def btnValue_click(self):
global data
msgBox = QMessageBox()
if not len(ui.lwData.selectedItems()):
msgBox.setText("Please select an item first!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
Index = ui.lwData.indexOfTopLevelItem(ui.lwData.selectedItems()[0])
varName = ui.lwData.topLevelItem(Index).text(0)
value = data[varName]
valueType = str(type(value)).strip().replace("<class \'", "").replace("\'>", "").replace("numpy.", "")
valueShape = np.shape(value)
if valueType.replace("32", "").replace("64", "").lower() == "int" or \
valueType.replace("32", "").replace("64", "").lower() == "float" or \
valueType.replace("32", "").replace("64", "").lower() == "double":
valueShape = 1
elif valueType.lower() == "str":
valueShape = len(value)
elif valueType.lower() == "bool" or valueType.lower() == "nonetype":
valueShape = 1
elif valueType.lower() == "ndarray":
if valueShape[0] == 1:
valueShape = np.shape(value)
frmDataV = frmDataViewer()
if valueShape == 1:
frmDataV = frmDataViewer(str(value), VarName=varName, VarType="num")
else:
if valueType == "str" or valueType == "bool":
if not len(np.shape(value)):
frmDataV = frmDataViewer(str(value), VarName=varName, VarType="str")
else:
frmDataV = frmDataViewer(value, VarName=varName, VarType="str_arr")
else:
if len(np.shape(value)) == 1:
frmSelectR = frmSelectRange(None,Mode="d1",D1From=0,D1To=np.shape(value)[0])
frmSelectR.show()
frmSelectR.hide()
if frmSelectR.PASS:
frmDataV = frmDataViewer(value, VarName=varName, VarType="d1",\
D1From=frmSelectR.D1From, D1To=frmSelectR.D1To)
elif len(np.shape(value)) == 2:
frmSelectR = frmSelectRange(None,Mode="d2",D1From=0,D1To=np.shape(value)[0],\
D2From=0,D2To=np.shape(value)[1])
frmSelectR.show()
frmSelectR.hide()
if frmSelectR.PASS:
frmDataV = frmDataViewer(value, VarName=varName, VarType="d2",\
D1From=frmSelectR.D1From, D1To=frmSelectR.D1To,\
D2From=frmSelectR.D2From, D2To=frmSelectR.D2To)
else:
print("Object data is not supported!")
return
frmDataV.show()
def btnValue_click(self):
global data
global root
msgBox = QMessageBox()
if not len(ui.lwData.selectedItems()):
msgBox.setText("Please select an item first!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
Index = ui.lwData.indexOfTopLevelItem(ui.lwData.selectedItems()[0])
varName = ui.lwData.topLevelItem(Index).text(0)
dat, _ = frmDataEditor.getCurrentVar(self)
value = dat[varName]
try:
valueType = str(type(value[0][0])).strip().replace(
"<class \'", "").replace("\'>", "").replace("numpy.", "")
if valueType == 'str':
if str(type(value)).strip().replace("<class \'", "").replace(
"\'>", "").replace("numpy.", "") == 'ndarray':
valueType = 'ndarray'
except:
try:
valueType = str(type(value[0])).strip().replace(
"<class \'", "").replace("\'>", "").replace("numpy.", "")
except:
valueType = str(type(value)).strip().replace(
"<class \'", "").replace("\'>", "").replace("numpy.", "")
valueShape = np.shape(value)
if valueType.replace("32", "").replace("64", "").lower() == "int" or \
valueType.replace("32", "").replace("64", "").lower() == "float" or \
valueType.replace("32", "").replace("64", "").lower() == "double":
if valueShape == ():
valueShape = 1
elif valueShape == (1, 1):
value = value[0, 0]
valueShape = 1
elif valueShape[0] == 1:
value = value[0]
try:
valueShape = valueShape[1]
except:
try:
valueShape = valueShape[0]
except:
valueShape = 1
if valueType.lower() == "str":
if valueShape == ():
valueShape = 1
elif valueShape == (1, ):
value = value[0]
valueShape = len(value)
if valueType.lower() == "void":
if valueShape == ():
valueShape = 1
elif valueShape == (1, 1):
value = value[0, 0]
valueType = "complex"
valueShape = np.shape(value)
if valueType.lower() == "ndarray":
if valueShape == ():
valueShape = 1
else:
if valueShape[0] == 1:
value = value[0]
valueShape = np.shape(value)
frmDataV = frmDataViewer()
if valueShape == 1:
frmDataV = frmDataViewer(str(value),
VarName=varName,
VarType="num")
else:
if valueType == "str":
if not len(np.shape(value)):
frmDataV = frmDataViewer(value,
VarName=varName,
VarType="str")
else:
frmDataV = frmDataViewer(value,
VarName=varName,
VarType="str_arr")
elif valueType == "complex":
root.put(varName)
frmDataEditor.DrawData(self)
else:
if len(np.shape(value)) == 1:
frmSelectR = frmSelectRange(None,
Mode="d1",
D1From=0,
D1To=np.shape(value)[0])
frmSelectR.show()
frmSelectR.hide()
if frmSelectR.PASS:
frmDataV = frmDataViewer(value, VarName=varName, VarType="d1",\
D1From=frmSelectR.D1From, D1To=frmSelectR.D1To)
elif len(np.shape(value)) == 2:
frmSelectR = frmSelectRange(None,Mode="d2",D1From=0,D1To=np.shape(value)[0],\
D2From=0,D2To=np.shape(value)[1])
frmSelectR.show()
frmSelectR.hide()
if frmSelectR.PASS:
frmDataV = frmDataViewer(value, VarName=varName, VarType="d2",\
D1From=frmSelectR.D1From, D1To=frmSelectR.D1To,\
D2From=frmSelectR.D2From, D2To=frmSelectR.D2To)
else:
print("Object data is not supported!")
return
frmDataV.show()
def btnTestLabels_click(self):
print("Test is running ...")
msgBox = QMessageBox()
# Filter
try:
Filter = ui.txtFilter.text()
if not len(Filter):
Filter = None
else:
Filter = Filter.replace("\'", " ").replace(",", " ").replace(
"[", "").replace("]", "").split()
Filter = np.int32(Filter)
except:
print("Filter is wrong!")
return
# InModel
InModelFile = ui.txtInFile.text()
if not len(InModelFile):
msgBox.setText("Please enter model file!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
if not os.path.isfile(InModelFile):
msgBox.setText("Model file not found!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
# InData
InDataFile = ui.txtInData.text()
if not len(InDataFile):
msgBox.setText("Please enter data file!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
if not os.path.isfile(InDataFile):
msgBox.setText("data file not found!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
# Data
if not len(ui.txtITeData.currentText()):
msgBox.setText("Please enter Input Test Data variable name!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
# Label
if not len(ui.txtITeLabel.currentText()):
msgBox.setText("Please enter Test Input Label variable name!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
try:
clf = joblib.load(InModelFile)
except:
msgBox.setText("Cannot load classification model!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
try:
InData = mainIO_load(InDataFile)
except:
print("cannot load data file!")
msgBox.setText("cannot load data file!")
msgBox.setIcon(QMessageBox.Critical)
msgBox.setStandardButtons(QMessageBox.Ok)
msgBox.exec_()
return False
TeX = InData[ui.txtITeData.currentText()]
TeL = InData[ui.txtITeLabel.currentText()][0]
try:
if Filter is not None:
for fil in Filter:
# Remove Testing Set
labelIndx = np.where(TeL == fil)[0]
TeL = np.delete(TeL, labelIndx, axis=0)
TeX = np.delete(TeX, labelIndx, axis=0)
print("Class ID = " + str(fil) + " is removed from data.")
if ui.cbScale.isChecked():
TeX = preprocessing.scale(TeX)
print("Whole of data is scaled Train~N(0,1) and Test~N(0,1).")
except:
print("Cannot load data or label")
return
print("Run testing ...")
PeL = clf.predict(TeX)
Labels = np.transpose(np.concatenate(([TeL], [PeL])))
print("Labels vs Predicts:\n", Labels)
frmDataViewer(Labels,
VarName="Labels vs Predicts",
VarType="d2",
D1From=0,
D1To=np.shape(Labels)[0],
D2From=0,
D2To=np.shape(Labels)[1])