merge: testing → main (reconcile 2-week divergence)
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296
decnet/profiler/fingerprint.py
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296
decnet/profiler/fingerprint.py
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"""OS / TCP fingerprint rollup for DECNET attacker profiles.
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Consumes sniffer-emitted `tcp_syn_fingerprint` / `tcp_flow_timing` events and
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active prober `tcpfp_fingerprint` events; derives a per-attacker summary
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(os_guess, hop_distance, tcp_fingerprint snapshot, retransmit_count).
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"""
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from __future__ import annotations
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import logging
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import statistics
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from collections import Counter
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from typing import Any, Optional
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from decnet.correlation.parser import LogEvent
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from decnet.prober.osfp import OsMatch, get_all_providers
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from decnet.sniffer.p0f import initial_ttl as _initial_ttl_bucket
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from decnet.telemetry import traced as _traced
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_log = logging.getLogger("decnet.profiler.fingerprint")
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# Sniffer-emitted packet events that feed into fingerprint rollup.
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_SNIFFER_SYN_EVENT: str = "tcp_syn_fingerprint"
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_SNIFFER_FLOW_EVENT: str = "tcp_flow_timing"
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# Prober-emitted active-probe result (SYN-ACK fingerprint of attacker machine).
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_PROBER_TCPFP_EVENT: str = "tcpfp_fingerprint"
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# Prober-emitted HASSHServer fingerprint; carries the raw kex_algorithms string.
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_PROBER_HASSH_EVENT: str = "hassh_fingerprint"
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# Sniffer-emitted SSH client identification string (RFC 4253 §4.2).
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_SNIFFER_SSH_BANNER_EVENT: str = "ssh_client_banner"
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# Canonical initial TTL for each coarse OS bucket. Used to derive hop
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# distance when only the observed TTL is available (prober path).
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_INITIAL_TTL: dict[str, int] = {
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"linux": 64,
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"windows": 128,
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"embedded": 255,
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}
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def _os_from_ttl(ttl_str: str | None) -> str | None:
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"""Derive a coarse OS guess from observed TTL when p0f has no match."""
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if not ttl_str:
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return None
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try:
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ttl = int(ttl_str)
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except (TypeError, ValueError):
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return None
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if 55 <= ttl <= 70:
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return "linux"
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if 115 <= ttl <= 135:
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return "windows"
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if 235 <= ttl <= 255:
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return "embedded"
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return None
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def _int_or_none(v: Any) -> int | None:
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if v is None or v == "":
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return None
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try:
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return int(v)
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except (TypeError, ValueError):
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return None
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def _match_via_osfp_providers(
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tcp_fp: dict[str, Any] | None,
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modal_ttl: str | None,
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context: str,
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) -> Optional[OsMatch]:
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"""Feed the current tcp_fp snapshot through every enabled OS-fingerprint
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provider and return the best match, or None.
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Must never raise — factory / provider failures collapse to None so a
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corrupt .fp file or misconfigured DECNET_OSFP_PROVIDERS env var can't
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wedge the profile rebuild for an entire attacker. Worst case: the
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caller falls back to the modal-label / TTL-bucket path that existed
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before this wiring.
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"""
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if not tcp_fp:
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return None
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# Convert the observed TTL (which may be N hops below the initial TTL
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# the remote OS uses) to the canonical initial-TTL bucket the p0f v2
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# DB expects (32 / 64 / 128 / 255).
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try:
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ttl_int = int(modal_ttl) if modal_ttl is not None else None
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except (TypeError, ValueError):
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ttl_int = None
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initial_ttl_bucket = _initial_ttl_bucket(ttl_int) if ttl_int is not None else None
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obs: dict[str, Any] = {
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"window": tcp_fp.get("window"),
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"wscale": tcp_fp.get("wscale"),
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"mss": tcp_fp.get("mss"),
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"options_sig": tcp_fp.get("options_sig"),
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"ttl": initial_ttl_bucket,
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# DF and total_len are not captured today — passed as None so
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# Signature.score treats them as soft fields (skip check when
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# missing). Promote to hard fields once the sniffer/prober
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# emit them on tcp_syn_fingerprint / tcpfp_fingerprint.
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"df": None,
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"total_len": None,
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# Sniffer doesn't yet emit a quirks SD field, so the matcher
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# sees an empty set — which matches signatures with no quirks
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# (the common case) but not signatures with specific quirks.
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# That's correct behaviour, not a bug.
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"quirks": frozenset(),
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"context": context,
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}
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best: Optional[OsMatch] = None
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try:
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providers = get_all_providers()
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except Exception as exc: # noqa: BLE001 — must not propagate
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_log.warning("osfp: provider init failed, skipping match: %s", exc)
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return None
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for provider in providers:
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try:
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match = provider.match(obs)
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except Exception as exc: # noqa: BLE001 — must not propagate
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_log.warning("osfp: provider %s raised during match: %s", provider.name, exc)
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continue
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if match is None:
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continue
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if best is None or match.confidence > best.confidence:
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best = match
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return best
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@_traced("profiler.sniffer_rollup")
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def sniffer_rollup(events: list[LogEvent]) -> dict[str, Any]:
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"""
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Roll up sniffer-emitted `tcp_syn_fingerprint` and `tcp_flow_timing`
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events into a per-attacker summary.
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OS guess priority:
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1. Modal p0f label from os_guess field (if not "unknown"/empty).
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2. TTL-based coarse bucket (linux / windows / embedded) as fallback.
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Hop distance: median of non-zero reported values only.
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"""
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os_guesses: list[str] = []
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ttl_values: list[str] = []
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hops: list[int] = []
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tcp_fp: dict[str, Any] | None = None
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ipid_latest: str | None = None
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isn_latest: str | None = None
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# Tracks which event set tcp_fp last — picks the provider "context"
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# (syn vs synack) when we feed the p0f-v2 matcher below.
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tcp_fp_context: str = "syn"
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retransmits = 0
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kex_order_raw: list[str] = []
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_kex_seen: set[str] = set()
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ssh_client_banners: list[str] = []
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_ssh_banner_seen: set[str] = set()
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for e in events:
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if e.event_type == _SNIFFER_SYN_EVENT:
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og = e.fields.get("os_guess")
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if og and og != "unknown":
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os_guesses.append(og)
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# Collect raw TTL for fallback OS derivation.
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ttl_raw = e.fields.get("ttl") or e.fields.get("initial_ttl")
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if ttl_raw:
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ttl_values.append(ttl_raw)
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# Only include hop distances that are valid and non-zero.
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hop_raw = e.fields.get("hop_distance")
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if hop_raw:
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try:
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hop_val = int(hop_raw)
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if hop_val > 0:
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hops.append(hop_val)
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except (TypeError, ValueError):
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pass
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# Keep the latest fingerprint snapshot.
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tcp_fp = {
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"window": _int_or_none(e.fields.get("window")),
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"wscale": _int_or_none(e.fields.get("wscale")),
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"mss": _int_or_none(e.fields.get("mss")),
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"options_sig": e.fields.get("options_sig", ""),
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"has_sack": e.fields.get("has_sack") == "true",
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"has_timestamps": e.fields.get("has_timestamps") == "true",
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"tos": _int_or_none(e.fields.get("tos")),
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"dscp": _int_or_none(e.fields.get("dscp")),
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"ecn": _int_or_none(e.fields.get("ecn")),
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}
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# Sequence classifications converge as samples accumulate; the
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# most recent non-"unknown" label wins so a later "unknown" event
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# (e.g. a deque reset) doesn't overwrite a confident verdict.
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ipid_class = e.fields.get("ipid_class")
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if ipid_class and ipid_class != "unknown":
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ipid_latest = ipid_class
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tcp_fp["ipid_class"] = ipid_latest
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isn_class = e.fields.get("isn_class")
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if isn_class and isn_class != "unknown":
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isn_latest = isn_class
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tcp_fp["isn_class"] = isn_latest
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tcp_fp_context = "syn"
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elif e.event_type == _SNIFFER_FLOW_EVENT:
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try:
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retransmits += int(e.fields.get("retransmits", "0"))
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except (TypeError, ValueError):
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pass
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elif e.event_type == _PROBER_HASSH_EVENT:
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# Prober HASSHServer probe: preserve the raw kex_algorithms list
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# for post-hoc ordering analysis. Dedup because a single attacker
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# SSH service will emit the same list per port/probe cycle.
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kex = e.fields.get("kex_algorithms")
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if kex and kex not in _kex_seen:
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kex_order_raw.append(kex)
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_kex_seen.add(kex)
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elif e.event_type == _SNIFFER_SSH_BANNER_EVENT:
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# Sniffer-observed SSH identification string from attacker.
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# Dedup: the same attacker will reuse the same client banner
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# across flows/reconnects; record distinct values in order seen.
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banner = e.fields.get("ssh_version")
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if banner and banner not in _ssh_banner_seen:
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ssh_client_banners.append(banner)
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_ssh_banner_seen.add(banner)
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elif e.event_type == _PROBER_TCPFP_EVENT:
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# Active-probe result: prober sent SYN to attacker, got SYN-ACK back.
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# Field names differ from the passive sniffer (different emitter).
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ttl_raw = e.fields.get("ttl")
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if ttl_raw:
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ttl_values.append(ttl_raw)
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# Derive hop distance from observed TTL vs canonical initial TTL.
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os_hint = _os_from_ttl(ttl_raw)
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if os_hint:
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initial = _INITIAL_TTL.get(os_hint)
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if initial:
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try:
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hop_val = initial - int(ttl_raw)
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if hop_val > 0:
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hops.append(hop_val)
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except (TypeError, ValueError):
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pass
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# Prober uses window_size/window_scale/options_order instead of
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# the sniffer's window/wscale/options_sig.
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tcp_fp = {
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"window": _int_or_none(e.fields.get("window_size")),
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"wscale": _int_or_none(e.fields.get("window_scale")),
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"mss": _int_or_none(e.fields.get("mss")),
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"options_sig": e.fields.get("options_order", ""),
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"has_sack": e.fields.get("sack_ok") == "1",
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"has_timestamps": e.fields.get("timestamp") == "1",
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"tos": _int_or_none(e.fields.get("tos")),
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"dscp": _int_or_none(e.fields.get("dscp")),
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"ecn": _int_or_none(e.fields.get("ecn")),
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}
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tcp_fp_context = "synack" # prober sent SYN, captured attacker's SYN-ACK
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# OS-guess resolution chain:
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# 1. p0f-v2 (or whichever providers DECNET_OSFP_PROVIDERS enables)
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# matched against the latest tcp_fp snapshot — the 375-sig
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# vendored DB is far more discriminating than what follows.
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# 2. Modal sniffer-emitted label from the old ~10-sig hand-rolled
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# table in decnet/sniffer/p0f.py. Kept as fallback because the
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# vendored v2 DB predates post-2006 kernels.
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# 3. TTL bucket (linux / windows / embedded). Coarse but never
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# lies when at least one TCP packet was seen.
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os_guess: str | None = None
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modal_ttl = Counter(ttl_values).most_common(1)[0][0] if ttl_values else None
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osfp_match = _match_via_osfp_providers(tcp_fp, modal_ttl, tcp_fp_context)
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if osfp_match is not None:
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# Render "Linux" + "2.6.x kernel" as "Linux 2.6.x kernel" — a single
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# string fits the existing os_guess column contract. Flavor can be
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# empty for generic signatures, in which case we just emit the OS.
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os_guess = osfp_match.os if not osfp_match.flavor else f"{osfp_match.os} {osfp_match.flavor}"
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elif os_guesses:
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os_guess = Counter(os_guesses).most_common(1)[0][0]
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elif modal_ttl is not None:
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os_guess = _os_from_ttl(modal_ttl)
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# Median hop distance (robust to the occasional weird TTL).
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hop_distance: int | None = None
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if hops:
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hop_distance = int(statistics.median(hops))
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return {
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"os_guess": os_guess,
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"hop_distance": hop_distance,
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"tcp_fingerprint": tcp_fp or {},
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"retransmit_count": retransmits,
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"kex_order_raw": kex_order_raw,
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"ssh_client_banners": ssh_client_banners,
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}
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