correlator: gate LLM-orphan against rules-new instead of escalating to tiebreak (#115)
CORRELATION_REVIEW_0907b.md measured that radio housekeeping (unit check-ins, roll call, 10-8/10-98 clearings) is being promoted to incidents. Every case reads corr_llm_action=orphan, corr_rules_action=new, corr_consensus=tiebreak -> new: the cheap LLM correctly reads "not an incident", the rules engine says `new` only because there is no incident to link to, and the smart tiebreaker then sides with rules ~21/21. Reframing the tiebreaker prompt (#116) did nothing. The fix is a consensus-logic gate, not another prompt. Fix 1 (routers/upload.py) - LLM-orphan gate in _correlate_with_consensus: when the cheap LLM says `orphan` and the rules engine says `new` with NO positive event signal, resolve to `orphan` and skip the tiebreak call entirely. "No positive signal" = the rules corr_debug carries neither a positive corr_path (unit-continuity / location / fast/disambig / fast/single) nor a positive corr_fit_signal (unit_overlap / location_proximity). When it does carry one, the existing escalation-to-tiebreak is kept so a genuine event the LLM misreads as orphan still gets the second look. The resolved outcome records corr_consensus="llm_orphan_gate" (greppable, distinct from "tiebreak") and keeps corr_llm_reasoning / corr_rules_action / corr_llm_action populated. Fix 2 (incident_correlator.py) - tighten corr_path=location: the location path linked on a bare sub-location_proximity_km (0.5 km) distance with no unit or content check, which stitched a vehicle lockout to a station-restroom slip and merged two different churches an hour apart. A location link now requires unit overlap with the candidate OR a distance under a tighter bar (_LOCATION_TIGHT_PROXIMITY_KM = 0.2 km). Pursuit incidents keep their movement-speed-validated wide radius. A surviving location link now also writes corr_fit_signal (unit_overlap | location_proximity), consistent with Fix 1's positive-signal set. Tests: new tests/test_consensus_gate.py (13 cases) - the gate resolves to orphan without calling tiebreak on a no-signal disagreement; a unit_overlap / location_proximity / unit-continuity / fast-disambig rules signal still escalates; llm=link vs rules=new still escalates; the location path drops a shared-area candidate with neither unit overlap nor tight proximity, links on unit overlap, and links on tight proximity alone. Full c2-core suite 309 -> 322 passing. Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com> Claude-Session: https://claude.ai/code/session_01Tbknwttzou4s46PAykmtix
This commit is contained in:
co-authored by
Claude Sonnet 5
parent
7f4d684966
commit
ca1d8fbdae
@@ -0,0 +1,195 @@
|
||||
"""
|
||||
server-26#115 — two consensus-quality fixes.
|
||||
|
||||
Fix 1 (routers/upload.py): when the cheap LLM says `orphan` and the rules engine
|
||||
says `new` with NO positive event signal, resolve to `orphan` and DO NOT pay for
|
||||
the smart tiebreaker. Radio housekeeping (unit check-ins, roll call, 10-8/10-98)
|
||||
was being promoted to incidents because the tiebreaker rubber-stamped the rules
|
||||
`new` ~21/21 of the time (CORRELATION_REVIEW_0907b.md). A genuine event the LLM
|
||||
misreads as orphan still escalates, because the rules result then carries a real
|
||||
signal (unit overlap, location proximity, unit-continuity / disambig).
|
||||
|
||||
Fix 2 (incident_correlator.py): the `location` correlation path linked on a bare
|
||||
sub-`location_proximity_km` (0.5 km) distance alone. In a dense village two
|
||||
unrelated events routinely geocode that close. A `location` link now needs unit
|
||||
overlap with the candidate OR a distance under a tighter bar.
|
||||
"""
|
||||
from datetime import datetime, timedelta, timezone
|
||||
from unittest.mock import AsyncMock, patch
|
||||
|
||||
import pytest
|
||||
|
||||
from app.routers import upload
|
||||
from app.routers.upload import _rules_has_positive_event_signal
|
||||
from app.internal.incident_correlator import _run_decision
|
||||
|
||||
NOW = datetime(2026, 9, 7, 21, 30, 0, tzinfo=timezone.utc)
|
||||
|
||||
|
||||
# ─────────────────────────────────────────────────────────────────────────────
|
||||
# Fix 1 — the LLM-orphan gate in _correlate_with_consensus
|
||||
# ─────────────────────────────────────────────────────────────────────────────
|
||||
|
||||
def _preview(action, corr_debug=None):
|
||||
return {
|
||||
"decision": {
|
||||
"action": action,
|
||||
"matched_incident": None,
|
||||
"incident_type": "other" if action == "new" else None,
|
||||
"corr_debug": {} if corr_debug is None else dict(corr_debug),
|
||||
},
|
||||
"ctx": {"call_id": "call-1"},
|
||||
}
|
||||
|
||||
|
||||
def _llm(action, reasoning="—"):
|
||||
md = {"incident_id": "inc-1"} if action == "link" else None
|
||||
return {"action": action, "matched_incident": md, "reasoning": reasoning}
|
||||
|
||||
|
||||
async def _run_consensus(preview, llm_decision):
|
||||
tiebreak_result = {
|
||||
"action": "new", "matched_incident": None, "incident_type": "other",
|
||||
"corr_debug": {}, "reasoning": "tb",
|
||||
}
|
||||
with patch("app.internal.incident_correlator.preview_correlation",
|
||||
new=AsyncMock(return_value=preview)), \
|
||||
patch("app.internal.incident_correlator.apply_correlation",
|
||||
new=AsyncMock(return_value="incident-x")) as m_apply, \
|
||||
patch("app.internal.llm_correlator.decide",
|
||||
new=AsyncMock(return_value=llm_decision)), \
|
||||
patch("app.internal.llm_correlator.tiebreak",
|
||||
new=AsyncMock(return_value=tiebreak_result)) as m_tiebreak:
|
||||
await upload._correlate_with_consensus(
|
||||
call_id="call-1", node_id="n1", system_id="sys-1",
|
||||
talkgroup_id=9048, talkgroup_name="Dispatch", tags=[],
|
||||
incident_type=None, location=None, location_coords=None,
|
||||
)
|
||||
return m_apply, m_tiebreak
|
||||
|
||||
|
||||
async def test_llm_orphan_vs_rules_new_no_signal_gates_to_orphan_without_tiebreak():
|
||||
m_apply, m_tiebreak = await _run_consensus(
|
||||
_preview("new", {}), _llm("orphan", "unit check-in, not an incident"),
|
||||
)
|
||||
m_tiebreak.assert_not_called()
|
||||
m_apply.assert_called_once()
|
||||
gated = m_apply.call_args[0][0]["decision"]
|
||||
assert gated["action"] == "orphan"
|
||||
dbg = gated["corr_debug"]
|
||||
assert dbg["corr_consensus"] == "llm_orphan_gate"
|
||||
assert dbg["corr_consensus"] != "tiebreak"
|
||||
assert dbg["corr_rules_action"] == "new"
|
||||
assert dbg["corr_llm_action"] == "orphan"
|
||||
assert dbg["corr_llm_reasoning"] == "unit check-in, not an incident"
|
||||
|
||||
|
||||
@pytest.mark.parametrize("fit_signal", [None, "none", "thin_recency"])
|
||||
async def test_gate_fires_for_every_non_positive_fit_signal(fit_signal):
|
||||
dbg = {} if fit_signal is None else {"corr_fit_signal": fit_signal}
|
||||
m_apply, m_tiebreak = await _run_consensus(_preview("new", dbg), _llm("orphan"))
|
||||
m_tiebreak.assert_not_called()
|
||||
assert m_apply.call_args[0][0]["decision"]["action"] == "orphan"
|
||||
|
||||
|
||||
@pytest.mark.parametrize("corr_debug", [
|
||||
{"corr_fit_signal": "unit_overlap"},
|
||||
{"corr_fit_signal": "location_proximity"},
|
||||
{"corr_path": "unit-continuity"},
|
||||
{"corr_path": "fast/disambig"},
|
||||
])
|
||||
async def test_positive_rules_signal_still_escalates_to_tiebreak(corr_debug):
|
||||
m_apply, m_tiebreak = await _run_consensus(
|
||||
_preview("new", corr_debug), _llm("orphan"),
|
||||
)
|
||||
m_tiebreak.assert_called_once()
|
||||
|
||||
|
||||
async def test_llm_link_vs_rules_new_still_escalates():
|
||||
m_apply, m_tiebreak = await _run_consensus(_preview("new", {}), _llm("link", "same job"))
|
||||
m_tiebreak.assert_called_once()
|
||||
|
||||
|
||||
def test_rules_has_positive_event_signal_predicate():
|
||||
assert _rules_has_positive_event_signal({"corr_debug": {"corr_fit_signal": "unit_overlap"}})
|
||||
assert _rules_has_positive_event_signal({"corr_debug": {"corr_fit_signal": "location_proximity"}})
|
||||
assert _rules_has_positive_event_signal({"corr_debug": {"corr_path": "unit-continuity"}})
|
||||
assert _rules_has_positive_event_signal({"corr_debug": {"corr_path": "location"}})
|
||||
assert not _rules_has_positive_event_signal({"corr_debug": {}})
|
||||
assert not _rules_has_positive_event_signal({"corr_debug": {"corr_path": "new"}})
|
||||
assert not _rules_has_positive_event_signal({"corr_debug": {"corr_fit_signal": "thin_recency"}})
|
||||
assert not _rules_has_positive_event_signal({})
|
||||
|
||||
|
||||
# ─────────────────────────────────────────────────────────────────────────────
|
||||
# Fix 2 — tighten corr_path=location
|
||||
# ─────────────────────────────────────────────────────────────────────────────
|
||||
|
||||
CALL_COORDS = {"lat": 41.150000, "lng": -73.860000}
|
||||
# ~0.39 km north of the call — inside location_proximity_km (0.5) but well
|
||||
# outside the tight bar (_LOCATION_TIGHT_PROXIMITY_KM, 0.2).
|
||||
FAR_INC_COORDS = {"lat": 41.153500, "lng": -73.860000}
|
||||
# ~0.13 km north of the call — inside the tight bar.
|
||||
NEAR_INC_COORDS = {"lat": 41.151200, "lng": -73.860000}
|
||||
|
||||
|
||||
def _loc_ctx(*, inc_coords, inc_units, call_units):
|
||||
inc = {
|
||||
"incident_id": "inc-loc",
|
||||
"system_ids": ["sys-1"],
|
||||
"talkgroup_ids": ["100"], # different TGID → fast path is a no-op
|
||||
"location_coords": inc_coords,
|
||||
"units": inc_units,
|
||||
"tags": [],
|
||||
"type": "police",
|
||||
"updated_at": (NOW - timedelta(minutes=6)).isoformat(),
|
||||
"started_at": (NOW - timedelta(minutes=20)).isoformat(),
|
||||
"status": "active",
|
||||
"call_ids": ["c0"],
|
||||
}
|
||||
return {
|
||||
"call_id": "call-loc",
|
||||
"all_active": [inc],
|
||||
"recent": [inc],
|
||||
"call_doc": {},
|
||||
"call_embedding": None,
|
||||
"call_units": call_units,
|
||||
"call_vehicles": [],
|
||||
"call_cleared": [],
|
||||
"call_severity": "routine",
|
||||
"coords": CALL_COORDS,
|
||||
"is_thin_call": False,
|
||||
"now": NOW,
|
||||
"system_id": "sys-1",
|
||||
"talkgroup_id": 999, # not in inc.talkgroup_ids
|
||||
"talkgroup_name": "Tactical",
|
||||
"tags": [],
|
||||
"incident_type": "police",
|
||||
"location": "Main St",
|
||||
"location_coords": CALL_COORDS,
|
||||
"reassignment": True, # suppress the unit-continuity path
|
||||
"create_if_new": True,
|
||||
}
|
||||
|
||||
|
||||
def test_location_path_shared_area_no_unit_overlap_no_proximity_does_not_link():
|
||||
ctx = _loc_ctx(inc_coords=FAR_INC_COORDS, inc_units=["7-Adam"], call_units=["3-Boy"])
|
||||
decision = _run_decision(ctx)
|
||||
assert decision["action"] != "link"
|
||||
assert (decision.get("corr_debug") or {}).get("corr_path") != "location"
|
||||
|
||||
|
||||
def test_location_path_links_on_unit_overlap():
|
||||
ctx = _loc_ctx(inc_coords=FAR_INC_COORDS, inc_units=["5-Adam"], call_units=["5-Adam"])
|
||||
decision = _run_decision(ctx)
|
||||
assert decision["action"] == "link"
|
||||
assert decision["corr_debug"]["corr_path"] == "location"
|
||||
assert decision["corr_debug"]["corr_fit_signal"] == "unit_overlap"
|
||||
|
||||
|
||||
def test_location_path_links_on_tight_proximity_without_unit_overlap():
|
||||
ctx = _loc_ctx(inc_coords=NEAR_INC_COORDS, inc_units=["7-Adam"], call_units=["3-Boy"])
|
||||
decision = _run_decision(ctx)
|
||||
assert decision["action"] == "link"
|
||||
assert decision["corr_debug"]["corr_path"] == "location"
|
||||
assert decision["corr_debug"]["corr_fit_signal"] == "location_proximity"
|
||||
Reference in New Issue
Block a user