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''' | |
This is the main file of the app. This file contains the code for the streamlit app. | |
''' | |
import time | |
import streamlit as st | |
from streamlit_chat import message | |
from job_description_generator import predict_job_description, get_job_description_conversation | |
from job_description_fixer import fix_job_description, get_job_description_fixer_conversation | |
from interview_questions_generator import (predict_interview_question, | |
get_interview_questions_conversation) | |
from cover_letter_generator import get_cover_letter | |
conversation = get_job_description_conversation() | |
if 'generator_conversation' not in st.session_state: | |
st.session_state['generator_conversation'] = conversation | |
fixer_conversation = get_job_description_fixer_conversation() | |
if 'fixer_conversation' not in st.session_state: | |
st.session_state['fixer_conversation'] = fixer_conversation | |
interview_questions_conversation = get_interview_questions_conversation() | |
if 'interview_questions_conversation' not in st.session_state: | |
st.session_state['interview_questions_conversation'] = interview_questions_conversation | |
def message_writer(input_text, response): | |
''' | |
Writes the messages to the chat window. | |
''' | |
messages = [] | |
current_message = "" | |
current_is_user = True | |
for historical_message in response['history']: | |
if "human" in historical_message.lower(): | |
messages.append([current_message, current_is_user]) | |
current_message = historical_message.replace("Human:", "") | |
current_is_user = True | |
elif "JobGPT" in historical_message: | |
messages.append([current_message, current_is_user]) | |
current_message = historical_message.replace("JobGPT:", "") | |
current_is_user = False | |
else: | |
current_message = current_message + "\n" + historical_message | |
messages.append([current_message, current_is_user]) | |
for message_to_send, is_user in messages: | |
if message_to_send.strip() != "": | |
message(message_to_send, is_user=is_user) | |
message(input_text, is_user=True) | |
message(response['prediction'], is_user=False) | |
return 0 | |
def setup(): | |
""" | |
Streamlit related setup. This has to be run for each page. | |
""" | |
hide_streamlit_style = """ | |
<style> | |
#MainMenu {visibility: hidden;} | |
footer {visibility: hidden;} | |
</style> | |
""" | |
st.markdown(hide_streamlit_style, unsafe_allow_html=True) | |
def main(): | |
''' | |
Main function of the app. | |
''' | |
setup() | |
#create a sidebar where you can select your page | |
st.sidebar.title("JobGPT") | |
st.sidebar.markdown("---") | |
#selector | |
page = st.sidebar.selectbox( | |
"Select a page", ["Home", | |
"Job Description Generator", | |
"Job Description Fixer", | |
"Cover Letter Generator", | |
"interview questions generator"]) | |
if page == "Home": | |
st.title("JobGPT") | |
st.write("Select a page in the sidebar to get started.") | |
st.write("### Available options:") | |
st.write("1. Job Description Generator") | |
st.write("2. Job Description Fixer") | |
st.write("3. Cover Letter Generator") | |
st.write("4. Interview Questions Generator") | |
st.markdown("---") | |
elif page == "Job Description Generator": | |
container_one = st.container() | |
container_one.title("A Job Description Generating Chatbot") | |
container_one.markdown( | |
"JobGPT is a chatbot that generates job descriptions. \ | |
This is built just for demo purpose." | |
) | |
input_text = container_one.text_input( | |
"Prompt", | |
"Hi, can you please help me generate an unbiased job description?") | |
button = container_one.button("Send") | |
st.sidebar.markdown("---") | |
st.sidebar.markdown("Click on `new chat` to start a new chat. \ | |
History will be cleared and you'll lose access to current chat." | |
) | |
clear_session = st.sidebar.button("New Chat") | |
if clear_session: | |
st.session_state['generator_conversation'] = conversation | |
container_one.markdown("---") | |
initial_message = "Hello, how can I help you?" | |
message(initial_message) | |
if button: | |
response = predict_job_description(input_text, | |
st.session_state['generator_conversation']) | |
message_writer(input_text, response) | |
elif page == "Job Description Fixer": | |
container_two = st.container() | |
container_two.title("A Job Description Fixing Chatbot") | |
container_two.markdown( | |
"JobGPT is a chatbot that fixes job descriptions. This is built just for demo purpose." | |
) | |
input_text = container_two.text_area( | |
"Prompt", | |
"Hi, can you please help me fix my job description? It's biased.") | |
button = container_two.button("Send") | |
st.sidebar.markdown("---") | |
st.sidebar.markdown("Click on `new chat` to start a new chat. \ | |
History will be cleared and you'll lose access to current chat." | |
) | |
clear_session = st.sidebar.button("New Chat") | |
if clear_session: | |
st.session_state['fixer_conversation'] = fixer_conversation | |
container_two.markdown("---") | |
initial_message = "Hello, how can I help you?" | |
message(initial_message) | |
if button: | |
response = fix_job_description( | |
input_text, st.session_state['fixer_conversation']) | |
message_writer(input_text, response) | |
elif page == "Cover Letter Generator": | |
container_three = st.container() | |
container_three.title("A Cover Letter Generating Chatbot") | |
container_three.markdown( "JobGPT is a chatbot that generates cover letters. \ | |
This is built just for demo purpose.") | |
container_three.markdown("---") | |
uploaded_file = container_three.file_uploader("Upload your resume", type=["pdf"]) | |
if uploaded_file is not None: | |
with open("resume.pdf", "wb") as file_io: | |
file_io.write(uploaded_file.getbuffer()) | |
with st.spinner('Uploading...'): | |
time.sleep(1) | |
container_three.success('Uploaded!') | |
container_three.markdown("---") | |
form = container_three.form(key='my_form') | |
title = form.text_input("Job Title (required)", placeholder="VP of Engineering") | |
company = form.text_input("Company Name (required)", placeholder="Google") | |
more_info = form.text_area("More Info", | |
help="Add more info about you or the job in natural language", | |
placeholder="I am a software engineer with 5 years of experience. The job focuses on building a new product in healthcare sector.") | |
submit_button = form.form_submit_button(label='Submit') | |
if submit_button: | |
if title == "": | |
st.error("Please enter a job title") | |
elif company == "": | |
st.error("Please enter a company name") | |
else: | |
with st.spinner('Generating...'): | |
cover_letter = get_cover_letter(title, company, more_info, "resume.pdf") | |
container_three.markdown("---") | |
container_three.markdown("### Cover Letter:") | |
container_three.write(cover_letter) | |
elif page == "interview questions generator": | |
container_two = st.container() | |
container_two.title("A Interview Questions Generating Chatbot") | |
container_two.markdown( | |
"JobGPT is a chatbot that generates interview questions.\ | |
This is built just for demo purpose." | |
) | |
input_text = container_two.text_area( | |
"Prompt", | |
"Hi, can you please help me generate interview questions?") | |
button = container_two.button("Send") | |
st.sidebar.markdown("---") | |
st.sidebar.markdown("Click on `new chat` to start a new chat. \ | |
History will be cleared and you'll lose access to current chat." | |
) | |
clear_session = st.sidebar.button("New Chat") | |
if clear_session: | |
st.session_state['interview_questions_conversation'] = interview_questions_conversation | |
container_two.markdown("---") | |
initial_message = "Hello, how can I help you?" | |
message(initial_message) | |
if button: | |
response = predict_interview_question( | |
input_text, st.session_state['interview_questions_conversation']) | |
message_writer(input_text, response) | |
main() | |