#!/usr/bin/env python3 """ Enhanced Neo4j Knowledge Graph Loader Loads CVE data from processed documents and CPE parsing results into Neo4j. """ import sys import os import json import argparse from datetime import datetime from typing import Dict, List, Any, Optional from neo4j import GraphDatabase import logging from src.constructors.kg_builder import ( create_cve_node, create_cwe_nodes, create_capec_nodes, create_product_vendor_nodes, create_cve_product_relationships ) from config import Config # Add parent directory to path for imports sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) # Configure logging logging.basicConfig(level=logging.INFO, format='%(asctime)s - %(levelname)s - %(message)s') logger = logging.getLogger(__name__) class EnhancedNeo4jLoader: def __init__(self, uri="bolt://localhost:7687", user="neo4j", password="password"): self.driver = GraphDatabase.driver(uri, auth=(user, password)) self.cve_data = {} self.cpe_data = {} def close(self): self.driver.close() def load_cve_data(self, cve_file_path: str): """Load processed CVE data""" logger.info(f"Loading CVE data from {cve_file_path}") with open(cve_file_path, 'r', encoding='utf-8') as f: cve_documents = json.load(f) for doc in cve_documents: cve_id = doc['id'] self.cve_data[cve_id] = doc logger.info(f"Loaded {len(self.cve_data)} CVE documents") def load_cpe_data(self, cpe_file_path: str): """Load CPE parsing results""" logger.info(f"Loading CPE data from {cpe_file_path}") with open(cpe_file_path, 'r', encoding='utf-8') as f: self.cpe_data = json.load(f) logger.info(f"Loaded CPE data for {len(self.cpe_data.get('products', {}))} products") def create_cve_node(self, cve_id: str, cve_doc: Dict[str, Any]): """Create a CVE node with rich metadata""" with self.driver.session() as session: create_cve_node(session, cve_id, cve_doc) def create_cwe_nodes(self, cve_id: str, cwe_refs: List[str]): """Create CWE nodes and relationships""" with self.driver.session() as session: create_cwe_nodes(session, cve_id, cwe_refs) def create_capec_nodes(self, cve_id: str, capec_refs: List[str]): """Create CAPEC nodes and relationships""" with self.driver.session() as session: create_capec_nodes(session, cve_id, capec_refs) def create_product_vendor_nodes(self, product_key: str, product_data: Dict[str, Any]): """Create Product and Vendor nodes from CPE data""" with self.driver.session() as session: create_product_vendor_nodes(session, product_key, product_data) def create_cve_product_relationships(self, cve_id: str, affected_products: List[str]): """Create relationships between CVEs and affected products""" with self.driver.session() as session: create_cve_product_relationships(session, cve_id, affected_products) def load_knowledge_graph(self, limit: Optional[int] = None): """Load the complete knowledge graph""" logger.info("Starting enhanced knowledge graph loading...") # Process CVE data cve_count = 0 for cve_id, cve_doc in self.cve_data.items(): if limit and cve_count >= limit: break try: logger.info(f"Processing CVE: {cve_id}") # Create CVE node with rich metadata self.create_cve_node(cve_id, cve_doc) # Create CWE nodes and relationships cwe_refs = cve_doc.get('cwe_refs', []) if cwe_refs: self.create_cwe_nodes(cve_id, cwe_refs) # Create CAPEC nodes and relationships capec_refs = cve_doc.get('capec_refs', []) if capec_refs: self.create_capec_nodes(cve_id, capec_refs) # Create relationships to affected products affected_products = cve_doc.get('affected_products', []) if affected_products: self.create_cve_product_relationships(cve_id, affected_products) cve_count += 1 except Exception as e: logger.error(f"Error processing CVE {cve_id}: {e}") continue # Process CPE data (products and vendors) product_count = 0 for product_key, product_data in self.cpe_data.get('products', {}).items(): try: self.create_product_vendor_nodes(product_key, product_data) product_count += 1 except Exception as e: logger.error(f"Error processing product {product_key}: {e}") continue logger.info(f"āœ… Enhanced knowledge graph loading complete!") logger.info(f" - CVEs processed: {cve_count}") logger.info(f" - Products processed: {product_count}") def get_graph_stats(self): """Get basic statistics about the loaded graph""" with self.driver.session() as session: # Node counts node_stats = session.run(""" MATCH (n) RETURN labels(n) as NodeType, count(n) as Count ORDER BY Count DESC """) print("\nšŸ“Š Enhanced Knowledge Graph Statistics:") print("=" * 50) print("\nšŸ“ˆ Node Counts:") for record in node_stats: node_type = record['NodeType'][0] if record['NodeType'] else 'Unknown' print(f" {node_type}: {record['Count']:,}") # Relationship counts rel_stats = session.run(""" MATCH ()-[r]->() RETURN type(r) as RelationshipType, count(r) as Count ORDER BY Count DESC """) print("\nšŸ”— Relationship Counts:") for record in rel_stats: print(f" {record['RelationshipType']}: {record['Count']:,}") def main(): parser = argparse.ArgumentParser(description="Enhanced Neo4j Knowledge Graph Loader") config = Config() parser.add_argument("--cve-file", default=str(config.enhanced_documents_path), help="Path to processed CVE data file (default: knowledge_base/enhanced_documents_latest.json)") parser.add_argument("--cpe-file", default=str(config.knowledge_base_dir / 'cpe_parsing_results_full.json'), help="Path to CPE parsing results file (default: knowledge_base/cpe_parsing_results_full.json)") parser.add_argument("--uri", default="bolt://localhost:7687", help="Neo4j URI") parser.add_argument("--user", default="neo4j", help="Neo4j username") parser.add_argument("--password", default="password", help="Neo4j password") parser.add_argument("--limit", type=int, help="Limit number of CVEs to process") parser.add_argument("--stats", action="store_true", help="Show graph statistics after loading") args = parser.parse_args() loader = EnhancedNeo4jLoader(args.uri, args.user, args.password) try: # Load data files loader.load_cve_data(args.cve_file) loader.load_cpe_data(args.cpe_file) # Load knowledge graph loader.load_knowledge_graph(args.limit) # Show statistics if requested if args.stats: loader.get_graph_stats() except Exception as e: logger.error(f"Error during loading: {e}") finally: loader.close() if __name__ == "__main__": main()