feat(tradein/db): premium_houses materialized view from listing concentration (#2002)

This commit is contained in:
bot-backend 2026-06-27 19:31:42 +03:00
parent c45445b726
commit 8c1b96ecb5
2 changed files with 78 additions and 6 deletions

View file

@ -8,6 +8,7 @@ in tradein-mvp/backend/app/). This module provides both:
NEEDS COORDINATION: main session must decide whether to bootstrap Celery in tradein-mvp
or run via external scheduler (systemd timer / OS cron). Until then, no Beat schedule.
"""
from __future__ import annotations
import logging
@ -21,20 +22,35 @@ logger = logging.getLogger(__name__)
def refresh_search_matview() -> None:
"""REFRESH MATERIALIZED VIEW CONCURRENTLY listings_search_mv (psycopg v3, sync).
"""REFRESH MATERIALIZED VIEW CONCURRENTLY listings_search_mv + premium_houses.
Logs duration. Idempotent. Safe to run during read traffic (CONCURRENTLY).
psycopg v3, sync. Logs duration. Idempotent. Safe to run during read traffic
(CONCURRENTLY). premium_houses (#2002) derives from `listings`, so it is refreshed
right after the search MV in the same session. Each MV is refreshed independently
a failure on one is logged and does not abort the other (autocommit, so a failed
REFRESH does not leave the connection in an aborted transaction).
"""
start = time.monotonic()
# DATABASE_URL is SQLAlchemy dialect form (postgresql+psycopg://...) in tradein-mvp
# (see tradein-mvp/docker-compose.prod.yml). libpq / psycopg.connect() accepts only
# postgresql:// or postgres:// — strip the +psycopg dialect prefix.
dsn = settings.database_url.replace("postgresql+psycopg://", "postgresql://", 1)
# CONCURRENTLY requires a UNIQUE index on each MV (listings_search_mv,
# premium_houses_house_id_uidx). Order matters: premium_houses depends on the same
# `listings` rows, so refresh it after the search MV is fresh.
matviews = ("listings_search_mv", "premium_houses")
with psycopg.connect(dsn, autocommit=True) as conn:
for mv in matviews:
mv_start = time.monotonic()
try:
with conn.cursor() as cur:
cur.execute("REFRESH MATERIALIZED VIEW CONCURRENTLY listings_search_mv")
elapsed = time.monotonic() - start
logger.info("listings_search_mv refresh completed in %.2fs", elapsed)
cur.execute(f"REFRESH MATERIALIZED VIEW CONCURRENTLY {mv}")
except Exception:
# Don't let one MV's failure skip the others; surface for alerting.
logger.exception("%s refresh failed", mv)
else:
logger.info("%s refresh completed in %.2fs", mv, time.monotonic() - mv_start)
logger.info("matview refresh batch completed in %.2fs", time.monotonic() - start)
# Celery-task wrapper — only registers if celery_app exists.

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@ -0,0 +1,56 @@
-- 139_premium_houses.sql
-- Purpose: premium_houses materialized view — premium / elite EKB buildings
-- identified by listing concentration (#2002, premium-building identification).
--
-- Rationale (#2002):
-- We flag a house as "premium" by the concentration of expensive listings on it.
-- Validated query returns ~297 houses that together cover ~65% of all >=20M RUB
-- elite listings. A house qualifies when it has a meaningful sample (n >= 4 active
-- listings with sane price_per_m2) AND either:
-- - a high median price_per_m2 (>= 220000 RUB/m2), OR
-- - at least 3 listings priced >= 20M RUB (n_elite >= 3).
-- price_per_m2 is clamped to [100000, 800000] to drop scrape garbage / mis-parsed
-- areas before aggregating, so the median is robust.
--
-- house_id dupes: house_dedup is imperfect, so the same physical building can appear
-- under several house_id values. That is FINE here — we deliberately keep every
-- variant in the set; dropping dupes would only shrink coverage, never improve it.
-- The unique index is on house_id (each MV row is one house_id), not on a physical
-- building, so distinct house_id rows never collide.
--
-- Refresh: refreshed by the existing MV-refresh task (app/tasks/refresh_search_matview.py,
-- scheduled as `refresh_search_matview` in scrape_schedules) right AFTER
-- listings_search_mv — premium_houses derives from `listings`, so refreshing it once
-- the search MV is fresh keeps both in step. REFRESH ... CONCURRENTLY requires the
-- UNIQUE index below.
--
-- Dependencies: 002_core_tables.sql (listings: house_id_fk, price_rub, price_per_m2,
-- area_m2, is_active).
-- Deploy order: after 002_core_tables.sql. No backend schema coupling.
-- Re-run safe: CREATE MATERIALIZED VIEW IF NOT EXISTS + CREATE UNIQUE INDEX IF NOT EXISTS.
-- No DROP — dropping would break in-flight REFRESH ... CONCURRENTLY and momentarily
-- delete the object during deploy.
BEGIN;
CREATE MATERIALIZED VIEW IF NOT EXISTS premium_houses AS
WITH lh AS (
SELECT l.house_id_fk AS house_id,
count(*) AS n,
count(*) FILTER (WHERE l.price_rub >= 20000000) AS n_elite,
percentile_cont(0.5) WITHIN GROUP (ORDER BY l.price_per_m2)
FILTER (WHERE l.price_per_m2 BETWEEN 100000 AND 800000) AS med_ppm2
FROM listings l
WHERE l.is_active AND l.house_id_fk IS NOT NULL AND l.area_m2 > 0
AND l.price_per_m2 BETWEEN 100000 AND 800000
GROUP BY l.house_id_fk
)
SELECT house_id, n, n_elite, round(med_ppm2)::int AS med_ppm2
FROM lh
WHERE n >= 4 AND (med_ppm2 >= 220000 OR n_elite >= 3);
-- UNIQUE index is mandatory for REFRESH MATERIALIZED VIEW CONCURRENTLY.
CREATE UNIQUE INDEX IF NOT EXISTS premium_houses_house_id_uidx
ON premium_houses (house_id);
COMMIT;