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Build error
Build error
Update src/streamlit_app.py
Browse files- src/streamlit_app.py +339 -38
src/streamlit_app.py
CHANGED
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@@ -1,40 +1,341 @@
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import altair as alt
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import numpy as np
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import pandas as pd
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import streamlit as st
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| 1 |
import streamlit as st
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import re
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import os
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from dotenv import load_dotenv
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from llm_utils import generate_tech_questions, parse_tech_stack
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import sqlite3
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from datetime import datetime
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# Load environment variables
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load_dotenv()
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# Configure page
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st.set_page_config(
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page_title="AI-Powered Interview Assistant | TalentScout",
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page_icon="π€",
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layout="wide"
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)
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# Initialize SQLite database
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def init_db():
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conn = sqlite3.connect("candidates.db")
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c = conn.cursor()
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c.execute('''CREATE TABLE IF NOT EXISTS candidates (
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id INTEGER PRIMARY KEY AUTOINCREMENT,
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timestamp TEXT,
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name TEXT,
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email TEXT,
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phone TEXT,
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experience REAL,
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role TEXT,
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location TEXT,
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tech_stack TEXT,
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questions TEXT,
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answers TEXT
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)''')
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conn.commit()
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conn.close()
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init_db()
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# Constants
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STEP_LABELS = {
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"greeting": "π Welcome",
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"form": "π Candidate Information",
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"tech_stack": "π οΈ Technical Skills",
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"questions": "β Technical Assessment",
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"review": "π Review Answers",
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"end": "π Complete"
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}
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+
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# Initialize session state
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def init_session_state():
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if "step" not in st.session_state:
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st.session_state.step = "greeting"
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if "candidate_info" not in st.session_state:
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st.session_state.candidate_info = {}
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if "tech_stack" not in st.session_state:
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st.session_state.tech_stack = []
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if "questions" not in st.session_state:
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st.session_state.questions = []
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if "answers" not in st.session_state:
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st.session_state.answers = []
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if "current_question_index" not in st.session_state:
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st.session_state.current_question_index = 0
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if "chat_history" not in st.session_state:
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st.session_state.chat_history = []
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init_session_state()
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# UI Components
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def show_progress(current, total):
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progress = current / total
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st.progress(progress)
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st.caption(f"Progress: {current} of {total} ({int(progress*100)}%)")
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+
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def validate_email(email):
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return re.match(r"^[\w\.-]+@[\w\.-]+\.\w+$", email.strip())
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+
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def validate_phone(phone):
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return re.match(r"^\+?[\d\s-]{10,15}$", phone.strip())
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+
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def generate_summary_text():
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summary = []
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summary.append("TALENTSCOUT APPLICATION SUMMARY")
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summary.append(f"Timestamp: {datetime.now().isoformat()}")
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summary.append("\n=== CANDIDATE INFORMATION ===")
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for key, value in st.session_state.candidate_info.items():
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summary.append(f"{key.title()}: {value}")
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summary.append("\n=== TECHNICAL SKILLS ===")
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summary.append(", ".join([tech for tech in st.session_state.tech_stack if len(tech) > 1]))
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summary.append("\n=== QUESTIONS & ANSWERS ===")
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for i, (q, a) in enumerate(zip(st.session_state.questions, st.session_state.answers)):
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summary.append(f"\nQ{i+1}: {q}")
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summary.append(f"A: {a}")
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+
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return "\n".join(summary)
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| 100 |
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# Save to database
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| 101 |
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def save_to_db():
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conn = sqlite3.connect("candidates.db")
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c = conn.cursor()
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c.execute('''INSERT INTO candidates (
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timestamp, name, email, phone, experience, role, location, tech_stack, questions, answers
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) VALUES (?, ?, ?, ?, ?, ?, ?, ?, ?, ?)''', (
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datetime.now().isoformat(),
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st.session_state.candidate_info.get("name", ""),
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st.session_state.candidate_info.get("email", ""),
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st.session_state.candidate_info.get("phone", ""),
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st.session_state.candidate_info.get("experience", 0),
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st.session_state.candidate_info.get("role", ""),
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st.session_state.candidate_info.get("location", ""),
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",".join(st.session_state.tech_stack),
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";".join(st.session_state.questions),
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";".join(st.session_state.answers)
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))
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conn.commit()
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conn.close()
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# Step: Greeting (Chat-based)
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if st.session_state.step == "greeting":
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st.title("Welcome to TalentScout!")
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st.markdown("Hi! I'm TalentScout's Hiring Assistant. Ready to showcase your skills? Let's start with your name!")
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chat_container = st.container()
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with chat_container:
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for message in st.session_state.chat_history:
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with st.chat_message(message["role"]):
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st.markdown(message["content"])
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user_input = st.chat_input("Your response...")
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if user_input:
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st.session_state.chat_history.append({"role": "user", "content": user_input})
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end_keywords = ["exit", "quit", "done", "stop"]
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if any(keyword in user_input.lower() for keyword in end_keywords):
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st.session_state.chat_history.append({"role": "assistant", "content": "Thank you for your time! If you change your mind, feel free to restart."})
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st.session_state.step = "end"
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| 139 |
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else:
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st.session_state.candidate_info["name"] = user_input.strip()
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| 141 |
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st.session_state.chat_history.append({"role": "assistant", "content": f"Nice to meet you, {user_input.strip()}! Let's continue with your information."})
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| 142 |
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st.session_state.step = "form"
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st.rerun()
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+
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# Step: Candidate Information
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elif st.session_state.step == "form":
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st.title("Candidate Information")
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st.write(f"Hello {st.session_state.candidate_info['name']}! Let's collect some basic information.")
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| 149 |
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with st.form("candidate_form"):
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cols = st.columns(3)
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| 152 |
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with cols[0]:
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email = st.text_input("Email*", placeholder="john@example.com")
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| 154 |
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with cols[1]:
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phone = st.text_input("Phone*", placeholder="+1 1234567890")
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| 156 |
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experience = st.number_input("Experience (Years)*", min_value=0, max_value=50)
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| 157 |
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with cols[2]:
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| 158 |
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role = st.text_input("Position*", placeholder="Software Engineer")
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| 159 |
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location = st.text_input("Location*", placeholder="City, Country")
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| 160 |
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submitted = st.form_submit_button("Continue β")
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| 162 |
+
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if submitted:
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| 164 |
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errors = []
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| 165 |
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if not validate_email(email):
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| 166 |
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errors.append("Please enter a valid email address")
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| 167 |
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if not validate_phone(phone):
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| 168 |
+
errors.append("Please enter a valid phone number (10-15 digits)")
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| 169 |
+
if not role.strip():
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| 170 |
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errors.append("Please specify desired position(s)")
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| 171 |
+
if not location.strip():
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| 172 |
+
errors.append("Please enter your current location")
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| 173 |
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if errors:
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| 174 |
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for error in errors:
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| 175 |
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st.error(error)
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| 176 |
+
else:
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| 177 |
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st.session_state.candidate_info.update({
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| 178 |
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"email": email.strip(),
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| 179 |
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"phone": phone.strip(),
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| 180 |
+
"experience": experience,
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| 181 |
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"role": role.strip(),
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| 182 |
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"location": location.strip()
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})
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st.session_state.step = "tech_stack"
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st.rerun()
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+
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| 187 |
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# Step: Technical Skills
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| 188 |
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elif st.session_state.step == "tech_stack":
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st.title("Technical Skills Assessment")
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| 190 |
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st.success(f"Hello {st.session_state.candidate_info['name']}! Let's discuss your technical skills.")
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| 191 |
+
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| 192 |
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with st.form("tech_stack_form"):
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| 193 |
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st.write("Please list the technologies, frameworks, and tools you're proficient in:")
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| 194 |
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tech_input = st.text_area(
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| 195 |
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"Tech Stack*",
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| 196 |
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placeholder="Python, JavaScript, React, PostgreSQL, Docker...",
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height=150
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)
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| 199 |
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submitted = st.form_submit_button("Generate Questions β")
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| 201 |
+
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| 202 |
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if submitted:
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if not tech_input.strip():
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| 204 |
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st.error("Please enter at least one technology")
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| 205 |
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else:
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| 206 |
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tech_list = parse_tech_stack(tech_input)
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| 207 |
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if len(tech_list) == 0:
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st.error("Could not identify any technologies. Please use standard names.")
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| 209 |
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else:
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| 210 |
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st.session_state.tech_stack = tech_list
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| 211 |
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st.session_state.step = "questions"
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| 212 |
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st.session_state.questions = []
|
| 213 |
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st.session_state.answers = []
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| 214 |
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st.session_state.current_question_index = 0
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| 215 |
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st.rerun()
|
| 216 |
+
|
| 217 |
+
# Step: Technical Questions
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| 218 |
+
elif st.session_state.step == "questions":
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| 219 |
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st.title("Technical Assessment")
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| 220 |
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| 221 |
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if not st.session_state.questions:
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| 222 |
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with st.spinner("Generating customized questions based on your skills..."):
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| 223 |
+
try:
|
| 224 |
+
questions = generate_tech_questions(
|
| 225 |
+
st.session_state.tech_stack,
|
| 226 |
+
st.session_state.candidate_info["experience"]
|
| 227 |
+
)
|
| 228 |
+
st.session_state.questions = [q for q in questions if q and ":" in q]
|
| 229 |
+
if not st.session_state.questions:
|
| 230 |
+
raise ValueError("No valid questions generated")
|
| 231 |
+
except Exception as e:
|
| 232 |
+
st.error(f"Failed to generate questions: {str(e)}. Please try again with different technologies.")
|
| 233 |
+
st.session_state.step = "tech_stack"
|
| 234 |
+
st.rerun()
|
| 235 |
+
|
| 236 |
+
current_idx = st.session_state.current_question_index
|
| 237 |
+
total_questions = len(st.session_state.questions)
|
| 238 |
+
|
| 239 |
+
if current_idx < total_questions:
|
| 240 |
+
show_progress(current_idx + 1, total_questions)
|
| 241 |
+
|
| 242 |
+
current_question = st.session_state.questions[current_idx]
|
| 243 |
+
tech, question = current_question.split(':', 1)
|
| 244 |
+
st.subheader(f"Question {current_idx + 1}/{total_questions} ({tech.strip()})")
|
| 245 |
+
st.markdown(f"**{question.strip()}**")
|
| 246 |
+
|
| 247 |
+
answer_key = f"answer_{current_idx}"
|
| 248 |
+
answer = st.text_area(
|
| 249 |
+
"Your answer:",
|
| 250 |
+
key=answer_key,
|
| 251 |
+
height=200,
|
| 252 |
+
value=st.session_state.answers[current_idx] if current_idx < len(st.session_state.answers) else ""
|
| 253 |
+
)
|
| 254 |
+
|
| 255 |
+
cols = st.columns([1, 1, 2])
|
| 256 |
+
with cols[0]:
|
| 257 |
+
if st.button("β Previous", disabled=current_idx == 0, key=f"prev_{current_idx}"):
|
| 258 |
+
st.session_state.current_question_index -= 1
|
| 259 |
+
st.rerun()
|
| 260 |
+
with cols[1]:
|
| 261 |
+
next_disabled = not answer.strip()
|
| 262 |
+
if st.button("Next β", disabled=next_disabled, key=f"next_{current_idx}"):
|
| 263 |
+
while len(st.session_state.answers) <= current_idx:
|
| 264 |
+
st.session_state.answers.append("")
|
| 265 |
+
st.session_state.answers[current_idx] = answer.strip()
|
| 266 |
+
st.session_state.current_question_index += 1
|
| 267 |
+
st.rerun()
|
| 268 |
+
|
| 269 |
+
with st.expander("Finish early"):
|
| 270 |
+
if st.button("Complete Assessment", key=f"complete_{current_idx}"):
|
| 271 |
+
st.session_state.step = "review"
|
| 272 |
+
st.rerun()
|
| 273 |
+
else:
|
| 274 |
+
st.session_state.step = "review"
|
| 275 |
+
st.rerun()
|
| 276 |
+
|
| 277 |
+
# Step: Review Answers
|
| 278 |
+
elif st.session_state.step == "review":
|
| 279 |
+
st.title("Review Your Answers")
|
| 280 |
+
st.write("Please review your responses before submission.")
|
| 281 |
+
|
| 282 |
+
for i, (question, answer) in enumerate(zip(st.session_state.questions, st.session_state.answers)):
|
| 283 |
+
with st.expander(f"Question {i+1}: {question}"):
|
| 284 |
+
st.write(answer)
|
| 285 |
+
if st.button("Edit", key=f"edit_{i}"):
|
| 286 |
+
st.session_state.current_question_index = i
|
| 287 |
+
st.session_state.step = "questions"
|
| 288 |
+
st.rerun()
|
| 289 |
+
|
| 290 |
+
if st.button("Submit Assessment"):
|
| 291 |
+
save_to_db()
|
| 292 |
+
st.session_state.step = "end"
|
| 293 |
+
st.rerun()
|
| 294 |
+
|
| 295 |
+
if st.button("β Back to Questions"):
|
| 296 |
+
st.session_state.current_question_index = len(st.session_state.questions) - 1
|
| 297 |
+
st.session_state.step = "questions"
|
| 298 |
+
st.rerun()
|
| 299 |
+
|
| 300 |
+
# Step: Completion
|
| 301 |
+
elif st.session_state.step == "end":
|
| 302 |
+
st.title("π Assessment Complete")
|
| 303 |
+
st.markdown("""
|
| 304 |
+
<div style='background:#f0f2f6; padding:20px; border-radius:10px'>
|
| 305 |
+
<h3 style='color:#2c3e50'>TalentScout Assessment Complete</h3>
|
| 306 |
+
<p>Thank you for your time. Our team will review your responses shortly.</p>
|
| 307 |
+
</div>
|
| 308 |
+
""", unsafe_allow_html=True)
|
| 309 |
+
|
| 310 |
+
st.success("""
|
| 311 |
+
**Thank you for completing the assessment!**
|
| 312 |
+
We'll review your responses and contact you within 3-5 business days.
|
| 313 |
+
""")
|
| 314 |
+
|
| 315 |
+
with st.container(border=True):
|
| 316 |
+
st.markdown(f"""
|
| 317 |
+
**Candidate:** {st.session_state.candidate_info.get("name", "N/A")}
|
| 318 |
+
**Role:** {st.session_state.candidate_info.get("role", "N/A")}
|
| 319 |
+
**Experience:** {st.session_state.candidate_info.get("experience", 0)} years
|
| 320 |
+
**Location:** {st.session_state.candidate_info.get("location", "N/A")}
|
| 321 |
+
""")
|
| 322 |
+
tech_stack = [tech for tech in st.session_state.tech_stack if len(tech) > 1]
|
| 323 |
+
if tech_stack:
|
| 324 |
+
st.markdown("**Technical Skills:** " + ", ".join(tech_stack))
|
| 325 |
+
else:
|
| 326 |
+
st.warning("No technical skills specified")
|
| 327 |
+
st.markdown(f"**Questions Completed:** {len(st.session_state.answers)}/{len(st.session_state.questions)}")
|
| 328 |
+
|
| 329 |
+
st.download_button(
|
| 330 |
+
label="π Download Full Summary",
|
| 331 |
+
data=generate_summary_text(),
|
| 332 |
+
file_name="talent_scout_summary.txt",
|
| 333 |
+
mime="text/plain",
|
| 334 |
+
use_container_width=True
|
| 335 |
+
)
|
| 336 |
+
|
| 337 |
+
if st.button("π Start New Assessment", use_container_width=True, key="restart_button"):
|
| 338 |
+
for key in list(st.session_state.keys()):
|
| 339 |
+
del st.session_state[key]
|
| 340 |
+
init_session_state()
|
| 341 |
+
st.rerun()
|