def recordBoxStats(listOfBoxes, phaseLabel):
requires(isinstance(phaseLabel, str))
requires(len(phaseLabel) > 0)
requires(isinstance(listOfBoxes, list))
requires(all([isProperBox(x) for x in listOfBoxes]))
labelForThisPhaseInQuestionAnswering = "Question_DomainOfVariablesInResponce:" + phaseLabel
#V~~VV~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V
# Below is largely copied from descriptionState.py
# TODO: add this sort of code as a funtion in the utils to call upon....
#=========================================================================
generalSummaryFunctionsAndLabelsForThem = [\
( (lambda A : np.prod(np.diff(A, axis=1)) ), "bvolume"), \
( (lambda A : np.min(np.diff(A, axis=1)) ), "bminSideLength"), \
( (lambda A : np.max(np.diff(A, axis=1)) ), "bmaxSideLength"), \
( (lambda A : np.sum(np.diff(A, axis=1)) ), "bsumSideLengths"), \
]
for thisFunctAndLabel in generalSummaryFunctionsAndLabelsForThem:
theseValues = [thisFunctAndLabel[0](x) for x in listOfBoxes]
resultValue = distributionStatics(theseValues)
specificLabel = labelForThisPhaseInQuestionAnswering + ":" + thisFunctAndLabel[
1]
for thisKey in resultValue:
commandToExecute = \
"INSERT INTO QAStateValues ( QAStateUUID , fieldName, fieldValue) VALUES ('" + \
ObjDatabaseValueTracker.get_QAStateUUID_mostRecentBeingComputed() + "', '" + (specificLabel + ":" + thisKey) + "', ? );"
objDatabaseInterface.interfaceBleed_insertValuesForBlob(\
commandToExecute, [resultValue[thisKey]] )
objDatabaseInterface.commit()
#^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^
return
def preloop(self):
availableDomains = getAvailableDomains();
userResponce = promptToSelectFromList([x.getName() for x in availableDomains], "the domain to use");
integerDomainSelection = userResponce[1];
s = z3.Solver();
self.domainInformation = availableDomains[integerDomainSelection](s);
print("Enter path to the neural-net weights to use. Spaces in the path name will be ignored.", flush=True);
thisLineMissingNewLine = readInLineAllowingForPathCompletion();
pathToWeights = os.path.realpath(thisLineMissingNewLine.replace(" ", ""));
assert(isinstance(pathToWeights, str));
assert("\n" not in pathToWeights);
if(not os.path.isfile(pathToWeights)):
raise Exception("Path not found: " + str(pathToWeights));
# userUUID is NULL for now, and the time started is set by default. The end-time will be set later....
randomSeeds = {"randomSeedForNumpy" : config.randomSeedForNumpy, "randomSeedForPython3LibRandom": config.randomSeedForPython3LibRandom};
commandToStartSessionInDatabase = \
"INSERT INTO sessionInfo ( sessionUUID, domainUUID , pathToSystemAnalyzed, gitCommitHash, randomSeeds ) VALUES " + \
"('" + str(ObjDatabaseValueTracker.get_sessionUUID()) + "' , '" + \
str(self.domainInformation.getUUID()) + "' , '" + \
str(pathToWeights) + "', '" + \
str(getGitCommitHash(str(uuid.uuid4()))) + "', ?);";
objDatabaseInterface.interfaceBleed_insertValuesForBlob(commandToStartSessionInDatabase, [randomSeeds]);""" ssh-rsa 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 abc@defg """
self.loadedLearnedModel = None;
dictMappingModelTypeDescriptionToClass = {\
"Nueral Net: input>32 hidden->[fully connected]->32 hidden->linear output unit->output clipped" : PropogatorForNueralNet, \
"Linear Regression with Degree-3 Polynomial Features" : PropogatorForPolyFeatLinearModel, \
"Models Described in README.txt for sanity checking" : PropogatorForPolyFeatLinearModel \
};
userChoice = promptToSelectFromList(list(dictMappingModelTypeDescriptionToClass.keys()), "type of learned model.");
self.loadedLearnedModel = dictMappingModelTypeDescriptionToClass[userChoice[0]](pathToWeights);
assert(isinstance(self.loadedLearnedModel , ModelBoxProgatorManager));
self.history = [];
def functorFor_do_methods(thisQuestionType):
return ( lambda *args: self.tempFuct(self.dictMappingLeadingTokenToQuestionClass[thisQuestionType], args[1] ));
def functorFor_complete_methods(thisQuestionType):
return (lambda s, text, line, start_index, end_index : \
self.dictMappingLeadingTokenToQuestionClass[thisQuestionType].getUseableConditions(\
self.domainInformation, self.dictMappingLeadingTokenToQuestionClass[thisQuestionType], conditionNameStartsWith=text) );
for thisQuestionType in self.dictMappingLeadingTokenToQuestionClass:
setattr(FanoosFrontend, ("do_" + thisQuestionType), classmethod( functorFor_do_methods(thisQuestionType) ));
setattr(FanoosFrontend, ("complete_" + thisQuestionType), classmethod(functorFor_complete_methods(thisQuestionType)) );
return;
def _convertDictionaryToSQLCommands(self, leadingTag, dictToRecord):
requires(isinstance(leadingTag, str))
requires(len(leadingTag) > 0)
requires(isinstance(dictToRecord, dict))
requires(all([isinstance(x, str) for x in dictToRecord.keys()]))
requires(all([(len(x) > 0) for x in dictToRecord.keys()]))
for keyName in dictToRecord:
assert (isinstance(keyName, str))
fieldName = leadingTag + ":" + keyName
objDatabaseInterface.interfaceBleed_insertValuesForBlob(\
"INSERT INTO QAStateValues (QAStateUUID, fieldName, fieldValue) VALUES ( '" + self.getID() + "', '" + fieldName + "' , ?);", \
[dictToRecord[keyName]] \
)
objDatabaseInterface.commit()
return
def convertBoxAndLabelToList(self, label, d2Array, listOfAxisForBox):
requires(d2Array.shape[0] == len(listOfAxisForBox))
for thisIndex in range(0, len(listOfAxisForBox)):
for upperOrLowerSelector in [0, 1]:
specificLabel = (\
label + ":" + str(listOfAxisForBox[thisIndex]) + ":" + \
("u" if (upperOrLowerSelector == 1) else "l") \
)
commandToExecute = \
"INSERT INTO QAStateValues ( QAStateUUID , fieldName, fieldValue) VALUES ('" + \
self.getID() + "', '" + specificLabel + "', ? );"
objDatabaseInterface.interfaceBleed_insertValuesForBlob(\
commandToExecute, [d2Array[thisIndex, upperOrLowerSelector]] )
objDatabaseInterface.commit()
return
def _helper_convertDescriptionToSQLCommands(self, thisObj):
thisObjUUIDAsString = DescriptionState.convertDescriptionStateIDToStringUniformly(
thisObj.getID())
# need for the case of a MetaCondition_Conjunction, but does the proper thing in other cases as well
if (isinstance(thisObj, MetaCondition_Conjunction)):
for childObj in thisObj.listOfConditionsToConjunct:
objDatabaseInterface.exec(\
"INSERT INTO QAStateValues ( QAStateUUID , fieldName, parentUUID , childUUID) VALUES ('" + \
self.getID() + "', 'd:parent_child', '" + thisObjUUIDAsString + "', '" + childObj.getID() + "' );" \
)
self._helper_convertDescriptionToSQLCommands(childObj)
elif (isinstance(thisObj, Condition_TheBoxItself)):
commandToExecute = \
"INSERT INTO QAStateValues ( QAStateUUID , fieldName, childUUID, fieldValue) VALUES ('" + \
self.getID() + "', 'd:box:value', '" + thisObjUUIDAsString + "', ? );"
objDatabaseInterface.interfaceBleed_insertValuesForBlob(\
commandToExecute, [str(thisObj)] )
return
def write(self, label, thisThing):
requires(isinstance(label, str))
# TODO: safety checks on the label....
byteObj = pickle.dumps(thisThing)
commandToExecute = \
"INSERT INTO terminalOutput ( sessionUUID, orderIndex , channelName , valueOnChannel ) VALUES " + \
"('" + str(ObjDatabaseValueTracker.get_sessionUUID()) + "' , " + \
str(self.orderIndex) + " , '" + \
label + "', ?);"
""" ssh-rsa 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 abc@defg
"""
objDatabaseInterface.interfaceBleed_insertValuesForBlob(
commandToExecute, [byteObj])
assert (self.orderIndex + 1 > self.orderIndex)
# weak overflow check, though strictly speaking not
# needed in python.....
self.orderIndex = self.orderIndex + 1
objDatabaseInterface.commit()
return
def tempFuct(self, questionType, *arg):
try:
parsedUserQuestion = getAndParseUserInput(self.domainInformation, questionType, arg[0], self.dictMappingConditionTokenToCondition);
self.history.append((parsedUserQuestion, [])); # This object is modified by reference by the events in
# externalCall_respondToUserQuestion
ObjDatabaseValueTracker.set_questionInstanceUUID(uuidToUse=parsedUserQuestion.getID());
commandToStartQuestionInDatabase_1 = \
"INSERT INTO session_questionInstance_relation (sessionUUID, questionInstanceUUID) VALUES ('" + \
str(ObjDatabaseValueTracker.get_sessionUUID()) + "' , '" + str(ObjDatabaseValueTracker.get_questionInstanceUUID()) + "')";
objDatabaseInterface.exec(commandToStartQuestionInDatabase_1);
# below, the value of database column questionInstanceUUID is set by default....
commandToStartQuestionInDatabase_2 = \
"INSERT INTO questionInstanceInfo (questionInstanceUUID, questionInstanceType) VALUES ('" + \
str(ObjDatabaseValueTracker.get_questionInstanceUUID()) +"', '" + \
str(parsedUserQuestion.__class__.__name__) + "');";
objDatabaseInterface.exec(commandToStartQuestionInDatabase_2);
objDatabaseInterface.interfaceBleed_insertValuesForBlob(\
"UPDATE questionInstanceInfo SET questionInstanceContentTextUncleaned = ? WHERE questionInstanceUUID = '" + \
str(ObjDatabaseValueTracker.get_questionInstanceUUID()) + "';", \
[arg[0]]);
objDatabaseInterface.commit();
externalCall_respondToUserQuestion(\
self.domainInformation, self.loadedLearnedModel, \
parsedUserQuestion, self.history);
# record the end of the question.....
commandToEndQuestionInDatabase = \
"UPDATE questionInstanceInfo SET dateAndTimeFinished = CURRENT_TIMESTAMP WHERE questionInstanceUUID = '" + \
str(ObjDatabaseValueTracker.get_questionInstanceUUID()) + "';";
objDatabaseInterface.exec(commandToEndQuestionInDatabase);
objDatabaseInterface.commit();
except:
errorMessageIndented = " " + traceback.format_exc().replace("\n", "\n ");
sys.stderr.write(errorMessageIndented);
sys.stderr.flush();
timePackageToUseForSleep.sleep(3);
return;
def _convertBoxesToSQLCommandsToRecordSummaryStatistics(
self, variablesBoxesProducedMayBeOver, universeForBoxes):
labelBeginning = "bstats"
# short for "box statistics";
#V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V
# domain specific statistics - i.e., those that are most clearly applicale to this specific domain....
#=============================================================
labelForDomainSpecificStats = labelBeginning + ":d"
variablesBoxesProducedMayBeOver = [
str(x) for x in variablesBoxesProducedMayBeOver
]
resultValue = self._getAnalysisResult(self.internalDictionary["boxes"])
for thisKey in resultValue:
self.convertBoxAndLabelToList(\
labelForDomainSpecificStats + ":" + thisKey, \
resultValue[thisKey], \
variablesBoxesProducedMayBeOver )
generalSummaryFunctionsAndLabelsForThem = [\
( (lambda A : np.prod(np.diff(A, axis=1)) ), "bvolume"), \
( (lambda A : np.min(np.diff(A, axis=1)) ), "bminSideLength"), \
( (lambda A : np.max(np.diff(A, axis=1)) ), "bmaxSideLength"), \
( (lambda A : np.sum(np.diff(A, axis=1)) ), "bsumSideLengths"), \
]
for thisFunctAndLabel in generalSummaryFunctionsAndLabelsForThem:
theseValues = [thisFunctAndLabel[0](x) for x in self.getBoxes()]
resultValue = self._getAnalysisResult(theseValues)
specificLabel = labelForDomainSpecificStats + ":" + thisFunctAndLabel[
1]
for thisKey in resultValue:
commandToExecute = \
"INSERT INTO QAStateValues ( QAStateUUID , fieldName, fieldValue) VALUES ('" + \
self.getID() + "', '" + (specificLabel + ":" + thisKey) + "', ? );"
objDatabaseInterface.interfaceBleed_insertValuesForBlob(\
commandToExecute, [resultValue[thisKey]] )
objDatabaseInterface.commit()
#^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^
#V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V~V
# general statistics - i.e., those that may be easily useable across domains...
#=============================================================
labelForGeneralStats = labelBeginning + ":g"
numberOfBoxes = len(self.internalDictionary["boxes"])
commandToExecute = \
"INSERT INTO QAStateValues ( QAStateUUID , fieldName, fieldValue) VALUES ('" + \
self.getID() + "', '" + (labelForGeneralStats + ":numberOfDataPoints") + "', ? );"
objDatabaseInterface.interfaceBleed_insertValuesForBlob(\
commandToExecute, [numberOfBoxes] )
scalingFactors = np.diff(universeForBoxes, axis=1)
# NOTE: below, we find the NORMALIZED side-lengths. Yes, this is normalized
# even though the constant offset term (subtracting the minimal value) is not shown - those terms would
# simply cancel when we compute the interval length....
getScaledSideLengths = \
(lambda A: (np.diff(A, axis=1) / scalingFactors))
labelForGeneralStats = labelForGeneralStats + ":normalizedInputBoxes"
generalSummaryFunctionsAndLabelsForThem = [\
( (lambda A : np.prod(getScaledSideLengths(A)) ), "bvolume"), \
( (lambda A : np.min(getScaledSideLengths(A)) ), "bminSideLength"), \
( (lambda A : np.max(getScaledSideLengths(A)) ), "bmaxSideLength"), \
( (lambda A : np.sum(getScaledSideLengths(A)) ), "bsumSideLengths"), \
]
for thisFunctAndLabel in generalSummaryFunctionsAndLabelsForThem:
theseValues = [
thisFunctAndLabel[0](x) for x in self.getRawInputDomainBoxes()
]
resultValue = self._getAnalysisResult(theseValues)
specificLabel = labelForGeneralStats + ":" + thisFunctAndLabel[1]
for thisKey in resultValue:
commandToExecute = \
"INSERT INTO QAStateValues ( QAStateUUID , fieldName, fieldValue) VALUES ('" + \
self.getID() + "', '" + (specificLabel + ":" + thisKey) + "', ? );"
objDatabaseInterface.interfaceBleed_insertValuesForBlob(\
commandToExecute, [resultValue[thisKey]] )
objDatabaseInterface.commit()
#^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^_^
return