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Update app.py
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app.py
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@@ -6,23 +6,63 @@ import torch
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import os
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def load_model_and_data():
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try:
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with open('model_artifacts/hybrid_model.pkl', 'rb') as f:
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model = pickle.load(f)
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with open('model_artifacts/loader.pkl', 'rb') as f:
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loader = pickle.load(f)
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with open('model_artifacts/movies.pkl', 'rb') as f:
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movies = pickle.load(f)
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user_ids = sorted(loader.user_id_map.keys())
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return model, loader, movies, user_ids
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except Exception as e:
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print(f"
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return None, None, None, []
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print("Loading model and data...")
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model, loader, movies_df, user_ids = load_model_and_data()
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print(f"Model loaded! Available users: {len(user_ids)}")
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import os
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def load_model_and_data():
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"""Load the trained model and necessary data"""
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import os
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# Debug: Check what files exist
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print("Checking for files...")
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print(f"Current directory: {os.getcwd()}")
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print(f"Files in current directory: {os.listdir('.')}")
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if os.path.exists('model_artifacts'):
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print(f"Files in model_artifacts/: {os.listdir('model_artifacts')}")
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else:
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print("ERROR: model_artifacts/ folder does not exist!")
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try:
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# Check each file individually
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files_to_check = [
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'model_artifacts/hybrid_model.pkl',
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'model_artifacts/loader.pkl',
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'model_artifacts/movies.pkl'
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]
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for file_path in files_to_check:
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if not os.path.exists(file_path):
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print(f"ERROR: Missing file: {file_path}")
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else:
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file_size = os.path.getsize(file_path) / (1024*1024) # MB
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print(f"Found: {file_path} ({file_size:.2f} MB)")
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# Load files
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with open('model_artifacts/hybrid_model.pkl', 'rb') as f:
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model = pickle.load(f)
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print("✓ Loaded hybrid_model.pkl")
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with open('model_artifacts/loader.pkl', 'rb') as f:
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loader = pickle.load(f)
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print("✓ Loaded loader.pkl")
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with open('model_artifacts/movies.pkl', 'rb') as f:
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movies = pickle.load(f)
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print("✓ Loaded movies.pkl")
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# Get list of users
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user_ids = sorted(loader.user_id_map.keys())
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print(f"✓ Model loaded successfully! {len(user_ids)} users available")
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return model, loader, movies, user_ids
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except FileNotFoundError as e:
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print(f"ERROR: File not found - {e}")
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print("Make sure all pkl files are in the model_artifacts/ folder")
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return None, None, None, []
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except Exception as e:
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print(f"ERROR loading model: {type(e).__name__}: {e}")
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import traceback
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traceback.print_exc()
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return None, None, None, []
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print("Loading model and data...")
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model, loader, movies_df, user_ids = load_model_and_data()
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print(f"Model loaded! Available users: {len(user_ids)}")
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