app.py

from flask import Flask, render_template, request, redirect, url_for, session, flash
from werkzeug.security import generate_password_hash, check_password_hash
from supabase import create_client
import joblib
import numpy as np
import os
import skops.io as sio


app = Flask(__name__)
app.secret_key = "supersecretkey"  # change in production

# -------- Supabase setup --------
SUPABASE_URL = os.environ.get("SUPABASE_URL")
SUPABASE_KEY = os.environ.get("SUPABASE_KEY")
if not SUPABASE_URL or not SUPABASE_KEY:
    raise ValueError("Supabase URL or KEY not set in environment variables")

supabase = create_client(SUPABASE_URL, SUPABASE_KEY)

# -------- Load ML model --------
# model = joblib.load("rf_house_price_model.joblib")
model = sio.load("rf_house_price_model.skops")
#titanic_model = joblib.load("titanic_rf_model.joblib")
titanic_model = sio.load("titanic_rf_model.skops")
# Load Heart Disease model
heart_model = sio.load("heart_rf.skops")


# -------- Routes --------
@app.route("/")
def index():
    if "username" in session:
        return redirect(url_for("home"))
    return redirect(url_for("login"))

# Signup
@app.route("/signup", methods=["GET", "POST"])
def signup():
    if request.method == "POST":
        username = request.form["username"]
        password_hashed = generate_password_hash(request.form["password"])
        
        # Check if username exists
        res = supabase.table("users").select("*").eq("username", username).execute()
        if res.data:
            flash("Username already exists. Try another one.", "error")
            return redirect(url_for("signup"))
        
        # Insert new user
        supabase.table("users").insert({"username": username, "password": password_hashed}).execute()
        flash("Signup successful! Please log in.", "success")
        return redirect(url_for("login"))

    return render_template("signup.html")

# Login
@app.route("/login", methods=["GET", "POST"])
def login():
    if request.method == "POST":
        username = request.form["username"]
        password = request.form["password"]

        res = supabase.table("users").select("*").eq("username", username).execute()
        if res.data and check_password_hash(res.data[0]["password"], password):
            session["username"] = username
            flash("Login successful!", "success")
            return redirect(url_for("home"))
        
        flash("Invalid credentials. Try again.", "error")
        return redirect(url_for("login"))

    return render_template("login.html")

# Logout
@app.route("/logout")
def logout():
    session.pop("username", None)
    flash("You have been logged out.", "info")
    return redirect(url_for("login"))

# Home page
@app.route("/home")
def home():
    if "username" not in session:
        return redirect(url_for("login"))
    return render_template("home.html", username=session["username"])

#COUNTDOWN
@app.route("/countdown")
def countdown():
    if "username" not in session:
        return redirect(url_for("login"))
    return render_template("countdown.html", username=session["username"])

# Predict page
@app.route("/predict", methods=["GET", "POST"])
def predict():
    if "username" not in session:
        return redirect(url_for("login"))

    prediction = None
    if request.method == "POST":
        features = [
            float(request.form["longitude"]),
            float(request.form["latitude"]),
            float(request.form["housing_median_age"]),
            float(request.form["total_rooms"]),
            float(request.form["total_bedrooms"]),
            float(request.form["population"]),
            float(request.form["households"]),
            float(request.form["median_income"]),
            float(request.form["rooms_per_household"])
        ]
        prediction = round(model.predict([features])[0], 2)

    return render_template("predict.html", prediction=prediction)

@app.route("/titanic", methods=["GET", "POST"])
def titanic():
    if "username" not in session:
        return redirect(url_for("login"))

    prediction = None
    if request.method == "POST":
        # Example Titanic features (adjust to your model)
        features = [
            float(request.form["pclass"]),
            float(request.form["sex"]),              # encode 0=male,1=female
            float(request.form["age"]),
            float(request.form["sibsp"]),
            float(request.form["parch"]),
            float(request.form["fare"]),
            float(request.form["alone"]),            # encode 0=False,1=True
            float(request.form["IsAlone"]),          # encode 0=False,1=True
            float(request.form["FamilySize"]),           
            float(request.form["embarked_Q"]),       # encode 0=False,1=True
            float(request.form["embarked_S"])        # encode 0=False,1=True
        ]
        prediction = titanic_model.predict([features])[0]

    return render_template("titanic.html", prediction=prediction)

@app.route("/heart", methods=["GET", "POST"])
def heart():
    if "username" not in session:
        return redirect(url_for("login"))

    prediction = None
    if request.method == "POST":
        features = [
            float(request.form["age"]),
            float(request.form["sex"]),
            float(request.form["cp"]),
            float(request.form["trestbps"]),
            float(request.form["chol"]),
            float(request.form["fbs"]),
            float(request.form["restecg"]),
            float(request.form["thalach"]),
            float(request.form["exang"]),
            float(request.form["oldpeak"]),
            float(request.form["slope"]),
            float(request.form["ca"]),
            float(request.form["thal"])
        ]
        prediction = heart_model.predict([features])[0]

    return render_template("heart.html", prediction=prediction)



if __name__ == "__main__":
    app.run(host="0.0.0.0", port=7860)