Delete main.py

main.py

@@ -1,110 +0,0 @@
-from flask import Flask, render_template, request, redirect, url_for, session, flash
-import pandas as pd
-import joblib
-from fuzzywuzzy import process
-from functools import wraps
-import os
-from supabase import create_client, Client
-from dotenv import load_dotenv
-
-
-load_dotenv()
-
-app = Flask(__name__)
-app.config['SECRET_KEY']  = os.getenv("SECRET_KEY")
-
-movies = pd.read_csv('core/data/processed_movies_with_posters.csv')
-cosine_sim = joblib.load('core/model/cosine_sim.pkl')
-
-
-
-
-@app.route('/logout')
-def logout():
-    session.clear()
-    flash('You have been logged out.', 'info')
-    return redirect(url_for('login'))
-
-
-def get_recommendations(title, cosine_sim=cosine_sim):
-    title = title.lower()
-    if title not in movies['title'].str.lower().values:
-        close_matches = process.extract(title, movies['title'].str.lower().values, limit=5)
-        return None, [movies[movies['title'].str.lower() == match[0]].iloc[0] for match in close_matches]
-    idx = movies[movies['title'].str.lower() == title].index[0]
-    sim_scores = list(enumerate(cosine_sim[idx]))
-    sim_scores = sorted(sim_scores, key=lambda x: x[1], reverse=True)
-    sim_scores = sim_scores[1:11]
-    movie_indices = [i[0] for i in sim_scores]
-    return movies.iloc[movie_indices], None
-
-def get_recommendations_by_id(movie_id, cosine_sim=cosine_sim):
-    idx = movies[movies['id'] == movie_id].index[0]
-    sim_scores = list(enumerate(cosine_sim[idx]))
-    sim_scores = sorted(sim_scores, key=lambda x: x[1], reverse=True)
-    sim_scores = sim_scores[1:6]
-    movie_indices = [i[0] for i in sim_scores]
-    return movies.iloc[movie_indices]
-
-@app.route('/')
-def home():
-    return render_template('recommendation.html', movies=movies.sample(20).to_dict(orient='records'))
-
-
-@app.route('/movie/<int:id>')
-def movie_details(id):
-    movie = movies[movies['id'] == id].iloc[0]
-    recommendations = get_recommendations_by_id(id).to_dict(orient='records')
-    return render_template('movie_details.html')
-
-@app.route('/recommend', methods=['POST'])
-def recommend():
-    title = request.form['title']
-    recommendations, close_matches = get_recommendations(title)
-    if recommendations is None:
-        flash("Movie title not found. Did you mean one of these?", 'warning')
-        return render_template('recommendation.html', movies=[match.to_dict() for match in close_matches])
-    return render_template('recommendation.html', movies=recommendations.to_dict(orient='records'))
-
-@app.route('/search', methods=['GET', 'POST'])
-def search():
-    if request.method == 'POST':
-        query = request.form['query']
-        results = movies[movies['title'].str.contains(query, case=False, na=False)]
-        return render_template('search.html', movies=results.to_dict(orient='records'))
-    return render_template('search.html', movies=None)
-
-@app.route('/filter', methods=['GET', 'POST'])
-def filter():
-    genres = sorted(movies['genre'].str.split(',', expand=True).stack().dropna().unique())
-    languages = sorted(movies['original_language'].dropna().unique())
-
-    if request.method == 'POST':
-        selected_genre = request.form.get('genre')
-        selected_language = request.form.get('language')
-
-        if not selected_genre and not selected_language:
-            return render_template('filter.html', movies=None, genres=genres, languages=languages,
-                                   error_message="No movies found. Please adjust your filters.")
-
-        filtered_movies = movies.copy()
-
-        if selected_genre:
-            filtered_movies = filtered_movies[filtered_movies['genre'].str.contains(selected_genre, na=False)]
-
-        if selected_language:
-            filtered_movies = filtered_movies[filtered_movies['original_language'] == selected_language]
-
-        filtered_movies['genre'] = filtered_movies['genre'].fillna('').astype(str)
-
-        sample_size = min(50, len(filtered_movies))
-
-        filtered_movies = filtered_movies.sample(sample_size).to_dict(orient='records')
-
-        return render_template('filter.html', movies=filtered_movies, genres=genres, languages=languages,
-                               error_message=None)
-
-    return render_template('filter.html', movies=None, genres=genres, languages=languages, error_message=None)
-
-if __name__ == '__main__':
-    app.run(host='0.0.0.0', port=7860)