| |
| """ |
| 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 |
|
|
| |
| sys.path.append(os.path.dirname(os.path.dirname(os.path.abspath(__file__)))) |
|
|
| |
| 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...") |
| |
| |
| 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}") |
| |
| |
| self.create_cve_node(cve_id, cve_doc) |
| |
| |
| cwe_refs = cve_doc.get('cwe_refs', []) |
| if cwe_refs: |
| self.create_cwe_nodes(cve_id, cwe_refs) |
| |
| |
| capec_refs = cve_doc.get('capec_refs', []) |
| if capec_refs: |
| self.create_capec_nodes(cve_id, capec_refs) |
| |
| |
| 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 |
| |
| |
| 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"✅ 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_stats = session.run(""" |
| MATCH (n) |
| RETURN labels(n) as NodeType, count(n) as Count |
| ORDER BY Count DESC |
| """) |
| |
| print("\n📊 Enhanced Knowledge Graph Statistics:") |
| print("=" * 50) |
| print("\n📈 Node Counts:") |
| for record in node_stats: |
| node_type = record['NodeType'][0] if record['NodeType'] else 'Unknown' |
| print(f" {node_type}: {record['Count']:,}") |
| |
| |
| rel_stats = session.run(""" |
| MATCH ()-[r]->() |
| RETURN type(r) as RelationshipType, count(r) as Count |
| ORDER BY Count DESC |
| """) |
| |
| print("\n🔗 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: |
| |
| loader.load_cve_data(args.cve_file) |
| loader.load_cpe_data(args.cpe_file) |
| |
| |
| loader.load_knowledge_graph(args.limit) |
| |
| |
| 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() |