def showStructure(self, fenetre, idConf):
# Get config
config = db.getConfig(self.conn, idConf)
dialogShowStructure = view.TextModalWindow(fenetre, None)
dialogShowStructure.run(config["structure"], True)
def updateConfig(self, fenetre, idConf):
"Update new config"
# Get config
config = db.getConfig(self.conn, idConf)
viewConfig = view.CreateOrUpdateConfigWindow(fenetre,
self.doUpdateConfig)
#Get machine names
machineNames = db.getMachineNames(self.conn)
# Add machine name
idMachine = config["idMachine"]
machineName = db.getMachineNameById(self.conn, idMachine)
config["machine"] = machineName
# launch view with callback
viewConfig.run(machineNames, config)
def start(self, fenetre, idDataset, idConfig):
# Get form fields for machine
config = db.getConfig(self.conn, idConfig)
# Get machine name
machineName = db.getMachineNameById(self.conn, config["idMachine"])
# Get fields
machineFields = self.confMachinesForms[machineName]
# Get default values
selectionKey = "dataset=" + str(idDataset) + ";config=" + str(idConfig)
machineFieldValues = db.getSelection(self.conn, selectionKey)
# Launch run dialog
startTrainingDialog = view.StartTrainDialog(fenetre, self.conn,
selectionKey,
fenetre.doRunTraining,
machineFields,
machineFieldValues)
startTrainingDialog.run()
def updateHyperParams(self, fenetre, idConf):
# get idDataset
nameDataset = fenetre.varDataset.get()
idDataset = db.getDatasetIdByName(self.conn, nameDataset)
# Get config
self.config = db.getConfig(self.conn, idConf)
# get hyper parameters
hyperParams = db.getHyperParams(self.conn, idDataset, idConf)
# get best hyper params
(bestHyperParams, bestDevAccuracy,
_) = db.getBestHyperParams(self.conn, idDataset, idConf)
# Launch window, it may update hps
viewHp = view.ViewOrUpdateHyperParamsWindow(
fenetre, self.doCreateOrUpdateHyperParams)
# launch view with callback
viewHp.run(hyperParams, bestHyperParams, bestDevAccuracy)
{ "comment": "", "tune": False, "showPlots": False, "nbTuning": 2, "isTensorboard": debugIsTensorBord, "isTensorboardFull": False },
{ "choiceHyperParams" : 1, "choiceData" : 1 }
)
# cancel?
if ( buttonClicked == "Cancel" ) :
logger.info( "Operation cancelled by user" )
sys.exit( 10 )
# dataset
idDataset = db.getDatasetIdByName( conn, datasetName )
dataset = db.getDatasetById( conn, idDataset )
logger.info( "Using dataset {0}".format( dataset ) )
# Read config
config = db.getConfig( conn, idConfig );
# get machine name
machineName = db.getMachineNameById( conn, config[ "idMachine" ] )
logger.info( "Structure:" )
logger.info( config[ "structure" ] )
# get hyper parameters
if ( buttonClicked == "Train" ) :
# Get config hyper parameters
hyperParams = db.getHyperParams( conn, idDataset, config[ "id" ] )
elif ( buttonClicked == "Predict" ) :
# hyper parameters depend on choice