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import streamlit as st
import re
import os
from dotenv import load_dotenv
from llm_utils import generate_tech_questions, parse_tech_stack
import sqlite3
from datetime import datetime
# Load environment variables
load_dotenv()
# Configure page
st.set_page_config(
page_title="AI-Powered Interview Assistant | TalentScout",
page_icon="π€",
layout="wide"
)
# Initialize SQLite database
def init_db():
conn = sqlite3.connect("candidates.db")
c = conn.cursor()
c.execute('''CREATE TABLE IF NOT EXISTS candidates (
id INTEGER PRIMARY KEY AUTOINCREMENT,
timestamp TEXT,
name TEXT,
email TEXT,
phone TEXT,
experience REAL,
role TEXT,
location TEXT,
tech_stack TEXT,
questions TEXT,
answers TEXT
)''')
conn.commit()
conn.close()
init_db()
# Constants
STEP_LABELS = {
"greeting": "π Welcome",
"form": "π Candidate Information",
"tech_stack": "π οΈ Technical Skills",
"questions": "β Technical Assessment",
"review": "π Review Answers",
"end": "π Complete"
}
# Initialize session state
def init_session_state():
if "step" not in st.session_state:
st.session_state.step = "greeting"
if "candidate_info" not in st.session_state:
st.session_state.candidate_info = {}
if "tech_stack" not in st.session_state:
st.session_state.tech_stack = []
if "questions" not in st.session_state:
st.session_state.questions = []
if "answers" not in st.session_state:
st.session_state.answers = []
if "current_question_index" not in st.session_state:
st.session_state.current_question_index = 0
if "chat_history" not in st.session_state:
st.session_state.chat_history = []
init_session_state()
# UI Components
def show_progress(current, total):
progress = current / total
st.progress(progress)
st.caption(f"Progress: {current} of {total} ({int(progress*100)}%)")
def validate_email(email):
return re.match(r"^[\w\.-]+@[\w\.-]+\.\w+$", email.strip())
def validate_phone(phone):
return re.match(r"^\+?[\d\s-]{10,15}$", phone.strip())
def generate_summary_text():
summary = []
summary.append("TALENTSCOUT APPLICATION SUMMARY")
summary.append(f"Timestamp: {datetime.now().isoformat()}")
summary.append("\n=== CANDIDATE INFORMATION ===")
for key, value in st.session_state.candidate_info.items():
summary.append(f"{key.title()}: {value}")
summary.append("\n=== TECHNICAL SKILLS ===")
summary.append(", ".join([tech for tech in st.session_state.tech_stack if len(tech) > 1]))
summary.append("\n=== QUESTIONS & ANSWERS ===")
for i, (q, a) in enumerate(zip(st.session_state.questions, st.session_state.answers)):
summary.append(f"\nQ{i+1}: {q}")
summary.append(f"A: {a}")
return "\n".join(summary)
# Save to database
def save_to_db():
conn = sqlite3.connect("candidates.db")
c = conn.cursor()
c.execute('''INSERT INTO candidates (
timestamp, name, email, phone, experience, role, location, tech_stack, questions, answers
) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)''', (
datetime.now().isoformat(),
st.session_state.candidate_info.get("name", ""),
st.session_state.candidate_info.get("email", ""),
st.session_state.candidate_info.get("phone", ""),
st.session_state.candidate_info.get("experience", 0),
st.session_state.candidate_info.get("role", ""),
st.session_state.candidate_info.get("location", ""),
",".join(st.session_state.tech_stack),
";".join(st.session_state.questions),
";".join(st.session_state.answers)
))
conn.commit()
conn.close()
# Step: Greeting (Chat-based)
if st.session_state.step == "greeting":
st.title("Welcome to TalentScout!")
st.markdown("Hi! I'm TalentScout's Hiring Assistant. Ready to showcase your skills? Let's start with your name!")
chat_container = st.container()
with chat_container:
for message in st.session_state.chat_history:
with st.chat_message(message["role"]):
st.markdown(message["content"])
user_input = st.chat_input("Your response...")
if user_input:
st.session_state.chat_history.append({"role": "user", "content": user_input})
end_keywords = ["exit", "quit", "done", "stop"]
if any(keyword in user_input.lower() for keyword in end_keywords):
st.session_state.chat_history.append({"role": "assistant", "content": "Thank you for your time! If you change your mind, feel free to restart."})
st.session_state.step = "end"
else:
st.session_state.candidate_info["name"] = user_input.strip()
st.session_state.chat_history.append({"role": "assistant", "content": f"Nice to meet you, {user_input.strip()}! Let's continue with your information."})
st.session_state.step = "form"
st.rerun()
# Step: Candidate Information
elif st.session_state.step == "form":
st.title("Candidate Information")
st.write(f"Hello {st.session_state.candidate_info['name']}! Let's collect some basic information.")
with st.form("candidate_form"):
cols = st.columns(3)
with cols[0]:
email = st.text_input("Email*", placeholder="john@example.com")
with cols[1]:
phone = st.text_input("Phone*", placeholder="+1 1234567890")
experience = st.number_input("Experience (Years)*", min_value=0, max_value=50)
with cols[2]:
role = st.text_input("Position*", placeholder="Software Engineer")
location = st.text_input("Location*", placeholder="City, Country")
submitted = st.form_submit_button("Continue β")
if submitted:
errors = []
if not validate_email(email):
errors.append("Please enter a valid email address")
if not validate_phone(phone):
errors.append("Please enter a valid phone number (10-15 digits)")
if not role.strip():
errors.append("Please specify desired position(s)")
if not location.strip():
errors.append("Please enter your current location")
if errors:
for error in errors:
st.error(error)
else:
st.session_state.candidate_info.update({
"email": email.strip(),
"phone": phone.strip(),
"experience": experience,
"role": role.strip(),
"location": location.strip()
})
st.session_state.step = "tech_stack"
st.rerun()
# Step: Technical Skills
elif st.session_state.step == "tech_stack":
st.title("Technical Skills Assessment")
st.success(f"Hello {st.session_state.candidate_info['name']}! Let's discuss your technical skills.")
with st.form("tech_stack_form"):
st.write("Please list the technologies, frameworks, and tools you're proficient in:")
tech_input = st.text_area(
"Tech Stack*",
placeholder="Python, JavaScript, React, PostgreSQL, Docker...",
height=150
)
submitted = st.form_submit_button("Generate Questions β")
if submitted:
if not tech_input.strip():
st.error("Please enter at least one technology")
else:
tech_list = parse_tech_stack(tech_input)
if len(tech_list) == 0:
st.error("Could not identify any technologies. Please use standard names.")
else:
st.session_state.tech_stack = tech_list
st.session_state.step = "questions"
st.session_state.questions = []
st.session_state.answers = []
st.session_state.current_question_index = 0
st.rerun()
# Step: Technical Questions
elif st.session_state.step == "questions":
st.title("Technical Assessment")
if not st.session_state.questions:
with st.spinner("Generating customized questions based on your skills..."):
try:
questions = generate_tech_questions(
st.session_state.tech_stack,
st.session_state.candidate_info["experience"]
)
st.session_state.questions = [q for q in questions if q and ":" in q]
if not st.session_state.questions:
raise ValueError("No valid questions generated")
except Exception as e:
st.error(f"Failed to generate questions: {str(e)}. Please try again with different technologies.")
st.session_state.step = "tech_stack"
st.rerun()
current_idx = st.session_state.current_question_index
total_questions = len(st.session_state.questions)
if current_idx < total_questions:
show_progress(current_idx + 1, total_questions)
current_question = st.session_state.questions[current_idx]
tech, question = current_question.split(':', 1)
st.subheader(f"Question {current_idx + 1}/{total_questions} ({tech.strip()})")
st.markdown(f"**{question.strip()}**")
answer_key = f"answer_{current_idx}"
answer = st.text_area(
"Your answer:",
key=answer_key,
height=200,
value=st.session_state.answers[current_idx] if current_idx < len(st.session_state.answers) else ""
)
cols = st.columns([1, 1, 2])
with cols[0]:
if st.button("β Previous", disabled=current_idx == 0, key=f"prev_{current_idx}"):
st.session_state.current_question_index -= 1
st.rerun()
with cols[1]:
next_disabled = not answer.strip()
if st.button("Next β", disabled=next_disabled, key=f"next_{current_idx}"):
while len(st.session_state.answers) <= current_idx:
st.session_state.answers.append("")
st.session_state.answers[current_idx] = answer.strip()
st.session_state.current_question_index += 1
st.rerun()
with st.expander("Finish early"):
if st.button("Complete Assessment", key=f"complete_{current_idx}"):
st.session_state.step = "review"
st.rerun()
else:
st.session_state.step = "review"
st.rerun()
# Step: Review Answers
elif st.session_state.step == "review":
st.title("Review Your Answers")
st.write("Please review your responses before submission.")
for i, (question, answer) in enumerate(zip(st.session_state.questions, st.session_state.answers)):
with st.expander(f"Question {i+1}: {question}"):
st.write(answer)
if st.button("Edit", key=f"edit_{i}"):
st.session_state.current_question_index = i
st.session_state.step = "questions"
st.rerun()
if st.button("Submit Assessment"):
save_to_db()
st.session_state.step = "end"
st.rerun()
if st.button("β Back to Questions"):
st.session_state.current_question_index = len(st.session_state.questions) - 1
st.session_state.step = "questions"
st.rerun()
# Step: Completion
elif st.session_state.step == "end":
st.title("π Assessment Complete")
st.markdown("""
<div style='background:#f0f2f6; padding:20px; border-radius:10px'>
<h3 style='color:#2c3e50'>TalentScout Assessment Complete</h3>
<p>Thank you for your time. Our team will review your responses shortly.</p>
</div>
""", unsafe_allow_html=True)
st.success("""
**Thank you for completing the assessment!**
We'll review your responses and contact you within 3-5 business days.
""")
with st.container(border=True):
st.markdown(f"""
**Candidate:** {st.session_state.candidate_info.get("name", "N/A")}
**Role:** {st.session_state.candidate_info.get("role", "N/A")}
**Experience:** {st.session_state.candidate_info.get("experience", 0)} years
**Location:** {st.session_state.candidate_info.get("location", "N/A")}
""")
tech_stack = [tech for tech in st.session_state.tech_stack if len(tech) > 1]
if tech_stack:
st.markdown("**Technical Skills:** " + ", ".join(tech_stack))
else:
st.warning("No technical skills specified")
st.markdown(f"**Questions Completed:** {len(st.session_state.answers)}/{len(st.session_state.questions)}")
st.download_button(
label="π Download Full Summary",
data=generate_summary_text(),
file_name="talent_scout_summary.txt",
mime="text/plain",
use_container_width=True
)
if st.button("π Start New Assessment", use_container_width=True, key="restart_button"):
for key in list(st.session_state.keys()):
del st.session_state[key]
init_session_state()
st.rerun()
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