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import re
import json
from typing import Dict, List, Tuple, Optional, Set
from dataclasses import dataclass
from urllib.parse import unquote
import logging
from collections import defaultdict, Counter
@dataclass
class CPEComponent:
"""Individual CPE component with metadata"""
part: str # a, h, o (application, hardware, operating system)
vendor: str
product: str
version: str
update: str
edition: str
language: str
sw_edition: str
target_sw: str
target_hw: str
other: str
# Derived metadata
is_wildcard: bool = False
confidence_score: float = 1.0
normalized_vendor: str = ""
normalized_product: str = ""
class CPEParser:
"""Advanced CPE parsing with normalization and validation"""
def __init__(self):
self.vendor_aliases = self.load_vendor_aliases()
self.product_mappings = self.load_product_mappings()
self.version_patterns = self.compile_version_patterns()
self.stop_words = {'the', 'inc', 'corp', 'corporation', 'ltd', 'limited', 'llc'}
def load_vendor_aliases(self) -> Dict[str, List[str]]:
"""Load vendor name aliases and variations"""
return {
'microsoft': ['microsoft', 'ms', 'msft', 'redmond'],
'apache': ['apache', 'apache_software_foundation', 'asf'],
'oracle': ['oracle', 'oracle_corporation', 'sun_microsystems'],
'google': ['google', 'alphabet', 'google_llc'],
'amazon': ['amazon', 'aws', 'amazon_web_services'],
'redhat': ['redhat', 'red_hat', 'rh'],
'canonical': ['canonical', 'ubuntu'],
'mozilla': ['mozilla', 'mozilla_foundation'],
'adobe': ['adobe', 'adobe_systems', 'macromedia'],
'ibm': ['ibm', 'international_business_machines']
}
def load_product_mappings(self) -> Dict[str, Dict[str, any]]:
"""Load product metadata and categorizations"""
return {
'android': {
'category': 'Mobile OS',
'family': 'Android',
'criticality': 9.0,
'aliases': ['android']
},
'linux_kernel': {
'category': 'Operating System',
'family': 'Linux',
'criticality': 8.5,
'aliases': ['linux_kernel', 'linux', 'gnu_linux']
},
'junos': {
'category': 'Network OS',
'family': 'Juniper Junos',
'criticality': 8.0,
'aliases': ['junos', 'juniper_junos']
},
'commerce': {
'category': 'E-commerce',
'family': 'Adobe Commerce',
'criticality': 8.0,
'aliases': ['commerce', 'adobe_commerce', 'magento_commerce']
},
'checkmk': {
'category': 'Monitoring',
'family': 'Checkmk',
'criticality': 7.5,
'aliases': ['checkmk']
},
'ios': {
'category': 'Network OS',
'family': 'Cisco IOS',
'criticality': 8.5,
'aliases': ['ios', 'cisco_ios']
},
'junos_os_evolved': {
'category': 'Network OS',
'family': 'Juniper Junos OS Evolved',
'criticality': 8.0,
'aliases': ['junos_os_evolved', 'juniper_junos_os_evolved']
},
'ios_xe': {
'category': 'Network OS',
'family': 'Cisco IOS XE',
'criticality': 8.5,
'aliases': ['ios_xe', 'cisco_ios_xe']
},
'adaptive_security_appliance_software': {
'category': 'Security Appliance',
'family': 'Cisco ASA',
'criticality': 8.5,
'aliases': ['adaptive_security_appliance_software', 'cisco_asa']
},
'magento': {
'category': 'E-commerce',
'family': 'Adobe Magento',
'criticality': 8.0,
'aliases': ['magento', 'adobe_magento']
},
'digital_experience_platform': {
'category': 'Portal',
'family': 'Liferay DXP',
'criticality': 7.5,
'aliases': ['digital_experience_platform', 'liferay_dxp']
},
'secure_firewall_management_center': {
'category': 'Security Appliance',
'family': 'Cisco Secure Firewall Management Center',
'criticality': 8.0,
'aliases': ['secure_firewall_management_center', 'cisco_firewall_management_center']
},
'windows_server_2012': {
'category': 'Operating System',
'family': 'Windows Server',
'criticality': 9.0,
'aliases': ['windows_server_2012', 'windows_server', 'microsoft_windows_server_2012']
},
'nx-os': {
'category': 'Network OS',
'family': 'Cisco NX-OS',
'criticality': 8.0,
'aliases': ['nx-os', 'cisco_nx-os']
},
'identity_services_engine': {
'category': 'Security Appliance',
'family': 'Cisco ISE',
'criticality': 8.0,
'aliases': ['identity_services_engine', 'cisco_ise']
},
'macos': {
'category': 'Operating System',
'family': 'Apple macOS',
'criticality': 8.5,
'aliases': ['macos', 'apple_macos', 'osx']
},
'windows_10_22h2': {
'category': 'Operating System',
'family': 'Windows 10',
'criticality': 9.0,
'aliases': ['windows_10_22h2', 'windows_10', 'microsoft_windows_10_22h2']
},
'windows_10_1809': {
'category': 'Operating System',
'family': 'Windows 10',
'criticality': 9.0,
'aliases': ['windows_10_1809', 'windows_10', 'microsoft_windows_10_1809']
},
'windows_server_2008': {
'category': 'Operating System',
'family': 'Windows Server',
'criticality': 8.5,
'aliases': ['windows_server_2008', 'windows_server', 'microsoft_windows_server_2008']
},
'windows': {
'category': 'Operating System',
'family': 'Windows',
'criticality': 9.0,
'aliases': ['windows', 'win', 'microsoft_windows']
},
'linux': {
'category': 'Operating System',
'family': 'Linux',
'criticality': 8.5,
'aliases': ['linux', 'gnu_linux', 'linux_kernel']
},
'http_server': {
'category': 'Web Server',
'family': 'Apache HTTP Server',
'criticality': 8.0,
'aliases': ['apache', 'httpd', 'apache_httpd']
},
'mysql': {
'category': 'Database',
'family': 'MySQL',
'criticality': 7.5,
'aliases': ['mysql', 'mysql_server']
}
}
def compile_version_patterns(self) -> Dict[str, re.Pattern]:
"""Compile regex patterns for version extraction"""
return {
'semantic': re.compile(r'^(\d+)\.(\d+)(?:\.(\d+))?(?:\.(\d+))?'),
'date_based': re.compile(r'^(\d{4})(?:\.(\d{2}))?(?:\.(\d{2}))?'),
'build_number': re.compile(r'^(\d+)(?:\.(\d+))*(?:-(\w+))?'),
'alpha_beta': re.compile(r'^(\d+\.?\d*)\s*-?\s*(alpha|beta|rc|release|final)'),
'windows_version': re.compile(r'^(vista|xp|2000|2003|2008|2012|2016|2019|2022)'),
}
def parse_cpe23_string(self, cpe_string: str) -> Optional[CPEComponent]:
"""Parse CPE 2.3 format string"""
try:
if not cpe_string.startswith('cpe:2.3:'):
return None
# Remove cpe:2.3: prefix and split by colons
components = cpe_string[9:].split(':')
if len(components) < 11:
# Pad with wildcards if insufficient components
components.extend(['*'] * (11 - len(components)))
# Decode URL encoding and handle special values
decoded_components = []
for comp in components[:11]: # Only take first 11 components
if comp == '*':
decoded_components.append('*')
elif comp == '-':
decoded_components.append('')
else:
decoded_components.append(unquote(comp))
cpe_comp = CPEComponent(
part=decoded_components[0],
vendor=decoded_components[1],
product=decoded_components[2],
version=decoded_components[3],
update=decoded_components[4],
edition=decoded_components[5],
language=decoded_components[6],
sw_edition=decoded_components[7],
target_sw=decoded_components[8],
target_hw=decoded_components[9],
other=decoded_components[10]
)
# Set derived properties
cpe_comp.is_wildcard = self.is_wildcard_cpe(cpe_comp)
cpe_comp.normalized_vendor = self.normalize_vendor(cpe_comp.vendor)
cpe_comp.normalized_product = self.normalize_product(cpe_comp.product)
cpe_comp.confidence_score = self.calculate_confidence(cpe_comp)
return cpe_comp
except Exception as e:
logging.error(f"Error parsing CPE {cpe_string}: {e}")
return None
def normalize_vendor(self, vendor: str) -> str:
"""Normalize vendor name using aliases"""
if not vendor or vendor == '*':
return vendor
vendor_lower = vendor.lower().replace('_', ' ')
# Remove common suffixes
for suffix in self.stop_words:
vendor_lower = vendor_lower.replace(f' {suffix}', '')
# Check aliases
for canonical, aliases in self.vendor_aliases.items():
if vendor_lower in aliases:
return canonical
return vendor.lower().replace(' ', '_')
def normalize_product(self, product: str) -> str:
"""Normalize product name"""
if not product or product == '*':
return product
product_lower = product.lower().replace('_', ' ')
# Handle common product name variations
normalizations = {
'http server': 'http_server',
'web server': 'web_server',
'mysql server': 'mysql',
'sql server': 'sql_server',
'internet explorer': 'internet_explorer'
}
for variant, canonical in normalizations.items():
if variant in product_lower:
return canonical
return product.lower().replace(' ', '_')
def is_wildcard_cpe(self, cpe: CPEComponent) -> bool:
"""Check if CPE contains wildcards indicating generic match"""
wildcard_fields = [cpe.vendor, cpe.product, cpe.version]
return any(field == '*' for field in wildcard_fields)
def calculate_confidence(self, cpe: CPEComponent) -> float:
"""Calculate confidence score for CPE parsing"""
confidence = 1.0
# Reduce confidence for wildcards
if cpe.vendor == '*':
confidence -= 0.3
if cpe.product == '*':
confidence -= 0.4
if cpe.version == '*':
confidence -= 0.2
# Reduce confidence for very short/generic names
if len(cpe.vendor) <= 2 and cpe.vendor != '*':
confidence -= 0.1
if len(cpe.product) <= 2 and cpe.product != '*':
confidence -= 0.1
return max(0.0, confidence)
def extract_version_info(self, version_string: str) -> Dict[str, any]:
"""Extract structured version information"""
if not version_string or version_string == '*':
return {'raw': version_string, 'type': 'unknown'}
version_info = {'raw': version_string}
# Try different version patterns
for pattern_name, pattern in self.version_patterns.items():
match = pattern.match(version_string)
if match:
version_info['type'] = pattern_name
version_info['groups'] = match.groups()
if pattern_name == 'semantic':
version_info['major'] = int(match.group(1))
version_info['minor'] = int(match.group(2)) if match.group(2) else 0
version_info['patch'] = int(match.group(3)) if match.group(3) else 0
version_info['build'] = int(match.group(4)) if match.group(4) else 0
break
else:
version_info['type'] = 'custom'
return version_info
class ProductExtractor:
"""Extract and enrich product information from CVE data"""
def __init__(self):
self.cpe_parser = CPEParser()
self.product_database = {}
self.vendor_database = {}
def extract_products_from_cve_data(self, cve_data: List[Dict]) -> Dict[str, any]:
"""Extract products and vendors from CVE data, only for valid CPEs"""
products = {}
vendors = {}
product_vulnerabilities = defaultdict(list)
vendor_vulnerabilities = defaultdict(list)
cves_with_no_valid_cpe = []
for cve in cve_data:
cve_id = cve.get('id')
configurations = cve.get('configurations', {})
cpe_list = self.extract_cpe_from_configurations(configurations)
valid_cpe_found = False
for cpe_str in cpe_list:
if not cpe_str or not isinstance(cpe_str, str) or not cpe_str.startswith('cpe:2.3:'):
continue # Skip empty or malformed CPE strings
cpe_obj = self.cpe_parser.parse_cpe23_string(cpe_str)
if not cpe_obj:
continue # Skip malformed CPEs
valid_cpe_found = True
product_key = f"{cpe_obj.normalized_vendor}:{cpe_obj.normalized_product}"
print(f"[DEBUG] Creating/updating product {product_key} from CPE: {cpe_str}")
# Create or update product record
if product_key not in products:
products[product_key] = self.create_product_record(cpe_obj)
# Add version info
version_info = self.cpe_parser.extract_version_info(cpe_obj.version)
self.add_version_to_product(products[product_key], version_info, cve_id)
# Track vulnerabilities
product_vulnerabilities[product_key].append(cve_id)
# Create or update vendor record
vendor_key = cpe_obj.normalized_vendor
if vendor_key not in vendors:
vendors[vendor_key] = self.create_vendor_record(cpe_obj)
if product_key not in vendors[vendor_key]['products']:
vendors[vendor_key]['products'].append(product_key)
vendor_vulnerabilities[vendor_key].append(cve_id)
if not valid_cpe_found:
print(f"[DEBUG] Skipping CVE {cve_id}: no valid CPEs found.")
cves_with_no_valid_cpe.append(cve_id)
# Enrich products with vulnerability statistics
self.enrich_products_with_stats(products, product_vulnerabilities)
self.enrich_vendors_with_stats(vendors, vendor_vulnerabilities)
if cves_with_no_valid_cpe:
print(f"[INFO] Skipped {len(cves_with_no_valid_cpe)} CVEs with no valid CPEs. Example IDs: {cves_with_no_valid_cpe[:5]}")
return {
'products': products,
'vendors': vendors,
'product_vulnerabilities': dict(product_vulnerabilities),
'vendor_vulnerabilities': dict(vendor_vulnerabilities),
'skipped_cves_no_cpe': cves_with_no_valid_cpe
}
def extract_cpe_from_configurations(self, configurations: Dict) -> List[str]:
"""Extract CPE strings from CVE configuration data"""
cpe_list = []
def extract_recursive(config):
if isinstance(config, dict):
# Handle CPE match criteria
if 'cpe_match' in config:
for match in config['cpe_match']:
if 'cpe23Uri' in match:
cpe_list.append(match['cpe23Uri'])
# Handle nodes structure
if 'nodes' in config:
for node in config['nodes']:
extract_recursive(node)
# Handle children structure
if 'children' in config:
for child in config['children']:
extract_recursive(child)
# Recurse into other dict values
for value in config.values():
if isinstance(value, (dict, list)):
extract_recursive(value)
elif isinstance(config, list):
for item in config:
extract_recursive(item)
extract_recursive(configurations)
return list(set(cpe_list)) # Remove duplicates
def create_product_record(self, cpe: CPEComponent) -> Dict[str, any]:
"""Create comprehensive product record"""
product_meta = self.cpe_parser.product_mappings.get(
cpe.normalized_product,
None
)
if product_meta:
category = product_meta['category']
family = product_meta['family']
criticality = product_meta['criticality']
aliases = product_meta['aliases']
else:
part_category = {
'a': 'Application',
'o': 'Operating System',
'h': 'Hardware'
}
category = part_category.get(cpe.part, 'Unknown')
family = cpe.product.title()
criticality = 5.0
aliases = [cpe.product]
return {
'vendor': cpe.normalized_vendor,
'product': cpe.normalized_product,
'display_name': f"{cpe.vendor} {cpe.product}",
'category': category,
'family': family,
'criticality_score': criticality,
'aliases': aliases,
'versions': {},
'vulnerability_count': 0,
'critical_vulnerability_count': 0,
'first_vulnerability_date': None,
'latest_vulnerability_date': None,
'cpe_patterns': [cpe]
}
def create_vendor_record(self, cpe: CPEComponent) -> Dict[str, any]:
"""Create vendor record"""
return {
'name': cpe.normalized_vendor,
'display_name': cpe.vendor.title(),
'products': [],
'vulnerability_count': 0,
'critical_vulnerability_count': 0,
'aliases': self.cpe_parser.vendor_aliases.get(cpe.normalized_vendor, [cpe.vendor])
}
def add_version_to_product(self, product: Dict, version_info: Dict, cve_id: str):
"""Add version information to product record"""
version_key = version_info['raw']
if version_key not in product['versions']:
product['versions'][version_key] = {
'version_string': version_key,
'version_info': version_info,
'vulnerabilities': [],
'vulnerability_count': 0
}
product['versions'][version_key]['vulnerabilities'].append(cve_id)
product['versions'][version_key]['vulnerability_count'] += 1
def enrich_products_with_stats(self, products: Dict, product_vulnerabilities: Dict):
"""Add vulnerability statistics to products"""
for product_key, vuln_list in product_vulnerabilities.items():
if product_key in products:
products[product_key]['vulnerability_count'] = len(vuln_list)
# Additional enrichment would require CVE severity data
def enrich_vendors_with_stats(self, vendors: Dict, vendor_vulnerabilities: Dict):
"""Add vulnerability statistics to vendors"""
for vendor_key, vuln_list in vendor_vulnerabilities.items():
if vendor_key in vendors:
vendors[vendor_key]['vulnerability_count'] = len(vuln_list)
def generate_product_hierarchy(self, products: Dict) -> Dict[str, any]:
"""Generate hierarchical product structure"""
hierarchy = {
'vendors': {},
'categories': defaultdict(list),
'families': defaultdict(list)
}
for product_key, product in products.items():
vendor = product['vendor']
category = product['category']
family = product['family']
# Vendor hierarchy
if vendor not in hierarchy['vendors']:
hierarchy['vendors'][vendor] = {
'products': [],
'total_vulnerabilities': 0
}
hierarchy['vendors'][vendor]['products'].append(product_key)
hierarchy['vendors'][vendor]['total_vulnerabilities'] += product['vulnerability_count']
# Category grouping
hierarchy['categories'][category].append(product_key)
# Family grouping
hierarchy['families'][family].append(product_key)
return hierarchy
# Example usage and testing
def main():
"""Test the CPE parsing and product extraction system"""
# Sample CVE data
sample_cve_data = [
{
'id': 'CVE-2023-12345',
'configurations': {
'nodes': [
{
'cpe_match': [
{'cpe23Uri': 'cpe:2.3:a:apache:http_server:2.4.41:*:*:*:*:*:*:*'},
{'cpe23Uri': 'cpe:2.3:a:apache:http_server:2.4.42:*:*:*:*:*:*:*'}
]
}
]
}
},
{
'id': 'CVE-2023-67890',
'configurations': {
'nodes': [
{
'cpe_match': [
{'cpe23Uri': 'cpe:2.3:o:microsoft:windows_10:1909:*:*:*:*:*:*:*'},
{'cpe23Uri': 'cpe:2.3:o:microsoft:windows_server_2019:*:*:*:*:*:*:*:*'}
]
}
]
}
}
]
# Initialize extractor
extractor = ProductExtractor()
# Extract products
results = extractor.extract_products_from_cve_data(sample_cve_data)
print("Extracted Products:")
for product_key, product in results['products'].items():
print(f" {product_key}: {product['display_name']} ({product['vulnerability_count']} vulnerabilities)")
print("\nExtracted Vendors:")
for vendor_key, vendor in results['vendors'].items():
print(f" {vendor_key}: {vendor['display_name']} ({vendor['vulnerability_count']} vulnerabilities)")
# Generate hierarchy
hierarchy = extractor.generate_product_hierarchy(results['products'])
print("\nProduct Hierarchy by Category:")
for category, products in hierarchy['categories'].items():
print(f" {category}: {len(products)} products")
if __name__ == "__main__":
main() |