def nonTechnicalKeywordSeelector(names,project):
name_list = names.split(',')
print("name list")
print(name_list)
db_list = []
unique_filtered_word_nontech = set()
for val in name_list:
lower_case_value = val.lower()
unique_filtered_word_nontech.add(lower_case_value)
print(unique_filtered_word_nontech)
print("error in yesterday")
for value in unique_filtered_word_nontech:
db_availability = ConnectionToNeo4j.getMatchingTopicsNonTech(value)
print("error in now")
if db_availability == True:
db_list.append(value)
print(db_list)
print("it is printed")
if len(db_list) > 0:
db_string_list = ','.join(db_list)
print(db_string_list)
print("error in that")
return db_string_list
else:
db = "CV"
project_tech_list = ConnectionToNeo4j.cvProjectTech(db,project)
print("error in this")
return project_tech_list
def change_difficulty_level(nodeId, langName):
importlib.reload(vari)
userId = vari.userId
category1 = "easy"
category2 = "medium"
category3 = "hard"
global diffi_new_level
#checking whether it contains node the easy level
diffList = ConnectionToNeo4j.getDifficultyList(userId, langName, category1)
diffList = diffList.split(',')
for val1 in diffList:
if val1 == nodeId:
diffi_new_level = "easy"
return diffi_new_level
#checking whether it contains node the medium level
diffList2 = ConnectionToNeo4j.getDifficultyList(userId, langName,
category2)
diffList2 = diffList2.split(',')
for val2 in diffList2:
if val2 == nodeId:
diffi_new_level = "medium"
return diffi_new_level
#checking whether it contains node the hard level
diffList3 = ConnectionToNeo4j.getDifficultyList(userId, langName,
category3)
diffList3 = diffList3.split(',')
for val3 in diffList3:
if val3 == nodeId:
diffi_new_level = "hard"
return diffi_new_level
def ValidatingTechnical(userAnswer, dbAnswer, qno):
sentence1 = userAnswer
sentence2 = dbAnswer
grammarMarks = WeightOfTheAnswer.process_content(sentence1)
if len(sentence1.split()) == 0:
ConnectionToNeo4j.sessionMarksStoring(vari.userId, "", qno, "0.0")
return [0, 'None']
else:
stopWords = set(stopwords.words('english'))
words1 = word_tokenize(sentence1)
words2 = word_tokenize(sentence2)
wordsFiltered1 = []
wordsFiltered2 = []
newSentence = ""
for w in words1:
if w not in stopWords:
wordsFiltered1.append(w)
newSentence = newSentence + " " + w
for w in words2:
if w not in stopWords:
wordsFiltered2.append(w)
marks = 0
final_word = ""
for word2 in wordsFiltered2:
for word1 in wordsFiltered1:
if word2 == word1:
marks += 1
for word in wordsFiltered2:
final_word = final_word + " " + word
wordcountofdbanswer = len(final_word.split())
print("before filtered:", sentence1)
print("Loading..")
print("after filtered:", final_word)
print(marks)
print(wordcountofdbanswer)
finalmark = (marks / wordcountofdbanswer) + grammarMarks
finalmark = "%.2f" % finalmark
# finalmark = SequenceMatcher(None, wordsFiltered1, wordsFiltered2).ratio()
importlib.reload(vari)
ConnectionToNeo4j.sessionMarksStoring(vari.userId, "", qno, finalmark)
return_Value = [finalmark, newSentence]
return return_Value
def get_post_javascript_data():
un = request.form['username']
pw = request.form['password']
dbpw = ConnectionToNeo4j.login(un)
print(un)
if pw == dbpw:
open('userDetails.py', 'w').close()
fruits = ["global results12\n", "results12 = 'yes'"]
new_file = open("userDetails.py", mode="a+", encoding="utf-8")
new_file.writelines(fruits)
for line in new_file:
print(line)
new_file.close()
else:
open('userDetails.py', 'w').close()
fruits = ["global results12\n", "results12 = 'no'"]
new_file = open("userDetails.py", mode="a+", encoding="utf-8")
new_file.writelines(fruits)
for line in new_file:
print(line)
new_file.close()
def dingdong():
print("shalalalallala")
importlib.reload(vari)
uid = vari.userId
val = ConnectionToNeo4j.checkuserinnwadas(uid)
result = {"myca": str(val)}
return json.dumps(result)
def selectionbox():
no = ConnectionToNeo4j.noofsessions()
result = {}
for x in range(0, int(no)):
result['no'+str(x+1)] = "session"+str(x+1)
return json.dumps(result)
def showHardSubjectNames():
userid = vari.userId
languageName = "python"
# print(ConnectionToNeo4j.getHardList(userid, languageName))
# print(type(ConnectionToNeo4j.getHardList(userid, languageName)))
#
ListConvert = (ConnectionToNeo4j.getHardList(userid, languageName))
print(type(ListConvert))
test = ListConvert.split()
print(test)
# test2 = int(test)
# print(test2)
# ListConvert2 = list(map(int, ListConvert))
# print(ListConvert2)
# print(' '.join(map(str, ListConvert)))
# uu = np.ndarray.tolist(ListConvert2)
# print(uu)
# print(type(uu))
# test = [4, 8, 11, 13, 14, 17, 26]
# print(type(test))
# print(test[0])
# print(test[1])
# print(test[2])
# print(test[3])
# print(len(test))
jj = "You better to focus on this areas -> \n"
if len(test) >= 1:
element = 1
# return ConnectionToNeo4j.showHardList(element)
aa1 = ConnectionToNeo4j.showHardList(element)
if len(test) >= 2:
element = 2
aa2 = ConnectionToNeo4j.showHardList(element)
if len(test) >= 3:
element = 3
aa3 = ConnectionToNeo4j.showHardList(element)
if len(test) >= 4:
element = 4
aa4 = ConnectionToNeo4j.showHardList(element)
if len(test) >= 5:
element = 5
aa5 = ConnectionToNeo4j.showHardList(element)
if len(test) >= 6:
element = 6
aa6 = ConnectionToNeo4j.showHardList(element)
return jj, aa1, aa2, aa3, aa4, aa5, aa6
def ValidatingNonTechnical(answer, qno):
answerwordcount = len(answer.split())
stopWords = set(stopwords.words('english'))
words1 = word_tokenize(answer)
wordsFiltered1 = []
newSentence = ""
for w in words1:
if w not in stopWords:
wordsFiltered1.append(w)
newSentence = newSentence + " " + w
print("before filtered:", answer)
print("Loading..")
print("after filtered:", newSentence)
importlib.reload(vari)
if answerwordcount == 0:
ConnectionToNeo4j.sessionMarksStoring(vari.userId, "", qno, '0')
return [0, 'None']
if answerwordcount < 20:
ConnectionToNeo4j.sessionMarksStoring(vari.userId, "", qno, '0.5')
return [0.5, newSentence]
if answerwordcount > 20:
ConnectionToNeo4j.sessionMarksStoring(vari.userId, "", qno, '1')
return [1, newSentence]
def ValidatingNonTechnical(answer, qno):
answerwordcount = len(answer.split())
stopWords = set(stopwords.words('english'))
words1 = word_tokenize(answer)
wordsFiltered1 = []
newSentence = ""
for w in words1:
if w not in stopWords:
wordsFiltered1.append(w)
newSentence = newSentence + " " + w
if answerwordcount == 0:
ConnectionToNeo4j.sessionMarksStoring(vari.userId, vari.sessionId, qno,
'0')
return ['None', '']
if answerwordcount < 20:
ConnectionToNeo4j.sessionMarksStoring(vari.userId, vari.sessionId, qno,
'0.5')
return [0.5, newSentence]
if answerwordcount > 20:
ConnectionToNeo4j.sessionMarksStoring(vari.userId, vari.sessionId, qno,
'1')
return [1, newSentence]
def chart(a):
print(a[7:])
val = ConnectionToNeo4j.getsessionmarks(a[7:])
result = {"no1":"session1","no2":"session2"}
print(val)
print(result)
return json.dumps(val)
def adding_diff_level_val_list(userId, user_diff, db_diff, random_table,
diff_level):
level_list = ConnectionToNeo4j.getdiffLevelList(userId, user_diff, db_diff,
random_table, diff_level)
level_list_str = str(level_list)
print("hello i got the list")
print(level_list)
diff_list = level_list.split(',')
print("hello in the diff level selector")
diff_list = list(map(int, diff_list))
print(diff_list)
return (diff_list)
def validation(subsection, typer, treetype, qno):
print("checking=" + qno + "=gooog=" + subsection + "=goog=" + typer +
"=goog=" + treetype)
r = sr.Recognizer()
audio = "Audio/" + MostRecentAudioFileAccess.MostRecentAudioClip()
cmd = 'ffmpeg -i ' + audio + ' -f segment -segment_time 13 -c copy Audio/answer_creation_purposes/out%03d.wav'
os.system(cmd)
marks = "No"
longstext = ""
path, dirs, files = next(os.walk("Audio/answer_creation_purposes"))
file_count = len(files)
range_value = file_count
print('Loading..')
# importlib.reload(Audio.answer_creation_purposes)
for x in range(0, range_value):
audio = 'Audio/answer_creation_purposes/out00' + str(x) + '.wav'
with sr.AudioFile(str(audio)) as source:
audio = r.record(source)
try:
text = r.recognize_google(audio)
if x == 0:
longstext = text
else:
longstext = longstext + " " + text
except Exception as e:
print(e)
#
filelist = glob.glob("Audio/answer_creation_purposes/*.wav")
for file in filelist:
os.remove(file)
#
# if longstext == "":
# longstext = "empty audio"
if typer == "technical":
valuefromdb = ConnectionToNeo4j.getValueFromdb(subsection, treetype)
marks = AnswerValidating.ValidatingTechnical(longstext, valuefromdb,
qno)
if typer == "nontechnical":
marks = AnswerValidating.ValidatingNonTechnical(longstext, qno)
return marks
def rewardForQuestion(languageName, nodeId, difficultyLevel):
# languageName = "python"
# nodeId = 10
# difficultyLevel = "medium"
userid = vari.userId
facial = 10 #have to remove
voice = 10 #have to remove
answer = 20 #have to remove
total = (facial + voice + answer)
print("Total = ", total)
total = int(total)
if (0 < total <= 20):
state = 1
print("State = ", state)
elif (21 < total <= 40):
state = 2
print("State = ", state)
elif (41 < total <= 60):
state = 3
print("State = ", state)
elif (61 < total <= 80):
state = 4
print("State = ", state)
else:
state = 5
print("State = ", state)
# -----------------------------------------------------------------------------------
# Get the latest updated q-table from ontology - only for shown
print("@@@@@This part for get from ontology@@@@@@@@@@@@@@@@@@@@@@@@@")
print("It is updated correctly \n",
ConnectionToNeo4j.createQtable1(languageName))
print(type(ConnectionToNeo4j.createQtable1(languageName)))
print("@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@")
# data = R
print("&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&")
# Get the String array matrix from ontology - split
I = np.array(ConnectionToNeo4j.createQtable1(languageName)).tolist()
Z = I.split(" ")
print("Z-spit krapu 1 \n", Z)
print(type(Z))
# to remove the []
number = " ".join(Z)
print("this remove[] \n", number)
print(type(number))
print("&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&")
# H = [float(i) if '.' in i else int(i) for i in number]
# H = np.asfarray(number,float)
# print("This str - float")
# print(type(H))
# Re-change it into 5,5 array
# qTableCreated = H.reshape(5,5)
# print(type(qTableCreated))
# print(qTableCreated)
# change it into matrix
# R = np.matrix(number)
# print(type(R))
# print(R)
R = np.matrix([[64.0, 64.0, 64.0, 64.0, 64.0],
[64.0, 64.0, 64.0, 64.0, 64.0],
[64.0, 64.0, 64.0, 64.0, 64.0],
[64.0, 64.0, 64.0, 64.0, 64.0],
[64.0, 64.0, 64.0, 64.0, 64.0]])
# try:
# I = float(ConnectionToNeo4j.createQtable1(languageName))
# R = np.matrix(I)
# except ValueError:
# print("That is not a valid number of miles")
# matrix = open(fname).read()
# matrix = [item.split('\n') for item in matrix.split('\n')]
# R = matrix.reshape((matrix.shape[0], 5))
# print("Get from text file-latest updated \n", R)
print("----------------------------------------------")
# Q matrix
Q = np.matrix(np.zeros([5, 5]))
if state == 1:
R[0, 4] = total
elif state == 2:
R[1, 3] = total
elif state == 3:
R[2, 2] = total
elif state == 4:
R[3, 1] = total
else:
R[4, 0] = total
# Gamma (learning parameter).
gamma = 0.8
# Initial state
if state == 5:
initial_state = 4
else:
initial_state = state
# initial_state = state
# This function returns all available actions in the state given as an argument
def available_actions(state):
current_state_row = R[state, ]
av_act = np.where(current_state_row >= 0)[1]
return av_act
# Get available actions in the current state
available_act = available_actions(initial_state)
# This function chooses at random which action to be performed within the range
def sample_next_action(available_actions_range):
next_action = int(np.random.choice(available_act, 1))
return next_action
# Sample next action to be performed
action = sample_next_action(available_act)
# This function updates the Q matrix
def update(current_state, action, gamma):
max_index = np.where(Q[action, ] == np.max(Q[action, ]))[1]
if max_index.shape[0] > 1:
max_index = int(np.random.choice(max_index, size=1))
else:
max_index = int(max_index)
max_value = Q[action, max_index]
# Q learning formula
Q[current_state, action] = R[current_state, action] + gamma * max_value
# Update Q matrix
update(initial_state, action, gamma)
# -------------------------------------------------------------------------------
# Create the reward value
# iterarte the process
for i in range(100):
current_state = np.random.randint(0, int(Q.shape[0]))
available_act = available_actions(current_state)
action = sample_next_action(available_act)
update(current_state, action, gamma)
print("-----------------------")
print("New updated one \n", Q)
print("-----------------------")
# ----------------------------------------------------------------------------------------------------------------
# Save the Q-metrix in text file
print(" Maximum value:")
print(np.max(Q))
T = Q * 100 / np.max(Q)
print("^^^^^^^^^^^^^^^^^^^^^^^^^^")
print(T)
np.savetxt('../Database/text.txt', T, fmt='%f')
print("-----New - 6-----------------------------------------")
# -------------------------------------------------------
# send to ontology
qTableCreated = str(T)
ConnectionToNeo4j.sendQtable(languageName, qTableCreated)
# -------------------------------------------------------------------------------
print("------New - 7----------------------------------------")
# convert to probability value
if state == 3:
convertProb = "{0:.0f}%".format((np.max(Q) / 10) - 11)
# convertProb = getProb - 10.0
print("Precentage of difficulty - ", convertProb)
else:
convertProb = "{0:.0f}%".format(np.max(Q) / 10)
print("Precentage of difficulty - ", convertProb)
# --send to precentage value to ontology--------------
print(type(convertProb))
convertProb2 = int(convertProb.strip("%"))
print(convertProb2)
# --identify the state--------------
print("------New - 8----------------------------------------")
if convertProb2 <= 15:
rewardState = "hard"
elif convertProb2 <= 30:
rewardState = "medium"
else:
rewardState = "easy"
print(rewardState)
print(type(rewardState))
# --update the ontology---------------------------
print(
"-------New - 9- update the existing list--------------------------------------"
)
print(
ConnectionToNeo4j.getDifficultyList(userid, languageName,
difficultyLevel))
getDiffList = str(
ConnectionToNeo4j.getDifficultyList(userid, languageName,
difficultyLevel))
print("get existing list", getDiffList)
print(type(getDiffList))
print("########exiting list 1 gattaa \n")
getDiffList2 = getDiffList.split(',')
getDiffList2.remove(str(nodeId))
getDiffList3 = list(map(int, getDiffList2))
print("this removed node and int it", getDiffList3)
print(type(getDiffList3))
str_getDiffList3 = ','.join(str(e) for e in getDiffList3)
print("This is converted str", str_getDiffList3)
print(type(str_getDiffList3))
print("#######now get the new list to update exiting one \n")
# update the existing category with new value
ConnectionToNeo4j.sendExistingDifficultyList(userid, languageName,
difficultyLevel,
str_getDiffList3)
print(
"-------New - 10- update the new list--------------------------------------"
)
# get the new category list
getNewList = ConnectionToNeo4j.getNewRewardList(userid, languageName,
rewardState)
print(ConnectionToNeo4j.getNewRewardList(userid, languageName,
rewardState))
print(type(getNewList))
print(type(nodeId))
str_nodeId = str(nodeId)
print(type(str_nodeId))
getnewList = getNewList.split(',')
print("1", getnewList)
getnewList.append(str_nodeId)
print("append new nod = ", getnewList)
# getDiffList4 = [int(i) for i in appendNewNode]
# print("this append and transfer int ", getDiffList4)
# print(type(getDiffList4))
str_getDiffList4 = ','.join(str(e) for e in getnewList)
print("This is converted str", str_getDiffList4)
print(type(str_getDiffList4))
print("Now it appended \n", str_getDiffList4)
# send to the new list to the new category
ConnectionToNeo4j.sendNewDifficultyList(userid, languageName, rewardState,
str_getDiffList4)
print(type(str_getDiffList4))
def generate_cv_questions():
global grammer_corrected_pr0ject_question
db = "CV"
db2= "project"
db3 ="project_d"
# node_Count = ConnectionToNeo4j.getNodeCount(db)
lang = 'en'
q_list = []
pro_list = []
count = 1
session = 0
typo = "nonested"
typo2 = "nontechnical"
answer_validity = 0
global question_number
question_number = 0
#generates questions from the three sections
while count<=3:
session = session + 1
print("session")
print(session)
session_no_string = str(session)
session_node_count = ConnectionToNeo4j.session_Node_Count(db,session_no_string)
print("this is ")
print(session_node_count)
node_id = ConnectionToNeo4j.get_node_id(db,session_no_string)
for id in range(node_id,session_node_count+node_id):
q_list.append(str(id))
print(q_list)
print("node_count")
print(session_node_count)
for question_no in range(session_node_count):
print("question number")
print(question_no)
random_que = random.choice(q_list)
print("random que")
print(random_que)
#new pars
non_technical_question = ConnectionToNeo4j.cvQuestionGen(db,random_que)
q_list.remove(random_que)
print(q_list)
print("jokes"+non_technical_question)
question_number = question_number + 1
actual_question = QuestionCreator.gen_Question(non_technical_question,question_number)
AyeshSilenceDetection.silence_detect1(question_number)
# print(actual_question)
# parser = GingerIt()
# grammer_corrected_question_list = parser.parse(actual_question)
# grammer_corrected_question = grammer_corrected_question_list.get("result")
# TextToSpeechConverter.text_to_speech(grammer_corrected_question, lang)
# print(question_number)
# print("hiiiiiiiiiiiiiiiiii printing count")
if random_que == "6":
global technology_list
tech = SpeachToText.validation("", typo2,typo,"question"+str(question_number))[1]
tech = NestedQuestionCreator.keywordSelector("",tech.lstrip(),"1","")
print(tech)
print("tech printed")
technology_list = NestedQuestionCreator.nonTechnicalKeywordSeelector(tech)
print("hello tech")
print(technology_list)
#gets an input to ask questions
if random_que=="5":
# voice_record = AudioRecorder.audio_recorder(question_number)
# answer_validity = SpeachToText.validation("", typo2, typo, "question" + str(question_number))[0]
project_question = ""
random_proj_que = ""
print(vari.userId)
pro = ConnectionToNeo4j.getProjects(vari.userId)
print("pro")
print(pro)
print("pro")
if not pro:
random_proj_que = "final year project"
print(random_proj_que)
else:
random_proj_que = random.choice(pro)
print(random_proj_que)
print(random_proj_que)
project_question = ConnectionToNeo4j.cvQuestionProjectGen(db2, db3, random_proj_que, userid)
question_number = question_number + 1
print("project question")
print(project_question)
print("project question")
print(" pro length")
print(len(pro_list))
print(" pro length")
actual_project_question = QuestionCreator.gen_Question(project_question,question_number)
AyeshSilenceDetection.silence_detect1(question_number)
print("after a while")
q_list = []
count = count+1
def silence_detect1(QNumber):
#Passing parameters
sessionNumber = vari.sessionId
userId = vari.userId
#outputFile =AudioRecorder.audio_recorder()
#print(outputFile)
from pydub import AudioSegment, silence
list_of_files = glob.glob('../Audio/*.wav') # * means all if need specific format then *.csv
latest_file = max(list_of_files, key=os.path.getctime)
print (latest_file)
myaudio = intro = AudioSegment.from_wav(latest_file) # 'audio/output14.wav'
silence = silence.detect_silence(myaudio, min_silence_len=1000, silence_thresh=-30)
# start and the end point of silence and display number of silent part in brackets
# convert to sec
silence = [((start / 1000), (stop / 1000)) for start, stop in silence]
#1 Start and end points of silence parts in milliseconds
print('#1 Start and end points of silence parts in milliseconds')
print(silence)
#2 Gap between start and the end point of the each silent part of the audio
silence_gap = [(((stop) - (start)) / 1000) for start, stop in silence]
print('#2 Gap between start and the end point of the each silent part of the audio')
print(silence_gap)
#3 identify silence parts with more than 3 milliseconds
silence_gap2 = sorted(i for i in silence_gap if i >= 0.003)
print('#3 identify silence parts with more than 3 milliseconds')
print(silence_gap2)
#convert the silent parts with milisecons to seconds
silence_gap_list = [i * 1000 for i in silence_gap2]
#4 silence gaps with three decimal places
myFormattedList2 = ['%.3f' % elem for elem in silence_gap_list]
print('#4 silent gaps in seconds with 3 decimal places')
print(myFormattedList2)
totalSilent=list(map(float,myFormattedList2))
sumOfsilents = sum(totalSilent)
print('#5 summation of all silent parts that are having more than 3 seconds')
print(sumOfsilents)
marksForsilents=round(25-(sumOfsilents*1.25))
print('#6 marks for the silent part for a question')
print(marksForsilents)
#After detecting the silence part of the audio clip it willmove to another folder vikum shold get the audio clip from that new folder.
#path2 = 'D:/New Research/SmartInterviewer-Code/BackEnd/Database/movedAudio'
#shutil.move(path1, path2)
#passed from sarindi
#------------------------------------------------------------
string = "voiceq"
questionNumber =QNumber
questionOutput = string + str(questionNumber)
print(questionOutput)
print(type(questionOutput))
#----------------------------------------------------
qnumber = questionOutput
voiceMark = str(marksForsilents)
ConnectionToNeo4j.getQuestionNumberToSave(userId,sessionNumber,qnumber)
ConnectionToNeo4j.saveVoiceMarks(userId,sessionNumber,qnumber, voiceMark)
print(ConnectionToNeo4j.saveVoiceMarks(userId,sessionNumber,qnumber, voiceMark))
def generate_cv_questions():
global grammer_corrected_pr0ject_question
db = "CV"
db2= "project"
db3 ="project_d"
# node_Count = ConnectionToNeo4j.getNodeCount(db)
lang = 'en'
q_list = []
pro_list = []
count = 1
session = 0
typo = "nonested"
typo2 = "nontechnical"
answer_validity = 0
global question_number
question_number = 0
while count<=3:
session = session + 1
print("session")
print(session)
session_no_string = str(session)
session_node_count = ConnectionToNeo4j.session_Node_Count(db,session_no_string)
print("this is ")
print(session_node_count)
node_id = ConnectionToNeo4j.get_node_id(db,session_no_string)
for id in range(node_id,session_node_count+node_id):
q_list.append(str(id))
print(q_list)
print("node_count")
print(session_node_count)
for question_no in range(session_node_count):
print("question number")
print(question_no)
random_que = random.choice(q_list)
print("random que")
print(random_que)
#new pars
non_technical_question = ConnectionToNeo4j.cvQuestionGen(db,random_que)
q_list.remove(random_que)
print(q_list)
print("jokes"+non_technical_question)
question_number = question_number + 1
actual_question = QuestionCreator.gen_Question(non_technical_question,question_number)
# print(actual_question)
# parser = GingerIt()
# grammer_corrected_question_list = parser.parse(actual_question)
# grammer_corrected_question = grammer_corrected_question_list.get("result")
# TextToSpeechConverter.text_to_speech(grammer_corrected_question, lang)
# print(question_number)
# print("hiiiiiiiiiiiiiiiiii printing count")
if random_que=="5":
# voice_record = AudioRecorder.audio_recorder(question_number)
# answer_validity = SpeachToText.validation("", typo2, typo, "question" + str(question_number))[0]
pro = ConnectionToNeo4j.getProjects(db, "5")
# print(pro)
for id in range (1,pro+1):
pro_list.append(str(id))
# print(pro_list)
random_proj_que = random.choice(pro_list)
modify_random_proj_que = "p"+random_proj_que
# print(modify_random_proj_que)
project_question = ConnectionToNeo4j.cvQuestionProjectGen(db2,db3,modify_random_proj_que,userid)
question_number = question_number + 1
actual_project_question = QuestionCreator.gen_Question(project_question,question_number)
# print(actual_project_question)
# parser = GingerIt()
# grammer_corrected_project_question_list = parser.parse(actual_project_question)
# grammer_corrected_pr0ject_question = grammer_corrected_project_question_list.get("result")
# TextToSpeechConverter.text_to_speech(grammer_corrected_pr0ject_question, lang)
# print(question_number)
# print("hiiiiiiiiiiiiiiiiii printing count")
global technology_list
tech = SpeachToText.validation("", typo2,typo,"question"+str(question_number))[1]
tech = NestedQuestionCreator.keywordSelector("",tech.lstrip(),"1","")
# print(tech)
# print("tech printed")
technology_list = NestedQuestionCreator.nonTechnicalKeywordSeelector(tech,modify_random_proj_que)
# print("hello tech")
# print(technology_list)
# print("check validity")
# answer_validity = input()
print("after a while")
# voice_record = AudioRecorder.audio_recorder(question_number)
# answer_validity = SpeachToText.validation("", typo2,typo,"question"+str(question_number))[0]
# while(answer_validity=="None" ):
# answer_validity = SpeachToText.validation("", typo2,typo,"question"+str(question_number))[0]
q_list = []
count = count+1
def keywordSelector(db,filtered_words_string,param,diff_level):
db2 ="user_difficulty"
db3 = "difficulty"
db4 = "nested_difficulty"
user_id = vari.userId
print("diff_level")
print(diff_level)
print("diff_level")
filtered_words_string = filtered_words_string.replace("'", " ")
filtered_words = filtered_words_string.split(" ")
print(filtered_words)
print("filtered_words")
global topic_list
topic_list = []
global nested_keyword_list
nested_keyword_list = []
global nested_difficulty_list
nested_difficulty_list = []
global nes_keywords
# print(filtered_words)
unique_filtered_words = set()
for val in filtered_words:
lower_case_val = val.lower()
unique_filtered_words.add(lower_case_val)
print(unique_filtered_words)
print("unique_filtered_words")
for value in unique_filtered_words:
if param == "2":
print(db)
print(value)
topic_availability = ConnectionToNeo4j.getMatchingTopics(db,value)
print(topic_availability)
if topic_availability == True:
topic_list.append(value)
elif param == "1":
topic_availability = ConnectionToNeo4j.getMatchingTopicsNonTech(value)
print(topic_availability)
if topic_availability == True:
topic_list.append(value)
print(topic_list)
print("topic_list")
# print(topic_list)
if param == "1":
topic_list = ",".join(topic_list)
return topic_list
if len(topic_list) > 0 and param=="2":
for itt in range (len(topic_list)):
random_keyword = random.choice(topic_list)
nes_keywords=ConnectionToNeo4j.getMatchingNestedTopicId(db,random_keyword)
print(random_keyword)
print("random_keyword")
nested_keyword_list = (nes_keywords.split(',' ))
print(nested_keyword_list)
print(nested_keyword_list)
print("random_keyword")
nes_diff_level = ConnectionToNeo4j.getNestedDiffLevelList(user_id,db2,db3,db4,db,diff_level)
print("nes_diff_level")
print(nes_diff_level)
print("nes_diff_level")
nested_difficulty_list = (nes_diff_level.split(',' ))
print("nested_difficulty_list")
print(nested_difficulty_list)
print("nested_difficulty_list")
selected_list = set(nested_difficulty_list) & set(nested_keyword_list)
print("selected_list")
print(selected_list)
print("selected_list")
selected_list = list(selected_list)
print("selected_list")
print(selected_list)
print("selected_list")
if not selected_list:
return 0
random_nes_que = random.choice(selected_list)
print("random_nes_que")
print(random_nes_que)
print("random_nes_que")
topic = ConnectionToNeo4j.getMatchingNestedTopic(db,random_keyword,random_nes_que)
print("topic")
print(topic)
print("topic")
return topic
else:
return 0
def question_gen():
#difficulty level generation
global changed_know_list
changed_know_list = []
db2 = "user"
db3 = "session"
global diff_level
diff_level = "easy"
session_db = "session"
userId = vari.userId
sessionId = vari.sessionId
question_number = NonTechnicalQuestions.question_number
global qprinted
qprinted = 0
global taking_list
taking_list = []
global prev1_ans_result
prev1_ans_result = 0.2
global prev2_ans_result
prev2_ans_result = 0.2
global prev1_que_count
prev1_que_count = 5
global prev2_que_count
prev2_que_count = 6
global user_diff
user_diff = "user_difficulty"
global db_diff
db_diff = "difficulty"
q_list = []
lang = 'en'
tech_keywords = NonTechnicalQuestions.technology_list
print(tech_keywords)
print("hey")
global nested_question_ccount
nested_question_ccount = 2
splitted_table_list = (tech_keywords.split(','))
print(splitted_table_list)
print("list is printed")
splitted_table_list_length = len(splitted_table_list)
stable_splitted_table_list_length = len(splitted_table_list)
print("length")
print(splitted_table_list_length)
split_list_length = stable_splitted_table_list_length
itteration_val = int(11 / split_list_length)
itteration_value = math.floor(itteration_val)
# get the nested value count after filling technologies
rem_nested_count = 11 - (split_list_length * itteration_value)
nested_question_ccount = nested_question_ccount + rem_nested_count
print(nested_question_ccount)
print("this is theeeeeeeeeeeeeeerem_nested_count")
print("itt")
print(itteration_value)
while splitted_table_list_length >= 1:
random_table = random.choice(splitted_table_list)
print(random_table)
splitted_table_list_length = splitted_table_list_length - 1
print("length")
print(splitted_table_list_length)
splitted_table_list.remove(random_table)
print(splitted_table_list)
technical_node_count = ConnectionToNeo4j.getTechNodeCount(random_table)
print(technical_node_count)
q_list = []
for id in range(1, technical_node_count + 1):
q_list.append(id)
print(q_list)
for itt in range(itteration_value):
print(itt)
print("my itteration")
print(itt)
# difficulty level selection
if prev1_ans_result >= 0.5 and prev2_ans_result >= 0.5:
diff_level = DifficultyLevelSelector.increase_difficulty_level(
diff_level)
elif prev1_ans_result < 0.5 and prev2_ans_result < 0.5:
diff_level = DifficultyLevelSelector.decrease_difficulty_level(
diff_level)
print(diff_level)
# get the list of nodes according to the difficulty level
taking_list = DifficultyLevelSelector.adding_diff_level_val_list(
userId, user_diff, db_diff, random_table, diff_level)
print(taking_list)
print("hi i am the taking list")
# comparing two lists to get the nodes that are in the q_list
changed_know_list = set(q_list) & set(taking_list)
print("i know it is hereeeeeeeeeeeeeeeeeeeeeeeeeeeeee")
print(changed_know_list)
changed_know_list = list(changed_know_list)
if not changed_know_list:
changed_know_list = q_list
random_que = random.choice(changed_know_list)
print(random_que)
random_que_string = str(random_que)
print(random_que_string)
technical_question = ConnectionToNeo4j.technical_question_keyword(
random_table, random_que_string)
print("qu")
print(technical_question)
changed_know_list = []
q_list.remove(random_que)
print(q_list)
print(changed_know_list)
question_number = question_number + 1
actual_question = TechnicalQuestionCreators.gen_Question(
technical_question, question_number, "nonnested")
parser = GingerIt()
# CreateReward.rewardForQuestion(random_table,random_que,diff_level)
# TextToSpeechConverter.text_to_speech(actual_question,lang)
qprinted = qprinted + 1
print("qprint")
print(qprinted)
print("qprint")
prev1_que_count = prev1_que_count + 1
prev2_que_count = prev2_que_count + 1
# answer_validity = test.test()
# answer_validity = input()
# while (answer_validity == "null"):
# print(vik_test_codes.question(question_number))
# answer_validity = test.test()
#answer_validity = input()
if itt > 1 and nested_question_ccount > 0:
filtered_words_string = SpeachToText.validation(
technical_question, "technical", "nonested",
"question" + str(question_number))
nested = NestedQuestionCreator.keywordSelector(
random_table, filtered_words_string[1].lstrip(), "2",
diff_level)
if nested != 0:
print("nested keyword value")
print(nested)
question_number = question_number + 1
actual_question = TechnicalQuestionCreators.gen_Question(
nested, question_number, "nested")
# TextToSpeechConverter.text_to_speech(actual_question, lang)
print(actual_question)
qprinted = qprinted + 1
print("qprint")
print(qprinted)
print("qprint")
prev1_que_count = prev1_que_count + 1
prev2_que_count = prev2_que_count + 1
nested_question_ccount = nested_question_ccount - 1
print(nested)
# answer_validity = test.test()
# answer_validity =input()
#
# while (answer_validity == "null"):
#
#
# # answer_validity = test.test()
# answer_validity = input()
else:
print("when ignores")
print("true")
else:
print("false")
if itt == itteration_value - 1 and splitted_table_list_length == 1 and nested_question_ccount > 0:
itteration_value = itteration_value + nested_question_ccount
nested_question_ccount == 0
p1_qno = str(prev1_que_count)
p1_send_question = "question" + p1_qno
print(p1_qno)
p2_qno = str(prev2_que_count)
p2_send_question = "question" + p2_qno
print(p1_qno)
print("this is prev one")
print(prev1_que_count)
print("this is prev")
print(prev2_que_count)
print("nooooooooooooooooooooooooooo")
if prev1_que_count == 7:
prev1_ans_result = 0.2
prev2_ans_result = ConnectionToNeo4j.getQuestionMarks(
db2, db3, userId, sessionId, p2_send_question)
prev2_ans_result = float(prev2_ans_result)
else:
prev1_ans_result = ConnectionToNeo4j.getQuestionMarks(
db2, db3, userId, sessionId, p1_send_question)
prev2_ans_result = ConnectionToNeo4j.getQuestionMarks(
db2, db3, userId, sessionId, p2_send_question)
prev1_ans_result = float(prev1_ans_result)
prev2_ans_result = float(prev2_ans_result)
print("this is prev marksssssssssssss")
print(prev1_ans_result)
print(p1_send_question)
print(question_number)
print("this is prev marksssssssssssss")
print("this is prev marksssssssssssss")
print(prev2_ans_result)
print(p2_send_question)
print(question_number)
print("this is prev marksssssssssssss")
# techs = NonTechnicalQuestions.technology_list
# print(techs)
# lang = 'en'
# q_list = []
# for id in range(1,5):
# q_list.append(str(id))
#
# print(q_list)
#
# for question_no in range(4):
# time.sleep(5)
# random_que = random.choice(q_list)
# technical_question=ConnectionToNeo4j.ontologyQuestionGen(random_que)
# q_list.remove(random_que)
# actual_question = "What is "+technical_question+"?"
# TextToSpeechConverter.text_to_speech(actual_question, lang)
# print(actual_question)
#
# question_gen()
def get_post_javascript_data1():
print("lalala")
un = str(request.form['username'])
pw = str(request.form['password'])
email = str(request.form['email'])
regUserId = ConnectionToNeo4j.register(un,pw,email)
#adding difficulty db
availableTechnicalNode = ConnectionToNeo4j.getExistingTechnologies()
print(availableTechnicalNode)
# regUserId = ConnectionToNeo4j.getLastCreatedUid()
node = ConnectionToNeo4j.genUserDiffLevel(regUserId)
# availableTechnicalNodeList = (availableTechnicalNode.split(','))
for itt in availableTechnicalNode:
technicalNodeCnt = ConnectionToNeo4j.getTechNodeCount(itt)
print(technicalNodeCnt)
nodeCountValue = int(technicalNodeCnt / 3)
print(nodeCountValue)
changingNodeCountValue = nodeCountValue
remainingValue = technicalNodeCnt - (nodeCountValue * 3)
print(remainingValue)
easyNodes = ""
mediumNodes = ""
hardNodes = ""
exactCount = technicalNodeCnt
while changingNodeCountValue > 0:
easyNodes = easyNodes + "," + str(exactCount)
exactCount = exactCount - 1
changingNodeCountValue = changingNodeCountValue - 1
print(easyNodes)
easyNodes = easyNodes[1:]
print(easyNodes)
changingNodeCountValue = nodeCountValue
print("nooooooooooooooooooooooooooooooo")
while changingNodeCountValue > 0:
mediumNodes = mediumNodes + "," + str(exactCount)
exactCount = exactCount - 1
changingNodeCountValue = changingNodeCountValue - 1
print(mediumNodes)
mediumNodes = mediumNodes[1:]
print(mediumNodes)
print("nooooooooooooooooooooooooooooooo")
changingNodeCountValue = nodeCountValue + remainingValue
print(changingNodeCountValue)
while changingNodeCountValue > 0:
hardNodes = hardNodes + "," + str(exactCount)
exactCount = exactCount - 1
changingNodeCountValue = changingNodeCountValue - 1
print(hardNodes)
hardNodes = hardNodes[1:]
print(hardNodes)
restResult = ConnectionToNeo4j.addDifficultyLevelsForTech(regUserId, itt, easyNodes, mediumNodes, hardNodes)
if itt == "python":
neseasy = "NES_019,NES_018,NES_015,NES_013,NES_008"
nesMedium = "NES_017,NES_016,NES_014,NES_011"
nesHard = "NES_012,NES_009,NES_010"
restResult2 = ConnectionToNeo4j.addDiffLevelNestedNodesForTech(regUserId, itt, neseasy, nesMedium,nesHard)
if itt == "java":
neseasy = "NES_001,NES_002"
nesMedium = "NES_003,NES_005"
nesHard = "NES_004,NES_006"
restResult3 = ConnectionToNeo4j.addDiffLevelNestedNodesForTech(regUserId, itt, neseasy, nesMedium,nesHard)
def get_post_cv_javascript_data():
print("hello ")
fname = str(request.form['flname'])
usage = str(request.form['uage'])
usschool = str(request.form['uschool'])
usuni = str(request.form['uuni'])
usdob = str(request.form['udob'])
usemail = str(request.form['uemail'])
ustpno = str(request.form['utpno'])
usweak = str(request.form['uweak'])
usstrengh = str(request.form['ustrength'])
usidlcmp = str(request.form['uidcomp'])
usftech = str(request.form['ufmtech'])
usproone = str(request.form['uproone'])
ustech1 = str(request.form['utech1'])
usprotwo = str(request.form['uprotwo'])
ustech2 = str(request.form['utech2'])
techsAvailable = []
infoRetList = []
finalFamiliarTechList = []
techWord_list = usftech.split(',')
for techWord in techWord_list:
techWord = techWord.lower()
availability_node = ConnectionToNeo4j.getMatchingTopicsNonTech1(techWord)
print(techWord)
print(availability_node)
if availability_node == True:
print("available")
techsAvailable.append(techWord)
print(techsAvailable)
elif availability_node == False:
print("not available")
if techWord == "c#":
techWord = "csharp"
elif techWord == "c++":
techWord = "cplusplus"
elif techWord == "c":
techWord = "cprogramming"
infoList = inforetrievel.inforetrievel(techWord)
infoRet = infoList[0]
print("returning ")
print(infoRet)
print("returning ")
technicalNodeCnt = infoList[1]
print("returning node count ")
print(technicalNodeCnt)
print("returning node count ")
if infoRet != "0":
infoRet = infoRet.lower()
print(infoRetList)
infoRetList.append(infoRet)
print(infoRetList)
# ##########################################3 new
nodeCountValue = int(technicalNodeCnt / 3)
print(nodeCountValue)
changingNodeCountValue = nodeCountValue
remainingValue = technicalNodeCnt - (nodeCountValue * 3)
print(remainingValue)
easyNodes = ""
mediumNodes = ""
hardNodes = ""
exactCount = technicalNodeCnt
while changingNodeCountValue > 0:
easyNodes = easyNodes + "," + str(exactCount)
exactCount = exactCount - 1
changingNodeCountValue = changingNodeCountValue - 1
print(easyNodes)
easyNodes = easyNodes[1:]
print(easyNodes)
changingNodeCountValue = nodeCountValue
print("nooooooooooooooooooooooooooooooo")
while changingNodeCountValue > 0:
mediumNodes = mediumNodes + "," + str(exactCount)
exactCount = exactCount - 1
changingNodeCountValue = changingNodeCountValue - 1
print(mediumNodes)
mediumNodes = mediumNodes[1:]
print(mediumNodes)
print("nooooooooooooooooooooooooooooooo")
changingNodeCountValue = nodeCountValue + remainingValue
print(changingNodeCountValue)
while changingNodeCountValue > 0:
hardNodes = hardNodes + "," + str(exactCount)
exactCount = exactCount - 1
changingNodeCountValue = changingNodeCountValue - 1
print(hardNodes)
hardNodes = hardNodes[1:]
print(hardNodes)
restResult = ConnectionToNeo4j.addDifficultyLevelsForSpecificTech(infoRet, easyNodes, mediumNodes,hardNodes)
# ########################################## new
importlib.reload(infowhat)
open('Controller/infowhat.py', 'w').close()
fruits = ["global valusa\n", "valusa = 'fn'\n"]
new_file = open("Controller/infowhat.py", mode="a+", encoding="utf-8")
new_file.writelines(fruits)
for line in new_file:
print(line)
finalFamiliarTechList = techsAvailable +infoRetList
print(finalFamiliarTechList)
finalFamiliarTech = ','.join(finalFamiliarTechList)
print(finalFamiliarTech)
# while finalFamiliarTechList[0] == ',':
# print("in")
# finalFamiliarTechList = finalFamiliarTechList[1:]
# print(finalFamiliarTechList)
# stringLength = len(finalFamiliarTechList) - 1
# while finalFamiliarTechList[stringLength] == ',':
# print("hahaa")
# finalFamiliarTechList = finalFamiliarTechList[:stringLength]
# print(finalFamiliarTechList)
importlib.reload(vari)
uid = vari.userId
validation = ConnectionToNeo4j.checkuserinnwadas(uid)
if validation != True:
fresult = ConnectionToNeo4j.createNewCv(uid,fname,usage,usschool,usuni,usdob,usemail,ustpno,usweak,usstrengh,usidlcmp,finalFamiliarTech,usproone,ustech1,usprotwo,ustech2)
print(fname)
pythondata = {'val':'jaja'}
return json.dumps(pythondata)
def rewardForQuestion(languageName, subName, nodeId, difficultyLevel):
print(languageName)
print(subName)
print(nodeId)
print(difficultyLevel)
print("ANURUDDHA RESULTS")
print(languageName)
print(nodeId)
print(difficultyLevel)
print(subName)
importlib.reload(vari)
userid = vari.userId
# print(vari.Ftesting1(aa))
# print(vari.Vtesting1(bb))
# print(vari.Atesting1(cc))
# facial = vari.Ftesting1(aa) #have to remove
# voice = vari.Vtesting1(bb) #have to remove
# answer = vari.Atesting1(cc) #have to remove
facial = 20 #have to remove
voice = 20 #have to remove
answer = 38 #have to remove
total = (facial + voice + answer)
print("Total = ", total)
total = int(total)
if (0 < total <= 20):
state = 1
print("State = ", state)
elif (21 < total <= 40):
state = 2
print("State = ", state)
elif (41 < total <= 60):
state = 3
print("State = ", state)
elif (61 < total <= 80):
state = 4
print("State = ", state)
else:
state = 5
print("State = ", state)
# -----------------------------------------------------------------------------------
# Get the latest updated q-table from ontology - only for shown
print("--------Output 1-------------------------------------------")
print("Latest updated q-table regarding asked knowledge area \n",
ConnectionToNeo4j.createQtable1(languageName, subName))
print(type(ConnectionToNeo4j.createQtable1(languageName, subName)))
# data = R
# print("&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&&")
# Get the String array matrix from ontology - split
# I = np.array(ConnectionToNeo4j.createQtable1(languageName, subName)).tolist()
# Z = I.split(" ")
QuestionAsked = "new"
# print("Z-spit krapu 1 \n", Z)
# print(type(Z)) --> Gives List
# to remove the []
# number = " ".join(Z)
# print("this remove[] \n", number)
# print(type(number)) --> Gives String
if QuestionAsked == "existing":
R = ConnectionToNeo4j.createQtable1(languageName, subName)
else:
R = np.matrix([[0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0],
[0.0, 0.0, 0.0, 0.0, 0.0], [0.0, 0.0, 0.0, 0.0, 0.0],
[0.0, 0.0, 0.0, 0.0, 0.0]])
print(
"------Rewarding process is starting----------------------------------------"
)
# Q matrix
Q = np.matrix(np.zeros([5, 5]))
if state == 5:
R[0, 4] = total
elif state == 4:
R[1, 3] = total
elif state == 3:
R[2, 2] = total
elif state == 2:
R[3, 1] = total
else:
R[4, 0] = total
# Gamma (learning parameter).
gamma = 0.8
# Initial state
if state == 5:
initial_state = 4
else:
initial_state = state
# initial_state = state
# This function returns all available actions in the state given as an argument
def available_actions(state):
current_state_row = R[state, ]
av_act = np.where(current_state_row >= 0)[1]
return av_act
# Get available actions in the current state
available_act = available_actions(initial_state)
# This function chooses at random which action to be performed within the range
def sample_next_action(available_actions_range):
next_action = int(np.random.choice(available_act, 1))
return next_action
# Sample next action to be performed
action = sample_next_action(available_act)
# This function updates the Q matrix
def update(current_state, action, gamma):
max_index = np.where(Q[action, ] == np.max(Q[action, ]))[1]
if max_index.shape[0] > 1:
max_index = int(np.random.choice(max_index, size=1))
else:
max_index = int(max_index)
max_value = Q[action, max_index]
# Q learning formula - Reward Function
Q[current_state, action] = R[current_state, action] + gamma * max_value
# Update Q matrix
update(initial_state, action, gamma)
# -------------------------------------------------------------------------------
# Create the reward value
# iterarte the process
for i in range(100):
current_state = np.random.randint(0, int(Q.shape[0]))
available_act = available_actions(current_state)
action = sample_next_action(available_act)
update(current_state, action, gamma)
print("New q table \n", Q)
# ----------------------------------------------------------------------------------------------------------------
# Save the Q-metrix in text file
print(" Maximum reward value:")
print(np.max(Q))
T = Q * 100 / np.max(Q)
print("\n Convert q-table to precentage scale")
print(T)
print(type(T))
# np.savetxt('Database/text.txt', T, fmt='%f')
print("--------Output 2-------------------------------------------")
print("Find the Difficulty level index, containing the max reward")
newOne = np.unravel_index(np.argmax(T, axis=None), T.shape)
# print(type(newOne)) --> Gives Tuple
print(newOne)
[m, n] = newOne
print(n)
# print(type(n)) --> Gives numpy.int32
convertStr = str(n)
# print(type(convertStr)) --> Gives String
if convertStr == "0" or convertStr == "1":
rewardState = "hard"
elif convertStr == "2":
rewardState = "medium"
else:
rewardState = "easy"
print(rewardState)
# -------------------------------------------------------
# send to ontology
# -------------------------------------------------------
# send to ontology
print("\n Then the updated q-table is sent to the ontology")
qTableCreated = str(T)
print(type(qTableCreated))
ConnectionToNeo4j.sendQtable(languageName, subName, qTableCreated)
# -------------------------------------------------------------------------------
# --update the ontology---------------------------
print("--------Output 3-------------------------------------------")
print("Get the existing difficulty list \n")
print(
ConnectionToNeo4j.getDifficultyList(userid, languageName,
difficultyLevel))
getDiffList = str(
ConnectionToNeo4j.getDifficultyList(userid, languageName,
difficultyLevel))
print(getDiffList)
# print(type(getDiffList))
getDiffList2 = getDiffList.split(',')
getDiffList2.remove(str(nodeId))
getDiffList3 = list(map(int, getDiffList2))
print("then removed node and int it \n", getDiffList3)
# print(type(getDiffList3)) --> Gives list
str_getDiffList3 = ','.join(str(e) for e in getDiffList3)
print("Convert to String to save \n", str_getDiffList3)
# print(type(str_getDiffList3)) --> Gives string
# update the existing category with new value
ConnectionToNeo4j.sendExistingDifficultyList(userid, languageName,
difficultyLevel,
str_getDiffList3)
print("\n --------Output 4-------------------------------------------")
print("Get the new difficulty list to update \n")
# get the new category list
getNewList = ConnectionToNeo4j.getNewRewardList(userid, languageName,
rewardState)
print(ConnectionToNeo4j.getNewRewardList(userid, languageName,
rewardState))
# print(type(getNewList)) --> Gives string
# print(type(nodeId)) --> Gives Integer
str_nodeId = str(nodeId)
# print(type(str_nodeId)) --> Gives String
getnewList = getNewList.split(',')
getnewList.append(str_nodeId)
print("append new nod = ", getnewList)
str_getDiffList4 = ','.join(str(e) for e in getnewList)
print("converted to string =", str_getDiffList4)
print("Appended new list \n", str_getDiffList4)
# send to the new list to the new category
ConnectionToNeo4j.sendNewDifficultyList(userid, languageName, rewardState,
str_getDiffList4)
def chartsa():
val = ConnectionToNeo4j.getsessionmarks1()
return json.dumps(val)
def question_gen():
#difficulty level generation
global changed_know_list
changed_know_list = []
db2 = "user"
db3 = "session"
global diff_level
diff_level = "easy"
session_db = "session"
importlib.reload(vari)
userId = vari.userId
sessionId = vari.sessionId
question_number = NonTechnicalQuestions.question_number
global qprinted
qprinted = 0
global taking_list
taking_list= []
global prev1_ans_result
prev1_ans_result= 0.2
global prev2_ans_result
prev2_ans_result= 0.2
global prev1_que_count
# prev1_que_count = 5
prev1_que_count = 6
global prev2_que_count
# prev2_que_count = 6
prev2_que_count = 7
global user_diff
user_diff = "user_difficulty"
global db_diff
db_diff = "difficulty"
global different_change_list
different_change_list= "False"
q_list = []
lang = 'en'
tech_keywords = NonTechnicalQuestions.technology_list
print(tech_keywords)
print("hey")
global nested_question_ccount
nested_question_ccount = 2
global final_itteration_value
#decide the count of questions that should be generated from one technology
splitted_table_list = (tech_keywords.split(','))
# splitted_table_list.append("java")
print(splitted_table_list)
print("list is printed")
splitted_table_list_length = len(splitted_table_list)
stable_splitted_table_list_length = len(splitted_table_list)
print("length")
print(splitted_table_list_length)
split_list_length = stable_splitted_table_list_length
itteration_val = int(11 / split_list_length)
itteration_value = math.floor(itteration_val)
final_itteration_value = itteration_value
# get the nested value count after filling technologies
rem_nested_count = 11 - (split_list_length * itteration_value)
nested_question_ccount = nested_question_ccount + rem_nested_count
print(nested_question_ccount)
print("this is theeeeeeeeeeeeeeerem_nested_count")
print("itt")
print(itteration_value)
#selects a keyword from technology list
while splitted_table_list_length >=1:
random_table = random.choice(splitted_table_list)
print(random_table)
splitted_table_list_length = splitted_table_list_length-1
print("length")
print(splitted_table_list_length)
splitted_table_list.remove(random_table)
print(splitted_table_list)
technical_node_count = ConnectionToNeo4j.getTechNodeCount(random_table)
print(technical_node_count)
q_list = []
for id in range(1, technical_node_count + 1):
q_list.append(id)
print(q_list)
#generate questions according to question count
# for itt in range(itteration_value):
while itteration_value>0:
print(itteration_value)
print("my itteration")
print(itteration_value)
itteration_value = itteration_value-1
p1_qno = str(prev1_que_count)
p1_send_question = "question"+p1_qno
print(p1_qno)
p2_qno = str(prev2_que_count)
p2_send_question = "question"+p2_qno
print(p1_qno)
print("this is prev one")
print(prev1_que_count)
print("this is prev")
print(prev2_que_count)
print("nooooooooooooooooooooooooooo")
if prev1_que_count != 6 and prev2_que_count != 7 and prev1_que_count == 7 and question_number < 20:
prev1_ans_result = 0.2
prev2_ans_result = ConnectionToNeo4j.getQuestionMarks(db2,db3,userId,sessionId,p2_send_question)
prev2_ans_result = float(prev2_ans_result)
print("javaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa")
print(prev1_que_count)
print(prev2_que_count)
print("javaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa")
print("this is prev marksssssssssssss")
print(prev1_ans_result)
print(p1_send_question)
print(question_number)
print("this is prev marksssssssssssss")
print("this is prev marksssssssssssss")
print(prev2_ans_result)
print(p2_send_question)
print(question_number)
print("this is prev marksssssssssssss")
elif prev1_que_count != 6 and prev2_que_count != 7 and question_number < 20 :
prev1_ans_result = ConnectionToNeo4j.getQuestionMarks(db2,db3,userId,sessionId,p1_send_question)
prev2_ans_result = ConnectionToNeo4j.getQuestionMarks(db2,db3,userId,sessionId,p2_send_question)
prev1_ans_result = float(prev1_ans_result)
prev2_ans_result = float(prev2_ans_result)
print("javaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa")
print(prev1_que_count)
print(prev2_que_count)
print("javaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa")
print("this is prev marksssssssssssss")
print(prev1_ans_result)
print(p1_send_question)
print(question_number)
print("this is prev marksssssssssssss")
print("this is prev marksssssssssssss")
print(prev2_ans_result)
print(p2_send_question)
print(question_number)
print("this is prev marksssssssssssss")
if prev1_que_count != 6 and prev2_que_count != 7 and prev1_que_count == 7 and question_number < 20:
prev1_ans_result = 0.2
prev2_ans_result = ConnectionToNeo4j.getQuestionMarks(db2, db3, userId, sessionId, p2_send_question)
prev2_ans_result = float(prev2_ans_result)
print("javaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa")
print(prev1_que_count)
print(prev2_que_count)
print("javaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa")
print("this is prev marksssssssssssss")
print(prev1_ans_result)
print(p1_send_question)
print(question_number)
print("this is prev marksssssssssssss")
print("this is prev marksssssssssssss")
print(prev2_ans_result)
print(p2_send_question)
print(question_number)
print("this is prev marksssssssssssss")
elif prev1_que_count != 6 and prev2_que_count != 7 and question_number < 20 :
prev1_ans_result = ConnectionToNeo4j.getQuestionMarks(db2, db3, userId, sessionId, p1_send_question)
prev2_ans_result = ConnectionToNeo4j.getQuestionMarks(db2, db3, userId, sessionId, p2_send_question)
prev1_ans_result = float(prev1_ans_result)
prev2_ans_result = float(prev2_ans_result)
print("javaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa")
print(prev1_que_count)
print(prev2_que_count)
print("javaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa")
print("this is prev marksssssssssssss")
print(prev1_ans_result)
print(p1_send_question)
print(question_number)
print("this is prev marksssssssssssss")
print("this is prev marksssssssssssss")
print(prev2_ans_result)
print(p2_send_question)
print(question_number)
print("this is prev marksssssssssssss")
# difficulty level selection
if prev1_ans_result >= 0.5 and prev2_ans_result >= 0.5 and QuesType.qTypeChange == 'change':
diff_level = DifficultyLevelSelector.increase_difficulty_level(diff_level)
elif prev1_ans_result < 0.5 and prev2_ans_result < 0.5 and QuesType.qTypeChange == 'change':
diff_level = DifficultyLevelSelector.decrease_difficulty_level(diff_level)
print(diff_level)
if prev1_ans_result >= 0.5 and prev2_ans_result >= 0.5 and QuesType.qTypeChange == 'continueSame':
diff_level = DifficultyLevelSelector.increase_difficulty_level(diff_level)
print(diff_level)
# get the list of nodes according to the difficulty level
taking_list = DifficultyLevelSelector.adding_diff_level_val_list(userId, user_diff,db_diff, random_table, diff_level)
print(taking_list)
print(taking_list)
print("hi i am the taking list")
# comparing two lists to get the nodes that are in the q_list
changed_know_list = set(q_list) & set(taking_list)
print("i know it is hereeeeeeeeeeeeeeeeeeeeeeeeeeeeee")
print(changed_know_list)
changed_know_list = list(changed_know_list)
# changed_know_list = None
if not changed_know_list:
changed_know_list = q_list
different_change_list = "True"
print(changed_know_list)
print(changed_know_list)
print("changed_know_list")
random_que = random.choice(changed_know_list)
print(random_que)
random_que_string = str(random_que)
print(random_que_string)
#changes the difficulty level if there are no nodes availabble for the exisisting difficulties
if different_change_list == "True":
diff_level = DifficultyLevelSelector.change_difficulty_level(random_que_string,random_table)
print("diffffffffff")
print(diff_level)
print("difffffffffffffffffff")
technical_question = ConnectionToNeo4j.technical_question_keyword(random_table,random_que_string)
print("qu")
print(technical_question)
changed_know_list = []
q_list.remove(random_que)
print(q_list)
print(changed_know_list)
question_number = question_number+1
actual_question = TechnicalQuestionCreators.gen_Question(technical_question,question_number,"nonnested")
AyeshSilenceDetection.silence_detect1(question_number)
parser = GingerIt()
#creates the difficulty levels
CreateReward.rewardForQuestion(random_table,random_que_string,random_que,diff_level)
# TextToSpeechConverter.text_to_speech(actual_question,lang)
qprinted = qprinted+1;
print("qprint")
print(qprinted)
print("qprint")
prev1_que_count = prev1_que_count+1
prev2_que_count = prev2_que_count+1
# answer_validity = test.test()
# answer_validity = input()
# while (answer_validity == "null"):
# print(vik_test_codes.question(question_number))
# answer_validity = test.test()
#answer_validity = input()
# if itt>1 and nested_question_ccount>0:
#generates nested questions if keyword are available
if itteration_value > 1 and nested_question_ccount > 0:
filtered_words_string =SpeachToText.validation(technical_question, "technical","nonested","question"+str(question_number))
nested = NestedQuestionCreator.keywordSelector(random_table,filtered_words_string[1].lstrip(),"2",diff_level)
if nested != 0:
print("nested keyword value")
print(nested)
question_number = question_number + 1
actual_question = TechnicalQuestionCreators.gen_Question(nested,question_number,"nested")
AyeshSilenceDetection.silence_detect1(question_number)
# TextToSpeechConverter.text_to_speech(actual_question, lang)
print(actual_question)
qprinted = qprinted + 1;
print("qprint")
print(qprinted)
print("qprint")
prev1_que_count = prev1_que_count + 1
prev2_que_count = prev2_que_count + 1
nested_question_ccount = nested_question_ccount - 1
print(nested)
else:
print("when ignores")
print("true")
else:
print("false")
#gets the correct question number for a sesson if no nested questions
# if itt == itteration_value-1 and splitted_table_list_length == 1 and nested_question_ccount>0 :
if itteration_value == 1 and splitted_table_list_length == 0 and nested_question_ccount > 0:
itteration_value = itteration_value + 1
# itteration_value = itteration_value + nested_question_ccount
nested_question_ccount = nested_question_ccount - 1
print("it is trueeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeeee")
# if prev1_que_count == 7 and question_number<20:
#get the result of the previous two questions
itteration_value = final_itteration_value