test backend codec ndpi
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This commit is contained in:
2026-03-06 22:05:45 +01:00
parent 991f26e5f2
commit 25bb7be29d
11 changed files with 1144 additions and 49 deletions

View File

@@ -2,6 +2,7 @@
import asyncio
import base64
import json
import logging
from typing import Any, Dict, List, Optional
@@ -83,8 +84,16 @@ class DatabasePool:
src_port,
dst_port,
length,
raw
) VALUES($1,$2,$3,$4,$5,$6,$7,$8,$9,$10,$11,$12)
raw,
app_protocol,
app_master_protocol,
app_category,
app_confidence,
app_hostname,
app_is_encrypted,
app_risk_score,
dpi_metadata
) VALUES($1,$2,$3,$4,$5,$6,$7,$8,$9,$10,$11,$12,$13,$14,$15,$16,$17,$18,$19,$20::jsonb)
RETURNING id, timestamp
""",
pkt_info["iface"],
@@ -99,6 +108,14 @@ class DatabasePool:
pkt_info.get("dst_port"),
pkt_info["length"],
pkt_info["raw"],
pkt_info.get("app_protocol"),
pkt_info.get("app_master_protocol"),
pkt_info.get("app_category"),
pkt_info.get("app_confidence"),
pkt_info.get("app_hostname"),
pkt_info.get("app_is_encrypted"),
pkt_info.get("app_risk_score"),
json.dumps(pkt_info.get("dpi_metadata")) if pkt_info.get("dpi_metadata") is not None else None,
)
except Exception:
logger.exception("DB insert failed")

View File

@@ -0,0 +1,262 @@
"""Best-effort nDPI flow classifier wrapper.
This module keeps nDPI integration optional:
- If the Python nDPI bindings are present, packets are classified per flow.
- If bindings are missing or fail, callers still receive stable fallback fields.
"""
from __future__ import annotations
import logging
import time
from dataclasses import dataclass
from typing import Any, Dict, Optional, Tuple
from scapy.all import IP, IPv6, TCP, UDP # type: ignore
logger = logging.getLogger("ndpi_classifier")
try:
import ndpi # type: ignore
except Exception: # pragma: no cover - optional dependency
ndpi = None
def _is_jsonable_scalar(value: Any) -> bool:
return isinstance(value, (str, int, float, bool)) or value is None
def _safe_string(value: Any) -> Optional[str]:
if value is None:
return None
text = str(value).strip()
return text if text else None
@dataclass
class _FlowState:
flow_obj: Any
last_seen_ts: float
packet_count: int = 0
detected_app: Optional[str] = None
class NDPIClassifier:
"""Stateful nDPI classifier for TCP/UDP IPv4/IPv6 traffic."""
def __init__(self) -> None:
self._engine = None
self._flows: Dict[Tuple[Any, ...], _FlowState] = {}
self._max_flows = 200_000
self._flow_ttl_seconds = 120.0
self._cleanup_interval_packets = 10_000
self._packet_counter = 0
self._initialized = False
@property
def enabled(self) -> bool:
return self._engine is not None
def _init_engine(self) -> None:
if self._initialized:
return
self._initialized = True
if ndpi is None:
logger.warning("nDPI Python bindings not installed; DPI enrichment disabled")
return
try:
engine_cls = getattr(ndpi, "NDPI", None)
if engine_cls is None:
logger.warning("nDPI bindings found but NDPI class missing; DPI enrichment disabled")
return
self._engine = engine_cls()
logger.info("nDPI classifier initialized")
except Exception:
logger.exception("Failed to initialize nDPI classifier; enrichment disabled")
self._engine = None
def _maybe_cleanup(self, now_ts: float) -> None:
self._packet_counter += 1
if self._packet_counter % self._cleanup_interval_packets != 0:
return
expiry = now_ts - self._flow_ttl_seconds
stale_keys = [k for k, state in self._flows.items() if state.last_seen_ts < expiry]
for key in stale_keys:
self._flows.pop(key, None)
if len(self._flows) > self._max_flows:
# Drop oldest half of excess flows.
sorted_items = sorted(self._flows.items(), key=lambda kv: kv[1].last_seen_ts)
trim_count = len(self._flows) - self._max_flows // 2
for key, _ in sorted_items[:trim_count]:
self._flows.pop(key, None)
def _flow_key(self, pkt: Any) -> Optional[Tuple[Any, ...]]:
if IP in pkt:
ip_layer = pkt[IP]
src_ip = getattr(ip_layer, "src", None)
dst_ip = getattr(ip_layer, "dst", None)
proto = int(getattr(ip_layer, "proto", 0))
ip_version = 4
elif IPv6 in pkt:
ip_layer = pkt[IPv6]
src_ip = getattr(ip_layer, "src", None)
dst_ip = getattr(ip_layer, "dst", None)
proto = int(getattr(ip_layer, "nh", 0))
ip_version = 6
else:
return None
src_port = None
dst_port = None
if TCP in pkt:
src_port = int(getattr(pkt[TCP], "sport", 0) or 0)
dst_port = int(getattr(pkt[TCP], "dport", 0) or 0)
elif UDP in pkt:
src_port = int(getattr(pkt[UDP], "sport", 0) or 0)
dst_port = int(getattr(pkt[UDP], "dport", 0) or 0)
left = (src_ip, src_port)
right = (dst_ip, dst_port)
ep1, ep2 = (left, right) if left <= right else (right, left)
return (ip_version, proto, ep1, ep2)
def _packet_payload_for_ndpi(self, pkt: Any) -> Optional[bytes]:
try:
if IP in pkt:
return bytes(pkt[IP])
if IPv6 in pkt:
return bytes(pkt[IPv6])
except Exception:
return None
return None
def _extract_result(self, result: Any) -> Dict[str, Any]:
if result is None:
return {}
raw: Dict[str, Any] = {}
if isinstance(result, dict):
raw.update(result)
else:
for attr in (
"app_protocol",
"application_protocol",
"master_protocol",
"protocol",
"category",
"confidence",
"hostname",
"server_name",
"sni",
"is_encrypted",
"risk_score",
"risks",
"ja3",
"ja4",
"alpn",
):
if hasattr(result, attr):
raw[attr] = getattr(result, attr)
app_protocol = (
_safe_string(raw.get("app_protocol"))
or _safe_string(raw.get("application_protocol"))
or _safe_string(raw.get("protocol"))
)
master_protocol = _safe_string(raw.get("master_protocol"))
category = _safe_string(raw.get("category"))
confidence = _safe_string(raw.get("confidence"))
hostname = _safe_string(raw.get("hostname")) or _safe_string(raw.get("server_name")) or _safe_string(raw.get("sni"))
risks_val = raw.get("risks")
if isinstance(risks_val, (list, tuple, set)):
risk_score = len(risks_val)
else:
try:
risk_score = int(raw.get("risk_score")) if raw.get("risk_score") is not None else None
except Exception:
risk_score = None
encrypted = raw.get("is_encrypted")
is_encrypted = bool(encrypted) if isinstance(encrypted, bool) else None
if is_encrypted is None and app_protocol:
proto_upper = app_protocol.upper()
if any(token in proto_upper for token in ("TLS", "SSL", "HTTPS", "QUIC", "VPN")):
is_encrypted = True
metadata: Dict[str, Any] = {}
for key, value in raw.items():
if _is_jsonable_scalar(value):
metadata[key] = value
elif isinstance(value, (list, tuple)):
metadata[key] = [str(v) for v in value][:32]
elif isinstance(value, dict):
cleaned = {str(k): str(v) for k, v in list(value.items())[:32]}
metadata[key] = cleaned
else:
metadata[key] = str(value)
return {
"app_protocol": app_protocol,
"app_master_protocol": master_protocol,
"app_category": category,
"app_confidence": confidence,
"app_hostname": hostname,
"app_is_encrypted": is_encrypted,
"app_risk_score": risk_score,
"dpi_metadata": metadata if metadata else None,
}
def classify_packet(self, pkt: Any) -> Dict[str, Any]:
"""Classify packet and return enrichment fields for packet metadata."""
self._init_engine()
if not self.enabled:
return {}
flow_key = self._flow_key(pkt)
if flow_key is None:
return {}
payload = self._packet_payload_for_ndpi(pkt)
if not payload:
return {}
flow_cls = getattr(ndpi, "NDPIFlow", None)
now_ts = time.time()
tick_ms = int(now_ts * 1000)
flow_state = self._flows.get(flow_key)
if flow_state is None:
flow_obj = flow_cls() if flow_cls is not None else None
flow_state = _FlowState(flow_obj=flow_obj, last_seen_ts=now_ts, packet_count=0)
self._flows[flow_key] = flow_state
flow_state.last_seen_ts = now_ts
flow_state.packet_count += 1
try:
if flow_state.flow_obj is not None:
result = self._engine.process_packet(flow_state.flow_obj, payload, tick_ms)
else:
# Fallback for bindings that don't expose per-flow object.
result = self._engine.process_packet(payload, tick_ms)
except Exception:
logger.debug("nDPI process_packet failed for flow=%s", flow_key, exc_info=True)
self._maybe_cleanup(now_ts)
return {}
enriched = self._extract_result(result)
if enriched.get("app_protocol"):
flow_state.detected_app = enriched["app_protocol"]
elif flow_state.detected_app:
enriched["app_protocol"] = flow_state.detected_app
self._maybe_cleanup(now_ts)
return enriched
ndpi_classifier = NDPIClassifier()