gendesign/tradein-mvp/backend/app
bot-backend 46db7ebcba feat(tradein): ppm2-tier segmentation of asking->sold ratio pool, flag-gated (#928)
Add ppm2-tier (low/mid/high) asking->sold ratio lookup behind
tier_aware_ratio_enabled feature flag (default OFF). Flag-OFF path
remains byte-identical to pre-#928 behavior.

Migration 098 (additive, idempotent):
- asking_to_sold_tier_bounds: 33.33/66.67 pct ppm2 bounds per rooms_bucket
- asking_to_sold_ratios_tiered: per-tier ratio + 'all' aggregates + global -1
  Parallel table to avoid fetchone() regression on asking_to_sold_ratios.

Task (asking_to_sold_ratio.py):
- Extends recompute_asking_to_sold_ratios with tiered DELETE + re-derive
  in same transaction (atomic with old table refresh).
- Two new counters: tiered_rows_written, tier_bounds_written.

Config (config.py):
- tier_aware_ratio_enabled: bool = False  (feature flag, ENV: TIER_AWARE_RATIO_ENABLED)
- tier_ratio_shrink_k: int = 150  (empirical-Bayes shrink K, ENV: TIER_RATIO_SHRINK_K)

Estimator (estimator.py):
- _get_asking_sold_ratio gains anchor_ppm2 param (default None, backward-compat).
- Cache key changed from int to tuple[int, str|None] (bucket, tier).
- Flag-ON path: bounds lookup -> tier assign -> shrunk ratio w/ Bayes shrink.
- Fallback chain: tier -> 'all' -> global_all -> (None, None).

Tests:
- tests/services/test_asking_sold_tier_ratio.py: 8 new unit tests.
- tests/test_asking_to_sold_ratio.py: updated FakeDB (8 execute calls) + counter assertions.

Refs #928
2026-05-31 23:58:46 +03:00
..
api perf(tradein): cian full-load incremental save + concurrent pagination (#929) 2026-05-31 20:27:27 +00:00
core feat(tradein): ppm2-tier segmentation of asking->sold ratio pool, flag-gated (#928) 2026-05-31 23:58:46 +03:00
observability feat(tradein): enrich GlitchTip SDK init — integrations + PII scrub (#396) (#643) 2026-05-29 09:23:17 +00:00
schemas docs(tradein): clarify n_analogs vs analogs[] top-10 cap (#698) (#737) 2026-05-30 15:00:48 +00:00
services feat(tradein): ppm2-tier segmentation of asking->sold ratio pool, flag-gated (#928) 2026-05-31 23:58:46 +03:00
tasks feat(tradein): ppm2-tier segmentation of asking->sold ratio pool, flag-gated (#928) 2026-05-31 23:58:46 +03:00
__init__.py feat: add tradein-mvp subproject (Trade-In Estimator под /trade-in) 2026-05-21 00:25:39 +03:00
main.py feat(tradein): systemd timer scheduler — trigger script + units + SCHEDULER_ENABLE flag (#581) 2026-05-31 16:53:38 +00:00