Merge pull request 'fix(site-finder): gate velocity on confidence of objective_complex_mapping (#307 OBJ-2)' (#1720) from fix/objective-mapping-is-reviewed-gate-307-obj2 into main
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This commit is contained in:
lekss361 2026-06-17 19:43:04 +00:00
commit 8a24b057ac
3 changed files with 153 additions and 3 deletions

View file

@ -16,9 +16,13 @@ Foundation: domrf_kn_objects (lat/lon, comm_name, obj_class, region_cd),
Fallback: rosreestr_deals (quarter_cad_number, deal_count, period_start_date).
Linkage: domrf_kn_objects.obj_id
objective_complex_mapping.domrf_obj_id
objective_complex_mapping.domrf_obj_id (gated: is_reviewed/manual/score0.85)
objective_complex_mapping.objective_complex_name
objective_corpus_room_month.project_name
OBJ-2 (#307): маппинги фильтруются по confidence (_MAPPING_CONFIDENCE_GATE) —
unreviewed low-score auto-matches (#1331/#1333 backfill) исключаются как
false-positive risk.
"""
from __future__ import annotations
@ -40,6 +44,24 @@ _EKB_MEDIAN_FALLBACK_SQM_PER_MONTH: float = 4500.0
# пытаемся rosreestr_fallback.
_OBJECTIVE_COVERAGE_MIN_RATIO: float = 0.50
# OBJ-2 (#307): gate objective_complex_mapping by confidence перед использованием
# в velocity. Fuzzy-trgm backfill (#1331/#1333) добавил ~115 auto-matched строк с
# is_reviewed=false и низким match_score (вплоть до 0.50-0.625) — false-positive
# risk, который раздувал/искажал velocity конкурентов.
#
# Принимаем mapping только если:
# - is_reviewed = TRUE (человек подтвердил), ИЛИ
# - match_method = 'manual' (ручной маппинг, score обычно NULL), ИЛИ
# - match_score >= 0.85 (AUTO_ACCEPT_THRESHOLD — high-confidence auto,
# vault: fuzzy_trgm 0.85+ надёжен для auto-use).
#
# Строгий gate только на is_reviewed=true дал бы 2 строки из 303 → обнулил бы
# velocity-покрытие; 0.85-порог сохраняет 264/303 EKB-маппингов, отбрасывая 39
# низкоуверенных. Совпадает с AUTO_ACCEPT_THRESHOLD из objective_backfill.py.
_MAPPING_CONFIDENCE_GATE: str = (
"(cm.is_reviewed = TRUE OR cm.match_method = 'manual' OR cm.match_score >= 0.85)"
)
@dataclass(frozen=True)
class VelocityResult:
@ -195,7 +217,7 @@ def compute_velocity(
sales_rows = (
db.execute(
text(
"""
f"""
WITH all_competitors AS (
SELECT unnest(CAST(:obj_ids AS int[])) AS obj_id
),
@ -204,6 +226,7 @@ def compute_velocity(
cm.objective_complex_name
FROM objective_complex_mapping cm
WHERE cm.domrf_obj_id = ANY(:obj_ids)
AND {_MAPPING_CONFIDENCE_GATE}
)
SELECT
ac.obj_id,
@ -311,12 +334,13 @@ def compute_velocity(
bucket_rows = (
db.execute(
text(
"""
f"""
WITH mapped AS (
SELECT cm.domrf_obj_id AS obj_id,
cm.objective_complex_name
FROM objective_complex_mapping cm
WHERE cm.domrf_obj_id = ANY(:obj_ids)
AND {_MAPPING_CONFIDENCE_GATE}
)
SELECT
m.obj_id,

View file

@ -327,6 +327,39 @@ def test_by_room_bucket_empty_when_no_bucket_data():
assert result.by_room_bucket == {}
def test_mapping_confidence_gate_in_sales_query():
"""OBJ-2 (#307): sales/bucket queries фильтруют objective_complex_mapping
по confidence unreviewed low-score auto-matches исключены.
Проверяем, что SQL, переданный в db.execute для маппинг-CTE, содержит
предикат gate (is_reviewed / manual / match_score >= 0.85). Это гарантирует,
что ~115 fuzzy-trgm строк с is_reviewed=false и score<0.85 не попадают в velocity.
"""
comp_rows = [_comp_row(1), _comp_row(2)]
sales_rows = [
_sales_row(1, total_sqm=4000.0, months=4),
_sales_row(2, total_sqm=3000.0, months=4),
]
bucket_rows = [_bucket_row(1, "1", units_sold=20, sqm_sold=900.0)]
db = _make_db(comp_rows=comp_rows, sales_rows=sales_rows, bucket_rows=bucket_rows)
with patch(
"app.services.site_finder.velocity._get_ekb_median",
return_value=_EKB_MEDIAN_FALLBACK_SQM_PER_MONTH,
):
compute_velocity(db, parcel_geom_wkt=_PARCEL_WKT)
# db.execute вызывается 3 раза: comp / sales / bucket. SQL берём из call_args.
executed_sql = [str(call.args[0]) for call in db.execute.call_args_list]
# comp-query НЕ трогает mapping; sales (idx 1) и bucket (idx 2) — должны иметь gate.
mapping_queries = [s for s in executed_sql if "objective_complex_mapping" in s]
assert len(mapping_queries) >= 2, "ожидаются sales + bucket запросы с mapping"
for sql in mapping_queries:
assert "cm.is_reviewed = TRUE" in sql
assert "cm.match_method = 'manual'" in sql
assert "cm.match_score >= 0.85" in sql
def test_sample_competitors_include_by_room_bucket():
"""sample_competitors каждого элемента содержит by_room_bucket."""
comp_rows = [_comp_row(1), _comp_row(2)]

View file

@ -0,0 +1,93 @@
-- 165_velocity_mapping_reviewed_gate.sql
-- #307 OBJ-2 — gate objective_complex_mapping by confidence в mv_layout_velocity.
--
-- Контекст: fuzzy-trgm backfill (#1331/#1333, миграции 155/156/116/117/150) добавил
-- ~115+ auto-matched строк в objective_complex_mapping с is_reviewed=false и низким
-- match_score (вплоть до 0.50-0.625). Они с высокой вероятностью false-positive
-- (Objective project name ≠ тот же ЖК что domrf_obj_id) и искажали velocity-агрегаты
-- Site Finder, попадая в MV наравне с проверенными маппингами.
--
-- Fix: redefine MV с confidence-gate в JOIN — принимаем маппинг только если
-- is_reviewed = TRUE (человек подтвердил), ИЛИ
-- match_method = 'manual' (ручной маппинг, score обычно NULL), ИЛИ
-- match_score >= 0.85 (AUTO_ACCEPT_THRESHOLD из objective_backfill.py —
-- high-confidence auto, fuzzy_trgm 0.85+ надёжен).
--
-- Строгий gate только на is_reviewed=true дал бы 2 строки из 303 EKB-маппингов →
-- обнулил бы velocity. Порог 0.85 сохраняет ~264/303, отбрасывая ~39 низкоуверенных.
-- Тот же предикат применён в runtime-пути backend/app/services/site_finder/velocity.py.
--
-- Сохраняет weighted-average формулу из #21 (100_fix_mv_layout_velocity_weighted_avg.sql) —
-- меняется ТОЛЬКО WHERE/JOIN-условие на objective_complex_mapping.
--
-- Dependencies: mv_layout_velocity не имеет зависимых VIEW/MV (проверено 2026-05-17/100_fix).
-- Idempotency: DROP IF EXISTS → безопасен при повторном запуске.
-- Deploy order: SQL migration → app deploy. Auto-applied через _schema_migrations.
-- ВАЖНО: DROP + CREATE + REFRESH (non-concurrent, блокировка ~30 с на ~19 738 source rows).
BEGIN;
DROP MATERIALIZED VIEW IF EXISTS mv_layout_velocity CASCADE;
CREATE MATERIALIZED VIEW mv_layout_velocity AS
WITH last24mo AS (
SELECT
ocm.project_name,
CASE
WHEN ocm.room_bucket = 'студия' THEN 'studio'
ELSE ocm.room_bucket
END AS room_bucket,
ocm.deals_total_count,
ocm.deals_total_avg_area_m2,
ocm.deals_total_avg_price_thousand_rub_per_m2,
ocm.deals_total_vol_m2,
ocm.report_month
FROM objective_corpus_room_month ocm
WHERE ocm.report_month >= (NOW() - INTERVAL '24 months')::date
)
SELECT
cm.domrf_obj_id AS obj_id,
l.room_bucket,
SUM(l.deals_total_count)::int AS total_deals_24mo,
-- weighted average (#21) — нули из месяцев без сделок не тянут вниз.
(SUM(l.deals_total_avg_area_m2 * l.deals_total_count)
/ NULLIF(SUM(l.deals_total_count), 0))::numeric(10, 2) AS avg_area_m2,
(SUM(l.deals_total_avg_price_thousand_rub_per_m2 * l.deals_total_count)
/ NULLIF(SUM(l.deals_total_count), 0))::numeric(12, 2) AS avg_price_thousand_rub_per_m2,
SUM(l.deals_total_vol_m2)::numeric(12, 2) AS total_vol_m2,
MIN(l.report_month) AS window_start,
MAX(l.report_month) AS window_end,
COUNT(DISTINCT l.report_month)::int AS months_with_data
FROM last24mo l
JOIN objective_complex_mapping cm
ON cm.objective_complex_name = l.project_name
WHERE l.room_bucket IS NOT NULL
AND cm.domrf_obj_id IS NOT NULL
AND cm.objective_group = 'Екатеринбург'
-- #307 OBJ-2: confidence-gate — исключаем unreviewed low-score auto-matches.
AND (cm.is_reviewed = TRUE OR cm.match_method = 'manual' OR cm.match_score >= 0.85)
GROUP BY cm.domrf_obj_id, l.room_bucket
WITH NO DATA;
-- UNIQUE index: required for REFRESH CONCURRENTLY (periodic via layout_velocity_refresh.py).
CREATE UNIQUE INDEX mv_layout_velocity_pk
ON mv_layout_velocity (obj_id, room_bucket);
-- Lookup index for /best-layouts endpoint queries by obj_id.
CREATE INDEX mv_layout_velocity_obj_idx
ON mv_layout_velocity (obj_id);
-- Initial populate (non-concurrent — MV just created, CONCURRENTLY requires populated MV).
REFRESH MATERIALIZED VIEW mv_layout_velocity;
COMMENT ON MATERIALIZED VIEW mv_layout_velocity IS
'Per-(obj_id, room_bucket) deals aggregation за last 24 months. '
'WEIGHTED average площади и цены (SF Bug #21). '
'Confidence-gated mapping: is_reviewed/manual/score>=0.85 (#307 OBJ-2). '
'Source: objective_corpus_room_month × objective_complex_mapping (EKB only). '
'Refresh via layout_velocity_refresh.py (CONCURRENTLY после initial populate).';
COMMIT;