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Schema Validation for Network Models
Uses Pydantic for type checking and data validation
"""
from typing import List, Optional, Dict, Any, Literal
from pydantic import BaseModel, Field, validator, IPvAnyAddress, IPvAnyNetwork
from ipaddress import ip_network, ip_address
import re
class VLANModel(BaseModel):
"""VLAN configuration schema"""
id: int = Field(..., ge=1, le=4094, description="VLAN ID (1-4094)")
name: str = Field(..., min_length=1, max_length=32, description="VLAN name")
purpose: Optional[str] = Field(None, description="VLAN purpose/description")
subnet: Optional[str] = Field(None, description="Associated subnet in CIDR notation")
@validator('name')
def validate_vlan_name(cls, v):
"""Ensure VLAN name follows naming conventions"""
# No spaces, special characters
if not re.match(r'^[a-zA-Z0-9_-]+$', v):
raise ValueError("VLAN name must contain only letters, numbers, underscore, or hyphen")
return v
@validator('subnet')
def validate_subnet_format(cls, v):
"""Validate CIDR notation"""
if v:
try:
ip_network(v, strict=False)
except ValueError as e:
raise ValueError(f"Invalid subnet format: {e}")
return v
class Config:
schema_extra = {
"example": {
"id": 10,
"name": "Management",
"purpose": "Network management and monitoring",
"subnet": "10.0.10.0/24"
}
}
class SubnetModel(BaseModel):
"""IP Subnet schema"""
network: str = Field(..., description="Network address in CIDR notation")
gateway: str = Field(..., description="Default gateway IP address")
vlan: Optional[int] = Field(None, ge=1, le=4094, description="Associated VLAN ID")
purpose: Optional[str] = Field(None, description="Subnet purpose")
dhcp_enabled: bool = Field(False, description="DHCP server enabled")
dhcp_range_start: Optional[str] = Field(None, description="DHCP pool start IP")
dhcp_range_end: Optional[str] = Field(None, description="DHCP pool end IP")
@validator('network')
def validate_network(cls, v):
"""Ensure valid CIDR notation"""
try:
net = ip_network(v, strict=False)
# Ensure it's a private network (RFC1918) unless explicitly public
# if not net.is_private:
# raise ValueError("Use RFC1918 private addressing (10.0.0.0/8, 172.16.0.0/12, 192.168.0.0/16)")
return str(net)
except ValueError as e:
raise ValueError(f"Invalid network: {e}")
@validator('gateway')
def validate_gateway(cls, v, values):
"""Ensure gateway is within the network"""
try:
gw = ip_address(v)
if 'network' in values:
net = ip_network(values['network'], strict=False)
if gw not in net:
raise ValueError(f"Gateway {v} not in network {values['network']}")
except ValueError as e:
raise ValueError(f"Invalid gateway: {e}")
return v
@validator('dhcp_range_end')
def validate_dhcp_range(cls, v, values):
"""Ensure DHCP range is valid"""
if v and 'dhcp_range_start' in values and values['dhcp_range_start']:
start = ip_address(values['dhcp_range_start'])
end = ip_address(v)
if end <= start:
raise ValueError("DHCP range end must be greater than start")
# Ensure both are in the network
if 'network' in values:
net = ip_network(values['network'], strict=False)
if start not in net or end not in net:
raise ValueError("DHCP range must be within subnet")
return v
class Config:
schema_extra = {
"example": {
"network": "10.0.10.0/24",
"gateway": "10.0.10.1",
"vlan": 10,
"purpose": "Management network",
"dhcp_enabled": True,
"dhcp_range_start": "10.0.10.100",
"dhcp_range_end": "10.0.10.200"
}
}
class InterfaceModel(BaseModel):
"""Network interface schema"""
name: str = Field(..., description="Interface name (e.g., GigabitEthernet1/0/1)")
type: Literal["ethernet", "management", "loopback", "vlan", "port-channel"] = Field(..., description="Interface type")
speed: Optional[str] = Field(None, description="Interface speed (e.g., 1000, 10G)")
mode: Optional[Literal["access", "trunk"]] = Field(None, description="Switchport mode")
vlan: Optional[int] = Field(None, description="Access VLAN or native VLAN for trunk")
allowed_vlans: Optional[List[int]] = Field(None, description="Allowed VLANs for trunk ports")
ip_address: Optional[str] = Field(None, description="IP address if L3 interface")
description: Optional[str] = Field(None, max_length=240, description="Interface description")
enabled: bool = Field(True, description="Interface administratively up")
@validator('allowed_vlans')
def validate_allowed_vlans(cls, v):
"""Ensure VLAN IDs are valid"""
if v:
for vlan_id in v:
if vlan_id < 1 or vlan_id > 4094:
raise ValueError(f"Invalid VLAN ID {vlan_id} (must be 1-4094)")
return v
class Config:
schema_extra = {
"example": {
"name": "GigabitEthernet1/0/1",
"type": "ethernet",
"speed": "1000",
"mode": "trunk",
"vlan": 1,
"allowed_vlans": [10, 20, 30],
"description": "Uplink to core switch",
"enabled": True
}
}
class DeviceModel(BaseModel):
"""Network device schema"""
name: str = Field(..., min_length=1, max_length=64, description="Device hostname")
role: Literal["core", "distribution", "access", "edge", "firewall", "router", "wireless"] = Field(..., description="Device role in network")
model: str = Field(..., description="Hardware model")
vendor: Literal["cisco", "juniper", "arista", "hp", "dell", "ubiquiti", "mikrotik", "other"] = Field(..., description="Vendor")
mgmt_ip: str = Field(..., description="Management IP address")
location: str = Field(..., description="Physical location")
interfaces: List[InterfaceModel] = Field(default_factory=list, description="Network interfaces")
os_version: Optional[str] = Field(None, description="OS version")
serial_number: Optional[str] = Field(None, description="Device serial number")
@validator('name')
def validate_hostname(cls, v):
"""Ensure hostname follows RFC1123"""
if not re.match(r'^[a-zA-Z0-9]([a-zA-Z0-9-]{0,61}[a-zA-Z0-9])?$', v):
raise ValueError("Invalid hostname format (RFC1123)")
return v
@validator('mgmt_ip')
def validate_mgmt_ip(cls, v):
"""Ensure valid IP address"""
try:
ip_address(v)
except ValueError as e:
raise ValueError(f"Invalid management IP: {e}")
return v
class Config:
schema_extra = {
"example": {
"name": "core-sw-01",
"role": "core",
"model": "Catalyst 9300",
"vendor": "cisco",
"mgmt_ip": "10.0.10.10",
"location": "Main Office - IDF1",
"os_version": "17.9.4",
"interfaces": []
}
}
class RoutingModel(BaseModel):
"""Routing protocol configuration"""
protocol: Literal["static", "ospf", "bgp", "eigrp", "rip", "is-is"] = Field(..., description="Routing protocol")
autonomous_system: Optional[int] = Field(None, ge=1, le=4294967295, description="AS number for BGP/EIGRP")
process_id: Optional[int] = Field(None, ge=1, le=65535, description="Process ID for OSPF/EIGRP")
router_id: Optional[str] = Field(None, description="Router ID")
areas: Optional[List[str]] = Field(None, description="OSPF areas or IS-IS levels")
networks: Optional[List[str]] = Field(None, description="Networks to advertise")
neighbors: Optional[List[str]] = Field(None, description="BGP neighbors or static routes")
@validator('router_id')
def validate_router_id(cls, v):
"""Ensure router ID is valid IP format"""
if v:
try:
ip_address(v)
except ValueError as e:
raise ValueError(f"Invalid router ID format: {e}")
return v
class Config:
schema_extra = {
"example": {
"protocol": "ospf",
"process_id": 1,
"router_id": "10.0.0.1",
"areas": ["0"],
"networks": ["10.0.0.0/8"]
}
}
class NetworkModelSchema(BaseModel):
"""Complete network data model with validation"""
name: str = Field(..., min_length=1, max_length=64, description="Network name")
version: str = Field(..., pattern=r'^\d+\.\d+\.\d+$', description="Schema version (semantic versioning)")
description: Optional[str] = Field(None, description="Network description")
business_requirements: Optional[List[str]] = Field(default_factory=list, description="Business requirements")
constraints: Optional[List[str]] = Field(default_factory=list, description="Design constraints")
intent: Optional[Dict[str, Any]] = Field(None, description="Original network intent")
devices: List[DeviceModel] = Field(default_factory=list, description="Network devices")
vlans: List[VLANModel] = Field(default_factory=list, description="VLANs")
subnets: List[SubnetModel] = Field(default_factory=list, description="IP subnets")
routing: Optional[Dict[str, Any]] = Field(None, description="Routing configuration")
services: List[str] = Field(default_factory=lambda: ["DHCP", "DNS", "NTP"], description="Network services")
@validator('vlans')
def check_unique_vlan_ids(cls, v):
"""Ensure no duplicate VLAN IDs"""
vlan_ids = [vlan.id for vlan in v]
if len(vlan_ids) != len(set(vlan_ids)):
duplicates = [vid for vid in vlan_ids if vlan_ids.count(vid) > 1]
raise ValueError(f"Duplicate VLAN IDs found: {duplicates}")
return v
@validator('devices')
def check_unique_device_names(cls, v):
"""Ensure no duplicate device names"""
device_names = [d.name for d in v]
if len(device_names) != len(set(device_names)):
duplicates = [name for name in device_names if device_names.count(name) > 1]
raise ValueError(f"Duplicate device names found: {duplicates}")
return v
@validator('devices')
def check_unique_mgmt_ips(cls, v):
"""Ensure no duplicate management IPs"""
mgmt_ips = [d.mgmt_ip for d in v]
if len(mgmt_ips) != len(set(mgmt_ips)):
duplicates = [ip for ip in mgmt_ips if mgmt_ips.count(ip) > 1]
raise ValueError(f"Duplicate management IPs found: {duplicates}")
return v
@validator('subnets')
def check_subnet_vlan_references(cls, v, values):
"""Ensure referenced VLANs exist"""
if 'vlans' in values:
valid_vlan_ids = {vlan.id for vlan in values['vlans']}
for subnet in v:
if subnet.vlan and subnet.vlan not in valid_vlan_ids:
raise ValueError(f"Subnet {subnet.network} references non-existent VLAN {subnet.vlan}")
return v
class Config:
schema_extra = {
"example": {
"name": "corporate-network",
"version": "1.0.0",
"description": "Corporate office network",
"business_requirements": ["High availability", "Secure guest access"],
"constraints": ["Budget under $10K", "Cisco preferred"],
"devices": [],
"vlans": [],
"subnets": [],
"routing": None,
"services": ["DHCP", "DNS", "NTP"]
}
}
def validate_network_model(data: Dict[str, Any]) -> NetworkModelSchema:
"""
Validate network model data against schema
Raises ValidationError if invalid
"""
return NetworkModelSchema(**data)
def get_validation_errors(data: Dict[str, Any]) -> List[str]:
"""
Get human-readable validation errors
Returns empty list if valid
"""
try:
validate_network_model(data)
return []
except Exception as e:
# Parse pydantic validation errors
errors = []
if hasattr(e, 'errors'):
for error in e.errors():
loc = ' -> '.join(str(l) for l in error['loc'])
msg = error['msg']
errors.append(f"{loc}: {msg}")
else:
errors.append(str(e))
return errors
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