def getStatistics(self):
self.warning(0)
self.error(0)
self.statInfo = ""
self.statistics = None
self.statInfoBox.setText("")
"""Get the statistics and save to desired place if specifyes"""
if not os.path.isdir(str(self.statPath)):
statPath = None
else:
statPath = os.path.join(str(self.statPath), "statistics.pkl")
runPath = miscUtilities.createScratchDir(desc="CombiQSAR",
baseDir=AZOC.NFS_SCRATCHDIR)
# DEBUG
#fileh = open("/home/palmeida/dev/AZOrange/orange/OrangeWidgets/Classify/stat.pkl")
#statistics = pickle.load(fileh)
#fileh.close()
print "OptimizeChBox", self.OptimizeChBox
mlList = []
for row in range(self.mlTable.rowCount()):
if self.mlTable.cellWidget(row, 1).checkState() == 2:
mlList.append(str(self.mlTable.item(row, 0).text()).strip())
statistics = competitiveWorkflow.getMLStatistics(
self.dataset,
mlList=mlList,
savePath=statPath,
queueType=self.queueTypes[self.queueType],
verbose=0,
logFile=None,
callBack=self.advance)
#select the best model
MLMethod = competitiveWorkflow.selectModel(statistics, logFile=None)
self.classifier = competitiveWorkflow.buildModel(
self.dataset,
MLMethod,
queueType=self.queueTypes[self.queueType],
verbose=0,
logFile=None)
if not self.classifier:
self.statInfo = "Could not get a classifier. Please check the output window."
if not statistics:
self.statInfo = "Some error occured. Please check the output window"
else:
self.statistics = self.createStatData(statistics)
if statPath and os.path.isfile(statPath):
self.statInfo = "Statistics were saved to " + statPath+"\n"+\
"You can save the statistics in other place by using \n"
else:
self.statInfo += "You can save the statistics by using \n"
self.statInfo += " the button 'Save statistics'\n\n"+\
"You can also use or view the statistics by connecting \n"+\
" the appropriate widget to this widget output"
self.statInfoBox.setText(self.statInfo)
self.classifier.name = str(self.name)
self.send("Classifier", self.classifier)
self.send("Examples", self.statistics)
def getStatistics(self):
self.warning(0)
self.error(0)
self.statInfo = ""
self.statistics = None
self.statInfoBox.setText("")
"""Get the statistics and save to desired place if specifyes"""
if not os.path.isdir(str(self.statPath)):
statPath = None
else:
statPath = os.path.join(str(self.statPath), "statistics.pkl")
runPath = miscUtilities.createScratchDir(desc="CombiQSAR", baseDir=AZOC.NFS_SCRATCHDIR)
# DEBUG
# fileh = open("/home/palmeida/dev/AZOrange/orange/OrangeWidgets/Classify/stat.pkl")
# statistics = pickle.load(fileh)
# fileh.close()
print "OptimizeChBox", self.OptimizeChBox
mlList = []
for row in range(self.mlTable.rowCount()):
if self.mlTable.cellWidget(row, 1).checkState() == 2:
mlList.append(str(self.mlTable.item(row, 0).text()).strip())
statistics = competitiveWorkflow.getMLStatistics(
self.dataset,
mlList=mlList,
savePath=statPath,
queueType=self.queueTypes[self.queueType],
verbose=0,
logFile=None,
callBack=self.advance,
)
# select the best model
MLMethod = competitiveWorkflow.selectModel(statistics, logFile=None)
self.classifier = competitiveWorkflow.buildModel(
self.dataset, MLMethod, queueType=self.queueTypes[self.queueType], verbose=0, logFile=None
)
if not self.classifier:
self.statInfo = "Could not get a classifier. Please check the output window."
if not statistics:
self.statInfo = "Some error occured. Please check the output window"
else:
self.statistics = self.createStatData(statistics)
if statPath and os.path.isfile(statPath):
self.statInfo = (
"Statistics were saved to "
+ statPath
+ "\n"
+ "You can save the statistics in other place by using \n"
)
else:
self.statInfo += "You can save the statistics by using \n"
self.statInfo += (
" the button 'Save statistics'\n\n"
+ "You can also use or view the statistics by connecting \n"
+ " the appropriate widget to this widget output"
)
self.statInfoBox.setText(self.statInfo)
self.classifier.name = str(self.name)
self.send("Classifier", self.classifier)
self.send("Examples", self.statistics)
