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import streamlit as st
import numpy as np
import pprint
from decimal import Decimal
from gtts import gTTS
from collections import Counter
from streamlit_chat import message
from bots.judgement_bot import debate_judgement
import time
from time import strftime
from audiorecorder import audiorecorder
# modules
from modules.db_modules import get_db, put_item, get_item, get_lastest_item
from modules.gpt_modules import gpt_call, gpt_call_context
from modules.whisper_modules import whisper_transcribe
#########################################################
# GET DB
#########################################################
dynamodb = get_db()
#########################################################
# Time Stamp
#########################################################
tm = time.localtime()
time_stamp = strftime('%Y-%m-%d %I:%M:%S %p', tm)
#########################################################
# Page Configurations
#########################################################
st.set_page_config(page_title="Streamlit App")
#########################################################
# 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 "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 "user_debate_time" not in st.session_state:
st.session_state.user_debate_time = ""
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 "pre_audio" not in st.session_state:
st.session_state.pre_audio = np.array([])
# for db session number
if "session_num" not in st.session_state:
st.session_state.session_num = 0
#########################################################
# Save function (placeholder)
#########################################################
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
print("User ID:", user_id)
# Session state
# session_state = SessionState.get(user_id="", openAI_token="", debate_theme="")
def write_info():
st.write('You choose', st.session_state.topic_list)
# for callback when button is clicked
def page_1_2_controller():
if st.session_state.user_id.strip() == "":
st.session_state.page = "Page 1"
st.warning('Please fill in all the required fields.')
else:
st.session_state.page = "Page 2"
save_info(st.session_state.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
)
# Session์ด ์๋ค๋ฉด, 0์ผ๋ก ์ด๊ธฐํ
if debate_setting == []:
st.session_state.session_num = 0
# User์ ์ด์ ๊ธฐ๋ก์์ Session์ด ์๋ค๋ฉด, Session Number๋ฅผ ๊ฐ์ ธ์ค๊ณ ๊ฐฑ์ ํจ
else:
st.session_state.session_num = debate_setting[0]['session_num']
def page_2_3_controller():
st.session_state.page = "Page 3"
def page2_tab_controller():
st.session_state.page2_tab = "tab2"
def page_3_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_6_7_controller():
st.session_state.page = "Page 7"
def page_2_7_controller():
st.session_state.page = "Page 7"
def page_n_1_controller():
st.session_state.page = "Page 1"
#########################################################
# Page 1
#########################################################
def page1():
# ์ฒซํ์ด์ง๋ home์ด ๋ฐ๋ก ํ์์์ ๊ฒ ๊ฐ์์ ์ฃผ์์ฒ๋ฆฌํจ
#_, _, _, home = st.columns([5, 5, 1, 1])
# with home:
# st.button("๐", on_click=page_n_1_controller, use_container_width=True)
st.header('User Info')
st.session_state.user_id = st.text_input(
label='User ID',
# key='user_id',
max_chars=100,
placeholder="Enter user ID",
)
st.button(
label='Next',
type='primary',
on_click=page_1_2_controller
)
#########################################################
# Page 2
#########################################################
def page2():
_, _, pre, home = st.columns([5, 5, 1, 1])
with pre:
st.button("๐", on_click=page_n_1_controller, use_container_width=True)
with home:
st.button("๐", 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_3_controller
elif option_result == "Evaluation Only & Analyzing Utterances":
page_control_func = page_2_7_controller
st.button(
label='Next',
type='primary',
on_click=page_control_func
)
#########################################################
# Page 3
#########################################################
def page3():
debate_history = get_lastest_item(
table=dynamodb.Table('DEBO_debate_setting'),
name_of_partition_key="user_id",
value_of_partition_key=st.session_state.user_id,
#TODO ์ ์ฒด ๋ณด์ฌ์ค ๊ฐ์ ์ค์
limit_num=10
)
if not debate_history:
st.info('There is no previous debate history', icon="โน๏ธ")
print(debate_history)
_, _, pre, home = st.columns([5, 5, 1, 1])
with pre:
st.button("๐", on_click=page_1_2_controller, use_container_width=True)
with home:
st.button("๐", on_click=page_n_1_controller, use_container_width=True)
st.header("Debate History")
st.button(
label=f'๐ Start new debate',
type='primary',
on_click=page_3_4_controller
)
st.write("_"*50)
num_history = len(debate_history)
for i in range(num_history):
with st.container():
st.write(f"#### {i + 1}")
st.write(f"Debate Thema : {debate_history[i]['debate_theme']}")
st.write(f"Debate Topic : {debate_history[i]['debate_topic']}")
st.write(f"Case 1 : {debate_history[i]['case1']}")
st.write(f"Case 2 : {debate_history[i]['case2']}")
st.write(f"Case 3 : {debate_history[i]['case3']}")
st.write(f"Created at : {debate_history[i]['time_stamp']}")
st.button(
label='Continue this dabate',
key=str(i),
on_click=page_4_5_controller
)
st.write("_"*50)
#########################################################
# Page 4
#########################################################
def page4():
#########################################################
# Tab 1 - Total Debate (ํ ๋ก ์ค๋น -> ์ฐ์ต -> ํ๊ฐ)
#########################################################
_, _, pre, home = st.columns([5, 5, 1, 1])
with pre:
st.button("๐", on_click=page_2_3_controller, use_container_width=True)
with home:
st.button("๐", 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 systemโs role is mainly for victimโs 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 (์ด๋ถ๋ฏผ์ฌ) 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 peopleโs 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 โcandle light willโ 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 โsocietal dangerโ 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 oneโs life."
]
st.subheader("2. Topic")
topic = st.session_state.topic = st.selectbox(
label="Choose your topic",
options=topic_list,
format_func=lambda x: x[:45] + "...",
# 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('๐ข These are just a tool to help you structure your thoughts on the content and does not reflect the actual discussion.')
#########################################################
# Case๋ ์ธ์
์ ์ ์ฅ
#########################################################
st.session_state.case1 = st.text_area(
label="Write a Case 1",
placeholder="Each case should be consisted of opinion, reasoning, and example.",
height=150
)
st.session_state.case2 = st.text_area(
label="Write a Case 2",
placeholder="Each case should be consisted of opinion, reasoning, and example.",
height=150
)
st.session_state.case3 = st.text_area(
label="Write a Case 3",
placeholder="Each case should be consisted of opinion, reasoning, and example.",
height=150
)
case_error_message = st.empty()
st.write("*" * 50)
# Save the data to database
start = st.button(
label="Start Debate",
on_click=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 validate_case(error_message):
if not st.session_state.case1 or not st.session_state.case2 or not st.session_state.case3:
case_error_message.error("Please fill out above all", icon="๐จ")
return False
else:
# st.session_state.case1 = st.session_statecase1
# st.session_state.case2 = st.session_statecase2
# st.session_state.case3 = st.session_statecase3
return True
if start:
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 = ""
else:
try:
result = gpt_call(user_input)
except:
error_message.error("Chat-GPT Error : The engine is currently overloaded, it will be auto-reloaded in a second")
time.sleep(0.5)
st.experimental_rerun()
# 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.sidebar.text_area(
label="Answer",
placeholder="(Answer will be shown here)",
value=result,
height=400)
#########################################################
# Page5
#########################################################
def generate_response(prompt):
st.session_state['user_debate_history'].append(prompt)
st.session_state['total_debate_history'].append({"role": "user", "content": prompt})
if len(prompt.split()) < 10:
response = "Please speak longer!"
else:
response = gpt_call_context(st.session_state['total_debate_history'])
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, error_message):
# ์๋ฌด ๋ง๋ ์
๋ ฅ๋์ง ์์์๋, ๊ณผ๊ฑฐ์ audio ํ์ผ์ด ์
๋ ฅ๋๋ ํ์์ด ์์์
# ์ค๋์ค ํ์ผ์ ์ด๋ฆ์ ์๋์ผ๋ก ๋ณ๊ฒฝํ๋๋ก ์ค์ ํจ ([user_id]_[sesssion_num]_[real_time_stamp].wav)
user_audio_path = "audio/audio.wav" #"audio/" + str(st.session_state.user_id) + "_" + str(st.session_state.session_num) + "_" + str(time.time()) + ".wav"
wav_file = open(user_audio_path, "wb")
wav_file.write(audio.tobytes())
#wav_file.close()
try:
user_input = whisper_transcribe(wav_file)
except:
error_message.error("Whisper Error : The engine is currently overloaded, it will be auto-reloaded in a second")
time.sleep(1)
st.experimental_rerun()
wav_file.close()
return user_input
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 = ""
else:
try:
result = gpt_call(user_input)
except:
error_message.error("Chat-GPT Error : The engine is currently overloaded, it will be auto-reloaded in a second")
time.sleep(0.5)
st.experimental_rerun()
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.sidebar.text_area(
label="Answer",
placeholder="(Answer will be shown here)",
value=result,
height=400)
# Chat-GPT api error handling
gpt_error_top = st.empty()
# 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"
else:
bot_role = "Pros"
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."
st.session_state['total_debate_history'] = [
{"role": "system", "content": debate_preset}
]
try:
response = gpt_call(debate_preset + "\n" + first_prompt, role="system")
except:
gpt_error_top.error("Chat-GPT Error : The engine is currently overloaded, it will be auto-reloaded in a second")
time.sleep(1)
st.experimental_rerun()
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("๐", on_click=page_3_4_controller, use_container_width=True)
with home:
st.button("๐", 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):
user_input = None
# record voice
audio = audiorecorder("โบ๏ธ Click to record", "โน๏ธ Recording...")
if np.array_equal(st.session_state['pre_audio'], audio):
audio = np.array([])
#user_input = st.text_area("You:", key='input', height=100)
submit_buttom = st.form_submit_button(label='๐ฌ Send')
send_error_message = st.empty()
#if submit_buttom and user_input:
if submit_buttom:
if audio.any():
user_input = execute_stt(audio, openai_error_bottom)
try :
response = generate_response(user_input)
print("response", response)
except:
openai_error_bottom.error("Chat-GPT Error : The engine is currently overloaded, it will be auto-reloaded in a second")
time.sleep(1)
st.experimental_rerun()
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
)
print(f'debate_main_latest_data : {debate_main_latest_data}')
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="๐จ")
reload = True
with response_container:
message(st.session_state['bot_debate_history'][0], key='0_bot')
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/bot_{st.session_state['session_num']}_res_0.mp3")
audio_file = open(f"audio/bot_{st.session_state['session_num']}_res_0.mp3", 'rb')
audio_bytes = audio_file.read()
st.audio(audio_bytes, format='audio/ogg')
for i in range(len(st.session_state['user_debate_history'])):
message(st.session_state['user_debate_history'][i], is_user=True, key=str(i)+'_user')
message(st.session_state['bot_debate_history'][i + 1], key=str(i + 1)+'_bot')
if i == len(st.session_state['bot_debate_history']) - 2 and not reload:
text_to_speech = gTTS(text=st.session_state['bot_debate_history'][i + 1], lang='en', slow=False)
text_to_speech.save(f"audio/bot_{st.session_state['session_num']}_res_{str(i + 1)}.mp3")
audio_file = open(f"audio/bot_{st.session_state['session_num']}_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
#########################################################
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("๐", on_click=page_4_5_controller, use_container_width=True)
with home:
st.button("๐", on_click=page_n_1_controller, use_container_width=True)
# st.tab
st.header('Total Debate Evaluation')
st.write('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'])
with tab1:
st.header("Debate Evaluation")
debate_themes = ['User-Bot', "User", "Bot"]
# ์ ์ฒด, ์ ์ , ๋ด ์ธ ๊ฐ์ง ์ต์
์ค์ ์ ํ
judgement_who = st.selectbox("Choose your debate theme", debate_themes)
with st.spinner('Wait for judgement 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(
judgement_who,
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!')
with tab2:
st.header('Debate Analysis')
# ์ ์ ์ history๋ฅผ ๊ธฐ๋ฐ์ผ๋ก ๋ฐํ๋, ๋น์ถ ๋จ์ด, ๋ฐํ ์ต๊ด ์ธ ๊ฐ์ง๋ฅผ ๋ถ์
user_history = st.session_state.user_debate_history
# 1. ๋ฐํ๋: ์ด ๋จ์ด, ํ๊ท ์๋(๋จ์ด/์๊ฐ)๋ฅผ ํ๊ท ๋ฐํ๋ ํน์ ์ฐธ๊ณ ์งํ์ ๋น๊ตํด ์ ์
# ์ด ๋จ์ด
# ํ
์คํธ๋ฅผ ๋จ์ด๋ก ๋ถํ ํฉ๋๋ค.
# ๊ฐ ๋จ์ด์ ๋น๋๋ฅผ ๊ณ์ฐํฉ๋๋ค.
total_user_turn = len(user_history)
total_word_count = len(
"".join(user_history).split() # ๋ฆฌ์คํธ๋ฅผ ๋ฌธ์์ด๋ก ๋ณํํ๊ณ , ๊ณต๋ฐฑ์ ๊ธฐ์ค์ผ๋ก ๋จ์ด๋ฅผ ๋ถํ ํฉ๋๋ค.
)
#total_word_count = len(user_history.split())
st.write("Total Word Count: ", total_word_count)
# ํ๊ท ์๋(๋จ์ด/์๊ฐ)
#user_debate_time = st.session_state.user_debate_time
average_word_per_time = total_word_count / st.session_state.debate_time # ์๊ฐ ๋จ์๋ณด๊ณ ๋์ค์ ์์ ํ๊ธฐ
st.write("Average Word Per Time: ", average_word_per_time)
# 2. ๋น์ถ ๋จ์ด: ๋ฐ๋ณตํด์ ์ฌ์ฉํ๋ ๋จ์ด ๋ฆฌ์คํธ
# ๋น๋ ๊ณ์ฐ
frequency = Counter(user_history)
# ๊ฐ์ฅ ๋น๋๊ฐ ๋์ ๋ฐ์ดํฐ ์ถ๋ ฅ
most_common_data = frequency.most_common(10)
print(most_common_data)
st.write("Most Common Words: ", most_common_data)
# 3. ๋ฐํ ์ต๊ด: ๋ถํ์ํ ์ธ์ด์ต๊ด(์, ์)
# whisper preprocesser์์ ์ฃผ๋ฉด
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 != "":
print("user_id", type(st.session_state.user_id))
print("time_stamp", type(time_stamp))
print("total_word_count", type(total_word_count))
print("average_word_per_time", type(average_word_per_time))
print("disfluency_counts", type(disfluency_counts))
print("session_num", type(st.session_state.session_num))
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),
}
)
# ์ ์ ์ ๋ด์ ๋ํ ๋ฐ์ดํฐ๊ฐ ์ธ์
์ ๋จ์์์
# st.session_state.debate_history
#########################################################
# Page7
#########################################################
def page7():
# 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("๐", on_click=page_1_2_controller, use_container_width=True)
with home:
st.button("๐", on_click=page_n_1_controller, use_container_width=True)
st.header('Total Debate Evaluation')
tab1, tab2 = st.tabs(['Debate Judgement', 'Debate Analysis'])
with tab1:
st.header("Debate Evaluation")
debate_themes = ['User-Bot', "User", "Bot"]
# ์ ์ฒด, ์ ์ , ๋ด ์ธ ๊ฐ์ง ์ต์
์ค์ ์ ํ
judgement_who = st.selectbox("Choose your debate theme", debate_themes)
with st.spinner('Wait for judgement 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(
judgement_who,
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': int(st.session_state.session_num),
}
)
st.success('Done!')
with tab2:
st.header('Debate Analysis')
# ์ ์ ์ history๋ฅผ ๊ธฐ๋ฐ์ผ๋ก ๋ฐํ๋, ๋น์ถ ๋จ์ด, ๋ฐํ ์ต๊ด ์ธ ๊ฐ์ง๋ฅผ ๋ถ์
user_history = st.session_state.user_debate_history
# 1. ๋ฐํ๋: ์ด ๋จ์ด, ํ๊ท ์๋(๋จ์ด/์๊ฐ)๋ฅผ ํ๊ท ๋ฐํ๋ ํน์ ์ฐธ๊ณ ์งํ์ ๋น๊ตํด ์ ์
# ์ด ๋จ์ด
# ํ
์คํธ๋ฅผ ๋จ์ด๋ก ๋ถํ ํฉ๋๋ค.
# ๊ฐ ๋จ์ด์ ๋น๋๋ฅผ ๊ณ์ฐํฉ๋๋ค.
total_word_count = len(user_history)
#total_word_count = len(user_history.split())
st.write("Total Word Count: ", total_word_count)
# ํ๊ท ์๋(๋จ์ด/์๊ฐ)
#user_debate_time = st.session_state.user_debate_time
average_word_per_time = total_word_count / st.session_state.debate_time # ์๊ฐ ๋จ์๋ณด๊ณ ๋์ค์ ์์ ํ๊ธฐ
st.write("Average Word Per Time: ", average_word_per_time)
# 2. ๋น์ถ ๋จ์ด: ๋ฐ๋ณตํด์ ์ฌ์ฉํ๋ ๋จ์ด ๋ฆฌ์คํธ
# ๋น๋ ๊ณ์ฐ
frequency = Counter(user_history)
# ๊ฐ์ฅ ๋น๋๊ฐ ๋์ ๋ฐ์ดํฐ ์ถ๋ ฅ
most_common_data = frequency.most_common(10)
print(most_common_data)
st.write("Most Common Words: ", most_common_data)
# 3. ๋ฐํ ์ต๊ด: ๋ถํ์ํ ์ธ์ด์ต๊ด(์, ์)
# whisper preprocesser์์ ์ฃผ๋ฉด
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_evaluation'),
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),
}
)
# ์ ์ ์ ๋ด์ ๋ํ ๋ฐ์ดํฐ๊ฐ ์ธ์
์ ๋จ์์์
# st.session_state.debate_history
############################################
# Visualization
############################################
# ์ด์ ์ ๊ธฐ๋ก๋ ๊ฐ์ด ์๋ค๋ฉด, ๊ทธ๋ํ๋ฅผ ๊ทธ๋ฆฝ๋๋ค.
# ์ด์ ์ ๊ธฐ๋ก๋ ๊ฐ์ด ์๋ค๋ฉด, ๊ทธ๋ํ๋ฅผ ๊ทธ๋ฆฌ์ง ์์ต๋๋ค.
#########################################################
# Page Routing
#########################################################
pages = {
"Page 1": page1, # user_id๋ฅผ ์
๋ ฅ๋ฐ๋ ํ์ด์ง
"Page 2": page2, # ์ํ๋ ๊ธฐ๋ฅ์ ์ ํํ๋ ํ์ด์ง
"Page 3": page3, # ๊ณผ๊ฑฐ ํ ๋ก ๋ด์ญ์ ์ ํํ๋ ํ์ด์ง
"Page 4": page4, # ํ ๋ก ์ธ๋ถ์ฌํญ ์ค์
"Page 5": page5, # Total Debate
"Page 6": page6, # Evaluation Only
"Page 7": page7, # Analyzing Utterances
}
selection = st.session_state.page
print("selection:", selection)
page = pages[selection]
# Execute selected page function
page()
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