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DEBO-V1 / app.py

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refactor: disconnect DB module

e75aee1 10 months ago

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	import streamlit as st
	import numpy as np
	import pprint
	import time
	import openai

	from decimal import Decimal
	from gtts import gTTS
	from collections import Counter
	from streamlit_chat import message
	from audiorecorder import audiorecorder

	# internal modules
	from bots.judgement_bot import debate_judgement
	# from modules.db_modules import get_db, put_item, get_lastest_item
	from modules.gpt_modules import gpt_call, gpt_call_context
	from modules.whisper_modules import whisper_transcribe
	from modules.setting_modules import blockPrint

	#########################################################
	# Disabled Console print
	#########################################################
	blockPrint()

	#########################################################
	# Page Configurations
	#########################################################
	st.set_page_config(page_title="Debate With GPT : DEBO")

	#########################################################
	# GET DB
	#########################################################
	# dynamodb = get_db()

	#########################################################
	# Time Stamp
	#########################################################
	tm = time.localtime()
	time_stamp = time.strftime('%Y-%m-%d %I:%M:%S %p', tm)

	#########################################################
	# Initialize session state variables
	#########################################################
	if "page" not in st.session_state:
	st.session_state.page = "Page 1"

	if "topic" not in st.session_state:
	st.session_state.topic = "None"

	if "user_id" not in st.session_state:
	st.session_state.user_id = ""

	if "case1" not in st.session_state:
	st.session_state.case1 = ""

	if "case2" not in st.session_state:
	st.session_state.case2 = ""

	if "case3" not in st.session_state:
	st.session_state.case3 = ""

	if "page2_tab" not in st.session_state:
	st.session_state.page2_tab = "tab1"

	if "ask_gpt_prev_response" not in st.session_state:
	st.session_state.ask_gpt_prev_response = ""

	if "total_debate_history" not in st.session_state:
	st.session_state.total_debate_history = []

	if "user_debate_history" not in st.session_state:
	st.session_state.user_debate_history = []

	if "bot_debate_history" not in st.session_state:
	st.session_state.bot_debate_history = []

	if "pros_and_cons" not in st.session_state:
	st.session_state.pros_and_cons = ""

	if "start_time" not in st.session_state:
	st.session_state.start_time = time.time()

	if "end_time" not in st.session_state:
	st.session_state.end_time = time.time()

	if "debate_time" not in st.session_state:
	st.session_state.debate_time = 0

	if "judgement_result" not in st.session_state:
	st.session_state.judgement_result = ""

	if "pre_audio" not in st.session_state:
	st.session_state.pre_audio = np.array([])

	if "disabled" not in st.session_state:
	st.session_state.disabled = True

	# for db session number
	if "session_num" not in st.session_state:
	st.session_state.session_num = 0

	# OpenAI API Key
	if "OPENAI_API_KEY" not in st.session_state:
	st.session_state.OPENAI_API_KEY = ""

	#########################################################
	# Page Controller
	#########################################################
	def page_1_2_controller():
	st.session_state.page = "Page 2"

	def page_2_4_controller():
	st.session_state.page = "Page 4"

	def page_4_5_controller():
	st.session_state.page = "Page 5"

	def page_5_6_controller():
	st.session_state.page = "Page 6"

	def page_n_1_controller():
	st.session_state.page = "Page 1"

	def page2_tab_controller():
	st.session_state.page2_tab = "tab2"

	#########################################################
	# Page 1
	#########################################################
	# def validate_user_id(id_input):
	# table = dynamodb.Table('DEBO_user')
	# users_set = get_all_items(table, 'user_id')
	# if id_input in users_set:
	# return False
	# else:
	# return True

	def validate_openai_api_key(api_key):
	openai.api_key = api_key
	try:
	response = openai.Completion.create(
	engine="davinci",
	prompt="This is a test.",
	max_tokens=5
	)
	except:
	return False
	else:
	return True

	def save_info(user_id):
	# You can add the code to save the submitted info (e.g., to a database)
	st.session_state.user_id = user_id

	#########################################################
	# Session Update
	#########################################################
	# debate_setting = get_lastest_item(
	# table=dynamodb.Table('DEBO_debate_setting'),
	# name_of_partition_key="user_id",
	# value_of_partition_key=st.session_state.user_id,
	# limit_num=1
	# )
	# if not debate_setting:
	# st.session_state.session_num = 0
	# else:
	# st.session_state.session_num = debate_setting[0]['session_num']
	st.session_state.session_num = 0


	def page1():
	val_id = False
	val_api_key = False

	st.header('User Info')
	st.caption('Please enter User ID and OpenAI API Key both:)')
	user_id = st.text_input(
	label='User ID',
	max_chars=20,
	placeholder="Enter user ID (anything you want)",
	)
	# message_id = st.empty()
	openai_api_key = st.text_input(
	label='OpenAI API Key',
	placeholder="Paste your OpenAI API key (sk-...)",
	help='You can get your API key from https://platform.openai.com/account/api-keys.',
	type="password",
	)
	message_api_key = st.empty()

	if user_id:
	save_info(user_id)
	val_id = True
	# if validate_user_id(user_id):
	# message_id.success('User ID successfully verified!', icon="✅")
	# save_info(user_id)
	# val_id = True
	# else:
	# message_id.error('Please fill in correct User ID.', icon="🚨")
	# st.session_state.disabled = True
	else:
	# message_id.error('Please fill in User ID.', icon="🚨")
	st.session_state.disabled = True

	if openai_api_key:
	if validate_openai_api_key(openai_api_key):
	message_api_key.success('OpenAI API Key successfully verified!', icon="✅")
	st.session_state["OPENAI_API_KEY"] = openai_api_key
	val_api_key = True
	else:
	message_api_key.error(
	f'AuthenticationError: Incorrect API key provided: "{openai_api_key}".'
	'\nYou can find your API key at https://platform.openai.com/account/api-keys.', icon="🚨"
	)
	st.session_state.disabled = True
	else:
	st.session_state.disabled = True

	if val_id and val_api_key:
	st.session_state.disabled = False

	st.button(
	label='Next',
	type='primary',
	disabled=st.session_state.disabled,
	on_click=page_1_2_controller
	)
	#########################################################
	# Page 2
	#########################################################
	def page2():
	_, _, pre, home = st.columns([5, 5, 1, 1])
	with pre:
	st.button("🔙", on_click=page_n_1_controller, use_container_width=True)
	with home:
	st.button("🔝", on_click=page_n_1_controller, use_container_width=True)

	st.header("Choose Option")
	option_result = st.selectbox("Choose your option", ["Total Debate", "Evaluation Only & Analyzing Utterances"])

	# add controller
	if option_result == "Total Debate":
	page_control_func = page_2_4_controller
	st.session_state.disabled = False
	elif option_result == "Evaluation Only & Analyzing Utterances":
	st.info('Sorry:( This function will be developed soon.', icon="ℹ️")
	page_control_func = page_1_2_controller
	st.session_state.disabled = True

	st.button(
	label='Next',
	type='primary',
	disabled=st.session_state.disabled,
	on_click=page_control_func,
	)


	#########################################################
	# Page 4
	#########################################################
	def store_debate_data(checked, case1, case2, case3):
	if checked:
	st.session_state.case1, st.session_state.case2, st.session_state.case3 = "", "", ""
	if not checked:
	st.session_state.case1, st.session_state.case2, st.session_state.case3 = case1, case2, case3

	# put_item(
	# table=dynamodb.Table('DEBO_debate_setting'),
	# item={
	# 'user_id': st.session_state.user_id,
	# 'time_stamp': time_stamp,
	# 'debate_theme': st.session_state.debate_theme,
	# 'debate_topic': st.session_state.topic,
	# 'case1': st.session_state.case1,
	# 'case2': st.session_state.case2,
	# 'case3': st.session_state.case3,
	# 'session_num': st.session_state.session_num,
	# }
	# )

	def page4():
	#########################################################
	# Tab 1 - Total Debate (토론 준비 -> 연습 -> 평가)
	#########################################################

	_, _, pre, home = st.columns([5, 5, 1, 1])
	with pre:
	st.button("🔙", on_click=page_1_2_controller, use_container_width=True)
	with home:
	st.button("🔝", on_click=page_n_1_controller, use_container_width=True)

	st.header("Total Debate")
	debate_themes = ['Education','Sports','Religion','Justice','Pandemic','Politics','Minority','etc']

	st.subheader("1. Theme")
	st.session_state.debate_theme = st.selectbox("Choose your debate theme", debate_themes)

	if st.session_state.debate_theme == 'Education':
	topic_list = [
	"THBT college entrance examinations should accept students only on the basis of their academic performance in secondary education.",
	"THS a world where the government gives cash that individuals can use to freely select their academic preference (including but not limited to school of choice, private academies, and tutoring) instead of funding for public education.",
	"THW abolish all requirements and evaluation criteria in higher education (i.e., attendance, exams, assignments)."
	]
	elif st.session_state.debate_theme == 'Sports':
	topic_list = [
	"THBT having star players for team sports do more harm than good to the team.",
	"THR the emphasis on winning a medal in the Olympics as a core symbol of success.",
	"THP a world where sports serves purely entertainment purposes even at the expense of fair play."
	]
	elif st.session_state.debate_theme == 'Religion':
	topic_list = [
	"THW, as a religious group/leader, cease attempts at increasing the number of believers and instead prioritize boosting loyalty amongst adherents to the religion.",
	"Assuming feasibility, TH prefers a world where a panel of church leaders would create a universally accepted interpretation of the Bible that the believers would abide by.",
	"THW aggressively crackdown on megachurches."
	]
	elif st.session_state.debate_theme == 'Justice':
	topic_list = [
	"In 2050, AI robots are able to replicate the appearance, conversation, and reaction to emotions of human beings. However, their intelligence still does not allow them to sense emotions and feelings such as pain, happiness, joy, and etc.",
	"In the case a human destroys the robot beyond repair, THW charge murder instead of property damage.",
	"THP a world where the criminal justice system’s role is mainly for victim’s vengeance. THW allow prosecutors and victims to veto assigned judges."
	]
	elif st.session_state.debate_theme == 'Pandemic':
	topic_list = [
	"During a pandemic, THBT businesses that benefit from the pandemic should be additionally taxed.",
	"THW nullify the effect of medical patents in cases of medical emergencies.",
	"THW ban media content that denies the efficacy of the COVID-19 without substantial evidence."
	]
	elif st.session_state.debate_theme == 'Politics':
	topic_list = [
	"Info: The Candle Light Will (촛불민심) is a term derived from the symbolic candle-light protests for the impeachment of the late president Park Geun Hye, commonly used to mean the people’s will to fight against corrupt governments. The Moon administration has frequently referred to the Candle Light Will as the driving force behind its election that grants legitimacy to its policies. THR the ‘candle light will’ narrative in the political discourse of South Korea.",
	"THW impose a cap on the property and income of politicians.",
	"THW give the youth extra votes."
	]
	elif st.session_state.debate_theme == 'Minority':
	topic_list = [
	"Context: A prominent member of the LGBT movement has discovered that a very influential politician helping the LGBT movement has been lying about their sexual orientation as being gay when they are straight. THW disclose this information.",
	"THBT the LGBTQIA+ movement should denounce the existence of marriage as opposed to fighting for equal marriage rights.",
	"THBT the LGBTQIA+ movement should condemn the consumption of movies and TV shows that cast straight actors/actresses in non-heterosexual identified roles."
	]
	else:
	topic_list = [
	"THW remove all laws that relate to filial responsibilities.",
	"THW require parents to receive approval from experts in relevant fields before making crucial decisions for their children.",
	"Assuming it is possible to measure the ‘societal danger’ of the fetus in the future, THBT the state should raise infants that pose high levels of threat.",
	"THBT any upper limits on prison sentences for particularly heinous crimes should be abolished.",
	"THW require dating apps to anonymize profile pictures.",
	"THW adopt a Pass/Fail grading system for students who suffer from mental health problems (e.g. depression, bipolar disorder, etc.).",
	"THBT South Korean feminist movements should reject feminist icons that are adversarial and embody violence.",
	"THBT freedom of speech should be considered obsolete.",
	"THR the narrative that eccentric personalities are essential to create art.",
	"THW allow parents of severely mentally disabled children to medically impede their children's physical growth.",
	"THR the emphasis on longevity in relationships.",
	"Assuming feasibility, THW choose to continuously relive the happiest moment of one’s life."
	]

	st.subheader("2. Topic")
	topic = st.session_state.topic = st.selectbox(
	label="Choose your topic",
	options=topic_list,
	format_func=lambda x: x[:35] + "...",
	# help="This is help message",
	)
	st.write("> Topic : ", topic)

	st.subheader("3. Side")
	st.session_state.pros_and_cons = st.selectbox("Choose your Side (Pros and Cons)", ["Pros", "Cons"])

	st.subheader("4. Cases")
	st.caption('📢 These are just a tool to help you structure your thoughts on the content and does not reflect the actual discussion.')
	checked = st.checkbox(
	label="If you Don't need to write this 3 cases, Please check",
	key="disabled",
	)
	#########################################################
	# Save case in session
	#########################################################
	case1 = st.text_area(
	label="Write a Case 1",
	placeholder="Each case should be consisted of opinion, reasoning, and example.",
	height=150,
	disabled=st.session_state.disabled
	)
	case2 = st.text_area(
	label="Write a Case 2",
	placeholder="Each case should be consisted of opinion, reasoning, and example.",
	height=150,
	disabled=st.session_state.disabled
	)
	case3 = st.text_area(
	label="Write a Case 3",
	placeholder="Each case should be consisted of opinion, reasoning, and example.",
	height=150,
	disabled=st.session_state.disabled
	)
	case_error_message = st.empty()

	st.write("" 50)

	# Save the data to database
	start = st.button(
	label="Start Debate",
	type='primary',
	on_click=store_debate_data,
	args=(checked, case1, case2, case3)
	)

	def validate_case(error_message):
	if not st.session_state.case1 or not st.session_state.case2 or not st.session_state.case3:
	error_message.error("Please fill out above all", icon="🚨")
	return False
	else:
	return True

	if start:
	if checked:
	page_4_5_controller()
	st.experimental_rerun()
	else:
	if validate_case(case_error_message):
	page_4_5_controller()
	st.experimental_rerun()

	#########################################################
	# Ask to GPT
	#########################################################
	with st.sidebar:
	st.sidebar.title('Ask to GPT')
	user_input = st.sidebar.text_area(
	label="Question",
	placeholder="Input text here",
	height=100)
	output = st.sidebar.button("Ask")
	error_message = st.empty()
	if output:
	if not user_input:
	error_message.error("Please enter your question")
	result = st.session_state.ask_gpt_prev_response
	else:
	try:
	result = gpt_call(st.session_state['OPENAI_API_KEY'], user_input)
	st.session_state.ask_gpt_prev_response = result
	except:
	st.warning('Chat-GPT Error : The engine is currently overloaded. Please click "Rerun" button below.', icon="⚠️")
	time.sleep(1)
	rerun = st.button(label="Rerun", type="primary")
	if rerun:
	st.experimental_rerun()
	st.stop()

	# Save user_prompt and bot_response to database
	# put_item(
	# table=dynamodb.Table('DEBO_gpt_ask'),
	# item={
	# 'user_id': st.session_state.user_id,
	# 'time_stamp': time_stamp,
	# 'user_prompt': user_input,
	# 'bot_response': result,
	# 'session_num': st.session_state.session_num,
	# }
	# )

	else:
	result = st.session_state.ask_gpt_prev_response

	st.sidebar.text_area(
	label="Answer",
	placeholder="(Answer will be shown here)",
	value=result,
	height=400)

	#########################################################
	# Page5
	#########################################################

	def generate_response(prompt):
	if len(prompt.split()) < 5:
	response = "Please speak longer!"
	else:
	try:
	response = gpt_call_context(st.session_state['OPENAI_API_KEY'], st.session_state['total_debate_history'])
	except:
	raise RuntimeError("ChatGPT API Error")

	st.session_state['user_debate_history'].append(prompt)
	st.session_state['total_debate_history'].append({"role": "user", "content": prompt})
	st.session_state['bot_debate_history'].append(response)
	st.session_state['total_debate_history'].append({"role": "assistant", "content": response})
	return response

	def execute_stt(audio):
	# audio 기록 누적
	#user_audio_path = "audio/" + str(st.session_state.user_id) + "_" + str(st.session_state.session_num) + "_" + str(time.time()) + ".wav"
	# audio 기록을 누적하고 싶지 않다면
	user_audio_path = "audio/audio.wav"
	wav_file = open(user_audio_path, "wb")
	wav_file.write(audio.tobytes())

	try:
	user_input = whisper_transcribe(st.session_state['OPENAI_API_KEY'], wav_file)
	wav_file.close()
	return user_input
	except:
	raise RuntimeError("Whisper API Error")

	def page5():

	# time
	st.session_state.start_time = time.time()

	#########################################################
	# Ask to GPT
	#########################################################
	with st.sidebar:
	st.sidebar.title('Ask to GPT')
	user_input = st.sidebar.text_area(
	label="Question",
	placeholder="Input text here",
	height=100)
	output = st.sidebar.button("Ask")
	error_message = st.empty()
	if output:
	if not user_input:
	error_message.error("Please enter your question")
	result = st.session_state.ask_gpt_prev_response
	else:
	try:
	result = gpt_call(st.session_state['OPENAI_API_KEY'], user_input)
	st.session_state.ask_gpt_prev_response = result
	except:
	st.warning('Chat-GPT Error : The engine is currently overloaded. Please click "Rerun" button below.', icon="⚠️")
	time.sleep(1)
	rerun = st.button(label="Rerun", type="primary")
	if rerun:
	st.experimental_rerun()
	st.stop()

	# put_item(
	# table=dynamodb.Table('DEBO_gpt_ask'),
	# item={
	# 'user_id': st.session_state.user_id,
	# 'time_stamp': time_stamp,
	# 'user_prompt': user_input,
	# 'bot_response': result,
	# 'session_num': st.session_state.session_num,
	# }
	# )
	else:
	result = st.session_state.ask_gpt_prev_response

	st.sidebar.text_area(
	label="Answer",
	placeholder="(Answer will be shown here)",
	value=result,
	height=400)

	# default system prompt settings
	if not st.session_state['total_debate_history']:

	# bot role, pros and cons
	if st.session_state.pros_and_cons == "Pros":
	bot_role = "Cons"
	elif st.session_state.pros_and_cons == "Cons":
	bot_role = "Pros"
	else:
	bot_role = "(Not yet Determined)"

	debate_preset = "\n".join([
	"Debate Rules: ",
	"1) This debate will be divided into two teams, pro and con, with two debates on each team.",
	"2) The order of speaking is: first debater for the pro side, first debater for the con side, second debater for the pro side, second debater for the con side.",
	"3) Answer logically with an introduction, body, and conclusion.",
	"4) Your role : " + bot_role + " side debator",
	"5) Debate subject: " + st.session_state['topic'],
	])
	first_prompt = "Now we're going to start. Summarize the subject and your role. And ask user ready to begin."

	try:
	response = gpt_call(st.session_state['OPENAI_API_KEY'], debate_preset + "\n" + first_prompt, role="system")
	except:
	st.warning('Chat-GPT Error : The engine is currently overloaded. Please click "Rerun" button below.', icon="⚠️")
	time.sleep(1)
	rerun = st.button(label="Rerun", type="primary")
	if rerun:
	st.experimental_rerun()
	st.stop()

	st.session_state['total_debate_history'].append({"role": "system", "content": debate_preset})
	st.session_state['total_debate_history'].append({"role": "assistant", "content": response})
	st.session_state['bot_debate_history'].append(response)

	_, _, pre, home = st.columns([5, 5, 1, 1])
	with pre:
	st.button("🔙", on_click=page_2_4_controller, use_container_width=True)
	with home:
	st.button("🔝", on_click=page_n_1_controller, use_container_width=True)

	# container for chat history
	response_container = st.container()
	# Chat-GPT & Whisper api error handling
	openai_error_bottom = st.empty()
	# container for text box
	container = st.container()
	reload = False

	with container:
	with st.form(key='my_form', clear_on_submit=True):
	st.caption("1. Click '⏺️ Record' button and it turn into '⏹️ Recording...' and say something.")
	st.caption("2. After finish your utterance, click '⏹️ Recording...' button again and it turn off.")
	st.caption("3. Click '💬 Send' button and DEBO process your input in short time and give you response.")

	user_input = None
	# record voice
	audio = audiorecorder("⏺️ Record", "⏹️ Recording...")
	if np.array_equal(st.session_state['pre_audio'], audio):
	audio = np.array([])

	submit_button = st.form_submit_button(label='💬 Send')
	send_error_message = st.empty()

	#if submit_button and user_input:
	if submit_button:
	if audio.any():
	try:
	user_input = execute_stt(audio)
	except:
	openai_error_bottom.warning('Whisper Error : The engine is currently overloaded. Please click "Rerun" button below.', icon="⚠️")
	time.sleep(1)
	rerun = st.button(label="Rerun", type="primary")
	reload = True
	if rerun:
	st.experimental_rerun()
	st.stop()
	try :
	response = generate_response(user_input)
	except:
	openai_error_bottom.warning('Chat-GPT Error : The engine is currently overloaded. Please click "Rerun" button below.', icon="⚠️")
	time.sleep(1)
	rerun = st.button(label="Rerun", type="primary")
	reload = True
	if rerun:
	st.experimental_rerun()
	st.stop()
	st.session_state['pre_audio'] = audio

	# debate_main_latest_data = get_lastest_item(
	# table=dynamodb.Table('DEBO_debate_main'),
	# name_of_partition_key="user_id",
	# value_of_partition_key=st.session_state.user_id,
	# limit_num=1
	# )
	# if not debate_main_latest_data:
	# turn_num = 0
	# else:
	# turn_num = debate_main_latest_data[0]['turn_num']

	# put_item(
	# table=dynamodb.Table('DEBO_debate_main'),
	# item={
	# 'user_id': st.session_state.user_id,
	# 'time_stamp': time_stamp,
	# 'session_num': st.session_state.session_num,
	# 'bot_response': response,
	# 'user_prompt': user_input,
	# 'turn_num': turn_num,
	# }
	# )
	else:
	send_error_message.error("Please record your voice first", icon="🚨")
	reload = True

	with response_container:
	try:
	message(st.session_state['bot_debate_history'][0], key='0_bot')
	except:
	st.warning('Server Error : Unexpected Server error occur. Please click "Rerun" button below.', icon="⚠️")
	time.sleep(1)
	reload = True
	st.session_state['total_debate_history'] = []
	rerun = st.button(label="Rerun", type="primary")
	if rerun:
	st.experimental_rerun()
	st.stop()
	if len(st.session_state['bot_debate_history']) == 1:
	text_to_speech = gTTS(text=st.session_state['bot_debate_history'][0], lang='en', slow=False)
	text_to_speech.save(f"audio/ses_{st.session_state['session_num']}_bot_res_0.mp3")

	audio_file = open(f"audio/ses_{st.session_state['session_num']}_bot_res_0.mp3", 'rb')
	audio_bytes = audio_file.read()
	st.audio(audio_bytes, format='audio/ogg')

	message_pairs = zip(
	st.session_state['bot_debate_history'][1:],
	st.session_state['user_debate_history'],
	)
	for i, (bot_hist, user_hist) in enumerate(message_pairs):
	message(user_hist, is_user=True, key=str(i)+'_user')
	message(bot_hist, key=str(i + 1)+'_bot')

	if i == len(st.session_state['bot_debate_history']) - 2 and not reload:
	text_to_speech = gTTS(text=bot_hist, lang='en', slow=False)
	text_to_speech.save(f"audio/ses_{st.session_state['session_num']}_bot_res_{str(i + 1)}.mp3")
	audio_file = open(f"audio/ses_{st.session_state['session_num']}_bot_res_{str(i + 1)}.mp3", 'rb')
	audio_bytes = audio_file.read()
	st.audio(audio_bytes, format='audio/ogg')
	reload = False

	st.button(
	label="Next",
	type="primary",
	on_click=page_5_6_controller
	)

	print("#"*80)
	pprint.pprint(st.session_state.to_dict())
	print("#"*80)

	#########################################################
	# Page6 - Total Debate Evaluation
	#########################################################
	@st.cache_data
	def preprocess_words(user_history):
	res = " ".join(user_history)
	res = res.lower()
	res = res.translate(dict.fromkeys(map(ord, '!"#&\(),./:;<=>@[\\]^_`{\|}~')))
	return res.split()

	@st.cache_data
	def get_stop_words():
	file = open("text/stop_words.txt", "r")
	try:
	content = file.read()
	stopwords = content.split(",")
	finally:
	file.close()
	return set(stopwords)

	def page6():

	# end time
	st.session_state.end_time = time.time()
	st.session_state.debate_time = st.session_state.end_time - st.session_state.start_time

	_, _, pre, home = st.columns([5, 5, 1, 1])
	with pre:
	st.button("🔙", on_click=page_4_5_controller, use_container_width=True)
	with home:
	st.button("🔝", on_click=page_n_1_controller, use_container_width=True)

	# st.tab
	st.header('Total Debate Evaluation')
	st.caption('📢 Note that evaluation using GPT is an experimental feature. Please check it out and give us your feedback.')

	tab1, tab2 = st.tabs(['Debate Evaluation', 'Debate Analysis']) ## Delete 'Perfect Case'

	with tab1:
	st.header("Debate Evaluation")

	if st.session_state.judgement_result == "":
	with st.spinner('Wait for result...'):
	judgement_result = ""

	user_debate_history = "".join(
	st.session_state.user_debate_history
	)
	bot_debate_history = "".join(
	st.session_state.bot_debate_history
	)

	judgement_result = debate_judgement(
	user_debate_history,
	bot_debate_history
	)

	st.write("Debate Judgement Result")
	st.write(judgement_result)

	# if judgement_result != "":
	# put_item(
	# table=dynamodb.Table('DEBO_evaluation'),
	# item={
	# 'user_id': st.session_state.user_id,
	# 'time_stamp': time_stamp,
	# 'judgement_text': judgement_result,
	# 'session_num': st.session_state.session_num,
	# }
	# )
	st.success('Done!')
	else:
	st.write(st.session_state.judgement_result)


	with tab2:
	st.header('Debate Analysis')

	# 유저의 history를 기반으로 발화량, 빈출 단어, 발화 습관 세 가지를 분석
	user_history = st.session_state.user_debate_history

	# 1. 발화량: 총 단어, 평균 속도(단어/시간)를 평균 발화량 혹은 참고 지표와 비교해 제시

	# 총 단어
	# 텍스트를 단어로 분할합니다.
	# 각 단어의 빈도를 계산합니다.

	# 리스트를 문자열로 변환하고, 전처리를 합니다. 공백을 기준으로 단어를 분할합니다.
	total_word_list = preprocess_words(user_history)
	total_word_count = len(total_word_list)
	#total_word_count = len(user_history.split())
	st.write("Total Word Count: ", total_word_count)

	# 평균 속도(단어/시간)
	#user_debate_time = st.session_state.user_debate_time
	average_word_per_time = total_word_count / st.session_state.debate_time # 시간 단위보고 나중에 수정하기
	st.write("Average Word Per Time: ", average_word_per_time)

	# 2. 빈출 단어: 반복해서 사용하는 단어 리스트
	# 불용어 제거
	total_word_list = [word for word in total_word_list if word not in get_stop_words()]
	# 빈도 계산
	frequency = Counter(total_word_list)
	# 가장 빈도가 높은 데이터 출력
	most_common_data = frequency.most_common(5)

	st.write("Most Common Words: ")
	for word, count in most_common_data:
	st.write(" - ", word, ":", count)

	# print(most_common_data)
	# st.write("Most Common Words: ", most_common_data)

	# 3. 발화 습관: 불필요한 언어습관(아, 음)
	# whisper preprocesser에서 주면
	disfluency_word_list = ['eh', 'umm', 'ah', 'uh', 'er', 'erm', 'err']
	# Count the disfluency words
	disfluency_counts = sum(user_word in disfluency_word_list for user_word in user_history)
	st.write("Disfluency Counts: ", disfluency_counts)

	# if total_word_count != "" and average_word_per_time != "" and disfluency_counts != "":

	# put_item(
	# table=dynamodb.Table('DEBO_debate_analysis'),
	# item={
	# 'user_id': st.session_state.user_id,
	# 'time_stamp': time_stamp,
	# 'total_word_count': total_word_count,
	# 'average_word_per_time': Decimal(str(average_word_per_time)),
	# 'disfluency_counts': disfluency_counts,
	# 'session_num': int(st.session_state.session_num),
	# }
	# )


	#########################################################
	# Page Routing
	#########################################################
	pages = {
	"Page 1": page1, # user_id를 입력받는 페이지
	"Page 2": page2, # 원하는 기능을 선택하는 페이지
	"Page 4": page4, # 토론 세부사항 설정
	"Page 5": page5, # Total Debate
	"Page 6": page6, # Evaluation Only
	}

	selection = st.session_state.page
	print("selection:", selection)

	page = pages[selection]
	# Execute selected page function
	page()