class MainWindow(Gtk.Window):
# Mount view elements
def __init__(self):
# Create a new window
Gtk.Window.__init__(self, title="Clustering Experimenter")
# Containers
self.vbox = Gtk.VBox(spacing=6)
self.vbox.set_border_width(10)
self.vbox_general = Gtk.VBox(spacing=6)
self.vbox_windows = Gtk.VBox(spacing=6)
self.hbox = Gtk.HBox(spacing=6)
# General Configuration Frame
self.frame_general = Gtk.Frame(label="General Settings")
self.hbox_expname = Gtk.HBox(spacing=6)
self.hbox_expdir = Gtk.HBox(spacing=6)
# Button Boxes
self.bbox1 = Gtk.VButtonBox(spacing=6)
self.bbox2 = Gtk.VButtonBox(spacing=6)
self.bbox3 = Gtk.HButtonBox(spacing=6)
self.bbox1.set_layout(Gtk.ButtonBoxStyle.START)
self.bbox2.set_layout(Gtk.ButtonBoxStyle.START)
self.bbox3.set_layout(Gtk.ButtonBoxStyle.START)
# Algorithms Frame
self.frame_algorithms = Gtk.Frame(label="Algorithms Preferences")
self.bbox2a = Gtk.VBox(False, 0)##
self.bbox2b = Gtk.HBox(False, 0)##
self.separator = Gtk.HSeparator()
self.hbox_minK = Gtk.HBox(spacing=6)
self.hbox_maxK = Gtk.HBox(spacing=6)
# Packing containers
self.hbox.pack_start(self.bbox1, True, True, 0)
self.hbox.pack_start(self.bbox2, True, True, 0)
self.vbox_general.pack_start(self.hbox_expname, True, True, 0)
self.vbox_general.pack_start(self.hbox_expdir, True, True, 0)
self.vbox_windows.pack_start(self.hbox, True, True, 0)
self.frame_algorithms.add(self.bbox2a)
self.vbox_windows.pack_start(self.frame_algorithms, True, True, 0)##
self.vbox_windows.pack_start(self.bbox3, True, True, 10)
self.frame_general.add(self.vbox_general)
self.vbox.pack_start(self.frame_general, True, True, 0)
self.vbox.pack_start(self.vbox_windows, True, True, 0)
self.add(self.vbox)
# General configuration labels and inputs boxes
self.label_name = Gtk.Label("Experiment name: ")
self.entry_name = Gtk.Entry()
self.label_dir = Gtk.Label("Directory: ")
self.entry_dir = Gtk.Entry()
self.hbox_expname.pack_start(self.label_name, True, True, 0)
self.hbox_expname.pack_start(self.entry_name, True, True, 0)
self.hbox_expdir.pack_start(self.label_dir, True, True, 0)
self.hbox_expdir.pack_start(self.entry_dir, True, True, 0)
# Buttons to open other windows
self.button_dataset = Gtk.Button(label="DataSets")
self.button_real_partition = Gtk.Button(label="Real Partitions")
self.button_generated_partition = Gtk.Button(label="Generated Partitions")
self.button_similarity = Gtk.Button(label="Set Similarity Measure")
self.button_external_validation = Gtk.Button(label="Set External Validation Indexes")
self.button_internal_validation = Gtk.Button(label="Set Internal Validation Indexes")
self.button_algorithm = Gtk.Button(label="Set Algorithms")
self.button_execute = Gtk.Button(stock=Gtk.STOCK_EXECUTE)
self.button_save = Gtk.Button(stock=Gtk.STOCK_SAVE)
self.button_open = Gtk.Button(stock=Gtk.STOCK_OPEN)
self.button_close = Gtk.Button(stock=Gtk.STOCK_CLOSE)
# Algorithms Parameters
self.label_min_cluster = Gtk.Label("Min. Cluster number: ")
self.spin_min_cluster = Gtk.SpinButton()
self.spin_min_cluster.set_adjustment(Gtk.Adjustment(2, 2, 100, 1, 10, 0))
self.spin_min_cluster.set_numeric(True)
self.label_max_cluster = Gtk.Label("Max. Cluster number: ")
self.spin_max_cluster = Gtk.SpinButton()
self.spin_max_cluster.set_adjustment(Gtk.Adjustment(2, 2, 100, 1, 10, 0))
self.spin_max_cluster.set_numeric(True)
self.label_times = Gtk.Label("Times to execute\nnon-deterministic\nalgorithms: ")
self.spin_times = Gtk.SpinButton()
self.spin_times.set_adjustment(Gtk.Adjustment(30, 1, 100, 1, 10, 0))
self.spin_times.set_numeric(True)
self.hbox_minK.pack_start(self.label_min_cluster, True, False, 0)
self.hbox_minK.pack_start(self.spin_min_cluster, True, False, 0)
self.hbox_maxK.pack_start(self.label_max_cluster, True, False, 0)
self.hbox_maxK.pack_start(self.spin_max_cluster, True, False, 0)
# Connect the callback functions to the click event
self.button_dataset.connect("clicked", self.on_button_dataset_clicked)
self.button_real_partition.connect("clicked", self.on_button_real_partition_clicked, "Real")
self.button_generated_partition.connect("clicked", self.on_button_generated_partition_clicked, "Generated")
self.button_similarity.connect("clicked", self.on_button_similarity_clicked)
self.button_external_validation.connect("clicked", self.on_button_external_validation_clicked)
self.button_internal_validation.connect("clicked", self.on_button_internal_validation_clicked)
self.button_algorithm.connect("clicked", self.on_button_algorithm_clicked)
self.button_execute.connect("clicked", self.on_button_execute_clicked)
self.button_save.connect("clicked", self.on_button_save_clicked)
self.button_open.connect("clicked", self.on_button_open_clicked)
self.button_close.connect("clicked", self.on_button_close_clicked)
# put the buttons into the containers
self.bbox1.pack_start(self.button_dataset, True, True, 6)
self.bbox1.pack_start(self.button_real_partition, True, True, 0)
self.bbox1.pack_start(self.button_generated_partition, True, True, 0)
self.bbox2.pack_start(self.button_similarity, True, True, 0)
self.bbox2.pack_start(self.button_external_validation, True, True, 0)
self.bbox2.pack_start(self.button_internal_validation, True, True, 0)
self.bbox2.pack_start(self.button_algorithm, True, True, 0)
self.bbox2a.pack_start(self.hbox_minK, True, True, 4)##
self.bbox2a.pack_start(self.hbox_maxK, True, True, 4)##
self.bbox2a.pack_start(self.separator, True, True, 2)
self.bbox2a.pack_start(self.bbox2b, True, True, 4)##
self.bbox2b.pack_start(self.label_times, True, False, 0)
self.bbox2b.pack_start(self.spin_times, True, False, 0)
self.bbox3.pack_start(self.button_execute, True, True, 0)
self.bbox3.pack_start(self.button_save, True, True, 0)
self.bbox3.pack_start(self.button_open, True, True, 0)
self.bbox3.pack_start(self.button_close, True, True, 0)
# Create the other windows
self.win_dataset = DataSetWindow()
self.win_real_partition = RealPartitionWindow()
self.win_generated_partition = GeneratedPartitionWindow()
self.win_external_validation = ExternalValidationWindow()
self.win_internal_validation = InternalValidationWindow()
self.win_algorithm = AlgorithmWindow()
self.win_similarity = SimilarityWindow()
# Open window for selecting Datasets
def on_button_dataset_clicked(self, widget):
self.win_dataset.show_all()
# Open window for selecting Real Partitions
def on_button_real_partition_clicked(self, widget, data):
self.dataset_list = self.win_dataset.get_selection_list()
self.win_real_partition.set_dataset_list(self.dataset_list)
self.win_real_partition.set_dataset_partition_dic(self.dataset_list)
self.win_real_partition.show_all()
# Open window for selecting Generated Partitions
def on_button_generated_partition_clicked(self, widget, data):
self.dataset_list = self.win_dataset.get_selection_list()
self.win_generated_partition.set_dataset_list(self.dataset_list)
self.win_generated_partition.set_dataset_partition_dic(self.dataset_list)
self.win_generated_partition.show_all()
# Open window for selecting External Validation Indexes to be used
def on_button_external_validation_clicked(self, widget):
self.win_external_validation.show_all()
# Open window for selecting Internal Validation Indexes to be used
def on_button_internal_validation_clicked(self, widget):
self.win_internal_validation.show_all()
# Open window for selecting Clustering Algorithms to be used
def on_button_algorithm_clicked(self, widget):
self.win_algorithm.show_all()
# Open window for selecting Similarity Indexes to be used
def on_button_similarity_clicked(self, widget):
self.win_similarity.show_all()
def get_minK(self):
return self.spin_min_cluster.get_value_as_int()
def get_maxK(self):
return self.spin_max_cluster.get_value_as_int()
def get_execution_times(self):
return self.spin_times.get_value_as_int()
# Return the time elapsed since the Experiment execution started
def get_time(self):
now = datetime.now()
return ((now - self.begin_time).total_seconds())
# Run the Experiment
def on_button_execute_clicked(self, widget):
print "......................................"
print "\n[%.2fs] Starting Experiment..." % .0
self.begin_time = datetime.now()
# create directory tree for the experiment
self.expname = self.entry_name.get_text()
self.expdir = self.entry_dir.get_text()
if(self.expname == ""):
print "\n[%.2fs] Error: Experiment name not set" % self.get_time()
return
if(self.expdir == ""):
print "\n[%.2fs] Error: Experiment directory not set" % self.get_time()
return
self.exppath = os.path.join(self.expdir, self.expname)
try:
os.makedirs(self.exppath)
except OSError as exc:
if exc.errno == errno.EEXIST and os.path.isdir(self.exppath):
pass
else: raise
# instanciate Clex
print "\n[%.2fs] Creating Clex instance..." % self.get_time()
self.clex = Clex()
print "[%.2fs] Clex instance created." % self.get_time()
# instanciate Similarity Measures
print "[%.2fs] Setting Similarity measure..." % self.get_time()
self.win_similarity_list = self.win_similarity.get_similarity_param_list()
if(self.win_similarity_list == []):
print "[%.2fs] Error: No Similarities selected." % self.get_time()
return
self.similarity_list = StrVector(len(self.win_similarity_list))
for i in range(0, len(self.similarity_list)):
self.similarity_list[i] = self.similarity_list[i]
self.clex.setSimilarity(self.similarity_list)
print "[%.2fs] Similarity measures setted." % self.get_time()
# instanciate DataSets
print "\n[%.2fs] Loading DataSets..." % self.get_time()
self.win_dataset_list = self.win_dataset.get_selection_list()
if(self.win_dataset_list == []):
print "[%.2fs] Error: No DataSets selected." % self.get_time()
return
self.dataset_list = StrPairVector(len(self.win_dataset_list))
for i in range(0, len(self.dataset_list)):
# split directory name from the filename
self.head, self.tail = path.split(self.win_dataset_list[i][0])
# cut 'file://' off, convert unicode to bytecode, and create a pair of strings
self.dataset_list[i] = StrPair(urlparse(self.head).path.encode() + '/', self.tail.encode())
self.clex.setDataSet(self.dataset_list)
print "[%.2fs] DataSets loaded." % self.get_time()
# instanciate External Validation Indexes
print "\n[%.2fs] Setting External Validation Indexes..." % self.get_time()
self.win_external_validation_list = self.win_external_validation.get_validation_list()
if(self.win_external_validation_list == []):
print "[%.2fs] No External Validation Indexes selected." % self.get_time()
else:
self.external_validation_list = StrVector(len(self.win_external_validation_list))
for i in range(0, len(self.external_validation_list)):
self.external_validation_list[i] = self.external_validation_list[i]
self.clex.setExternalIndex(self.external_validation_list)
print "[%.2fs] External Validation Indexes setted." % self.get_time()
# instanciate Internal Validation Indexes
print "\n[%.2fs] Setting Internal Validation Indexes..." % self.get_time()
self.win_internal_validation_list = self.win_internal_validation.get_validation_list()
if(self.win_internal_validation_list == []):
print "[%.2fs] No Internal Validation Indexes selected." % self.get_time()
else:
self.internal_validation_list = StrVector(len(self.win_internal_validation_list))
for i in range(0, len(self.internal_validation_list)):
self.internal_validation_list[i] = self.internal_validation_list[i]
self.clex.setInternalIndex(self.internal_validation_list)
print "[%.2fs] Internal Validation Indexes setted." % self.get_time()
# Clustering program
print "\n[%.2fs] Running Clustering Algorithms..." % self.get_time()
self.cluster_program = self.win_algorithm.get_clustering_program_path()
# Prepare the calling strings
self.call_list = []
self.alg_param_list = self.win_algorithm.get_algorithm_param_list()
if(self.alg_param_list== []):
print "[%.2fs] No Clustering Algorithms selected." % self.get_time()
else:
self.minK = self.get_minK()
self.maxK = self.get_maxK()
self.times_to_run = self.get_execution_times()
self.sim_list = self.win_similarity.get_similarity_param_list()
for dataset in self.dataset_list:
for alg_param in self.alg_param_list:
# create directory for each dataset
self.jobdir = os.path.join(self.exppath, dataset[1], "generatedPartition")
try:
os.makedirs(self.jobdir)
except OSError as exc:
if exc.errno == errno.EEXIST and os.path.isdir(self.jobdir):
pass
else: raise
# K-means
if (alg_param == "k"):
for similarity in self.sim_list:
for k in range(self.minK, self.maxK + 1):
for r in range(1, self.times_to_run + 1):
self.jobname = os.path.join(self.jobdir, "KM-" + similarity + "-k" + str(k) + "-r" + str(r))
self.call_list.append([self.cluster_program, "-f", dataset[0] + dataset[1], "-g", similarity, "-k", str(k), "-r", str(r), "-u", self.jobname])
# Hierarchical algorithm
else:
for similarity in self.sim_list:
self.jobname = os.path.join(self.jobdir, alg_param + "-" + similarity)
self.call_list.append([self.cluster_program, "-f", dataset[0] + dataset[1], "-m", alg_param, "-u", self.jobname])
# Run the calling strings
for call_string in self.call_list:
print "[%.2fs] " % self.get_time() + ' '.join(call_string)
call(call_string)
print "[%.2fs] Clustering Algorithms completed running." % self.get_time()
print "\n[%.2fs] Finished running Experiment." % self.get_time()
# Save the Experiment Configuration to a file
def on_button_save_clicked(self, widget):
# Open output file
self.savefilechooser = Gtk.FileChooserDialog("Please select saving path", self, Gtk.FileChooserAction.SAVE, (Gtk.STOCK_CANCEL, Gtk.ResponseType.CANCEL, Gtk.STOCK_SAVE, Gtk.ResponseType.OK))
self.response = self.savefilechooser.run()
if self.response != Gtk.ResponseType.OK:
self.savefilechooser.destroy()
return
self.outuri = self.savefilechooser.get_uri()
self.savefilechooser.destroy()
if self.outuri == None:
return
outfile = open(urlparse(self.outuri).path, 'w')
if ( outfile == None ):
print 'Error while opening file ' + self.outuri
return
# Construct JSON structure
# self.savedata = { 'ExperimentName': None, 'Directory': None, 'MinCluster': None, 'MaxCluster': None, 'ExecutionTimes': None, 'ShowTime': None, 'DataSet': [], 'RealPartition': [], 'GeneratedPartition': []}
self.savedata = { 'ExperimentName': None, 'Directory': None, 'MinCluster': None, 'MaxCluster': None,
'ExecutionTimes': None, 'SimilarityMeasure': [], 'ExternalValidationIndexes': [],
'InternalValidationIndexes': [], 'Algorithms': [], 'DataSet': []}
self.savedata["ExperimentName"] = self.entry_name.get_text()
self.savedata["Directory"] = self.entry_dir.get_text()
self.savedata["MinCluster"] = self.spin_min_cluster.get_value()
self.savedata["MaxCluster"] = self.spin_max_cluster.get_value()
self.savedata["ExecutionTimes"] = self.spin_times.get_value()
self.savedata["SimilarityMeasure"] = self.win_similarity.get_similarity_param_list()
self.savedata["ExternalValidationIndexes"] = self.win_external_validation.get_validation_list()
self.savedata["InternalValidationIndexes"] = self.win_internal_validation.get_validation_list()
self.savedata["Algorithms"] = self.win_algorithm.get_algorithm_param_list()
self.savedata["DataSet"] = self.win_dataset.get_dataset_list()
if len(self.win_real_partition.dataset_partition_dic) > 0:
self.savedata["DataSet_RealPartition"] = self.win_real_partition.get_dataset_partition_dic()
if len(self.win_generated_partition.dataset_partition_dic) > 0:
self.savedata["DataSet_GeneratedPartition"] = self.win_generated_partition.get_dataset_partition_dic()
# self.savedata["ShowTime"] = self.check_time.get_active()
# Write to the file
print "Saving Configuration..."
print json.dumps(self.savedata)
json.dump(self.savedata, outfile)
outfile.close()
print "Configuration Saved Successfully."
# Load configuration from a previously saved file
def on_button_open_clicked(self, widget):
# Open input file
self.openfilechooser = Gtk.FileChooserDialog("Please select saving path", self, Gtk.FileChooserAction.OPEN, (Gtk.STOCK_CANCEL, Gtk.ResponseType.CANCEL, Gtk.STOCK_OPEN, Gtk.ResponseType.OK))
self.response = self.openfilechooser.run()
if self.response != Gtk.ResponseType.OK:
self.openfilechooser.destroy()
return
self.inuri = self.openfilechooser.get_uri()
self.openfilechooser.destroy()
if self.inuri == None:
return
infile = open(urlparse(self.inuri).path, 'r')
if ( infile == None ):
print "Error while opening file " + self.inuri
return
# Construct JSON structure from the read file
print "Loading Configuration..."
self.readdata = json.load(infile)
# Set the attributes recovered from the file
print json.dumps(self.readdata)
self.entry_name.set_text(self.readdata["ExperimentName"])
self.entry_dir.set_text(self.readdata["Directory"])
self.spin_min_cluster.set_value(self.readdata["MinCluster"])
self.spin_max_cluster.set_value(self.readdata["MaxCluster"])
self.spin_times.set_value(self.readdata["ExecutionTimes"])
self.win_similarity.set_loaded_settings(self.readdata["SimilarityMeasure"])
self.win_external_validation.set_loaded_settings(self.readdata["ExternalValidationIndexes"], "External")
self.win_internal_validation.set_loaded_settings(self.readdata["InternalValidationIndexes"], "Internal")
self.win_algorithm.set_loaded_settings(self.readdata["Algorithms"])
self.win_dataset.set_loaded_settings(self.readdata["DataSet"])
self.win_real_partition.set_dataset_list(self.win_dataset.get_selection_list())
self.win_generated_partition.set_dataset_list(self.win_dataset.get_selection_list())
self.win_real_partition.clean_settings()
self.win_generated_partition.clean_settings()
if self.readdata.has_key("DataSet_RealPartition"):
self.win_real_partition.set_loaded_settings(self.readdata["DataSet_RealPartition"])
if self.readdata.has_key("DataSet_GeneratedPartition"):
self.win_generated_partition.set_loaded_settings(self.readdata["DataSet_GeneratedPartition"])
# self.check_time.set_active(self.readdata["ShowTime"])
infile.close()
print "Configuration Loaded Successfully."
# Quit the program
def on_button_close_clicked(self, widget):
Gtk.main_quit()
def __init__(self):
# Create a new window
Gtk.Window.__init__(self, title="Clustering Experimenter")
# Containers
self.vbox = Gtk.VBox(spacing=6)
self.vbox.set_border_width(10)
self.vbox_general = Gtk.VBox(spacing=6)
self.vbox_windows = Gtk.VBox(spacing=6)
self.hbox = Gtk.HBox(spacing=6)
# General Configuration Frame
self.frame_general = Gtk.Frame(label="General Settings")
self.hbox_expname = Gtk.HBox(spacing=6)
self.hbox_expdir = Gtk.HBox(spacing=6)
# Button Boxes
self.bbox1 = Gtk.VButtonBox(spacing=6)
self.bbox2 = Gtk.VButtonBox(spacing=6)
self.bbox3 = Gtk.HButtonBox(spacing=6)
self.bbox1.set_layout(Gtk.ButtonBoxStyle.START)
self.bbox2.set_layout(Gtk.ButtonBoxStyle.START)
self.bbox3.set_layout(Gtk.ButtonBoxStyle.START)
# Algorithms Frame
self.frame_algorithms = Gtk.Frame(label="Algorithms Preferences")
self.bbox2a = Gtk.VBox(False, 0)##
self.bbox2b = Gtk.HBox(False, 0)##
self.separator = Gtk.HSeparator()
self.hbox_minK = Gtk.HBox(spacing=6)
self.hbox_maxK = Gtk.HBox(spacing=6)
# Packing containers
self.hbox.pack_start(self.bbox1, True, True, 0)
self.hbox.pack_start(self.bbox2, True, True, 0)
self.vbox_general.pack_start(self.hbox_expname, True, True, 0)
self.vbox_general.pack_start(self.hbox_expdir, True, True, 0)
self.vbox_windows.pack_start(self.hbox, True, True, 0)
self.frame_algorithms.add(self.bbox2a)
self.vbox_windows.pack_start(self.frame_algorithms, True, True, 0)##
self.vbox_windows.pack_start(self.bbox3, True, True, 10)
self.frame_general.add(self.vbox_general)
self.vbox.pack_start(self.frame_general, True, True, 0)
self.vbox.pack_start(self.vbox_windows, True, True, 0)
self.add(self.vbox)
# General configuration labels and inputs boxes
self.label_name = Gtk.Label("Experiment name: ")
self.entry_name = Gtk.Entry()
self.label_dir = Gtk.Label("Directory: ")
self.entry_dir = Gtk.Entry()
self.hbox_expname.pack_start(self.label_name, True, True, 0)
self.hbox_expname.pack_start(self.entry_name, True, True, 0)
self.hbox_expdir.pack_start(self.label_dir, True, True, 0)
self.hbox_expdir.pack_start(self.entry_dir, True, True, 0)
# Buttons to open other windows
self.button_dataset = Gtk.Button(label="DataSets")
self.button_real_partition = Gtk.Button(label="Real Partitions")
self.button_generated_partition = Gtk.Button(label="Generated Partitions")
self.button_similarity = Gtk.Button(label="Set Similarity Measure")
self.button_external_validation = Gtk.Button(label="Set External Validation Indexes")
self.button_internal_validation = Gtk.Button(label="Set Internal Validation Indexes")
self.button_algorithm = Gtk.Button(label="Set Algorithms")
self.button_execute = Gtk.Button(stock=Gtk.STOCK_EXECUTE)
self.button_save = Gtk.Button(stock=Gtk.STOCK_SAVE)
self.button_open = Gtk.Button(stock=Gtk.STOCK_OPEN)
self.button_close = Gtk.Button(stock=Gtk.STOCK_CLOSE)
# Algorithms Parameters
self.label_min_cluster = Gtk.Label("Min. Cluster number: ")
self.spin_min_cluster = Gtk.SpinButton()
self.spin_min_cluster.set_adjustment(Gtk.Adjustment(2, 2, 100, 1, 10, 0))
self.spin_min_cluster.set_numeric(True)
self.label_max_cluster = Gtk.Label("Max. Cluster number: ")
self.spin_max_cluster = Gtk.SpinButton()
self.spin_max_cluster.set_adjustment(Gtk.Adjustment(2, 2, 100, 1, 10, 0))
self.spin_max_cluster.set_numeric(True)
self.label_times = Gtk.Label("Times to execute\nnon-deterministic\nalgorithms: ")
self.spin_times = Gtk.SpinButton()
self.spin_times.set_adjustment(Gtk.Adjustment(30, 1, 100, 1, 10, 0))
self.spin_times.set_numeric(True)
self.hbox_minK.pack_start(self.label_min_cluster, True, False, 0)
self.hbox_minK.pack_start(self.spin_min_cluster, True, False, 0)
self.hbox_maxK.pack_start(self.label_max_cluster, True, False, 0)
self.hbox_maxK.pack_start(self.spin_max_cluster, True, False, 0)
# Connect the callback functions to the click event
self.button_dataset.connect("clicked", self.on_button_dataset_clicked)
self.button_real_partition.connect("clicked", self.on_button_real_partition_clicked, "Real")
self.button_generated_partition.connect("clicked", self.on_button_generated_partition_clicked, "Generated")
self.button_similarity.connect("clicked", self.on_button_similarity_clicked)
self.button_external_validation.connect("clicked", self.on_button_external_validation_clicked)
self.button_internal_validation.connect("clicked", self.on_button_internal_validation_clicked)
self.button_algorithm.connect("clicked", self.on_button_algorithm_clicked)
self.button_execute.connect("clicked", self.on_button_execute_clicked)
self.button_save.connect("clicked", self.on_button_save_clicked)
self.button_open.connect("clicked", self.on_button_open_clicked)
self.button_close.connect("clicked", self.on_button_close_clicked)
# put the buttons into the containers
self.bbox1.pack_start(self.button_dataset, True, True, 6)
self.bbox1.pack_start(self.button_real_partition, True, True, 0)
self.bbox1.pack_start(self.button_generated_partition, True, True, 0)
self.bbox2.pack_start(self.button_similarity, True, True, 0)
self.bbox2.pack_start(self.button_external_validation, True, True, 0)
self.bbox2.pack_start(self.button_internal_validation, True, True, 0)
self.bbox2.pack_start(self.button_algorithm, True, True, 0)
self.bbox2a.pack_start(self.hbox_minK, True, True, 4)##
self.bbox2a.pack_start(self.hbox_maxK, True, True, 4)##
self.bbox2a.pack_start(self.separator, True, True, 2)
self.bbox2a.pack_start(self.bbox2b, True, True, 4)##
self.bbox2b.pack_start(self.label_times, True, False, 0)
self.bbox2b.pack_start(self.spin_times, True, False, 0)
self.bbox3.pack_start(self.button_execute, True, True, 0)
self.bbox3.pack_start(self.button_save, True, True, 0)
self.bbox3.pack_start(self.button_open, True, True, 0)
self.bbox3.pack_start(self.button_close, True, True, 0)
# Create the other windows
self.win_dataset = DataSetWindow()
self.win_real_partition = RealPartitionWindow()
self.win_generated_partition = GeneratedPartitionWindow()
self.win_external_validation = ExternalValidationWindow()
self.win_internal_validation = InternalValidationWindow()
self.win_algorithm = AlgorithmWindow()
self.win_similarity = SimilarityWindow()
def __init__(self):
# Create a new window
Gtk.Window.__init__(self, title="Clustering Experimenter")
# Containers
self.vbox = Gtk.VBox(spacing=6)
self.vbox_general = Gtk.VBox(spacing=6)
self.vbox_windows = Gtk.VBox(spacing=6)
self.hbox = Gtk.HBox(spacing=6)
# General Configuration Frame
self.frame_general = Gtk.Frame(label="General Settings")
self.hbox_expname = Gtk.HBox(spacing=6)
self.hbox_expdir = Gtk.HBox(spacing=6)
# Button Boxes
self.bbox1 = Gtk.VButtonBox(spacing=6)
self.bbox2 = Gtk.VButtonBox(spacing=6)
self.bbox3 = Gtk.HButtonBox(spacing=6)
self.bbox1.set_layout(Gtk.ButtonBoxStyle.START)
self.bbox2.set_layout(Gtk.ButtonBoxStyle.START)
self.bbox3.set_layout(Gtk.ButtonBoxStyle.START)
# Packing containers
self.hbox.pack_start(self.bbox1, True, True, 0)
self.hbox.pack_start(self.bbox2, True, True, 0)
self.vbox_general.pack_start(self.hbox_expname, True, True, 0)
self.vbox_general.pack_start(self.hbox_expdir, True, True, 0)
self.vbox_windows.pack_start(self.hbox, True, True, 0)
self.vbox_windows.pack_start(self.bbox3, True, True, 0)
self.frame_general.add(self.vbox_general)
self.vbox.pack_start(self.frame_general, True, True, 0)
self.vbox.pack_start(self.vbox_windows, True, True, 0)
self.add(self.vbox)
# General configuration labels and inputs boxes
self.label_name = Gtk.Label("Experiment name: ")
self.entry_name = Gtk.Entry()
self.label_dir = Gtk.Label("Directory: ")
self.entry_dir = Gtk.Entry()
self.hbox_expname.pack_start(self.label_name, True, True, 0)
self.hbox_expname.pack_start(self.entry_name, True, True, 0)
self.hbox_expdir.pack_start(self.label_dir, True, True, 0)
self.hbox_expdir.pack_start(self.entry_dir, True, True, 0)
# Buttons to open other windows
self.button_dataset = Gtk.Button(label="Load DataSets")
self.button_real_partition = Gtk.Button(label="Load Real Partitions")
self.button_generated_partition = Gtk.Button(label="Load Generated Partitions")
self.button_similarity = Gtk.Button(label="Set Similarity Measure")
self.button_external_validation = Gtk.Button(label="Set External Validation Indexes")
self.button_internal_validation = Gtk.Button(label="Set Internal Validation Indexes")
self.button_algorithm = Gtk.Button(label="Set Algorithms")
self.button_execute = Gtk.Button(stock=Gtk.STOCK_EXECUTE)
self.button_save = Gtk.Button(stock=Gtk.STOCK_SAVE)
self.button_open = Gtk.Button(stock=Gtk.STOCK_OPEN)
self.button_close = Gtk.Button(stock=Gtk.STOCK_CLOSE)
# Connect the callback functions to the click event
self.button_dataset.connect("clicked", self.on_button_dataset_clicked)
self.button_real_partition.connect("clicked", self.on_button_real_partition_clicked, "Real")
self.button_generated_partition.connect("clicked", self.on_button_generated_partition_clicked, "Generated")
self.button_similarity.connect("clicked", self.on_button_similarity_clicked)
self.button_external_validation.connect("clicked", self.on_button_external_validation_clicked)
self.button_internal_validation.connect("clicked", self.on_button_internal_validation_clicked)
self.button_algorithm.connect("clicked", self.on_button_algorithm_clicked)
self.button_execute.connect("clicked", self.on_button_execute_clicked)
self.button_save.connect("clicked", self.on_button_save_clicked)
self.button_open.connect("clicked", self.on_button_open_clicked)
self.button_close.connect("clicked", self.on_button_close_clicked)
# put the buttons into the containers
self.bbox1.pack_start(self.button_dataset, True, True, 0)
self.bbox1.pack_start(self.button_real_partition, True, True, 0)
self.bbox1.pack_start(self.button_generated_partition, True, True, 0)
self.bbox2.pack_start(self.button_similarity, True, True, 0)
self.bbox2.pack_start(self.button_external_validation, True, True, 0)
self.bbox2.pack_start(self.button_internal_validation, True, True, 0)
self.bbox2.pack_start(self.button_algorithm, True, True, 0)
self.bbox3.pack_start(self.button_execute, True, True, 0)
self.bbox3.pack_start(self.button_save, True, True, 0)
self.bbox3.pack_start(self.button_open, True, True, 0)
self.bbox3.pack_start(self.button_close, True, True, 0)
# Create the other windows
self.win_dataset = DataSetWindow()
self.win_real_partition = RealPartitionWindow()
self.win_generated_partition = GeneratedPartitionWindow()
self.win_external_validation = ExternalValidationWindow()
self.win_internal_validation = InternalValidationWindow()
self.win_algorithm = AlgorithmWindow()
self.win_similarity = SimilarityWindow()