003569, 762.5483591222264, 579.987068821366, 579.5248053362341, 300.04166377354994, 1488.7528337504516, 1485.6840175488192, 924.5350182659389, 1083.8104077743487, 1342.8004319332042, 1104.610338535721, 1679.5767323942066, 1697.0609888863746, 174.64249196572982, 1211.409509620921, 1837.6403347771839, 1402.687777090825, 1707.0199178685643, 1043.3834386264716, 1378.2089827018253, 1631.979472910122, 1288.7486178460097, 763.6766331373509, 1233.002838601761, 1717.3971584930493, 865.6240523460517, 617.9482178953185, 2159.6029727706896, 1377.52023578603, 2273.697429298806, 1868.5034118245544, 971.5765538546101, 1893.1164781914504, 1147.694210144845, 837.3559577622888, 1763.6331818153117, 266.5520587052368, 1578.0700237948886, 413.6000483558966, 1436.8472430985835, 1618.9928968343252, 1784.7770168847424, 1709.4785754726497, 591.4499133485439, 797.2935469449129, 1850.4445411846311, 1642.519101867616, 662.4990566031018, 1805.4412203115337, 795.0628905941969, 574.8547642665928, 969.3585507953185, 1240.4982869798732, 492.0660524766975, 840.4308418900391, 868.6598874127894, 1558.7767640043908, 834.2397736861986, 1134.2706907965135, 1756.6106569186013, 1806.801593977601, 2426.7154756996133, 987.2735183321793, 268.972117514065, 458.1670001211349, 1788.2863305410574, 2250.235543226531, 1811.7174172591044, 2236.946356084562, 1027.4570550636167, 928.0431024472947, 2006.9870452994958, 1684.3378520950005, 608.8365954835501, 1276.7090506454476, 1144.4832895241416, 1069.1351645138234, 145.46477236774544, 1784.4853599847772, 674.214357604464, 2431.919817757156, 2118.595761347596, 1077.9262497963393, 1595.020062569747, 1385.3999422549432, 712.6156046565358, 2066.556798154844, 1739.7062970513155, 326.3326523656497, 437.65283044897586, 2143.6494582837, 282.93108701590216, 807.2186816470492, 1946.6342748446611, 1650.9936402058004, 1980.051767000045, 377.7949179118216, 831.445127473846, 1845.5530336460126, 202.37094653136353, 414.36457377531684, 1887.7711725736253, 1936.75630888349, 1057.9621921410992, 1019.6724964418722, 1286.8232201821663, 655.4883675550619, 1853.4252075549205, 424.85291572496004, 1289.0446074515808, 506.5037018620891, 694.1368741105748, 1349.9648143562854, 756.2202060246738, 1019.468488968639, 1613.1063201165632, 1322.4753305827674, 1260.0071428368967, 1503.3150035837466, 640.3381918955014, 985.4998731608239, 1877.2373318256805, 515.2717729509351, 1166.8800281091453, 2325.064300186126, 1401.0285507440597, 1554.921219869354, 1198.050499770356, 1766.2004416260347, 1771.2032633212937, 308.1330881291394, 488.0983507450112, 2294.402972452747, 1925.1623308178457, 2078.539150461208, 2193.3955411644292, 127.534309109353, 971.2903788260234, 803.483665048643, 2180.4118876946163, 693.288540219727, 1372.4634785669161, 1875.2986428833142, 563.3551277835323, 1257.1972796661628, 1453.1610371875513, 788.1751074475773, 1162.4844084975937, 1071.9594208737567, 1375.1585363149952, 1852.5296218954234, 1757.0708579906502, 270.22398117117586, 905.452925336265, 397.1523637094459, 871.752258385374, 1498.9329538041386, 1404.7754268921421, 754.5654378514828, 1241.6376282957922, 2010.5922013178108, 445.2998989445203, 1714.396978532102, 457.7084224700262, 1635.7875778963478, 1686.3101731294869, 1444.2108571811805, 1659.956927152027, 2295.312179203517, 181.79658962697843, 96.25487000666512, 967.4838499944069, 2071.9017833864614, 1548.1359759400982, 1269.9834644592818, 9223372036854775807, 358.8035674293108], [1198.089312196716, 323.878063474512, 1074.0661059729982, 1159.117767959753, 1552.2064939949196, 1157.0, 347.5413644445795, 1401.0488927942522, 1128.6740007637281, 1538.663380990137, 1637.594577421408, 774.3752320419345, 902.2399902464975, 1241.9919484441114, 1246.0999157370968, 1289.2424132024203, 493.32038271289787, 1396.793828737799, 1345.4029136284787, 487.88728206420797, 104.67568963231147, 1180.184731302689, 1853.846002234274, 303.43368303469543, 547.6531749200401, 323.0681042752441, 366.1051761447795, 412.53484701295235, 1356.1331055615449, 1144.8497718041438, 669.1464712602167, 948.8545726295469, 984.0370927968112, 752.6008238103384, 1511.7969440371282, 1434.4127718338261, 523.7174810907118, 1106.481359987596, 1532.4444525006445, 1079.522579661954, 1531.8201591570728, 695.9748558676528, 1115.6809579803717, 1282.0471910191138, 930.2263165488278, 690.7922987410905, 874.8874213291674, 1383.7951437983875, 542.6094359666075, 614.00325732035, 1801.4163871798214, 1079.5675059948776, 1936.671371193368, 1558.0965952083973, 625.454234936498, 1534.3226518565123, 936.6077087019944, 479.69260990763655, 1413.158872880187, 567.459249638245, 1226.0917583933106, 548.620998504432, 1212.271421753396, 1260.5562264333948, 1432.8380927376268, 1382.3606620560352, 236.12920192132103, 448.61230477997367, 1546.0727667221877, 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743.7694535270994, 1168.2880637924877, 1603.1500241711628, 1422.1652505950215, 361.0720149776219, 649.1509839783038, 543.7223556191155, 584.27733141035, 1162.8327480768676, 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]] - -GA=None -ui=None -timer=None -scenev=None - -def fitnnes(item): +def Fitness(item): dist = 0 cityant = item[0] - for cityact in item[1:ui.cities.value()]: + for cityact in item[1:len(item)]: dist = dist + distance[cityant][cityact] cityant = cityact dist = dist + distance[cityant][item[0]] return dist -@QtCore.Slot() -def update_view(): - winneract__ = GA.Winner_Probability() - if winneract__[0] is not update_view.winneract: - update_view.winnerant = update_view.winneract - update_view.winneract = winneract__[0] - scenev.Clear() - scenev.RePaint() - ui.dist.setText(str(winneract__[1]) + " km") - scenev.Paint_road(update_view.winneract, RED, 3) - if update_view.winnerant is not None: - scenev.Paint_road(update_view.winnerant, BLACK) -update_view.winnerant = None -update_view.winneract = None +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) -def get_child_mode(): - mode= ui.child_mode.currentIndex() - if mode is 0: - return CHILD_FLIP - elif mode is 1: - return CHILD_FLIP_TOURNAMENT_DETERMINISTIC - elif mode is 2: - return CHILD_FLIP_TOURNAMENT_PROBABILISTIC - elif mode is 3: - return CHILD_SPLIT - elif mode is 4: - return CHILD_SPLIT_TOURNAMENT_DETERMINISTIC - elif mode is 5: - return CHILD_SPLIT_TOURNAMENT_PROBABILISTIC - elif mode is 6: - return CHILD_MEAN + self.ui.start.clicked.connect(self.start) + self.ui.stop.clicked.connect(self.stop) + self.ui.init.clicked.connect(self.init) -def get_selection_mode(): - mode= ui.selection_mode.currentIndex(); - if mode is 0: - return FILL_NEXT_GENERATION - elif mode is 1: - return ROULETTE + self.timer = QtCore.QTimer() + QtCore.QTimer.connect(self.timer, QtCore.SIGNAL("timeout()"), self.update_view) + sys.exit(app.exec_()) -def get_high_low(): - return ui.high_low.checkState() is QtCore.Qt.CheckState.Checked -@QtCore.Slot() -def start(): - GA.start(300) - timer.start(100) + @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 stop(): - GA.stop() - timer.stop() + @QtCore.Slot() + def start(self): + self.GA.start(0) + self.timer.start(0) -@QtCore.Slot() -def init(): - chro = chromosome_t(ui.cities.value()) - scenev.set_listCities(pcities[:ui.cities.value()]) - scenev.Clear() - scenev.RePaint() - scale=[ui.graphicsView.width()/scenev.width()-0.01,ui.graphicsView.height()/scenev.height()-0.01] - scale.sort() - if scale[0] != init.scaleant: - ui.graphicsView.scale(scale[0], scale[0]) - init.scaleant=scale[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 - f = fitnnes - try: - GA.setattrGeneticAlgorithm(f, chro, selection_type=get_selection_mode(), - High_Low=get_high_low(), size_pool=ui.size_pool.value(), child_type=get_child_mode(), - porcent_elitism=ui.elitism.value(), porcent_mute=ui.mute.value()) - except GenecticException: - print GenecticException.what - -init.scaleant=None if __name__ == "__main__": - GA = GeneticAlgorithm() - app = QtGui.QApplication(sys.argv) - Dialog = QtGui.QDialog() - ui = Ui_Dialog() - ui.setupUi(Dialog) - Dialog.showMaximized() - scenev = SCENE() - ui.graphicsView.setScene(scenev) - - ui.start.clicked.connect(start) - ui.stop.clicked.connect(stop) - ui.init.clicked.connect(init) - - timer = QtCore.QTimer() - QtCore.QTimer.connect(timer, QtCore.SIGNAL("timeout()"), update_view) - sys.exit(app.exec_()) + main() diff --git a/examples/__init__.py b/examples/__init__.py deleted file mode 100644 index e69de29..0000000 diff --git a/examples/simple_NONGUI_example/main.py b/examples/simple_NONGUI_example/main.py new file mode 100644 index 0000000..59dbeab --- /dev/null +++ b/examples/simple_NONGUI_example/main.py @@ -0,0 +1,81 @@ +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/install.sh b/install.sh new file mode 100755 index 0000000..1e4e255 --- /dev/null +++ b/install.sh @@ -0,0 +1,5 @@ +#!/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 new file mode 100755 index 0000000..42e786c --- /dev/null +++ b/performanceTest/main.py @@ -0,0 +1,1119 @@ +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, 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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, 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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]] + +pool20 = [[[9, 7, 5, 16, 14, 15, 12, 8, 17, 4, 3, 11, 6, 13, 1, 19, 0, 10, 2, 18], 0, 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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, 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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, 4, 8, 15, 16, 13, 5, 3, 19, 18, 0, 17, 11, 12, 10, 14, 2], 0, 0], [[9, 13, 16, 4, 5, 15, 17, 8, 0, 10, 11, 3, 12, 14, 6, 18, 7, 19, 2, 1], 0, 0], [[2, 6, 16, 14, 19, 12, 3, 5, 15, 4, 13, 17, 1, 9, 18, 0, 10, 11, 8, 7], 0, 0], [[0, 19, 3, 1, 8, 4, 17, 13, 12, 16, 7, 5, 11, 10, 6, 15, 14, 2, 18, 9], 0, 0], [[5, 14, 2, 0, 11, 16, 18, 17, 6, 13, 3, 12, 9, 4, 1, 7, 8, 19, 15, 10], 0, 0], [[12, 4, 10, 18, 9, 19, 15, 0, 2, 8, 5, 11, 1, 13, 3, 14, 17, 16, 7, 6], 0, 0], [[8, 0, 9, 14, 1, 2, 16, 12, 13, 11, 7, 15, 3, 6, 18, 5, 17, 19, 10, 4], 0, 0], [[17, 4, 1, 5, 14, 15, 8, 3, 10, 7, 16, 18, 2, 6, 9, 11, 0, 13, 19, 12], 0, 0], [[15, 8, 7, 19, 14, 3, 12, 18, 11, 6, 9, 2, 0, 5, 4, 17, 1, 10, 16, 13], 0, 0], [[1, 3, 5, 4, 17, 9, 14, 16, 13, 11, 6, 0, 15, 7, 12, 10, 19, 2, 18, 8], 0, 0], [[7, 2, 12, 16, 19, 15, 13, 6, 14, 3, 1, 10, 4, 11, 9, 18, 5, 17, 8, 0], 0, 0], [[17, 5, 13, 9, 1, 18, 7, 12, 6, 2, 4, 8, 15, 0, 19, 16, 11, 14, 3, 10], 0, 0], [[19, 12, 3, 4, 14, 13, 6, 7, 8, 16, 18, 0, 17, 9, 10, 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, 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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, 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, 8], 0, 0], [[3, 0, 1, 8, 6, 9, 5, 2, 4, 7], 0, 0], [[9, 8, 5, 0, 4, 6, 3, 1, 2, 7], 0, 0], [[1, 4, 8, 9, 3, 0, 6, 7, 5, 2], 0, 0], [[6, 3, 1, 5, 8, 2, 0, 7, 4, 9], 0, 0], [[9, 0, 6, 4, 7, 1, 2, 8, 5, 3], 0, 0], [[4, 8, 3, 9, 2, 5, 0, 1, 7, 6], 0, 0], [[4, 5, 3, 1, 8, 2, 6, 9, 7, 0], 0, 0], [[5, 4, 6, 3, 2, 8, 1, 7, 0, 9], 0, 0], [[0, 7, 6, 5, 9, 8, 4, 3, 1, 2], 0, 0], [[6, 8, 1, 4, 7, 2, 0, 5, 3, 9], 0, 0], [[1, 0, 2, 5, 4, 8, 7, 9, 3, 6], 0, 0], [[3, 8, 9, 2, 1, 0, 5, 6, 7, 4], 0, 0], [[1, 0, 6, 2, 9, 8, 4, 3, 7, 5], 0, 0], [[9, 7, 5, 1, 3, 2, 8, 6, 0, 4], 0, 0], [[4, 9, 1, 7, 6, 0, 3, 5, 2, 8], 0, 0], [[2, 4, 7, 0, 6, 5, 9, 1, 8, 3], 0, 0], [[3, 9, 4, 0, 5, 6, 8, 7, 1, 2], 0, 0], [[7, 0, 4, 8, 1, 6, 2, 9, 3, 5], 0, 0], [[0, 3, 6, 9, 7, 2, 5, 4, 8, 1], 0, 0], [[4, 3, 5, 0, 8, 6, 2, 1, 7, 9], 0, 0], [[3, 8, 7, 4, 9, 2, 1, 6, 0, 5], 0, 0], [[4, 8, 5, 9, 3, 6, 7, 0, 2, 1], 0, 0], [[7, 8, 5, 0, 6, 3, 1, 9, 2, 4], 0, 0], [[7, 0, 5, 3, 1, 9, 6, 4, 2, 8], 0, 0], [[7, 5, 1, 4, 0, 9, 6, 3, 2, 8], 0, 0], [[1, 7, 4, 6, 9, 5, 3, 0, 8, 2], 0, 0], [[9, 5, 4, 7, 3, 2, 0, 1, 6, 8], 0, 0], [[8, 6, 3, 9, 5, 2, 7, 4, 1, 0], 0, 0], [[2, 8, 6, 0, 4, 3, 1, 5, 9, 7], 0, 0], [[1, 3, 5, 2, 7, 9, 4, 8, 0, 6], 0, 0], [[6, 7, 5, 1, 0, 9, 2, 4, 3, 8], 0, 0], [[1, 0, 5, 8, 2, 6, 9, 7, 3, 4], 0, 0], [[4, 2, 5, 6, 3, 0, 7, 1, 8, 9], 0, 0], [[1, 3, 4, 8, 5, 9, 6, 7, 0, 2], 0, 0], [[3, 9, 8, 5, 7, 1, 0, 2, 4, 6], 0, 0], [[2, 0, 5, 7, 9, 1, 3, 4, 6, 8], 0, 0], [[2, 6, 7, 0, 4, 8, 1, 5, 9, 3], 0, 0], [[7, 6, 8, 0, 4, 9, 3, 5, 2, 1], 0, 0], [[3, 2, 9, 4, 7, 5, 8, 1, 6, 0], 0, 0], [[2, 9, 4, 1, 0, 6, 3, 8, 5, 7], 0, 0], [[8, 7, 0, 9, 5, 2, 1, 6, 3, 4], 0, 0], [[7, 9, 8, 1, 3, 4, 2, 5, 0, 6], 0, 0], [[0, 2, 9, 5, 4, 7, 1, 6, 8, 3], 0, 0], [[3, 4, 2, 9, 1, 6, 5, 0, 8, 7], 0, 0], [[8, 3, 9, 1, 6, 7, 5, 4, 0, 2], 0, 0], [[2, 8, 4, 6, 0, 5, 9, 1, 7, 3], 0, 0], [[9, 7, 3, 2, 0, 5, 4, 6, 1, 8], 0, 0], [[8, 4, 1, 5, 7, 0, 6, 3, 9, 2], 0, 0], [[0, 2, 3, 7, 5, 4, 9, 8, 6, 1], 0, 0], [[1, 8, 5, 9, 0, 4, 3, 7, 2, 6], 0, 0], [[6, 1, 7, 9, 5, 8, 2, 0, 4, 3], 0, 0], [[2, 8, 3, 5, 4, 1, 7, 0, 6, 9], 0, 0], [[8, 0, 3, 9, 5, 2, 1, 4, 6, 7], 0, 0], [[6, 1, 9, 2, 5, 7, 0, 4, 8, 3], 0, 0], [[2, 0, 8, 5, 6, 1, 7, 9, 4, 3], 0, 0], [[9, 0, 5, 8, 2, 1, 3, 4, 7, 6], 0, 0], [[2, 3, 7, 0, 1, 5, 4, 6, 8, 9], 0, 0], [[7, 8, 4, 5, 3, 0, 9, 2, 6, 1], 0, 0], [[2, 5, 1, 9, 4, 7, 3, 0, 8, 6], 0, 0], [[8, 5, 0, 2, 3, 9, 7, 4, 1, 6], 0, 0], [[8, 4, 9, 2, 5, 7, 3, 1, 6, 0], 0, 0], [[0, 6, 5, 7, 8, 2, 9, 1, 4, 3], 0, 0], [[4, 0, 9, 7, 8, 6, 3, 5, 1, 2], 0, 0], [[0, 2, 7, 6, 1, 3, 8, 5, 9, 4], 0, 0], [[8, 9, 3, 4, 7, 5, 2, 6, 0, 1], 0, 0], [[6, 0, 5, 3, 2, 9, 4, 7, 1, 8], 0, 0], [[2, 8, 5, 3, 6, 9, 1, 7, 4, 0], 0, 0], [[9, 6, 0, 3, 1, 5, 4, 2, 8, 7], 0, 0], [[6, 9, 4, 7, 3, 8, 0, 5, 2, 1], 0, 0], [[3, 5, 9, 8, 0, 7, 1, 4, 6, 2], 0, 0], [[9, 4, 6, 8, 3, 2, 0, 1, 7, 5], 0, 0], [[1, 6, 9, 4, 8, 2, 0, 5, 3, 7], 0, 0], [[9, 2, 7, 3, 0, 4, 1, 8, 5, 6], 0, 0], [[0, 1, 4, 3, 2, 9, 5, 7, 8, 6], 0, 0], [[0, 8, 5, 7, 1, 6, 3, 4, 9, 2], 0, 0], [[9, 3, 0, 1, 6, 5, 4, 8, 2, 7], 0, 0], [[4, 5, 8, 3, 0, 9, 2, 6, 1, 7], 0, 0], [[0, 8, 4, 6, 7, 2, 5, 9, 1, 3], 0, 0], [[6, 2, 3, 9, 4, 1, 7, 8, 5, 0], 0, 0], [[0, 9, 1, 4, 7, 2, 6, 3, 5, 8], 0, 0], [[3, 9, 1, 4, 8, 0, 6, 7, 5, 2], 0, 0], [[9, 1, 0, 4, 3, 7, 5, 2, 6, 8], 0, 0], [[7, 4, 2, 3, 8, 5, 9, 0, 6, 1], 0, 0], [[1, 4, 7, 3, 9, 0, 2, 6, 5, 8], 0, 0], [[3, 4, 6, 7, 1, 5, 8, 0, 2, 9], 0, 0], [[3, 5, 9, 7, 8, 6, 4, 1, 2, 0], 0, 0], [[1, 0, 4, 3, 5, 7, 6, 8, 2, 9], 0, 0], [[1, 2, 4, 6, 9, 0, 8, 3, 7, 5], 0, 0], [[7, 1, 2, 4, 8, 6, 3, 9, 5, 0], 0, 0], [[8, 3, 0, 4, 1, 2, 6, 7, 9, 5], 0, 0], [[2, 7, 4, 9, 5, 6, 1, 3, 8, 0], 0, 0], [[7, 1, 3, 0, 4, 5, 2, 8, 6, 9], 0, 0], [[0, 8, 9, 4, 6, 7, 1, 3, 5, 2], 0, 0], [[1, 3, 7, 4, 5, 2, 9, 6, 0, 8], 0, 0], [[9, 3, 5, 4, 0, 7, 6, 1, 2, 8], 0, 0], [[4, 1, 0, 7, 2, 8, 3, 6, 5, 9], 0, 0], [[6, 8, 2, 5, 4, 3, 7, 0, 1, 9], 0, 0], [[0, 1, 9, 2, 8, 4, 5, 7, 6, 3], 0, 0], [[2, 8, 5, 6, 0, 7, 3, 4, 1, 9], 0, 0], [[8, 2, 5, 7, 0, 3, 9, 4, 6, 1], 0, 0], [[8, 5, 9, 7, 3, 2, 6, 4, 0, 1], 0, 0], [[1, 4, 0, 3, 2, 5, 6, 8, 9, 7], 0, 0], [[4, 5, 1, 9, 6, 8, 2, 7, 3, 0], 0, 0], [[4, 6, 9, 2, 8, 3, 0, 1, 5, 7], 0, 0], [[2, 1, 4, 5, 7, 6, 9, 0, 8, 3], 0, 0], [[4, 6, 2, 7, 3, 5, 0, 9, 1, 8], 0, 0], [[3, 5, 4, 7, 8, 0, 6, 9, 1, 2], 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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]] + + +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 new file mode 100755 index 0000000..4d950bd --- /dev/null +++ b/performanceTest/pool10.txt @@ -0,0 +1 @@ +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, 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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 new file mode 100755 index 0000000..0a6e147 --- /dev/null +++ b/performanceTest/pool15.txt @@ -0,0 +1 @@ +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], 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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, 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 new file mode 100755 index 0000000..036b18a --- /dev/null +++ b/performanceTest/pool20.txt @@ -0,0 +1 @@ +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], 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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 index d0cfab3..d7d7824 100644 --- a/setup.py +++ b/setup.py @@ -9,5 +9,5 @@ # url="", license="GPL", # scripts=["ejemplo.py"], - packages=["libGeneticAlgorithm"] + packages=["GeneticAlgorithm","GeneticAlgorithm/GeneticAlgorithm_gui"] ) \ No newline at end of file