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Aditya Patkar
commited on
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c96c102
1
Parent(s):
92dff8b
Added interview questions generator chatbot
Browse files- app.py +43 -6
- interview_questions_generator.py +29 -0
- templates/interview_question_generator.txt +20 -0
app.py
CHANGED
@@ -8,6 +8,8 @@ from streamlit_chat import message
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from job_description_generator import predict_job_description, get_job_description_conversation
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from job_description_fixer import fix_job_description, get_job_description_fixer_conversation
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from cover_letter_generator import get_cover_letter
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conversation = get_job_description_conversation()
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@@ -17,6 +19,10 @@ if 'generator_conversation' not in st.session_state:
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fixer_conversation = get_job_description_fixer_conversation()
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if 'fixer_conversation' not in st.session_state:
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st.session_state['fixer_conversation'] = fixer_conversation
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def message_writer(input_text, response):
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'''
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@@ -69,7 +75,11 @@ def main():
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st.sidebar.markdown("---")
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#selector
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page = st.sidebar.selectbox(
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"Select a page", ["Home",
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if page == "Home":
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st.title("JobGPT")
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st.write("Select a page in the sidebar to get started.")
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@@ -77,6 +87,7 @@ def main():
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st.write("1. Job Description Generator")
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st.write("2. Job Description Fixer")
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st.write("3. Cover Letter Generator")
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st.markdown("---")
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elif page == "Job Description Generator":
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@@ -143,19 +154,15 @@ def main():
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container_three.markdown( "JobGPT is a chatbot that generates cover letters. \
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This is built just for demo purpose.")
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container_three.markdown("---")
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#upload file
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uploaded_file = container_three.file_uploader("Upload your resume", type=["pdf"])
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if uploaded_file is not None:
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#store it as a pdf
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with open("resume.pdf", "wb") as file_io:
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file_io.write(uploaded_file.getbuffer())
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#show a loading bar
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with st.spinner('Uploading...'):
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time.sleep(1)
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container_three.success('Uploaded!')
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container_three.markdown("---")
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#add a form to get title, company and more info from the user
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form = container_three.form(key='my_form')
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title = form.text_input("Job Title (required)", placeholder="VP of Engineering")
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company = form.text_input("Company Name (required)", placeholder="Google")
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container_three.markdown("### Cover Letter:")
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container_three.write(cover_letter)
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main()
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from job_description_generator import predict_job_description, get_job_description_conversation
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from job_description_fixer import fix_job_description, get_job_description_fixer_conversation
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from interview_questions_generator import (predict_interview_question,
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get_interview_questions_conversation)
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from cover_letter_generator import get_cover_letter
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conversation = get_job_description_conversation()
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fixer_conversation = get_job_description_fixer_conversation()
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if 'fixer_conversation' not in st.session_state:
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st.session_state['fixer_conversation'] = fixer_conversation
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interview_questions_conversation = get_interview_questions_conversation()
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if 'interview_questions_conversation' not in st.session_state:
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st.session_state['interview_questions_conversation'] = interview_questions_conversation
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def message_writer(input_text, response):
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'''
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st.sidebar.markdown("---")
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#selector
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page = st.sidebar.selectbox(
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"Select a page", ["Home",
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"Job Description Generator",
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"Job Description Fixer",
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"Cover Letter Generator",
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"interview questions generator"])
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if page == "Home":
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st.title("JobGPT")
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st.write("Select a page in the sidebar to get started.")
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st.write("1. Job Description Generator")
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st.write("2. Job Description Fixer")
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st.write("3. Cover Letter Generator")
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st.write("4. Interview Questions Generator")
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st.markdown("---")
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elif page == "Job Description Generator":
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container_three.markdown( "JobGPT is a chatbot that generates cover letters. \
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This is built just for demo purpose.")
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container_three.markdown("---")
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uploaded_file = container_three.file_uploader("Upload your resume", type=["pdf"])
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if uploaded_file is not None:
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with open("resume.pdf", "wb") as file_io:
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file_io.write(uploaded_file.getbuffer())
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with st.spinner('Uploading...'):
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time.sleep(1)
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container_three.success('Uploaded!')
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container_three.markdown("---")
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form = container_three.form(key='my_form')
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title = form.text_input("Job Title (required)", placeholder="VP of Engineering")
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company = form.text_input("Company Name (required)", placeholder="Google")
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container_three.markdown("### Cover Letter:")
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container_three.write(cover_letter)
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elif page == "interview questions generator":
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container_two = st.container()
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container_two.title("A Interview Questions Generating Chatbot")
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container_two.markdown(
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"JobGPT is a chatbot that generates interview questions.\
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This is built just for demo purpose."
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)
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input_text = container_two.text_area(
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"Prompt",
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"Hi, can you please help me generate interview questions?")
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button = container_two.button("Send")
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st.sidebar.markdown("---")
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st.sidebar.markdown("Click on `new chat` to start a new chat. \
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History will be cleared and you'll lose access to current chat."
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)
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clear_session = st.sidebar.button("New Chat")
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if clear_session:
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st.session_state['interview_questions_conversation'] = interview_questions_conversation
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container_two.markdown("---")
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initial_message = "Hello, how can I help you?"
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message(initial_message)
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if button:
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response = predict_interview_question(
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input_text, st.session_state['interview_questions_conversation'])
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message_writer(input_text, response)
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main()
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interview_questions_generator.py
ADDED
@@ -0,0 +1,29 @@
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import os
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import openai
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from langchain.chat_models import ChatOpenAI
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from langchain.memory import ConversationBufferMemory
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from llm import generate_prompt, generate_conversation, predict
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openai_api_key = os.environ['OPENAI_API_KEY']
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openai.api_key = openai_api_key
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def get_interview_questions_conversation():
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'''
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Generate a conversation object for job description generation
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'''
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prompt = generate_prompt(
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input_variables=['history', 'input'],
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template_file='templates/interview_question_generator.txt')
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llm = ChatOpenAI(temperature=0, openai_api_key=openai_api_key)
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memory = ConversationBufferMemory(ai_prefix="JobGPT")
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conversation = generate_conversation(memory=memory, llm=llm, prompt=prompt)
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return conversation
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def predict_interview_question(input_text: str, conversation: object):
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'''
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Predict the next response from the conversation object
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'''
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response = predict(input_text=input_text, conversation=conversation)
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return response
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templates/interview_question_generator.txt
ADDED
@@ -0,0 +1,20 @@
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JobGPT is a friendly and professional chatbot bot that generates interview questions based on the job description of executive positions that is given to it. \
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It should get following information from the user, asking only one question at a time to not overwhelm the user: \
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1. Number of questions to be generated. \
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2. Type of questions (Technical, Behavioral, etc.) \
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3, Job description of the position. \
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It should strictly follow following guidelines: \
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1. The questions should be open-ended. \
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2. The questions should test the candidate for the skills and requirements mentioned in the job description. \
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3. The questions should be well-suited for the level of job description given. \
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Once it has the questions and answers, it returns them as a well formatted markdown text. \
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The following is a friendly conversation between a human and JobGPT. JobGPT provides lots of specific details from its context. Your job is to predict what JobGPT says next.
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Current conversation:
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{history}
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Human: {input}
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JobGPT:
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