def post(self, request):
layer = request.POST.get('layer')
clas = request.POST.get('class')
parent = request.POST.get('parent')
sentence = request.POST.get('sentence')
all_layer_objects = Layers.objects.all()
all_class_objects = Classes.objects.all()
msg1 = "invalid entry"
if (layer is None or clas is None or parent is None or sentence == ''):
return render(
request, self.temp1, {
'msg1': msg1,
'user': request.session['users'],
'layers': all_layer_objects,
'classes': all_class_objects
})
else:
obj = sets.objects.filter(class_id_of=int(clas),
layer_id_of=int(layer),
parent_id=int(parent))
set_id = None
set_object = ''
for obje in obj:
set_id = obje.set_id
set_object = obje
if set_id is not None:
newObj = train(sentence=sentence, set_id=set_object)
newObj.save()
finalSet = (trainData.makeBags(set_object))
set = finalSet[0]
write(set[0], set[1], str(layer), str(parent), finalSet[1])
#write(set[0],set[1],layer,parent)
result = read(layer, parent)
#result = clasify("bus does not come at time",1,0,set[0],set[1],list(["bus","train"]))
return render(
request, self.temp, {
'layer': layer,
'clas': clas,
'parent': parent,
'sentence': sentence,
'obj': obj,
'msg': "yes",
'words': finalSet[1],
'allsent': finalSet[2],
'classes': finalSet[3]
})
else:
return render(
request, self.temp1, {
'msg1': msg1,
'user': request.session['users'],
'layers': all_layer_objects,
'classes': all_class_objects
})
def think(sentence, layer, parent, synapse_0, synapse_1):
y = give_word_bag(sentence.lower(), (storeSynapes.read(layer, parent))[2])
x = y[0]
l0 = numpy.array(x)
# matrix multiplication of input and hidden layer
l1 = sigmoid(numpy.dot(x, synapse_0))
# output layer
l2 = sigmoid(numpy.dot(l1, synapse_1))
return l2
def post(self, request):
sentence = request.POST.get('text')
synap = read(2, 1)
result = clasify(
sentence, 2, 1, synap[0], synap[1],
list(["conductor", "passengers", "route", "busitself", "driver"]))
return render(request, self.temp2, {
'result': result,
'words': synap[2]
})
def post(self,request):
layer = request.POST.get('layer')
clas = request.POST.get('class')
parent = request.POST.get('parent')
sentence = request.POST.get('sentence')
all_layer_objects = Layers.objects.all()
all_class_objects = Classes.objects.all()
msg1 = "invalid entry"
if(layer is None or clas is None or parent is None or sentence == '' ):
return render(request, self.temp1,
{'msg1': msg1, 'user': request.session['users'], 'layers': all_layer_objects,
'classes': all_class_objects})
else:
obj = sets.objects.filter(class_id_of=int(clas),layer_id_of=int(layer),parent_id=int(parent))
set_id=None
set_object=''
for obje in obj:
set_id = obje.set_id
set_object = obje
if set_id is not None:
newObj = train(sentence=sentence, set_id=set_object,train_state=False)
newObj.save()
#writeNumOfTrains(str(layer),str(parent))
#increment number of trains
incrementCount(str(layer),str(parent))
numOfunTrains = readNumOfUnTrains(str(layer),str(parent))
#change this number as you wish
if(int(numOfunTrains)>=1000):
writeNumOfTrains(layer,parent)
finalSet = (trainData.makeBags(set_object))
set = finalSet[0]
write(set[0],set[1], str(layer), str(parent),finalSet[1])
result = read(layer,parent)
return render(request,self.temp1,{'layer':layer, 'clas':clas ,'parent':parent,
'sentence':sentence,'obj':obj,'msg':"yes",
'words':finalSet[1],'allsent':finalSet[2],'classe':finalSet[3],
'untrains':numOfunTrains,
'user': request.session['users'], 'layers': all_layer_objects,
'classes': all_class_objects}
)
else:
return render(request, self.temp1,
{ 'user': request.session['users'], 'layers': all_layer_objects,
'classes': all_class_objects})
else:
return render(request,self.temp1,{'msg1':msg1,'user': request.session['users'], 'layers': all_layer_objects,
'classes': all_class_objects})
def post(self,request):
sentence = request.POST.get('text')
synap = read(1,0)
result = clasify(sentence,1,0,synap[0],synap[1],list(["bus","train"]))
return render(request, self.temp2, {'result': result,'words':synap[2]})
def reply(message, user):
output = ""
while (True):
#start
if (count == 0):
clearInr()
if (message.lower() == "hi bot"):
output = "Hi " + user + " " + "! Welcome to InquaMaK...type your inquiry here"
setTo(1)
else:
output = "Error! Type 'hi bot' to start the chat"
break
#work with user inquiry (inconvenences or problems)
elif (count == 1):
synap = read(1, 0)
msg = clasify(message, 1, 0, synap[0], synap[1],
list(["bus", "train"]))
if (len(msg) > 1 or len(msg) == 0):
setPreCount(count)
output = "Invalid Input! Type 'cancel' to cancel the recording and see the user guidance"
setTo(7)
else:
if (str(msg[0][0]) == "bus"):
output = "enter bus number"
setTo(2)
setInquiry("Inquiry: " + message + '<br>')
setCat1("bus")
#catogorize furture
synap = read(2, 1)
cat2 = clasify(
message, 2, 1, synap[0], synap[1],
list([
"conductor", "passengers", "route", "busitself",
"driver"
]))
if (len(cat2) > 1 or len(cat2) == 0):
setCat2('')
else:
setCat2(str(cat2[0][0]))
elif (str(msg[0][0]) == "train"):
output = "enter train name"
setTo(2)
setInquiry("Inquiry: " + message + '<br>')
setCat1("train")
synap = read(2, 2)
cat2 = clasify(
message, 2, 2, synap[0], synap[1],
list(["passenger", "route", "trainitself", "driver"]))
if (len(cat2) > 1 or len(cat2) == 0):
setCat2('')
else:
setCat2(str(cat2[0][0]))
break
#get the date and valid inquiry
elif (count == 2):
if (catogary1 == "bus"):
setInquiry("Bus No: " + message + '<br>')
validity = validate_inputs.validBusNumber(message)
if (validity == True):
output = "enter the date you faced the inconvenience"
setTo(3)
else:
setPreCount(count)
output = "Invalid Input! Type 'cancel' to cancel the recording and see the user guidance"
setTo(7)
elif (catogary1 == "train"):
if (validate_inputs.validateTrainName(message)):
setInquiry("Train Name: " + message + '<br>')
output = "enter the date you faced the inconvenience"
setTo(3)
else:
setPreCount(count)
output = "Invalid Input! Type 'cancel' to cancel the recording and see the user guidance"
setTo(7)
break
#valid date and ask goe time
elif (count == 3):
now = datetime.datetime.now()
date = message
dateValidity = validate_inputs.validDate(str(date))
if (dateValidity[0] == True):
output = "enter the time you faced the inconvenience"
setInquiry("Date: " + message + '<br>')
setDate(dateValidity[1], dateValidity[2], dateValidity[3])
setTo(4)
else:
setPreCount(count)
output = "Invalid Input! Type 'cancel' to cancel the recording and see the user guidance"
setTo(7)
break
#show full inquiry and ask goe confirmation
elif (count == 4):
time = message
validity = validate_inputs.valiTime(time, day, month, year)
if (validity == True):
setInquiry("Time: " + message)
#output = inquiry+'<br>'+'<br>'+"Confirm the Inquiry(yes/no)"
if (catogary2 != ''):
output = getOutPut(catogary2, catogary1)
if (output != ''):
setTo(5)
break
else:
setTo(8)
else:
output = inquiry + '<br>' + '<br>' + "Confirm the Inquiry(yes/no)"
setTo(6)
break
else:
setPreCount(count)
output = "Invalid Input! Type 'cancel' to cancel the recording and see the user guidance"
setTo(7)
break
#ask for confirmation
elif (count == 5):
if (message.lower() != 'ignore' and message != ''):
#validate a name of driver or conductor
if (catogary2 == 'conductor' or catogary2 == "driver"):
if (validate_inputs.validateName(message)):
setInquiry(message)
else:
setPreCount(count)
output = "Invalid Input! Type 'cancel' to cancel the recording and see the user guidance"
setTo(7)
break
elif (message == ''):
setPreCount(count)
output = "Invalid Input! Type 'cancel' to cancel the recording and see the user guidance"
setTo(7)
break
else:
setInquiry(message)
else:
setInquiry("not known")
output = inquiry + '<br>' + '<br>' + "Confirm the Inquiry(yes/no)"
setTo(6)
break
elif (count == 8):
output = inquiry + '<br>' + '<br>' + "Confirm the Inquiry(yes/no)"
setTo(6)
break
elif (count == 6):
if (message.lower() == 'yes'):
#output = saveData.saveInq(user,inquiry,1)
#save the inquiry
if (catogary1 == 'bus'):
saveData.saveInq(user, inquiry, 1)
elif (catogary1 == 'train'):
saveData.saveInq(user, inquiry, 2)
clearInr()
setTo(0)
output = "recording has been saved"
elif (message.lower() == 'no'):
output = "recording has been canceled"
clearInr()
setTo(0)
else:
setPreCount(count)
output = "Invalid Input! Type 'cancel' to cancel the recording and see the user guidance"
setTo(7)
break
#work with cancelations and retries
elif (count == 7):
if (message.lower() == 'cancel'):
clearInr()
setTo(0)
output = 'recording has been canceled'
break
else:
setTo(previous_count)
return output
