def testSdoeNUSF(self):
if self.hasNoIndex():
reply = self.showIndexWarning()
if reply == QMessageBox.Yes:
pass
else:
return
if self.hasNoWeight():
self.showWeightWarning()
return
if self.hasWeight():
self.showWeightBlock()
return
if self.hasIndex():
self.showIndexBlock()
return
#test using nr=2
self.testRuntime = []
runtime = sdoe.run(self.writeConfigFile(test=True),
self.designSize_spin.value(),
test=True)
self.testSdoeButton.setEnabled(False)
self.progressNUSF_groupBox.setEnabled(True)
self.updateRunTimeNUSF(runtime)
self.testRuntime.append(runtime)
def testSdoeIRSF(self):
if self.hasNoIndex():
reply = self.showIndexWarning()
if reply == QMessageBox.Yes:
pass
else:
return
if self.hasNoResponse():
self.showResponseWarning()
return
if self.hasIndex():
self.showIndexBlock()
return
QApplication.processEvents()
#test using nr=2
self.testRuntime = []
t1, t2 = sdoe.run(self.writeConfigFile(test=True),
self.designSizeIRSF_spin.value(),
test=True)
runtime = t1 + (5 * (t2 / 2))
self.testSdoeButton.setEnabled(False)
self.progress2_groupBox.setEnabled(True)
self.updateRunTimeIRSF(runtime)
self.testRuntime.append(runtime)
QApplication.processEvents()
def runSdoe(self):
self.runSdoeButton.setText('Stop SDOE')
min_size = self.minDesignSize_spin.value()
max_size = self.maxDesignSize_spin.value()
numIter = (max_size + 1) - min_size
for nd in range(min_size, max_size + 1):
config_file = self.writeConfigFile()
mode, design_size, num_restarts, elapsed_time, outfile, best_val = sdoe.run(
config_file, nd)
self.analysis.append([
mode, design_size, num_restarts, elapsed_time, outfile,
config_file, best_val
])
self.analysisTableGroup.setEnabled(True)
self.loadAnalysisButton.setEnabled(False)
self.deleteAnalysisButton.setEnabled(False)
self.updateAnalysisTable()
self.designInfo_dynamic.setText('d = %d, n = %d' %
(nd, num_restarts))
self.SDOE_progressBar.setValue(
(100 / numIter) * (nd - min_size + 1))
QApplication.processEvents()
self.SDOE_progressBar.setValue(0)
self.runSdoeButton.setText('Run SDOE')
self.analysisGroup.setEnabled(False)
def testSdoe(self):
#test using max design size and nd=200
self.testRuntime = []
runtime = sdoe.run(self.writeConfigFile(test=True), self.maxDesignSize_spin.value(), test=True)
self.testSdoeButton.setEnabled(False)
self.progress_groupBox.setEnabled(True)
self.updateRunTime(runtime)
self.testRuntime.append(runtime)
def runSdoeNUSF(self):
if self.hasNoIndex():
reply = self.showIndexWarning()
if reply == QMessageBox.Yes:
pass
else:
return
if self.hasNoWeight():
self.showWeightWarning()
return
if self.hasWeight():
self.showWeightBlock()
return
if self.hasIndex():
self.showIndexBlock()
return
self.runSdoeNUSFButton.setText('Stop SDOE')
size = self.designSize_spin.value()
mwr_list = []
for item in [
self.MWR1_comboBox.currentText(),
self.MWR2_comboBox.currentText(),
self.MWR3_comboBox.currentText(),
self.MWR4_comboBox.currentText(),
self.MWR5_comboBox.currentText()
]:
if item != "":
mwr_list.append(int(item))
config_file = self.writeConfigFile()
fnames, results, elapsed_time = sdoe.run(config_file, size)
self.analysisTableGroup.setEnabled(True)
self.loadAnalysisButton.setEnabled(False)
self.orderAnalysisButton.setEnabled(False)
self.deleteAnalysisButton.setEnabled(False)
count = 0
for mwr in mwr_list:
self.analysis.append([
mwr, results[mwr]['design_size'], results[mwr]['num_restarts'],
results[mwr]['elapsed_time'], fnames[mwr], config_file,
results[mwr]['best_val'], results[mwr]
])
self.updateAnalysisTable()
self.designInfoNUSF_dynamic.setText(
'mwr = %d, n = %d' % (mwr, results[mwr]['num_restarts']))
count += 1
self.SDOENUSF_progressBar.setValue((100 / len(mwr_list)) * count)
QApplication.processEvents()
self.SDOENUSF_progressBar.setValue(0)
self.runSdoeNUSFButton.setText('Run SDOE')
self.analysisGroup.setEnabled(False)
def runSdoe(self):
min_size = self.minDesignSize_spin.value()
max_size = self.maxDesignSize_spin.value()
numIter = (max_size + 1) - min_size
f = open(os.path.join(self.dname, 'tqdm_progress.txt'), 'w')
for nd in tqdm(range(min_size, max_size+1), file = f):
config_file = self.writeConfigFile()
mode, design_size, num_restarts, elapsed_time, outfile = sdoe.run(config_file, nd)
self.analysis.append([mode, design_size, num_restarts, elapsed_time, outfile, config_file])
self.analysisTableGroup.setEnabled(True)
self.updateAnalysisTable()
self.SDOE_progressBar.setValue((100/numIter) * (nd-min_size+1))
f.close()
self.SDOE_progressBar.setValue(0)
self.analysisGroup.setEnabled(False)
def testSdoe(self):
if self.hasNoIndex():
reply = self.showIndexWarning()
if reply == QMessageBox.Yes:
pass
else:
return
#test using max design size and nd=200
self.testRuntime = []
runtime = sdoe.run(self.writeConfigFile(test=True),
self.maxDesignSize_spin.value(),
test=True)
self.testSdoeButton.setEnabled(False)
self.progress_groupBox.setEnabled(True)
self.updateRunTime(runtime)
self.testRuntime.append(runtime)
def runSdoe(self):
if self.hasNoIndex():
reply = self.showIndexWarning()
if reply == QMessageBox.Yes:
pass
else:
return
if self.hasIndex():
self.showIndexBlock()
return
self.runSdoeButton.setText('Stop SDOE')
min_size = self.minDesignSize_spin.value()
max_size = self.maxDesignSize_spin.value()
numIter = (max_size + 1) - min_size
QApplication.processEvents()
self.freeze()
for nd in range(min_size, max_size + 1):
config_file = self.writeConfigFile()
fnames, results, elapsed_time = sdoe.run(config_file, nd)
new_analysis = SdoeAnalysisData()
new_analysis.sf_method = 'usf'
new_analysis.optimality = results['mode']
new_analysis.d = results['design_size']
new_analysis.nr = results['num_restarts']
new_analysis.runtime = elapsed_time
new_analysis.criterion = results['best_val']
new_analysis.config_file = config_file
new_analysis.fnames = fnames
self.analysis.append(new_analysis)
self.analysisTableGroup.setEnabled(True)
self.loadAnalysisButton.setEnabled(False)
self.orderAnalysisButton.setEnabled(False)
self.deleteAnalysisButton.setEnabled(False)
self.updateAnalysisTable()
self.designInfo_dynamic.setText('d = %d, n = %d' %
(nd, results['num_restarts']))
self.SDOE_progressBar.setValue(
(100 / numIter) * (nd - min_size + 1))
QApplication.processEvents()
self.unfreeze()
self.SDOE_progressBar.setValue(0)
self.runSdoeButton.setText('Run SDOE')
self.analysisGroup.setEnabled(False)
def runSdoeIRSF(self):
if self.hasNoIndex():
reply = self.showIndexWarning()
if reply == QMessageBox.Yes:
pass
else:
return
if self.hasNoResponse():
self.showResponseWarning()
return
if self.hasIndex():
self.showIndexBlock()
return
QApplication.processEvents()
self.runSdoe2Button.setText('Stop SDOE')
size = self.designSizeIRSF_spin.value()
config_file = self.writeConfigFile()
fnames, results, elapsed_time = sdoe.run(config_file, size)
new_analysis = SdoeAnalysisData()
new_analysis.sf_method = 'irsf'
new_analysis.optimality = 'maximin'
new_analysis.d = results[1]['design_size']
new_analysis.nr = results[1]['num_restarts']
new_analysis.runtime = elapsed_time
new_analysis.designs = results[1]['num_designs']
new_analysis.config_file = config_file
new_analysis.fnames = fnames
new_analysis.results = results
self.analysis.append(new_analysis)
self.updateAnalysisTable()
self.analysisTableGroup.setEnabled(True)
self.loadAnalysisButton.setEnabled(False)
self.orderAnalysisButton.setEnabled(False)
self.deleteAnalysisButton.setEnabled(False)
self.SDOE2_progressBar.setValue(0)
self.runSdoe2Button.setText('Run SDOE')
self.analysisGroup.setEnabled(False)
QApplication.processEvents()
def runSdoeNUSF(self):
if self.hasNoIndex():
reply = self.showIndexWarning()
if reply == QMessageBox.Yes:
pass
else:
return
if self.hasNoWeight():
self.showWeightWarning()
return
if self.hasWeight():
self.showWeightBlock()
return
if self.hasIndex():
self.showIndexBlock()
return
self.runSdoe2Button.setText('Stop SDOE')
size = self.designSize_spin.value()
mwr_list = []
for item in [
self.MWR1_comboBox.currentText(),
self.MWR2_comboBox.currentText(),
self.MWR3_comboBox.currentText(),
self.MWR4_comboBox.currentText(),
self.MWR5_comboBox.currentText()
]:
if item != "":
mwr_list.append(int(item))
config_file = self.writeConfigFile()
QApplication.processEvents()
self.freeze()
fnames, results, elapsed_time = sdoe.run(config_file, size)
self.analysisTableGroup.setEnabled(True)
self.loadAnalysisButton.setEnabled(False)
self.orderAnalysisButton.setEnabled(False)
self.deleteAnalysisButton.setEnabled(False)
count = 0
QApplication.processEvents()
for mwr in mwr_list:
new_analysis = SdoeAnalysisData()
new_analysis.sf_method = 'nusf'
new_analysis.optimality = 'maximin'
new_analysis.mwr = mwr
new_analysis.d = results[mwr]['design_size']
new_analysis.nr = results[mwr]['num_restarts']
new_analysis.runtime = results[mwr]['elapsed_time']
new_analysis.criterion = results[mwr]['best_val']
new_analysis.config_file = config_file
new_analysis.fnames = fnames[mwr]
new_analysis.results = results[mwr]
self.analysis.append(new_analysis)
self.updateAnalysisTable()
self.designInfo2_dynamic.setText(
'mwr = %d, n = %d' % (mwr, results[mwr]['num_restarts']))
count += 1
self.SDOE2_progressBar.setValue((100 / len(mwr_list)) * count)
QApplication.processEvents()
self.unfreeze()
self.SDOE2_progressBar.setValue(0)
self.runSdoe2Button.setText('Run SDOE')
self.analysisGroup.setEnabled(False)
QApplication.processEvents()