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Create app.py
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app.py
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| 1 |
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import streamlit as st
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from langchain_community.document_loaders import WebBaseLoader
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from chains import Chain
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from portfolio import Portfolio
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from utils import clean_text
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# Initialize backend services
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chain = Chain()
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portfolio = Portfolio()
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def create_streamlit_app(llm, portfolio, clean_text):
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st.set_page_config(layout="wide", page_title="Cold Email Generator", page_icon="📧")
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st.title("📧 Cold Mail Generator")
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# User Inputs
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url_input = st.text_input("Enter a Job URL:", value="https://atliq.keka.com/careers/jobdetails/51326")
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username = st.text_input("Your Name (Default: John)", value="John")
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client_name = st.text_input("Recipient's Name (Default: Hiring Manager)", value="Hiring Manager")
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# Dropdown to select number of emails to generate
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num_emails = st.selectbox("Select Number of Emails to Generate", options=[1, 2, 3], index=0)
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# Dropdown to select email style
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email_style = st.selectbox("Choose Email Style", options=["Formal", "Casual", "Persuasive"], index=0)
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submit_button = st.button("Generate Cold Emails")
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if submit_button:
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try:
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st.info("🔄 Extracting job details...")
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# Load and clean job description
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loader = WebBaseLoader([url_input])
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page_content = loader.load().pop().page_content
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cleaned_data = clean_text(page_content)
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# Extract job details
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jobs = llm.extract_jobs(cleaned_data)
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if not jobs:
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st.warning("⚠️ No job postings found. Please check the URL.")
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return
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# Process extracted jobs
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for idx, job in enumerate(jobs, start=1):
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job_title = job.get("role", "Unknown Role")
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experience = job.get("experience", "Not Specified")
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skills = ", ".join(job.get("skills", [])) if job.get("skills") else "Not Specified"
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job_description = job.get("description", "No description available.")
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# Display job details
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st.subheader(f"📌 Job {idx}: {job_title}")
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st.write(f"**Experience Required:** {experience}")
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st.write(f"**Skills:** {skills}")
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st.write(f"**Description:** {job_description}")
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st.divider()
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# Fetch relevant portfolio links
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skills_list = job.get("skills", [])
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portfolio_links = [link for link in portfolio.query_links(skills_list) if link]
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# Generate multiple cold emails based on user selection
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for i in range(num_emails):
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st.subheader(f"📩 Email {i+1} ({email_style} Style)")
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email = llm.write_mail(job, portfolio_links, username, client_name, email_style)
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if email:
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st.code(email, language="markdown")
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else:
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st.error("⚠️ Email generation failed.")
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except Exception as e:
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st.error(f"❌ An Error Occurred: {str(e)}")
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if __name__ == "__main__":
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create_streamlit_app(chain, portfolio, clean_text)
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