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="โœ…") # save_info(user_id) # val_id = True # else: # message_id.error('Please fill in correct User ID.', icon="๐Ÿšจ") # st.session_state.disabled = True else: # message_id.error('Please fill in User ID.', icon="๐Ÿšจ") 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="โœ…") 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="๐Ÿšจ" ) 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("๐Ÿ”™", on_click=page_n_1_controller, use_container_width=True) with home: st.button("๐Ÿ”", 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="โ„น๏ธ") 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 (ํ† ๋ก  ์ค€๋น„ -> ์—ฐ์Šต -> ํ‰๊ฐ€) ######################################################### _, _, pre, home = st.columns([5, 5, 1, 1]) with pre: st.button("๐Ÿ”™", on_click=page_1_2_controller, use_container_width=True) with home: st.button("๐Ÿ”", 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 systemโ€™s role is mainly for victimโ€™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 (์ด›๋ถˆ๋ฏผ์‹ฌ) 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 peopleโ€™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 โ€˜candle 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 โ€˜societal 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 oneโ€™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('๐Ÿ“ข 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="๐Ÿšจ") 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="โš ๏ธ") 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 ๊ธฐ๋ก ๋ˆ„์  #user_audio_path = "audio/" + str(st.session_state.user_id) + "_" + str(st.session_state.session_num) + "_" + str(time.time()) + ".wav" # audio ๊ธฐ๋ก์„ ๋ˆ„์ ํ•˜๊ณ  ์‹ถ์ง€ ์•Š๋‹ค๋ฉด 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="โš ๏ธ") 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="โš ๏ธ") 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("๐Ÿ”™", on_click=page_2_4_controller, use_container_width=True) with home: st.button("๐Ÿ”", 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 'โบ๏ธ Record' button and it turn into 'โน๏ธ Recording...' and say something.") st.caption("2. After finish your utterance, click 'โน๏ธ Recording...' button again and it turn off.") st.caption("3. Click '๐Ÿ’ฌ Send' button and DEBO process your input in short time and give you response.") user_input = None # record voice audio = audiorecorder("โบ๏ธ Record", "โน๏ธ Recording...") if np.array_equal(st.session_state['pre_audio'], audio): audio = np.array([]) submit_button = st.form_submit_button(label='๐Ÿ’ฌ 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="โš ๏ธ") 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="โš ๏ธ") 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="๐Ÿšจ") 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="โš ๏ธ") 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("๐Ÿ”™", on_click=page_4_5_controller, use_container_width=True) with home: st.button("๐Ÿ”", on_click=page_n_1_controller, use_container_width=True) # st.tab st.header('Total Debate Evaluation') st.caption('๐Ÿ“ข 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') # ์œ ์ €์˜ history๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ๋ฐœํ™”๋Ÿ‰, ๋นˆ์ถœ ๋‹จ์–ด, ๋ฐœํ™” ์Šต๊ด€ ์„ธ ๊ฐ€์ง€๋ฅผ ๋ถ„์„ user_history = st.session_state.user_debate_history # 1. ๋ฐœํ™”๋Ÿ‰: ์ด ๋‹จ์–ด, ํ‰๊ท  ์†๋„(๋‹จ์–ด/์‹œ๊ฐ„)๋ฅผ ํ‰๊ท  ๋ฐœํ™”๋Ÿ‰ ํ˜น์€ ์ฐธ๊ณ  ์ง€ํ‘œ์™€ ๋น„๊ตํ•ด ์ œ์‹œ # ์ด ๋‹จ์–ด # ํ…์ŠคํŠธ๋ฅผ ๋‹จ์–ด๋กœ ๋ถ„ํ• ํ•ฉ๋‹ˆ๋‹ค. # ๊ฐ ๋‹จ์–ด์˜ ๋นˆ๋„๋ฅผ ๊ณ„์‚ฐํ•ฉ๋‹ˆ๋‹ค. # ๋ฆฌ์ŠคํŠธ๋ฅผ ๋ฌธ์ž์—ด๋กœ ๋ณ€ํ™˜ํ•˜๊ณ , ์ „์ฒ˜๋ฆฌ๋ฅผ ํ•ฉ๋‹ˆ๋‹ค. ๊ณต๋ฐฑ์„ ๊ธฐ์ค€์œผ๋กœ ๋‹จ์–ด๋ฅผ ๋ถ„ํ• ํ•ฉ๋‹ˆ๋‹ค. 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) # ํ‰๊ท  ์†๋„(๋‹จ์–ด/์‹œ๊ฐ„) #user_debate_time = st.session_state.user_debate_time average_word_per_time = total_word_count / st.session_state.debate_time # ์‹œ๊ฐ„ ๋‹จ์œ„๋ณด๊ณ  ๋‚˜์ค‘์— ์ˆ˜์ •ํ•˜๊ธฐ st.write("Average Word Per Time: ", average_word_per_time) # 2. ๋นˆ์ถœ ๋‹จ์–ด: ๋ฐ˜๋ณตํ•ด์„œ ์‚ฌ์šฉํ•˜๋Š” ๋‹จ์–ด ๋ฆฌ์ŠคํŠธ # ๋ถˆ์šฉ์–ด ์ œ๊ฑฐ total_word_list = [word for word in total_word_list if word not in get_stop_words()] # ๋นˆ๋„ ๊ณ„์‚ฐ frequency = Counter(total_word_list) # ๊ฐ€์žฅ ๋นˆ๋„๊ฐ€ ๋†’์€ ๋ฐ์ดํ„ฐ ์ถœ๋ ฅ 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. ๋ฐœํ™” ์Šต๊ด€: ๋ถˆํ•„์š”ํ•œ ์–ธ์–ด์Šต๊ด€(์•„, ์Œ) # whisper preprocesser์—์„œ ์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_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_id๋ฅผ ์ž…๋ ฅ๋ฐ›๋Š” ํŽ˜์ด์ง€ "Page 2": page2, # ์›ํ•˜๋Š” ๊ธฐ๋Šฅ์„ ์„ ํƒํ•˜๋Š” ํŽ˜์ด์ง€ "Page 4": page4, # ํ† ๋ก  ์„ธ๋ถ€์‚ฌํ•ญ ์„ค์ • "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()