def run(self, batchID: str, jobID: str):
divisionDatasetPercentualSize: int
uBehaviour: str
repetition: int
divisionDatasetPercentualSize, uBehaviour, repetition = \
InputABatchDefinition().getBatchParameters(self.datasetID)[batchID]
# eTool:AEvalTool
selector, eTool = self.getParameters()[jobID]
rIDs, rDescs = InputRecomMLDefinition.exportPairOfRecomIdsAndRecomDescrs(
)
aDescDHont: AggregationDescription = InputAggrDefinition.exportADescDHondt(
selector)
pDescr: Portfolio1AggrDescription = Portfolio1AggrDescription(
self.getBatchName() + jobID, rIDs, rDescs, aDescDHont)
rIds: List[str] = pDescr.getRecommendersIDs()
model: DataFrame = PModelHybrid(
PModelDHondt(rIds), PModelDHondtPersonalisedStat(rIds), {
PModelHybrid.ARG_MODE_SKIP: True,
PModelHybrid.ARG_SKIP_CLICK_THRESHOLD: 3
})
simulator: Simulator = InputSimulatorDefinition().exportSimulatorML1M(
batchID, divisionDatasetPercentualSize, uBehaviour, repetition)
simulator.simulate([pDescr], [model], [eTool],
[HistoryHierDF(pDescr.getPortfolioID())])
def test01():
print("Test 01")
rIDs, rDescs = InputRecomRRDefinition.exportPairOfRecomIdsAndRecomDescrs()
mGlobal: DataFrame = PModelDHondt(rIDs)
mPerson: DataFrame = PModelDHondtPersonalisedStat(rIDs)
mh: DataFrame = PModelHybrid(mGlobal, mPerson)
mh.getModel(1)
def test01():
print("Test 01")
userID:int = 1
clickedItemID:int = 101
# methods parametes
portfolioModelData1:List[tuple] = [['metoda1',100], ['metoda2',80], ['metoda3',60]]
portfolioModel1:DataFrame = pd.DataFrame(portfolioModelData1, columns=["methodID","votes"])
portfolioModel1.set_index("methodID", inplace=True)
portfolioModel1.__class__ = PModelDHondt
portfolioModel1.linearNormalizing()
portfolioModelData2:List[tuple] = [['metoda1',0], ['metoda2',20], ['metoda3',40]]
portfolioModel2:DataFrame = pd.DataFrame(portfolioModelData2, columns=["methodID","votes"])
portfolioModel2.set_index("methodID", inplace=True)
portfolioModel2.__class__ = PModelDHondt
portfolioModel2.linearNormalizing()
pModel:DataFrame = PModelHybrid(portfolioModel1, portfolioModel2)
#print(pModel.getModelGlobal())
#print(pModel.getModelPerson(userID))
print()
print("////////////////////////////////////////")
print(pModel.getModel(userID))
rItemIDsWithResponsibility:List[tuple] = [(clickedItemID, {'metoda1': 0.0, 'metoda2': 1.0, 'metoda3': 0.0})]
eTool:AEvalTool = EToolHybrid({EvalToolDHondt.ARG_LEARNING_RATE_CLICKS:0.1,
EvalToolDHondt.ARG_LEARNING_RATE_VIEWS:0.1/500, EvalToolDHondt.ARG_VERBOSE:False})
eTool.click(userID, rItemIDsWithResponsibility, clickedItemID, pModel, {})
print()
print("////////////////////////////////////////")
print(pModel.getModel(userID))