4 Commits
Author SHA1 Message Date
bvandeusen 5a0e1bbd03 perf(ml): batch the auto-apply sweeps' image_tag inserts (#3072)
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Item 1 of #3072. Both sweeps issued a single-row pg_insert(image_tag)
from inside their per-image loop. Steady state that is nothing; a first
sweep over a back-catalogue is one round-trip per applied tag, tens of
thousands of them. Each chunk now collects its rows and writes them in
one statement.

The ticket suggested one insert per chunk PER TAG. A single multi-row
VALUES carries every tag at once, so it is one statement per chunk full
stop — and the sweeps already accumulate across all heads before they
commit, so nothing had to be restructured to allow it.

Not a new helper: wip_title.apply_wip_image_tags was already doing the
chunked ON CONFLICT DO NOTHING insert, so that shape is extracted to
services/image_tag_apply.insert_image_tags and all three writers share
it. The extraction deliberately leaves wip_title's pre-SELECT behind
rather than pulling it into the shared function — the sweeps don't need
it (their `skip` sets already exclude applied and rejected images) and
it exists only to produce an accurate count, which the sweeps also
compute themselves. So the shared primitive returns nothing: psycopg
reports rowcount -1 for a multi-row ON CONFLICT DO NOTHING insert, and a
count taken from the statement would be a lie rather than an
approximation.

Ordering note for the system-tag sweep: tag rows are now written after
that chunk's PresentationReview rows rather than interleaved before
them. Safe — PresentationReview FKs to image_record and tag, not to
image_tag.

Chunk size stays 5000: 5000 rows x 3 bound params = 15000, inside
Postgres' 65535-parameter ceiling with room to spare.

tests/test_image_tag_apply.py covers the primitive directly, since it is
now the single place three writers can be wrong at once — most
importantly that a re-run never restamps a hand-applied tag's source,
which would silently poison head training (it excludes the auto
sources).

Left alone: _insert_presentation_review is still per-row, and the
retract path still deletes per-row. Both operate on sets that are small
by construction, unlike the apply path.

Refs #3072
2026-08-27 07:51:23 -04:00
bvandeusenandClaude Opus 4.8 af0d39ed52 feat(wip): soft title tier — sketch/doodle vocab + ring-loud audit (#1474)
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Extends WIP title-tagging to lower-precision cues (sketch/doodle/scribble) safely.

- wip_title.py: soft matcher (word-anchored; sketchbook/kadoodle don't trip it);
  WIP_TITLE_SOFT_SOURCE + soft SQL prefilter; apply_wip_image_tags takes a source arg.
- training_data._AUTO_SOURCES += 'wip_title_soft' → the soft tier is PROVISIONAL and
  never trains the wip head (a finished "sketch" can't pollute it). Only the hard
  tier (wip_title) + manual train.
- ImportSettings.wip_soft_title_tagging_enabled (OFF by default, opt-in). Migration 0087.
- importer: hard tier wins, soft is the fallback (source wip_title_soft).
- backfill: refactored into a shared _backfill_wip_tier; hard always, soft when enabled.
- heads.soft_wip_conflict_audit + daily beat: score soft-tagged images against content
  heads, flag ring-loud ones (PresentationReview mode=process) for the review strip —
  the operator's "measure if they got falsely tagged" safety.
- api settings toggle; ImportFiltersForm soft toggle.
- tests: soft matcher pos/neg; soft source not a training positive; audit flags
  ring-loud + spares quiet.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-13 10:14:38 -04:00
bvandeusenandClaude Opus 4.8 0da0e47784 fix(wip-title): count inserts via pre-SELECT, not driver rowcount
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apply_wip_image_tags relied on result.rowcount, but psycopg reports -1 for a
multi-row INSERT ... ON CONFLICT DO NOTHING (executemany path), so the return
count (and the backfill's reported total) was wrong. Compute the count from a
pre-SELECT of already-tagged ids within the same transaction; keep ON CONFLICT
DO NOTHING as a race-safety belt.

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-12 12:22:25 -04:00
bvandeusenandClaude Opus 4.8 571938781a feat(tagging): title-based WIP auto-tagging (#1458)
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Auto-apply the `wip` system tag to posts whose TITLE explicitly declares
work-in-progress ("WIP" / "work in progress") — a deterministic, high-precision
complement to the image-based ML `wip` head. WIP images are excluded from the
Explore/gallery browse, so honouring the artist's own label keeps unfinished
pieces out of the main browse.

- services/wip_title.py: precision-first token-anchored matcher (swipe/wiped
  never trip it) + sync apply helpers (source='wip_title', ON CONFLICT DO
  NOTHING, chunked under the psycopg param ceiling).
- importer: live hook on FRESH import only (never on deep-scan/supersede), so a
  manually-removed WIP tag is never re-applied by a routine re-scan.
- maintenance.backfill_wip_title_tags: operator-triggered back-catalogue sweep
  (coarse SQL prefilter + regex confirm, keyset-paginated). Deliberately NOT a
  beat — a periodic re-run would silently undo manual removals.
- ImportSettings.wip_title_tagging_enabled (default ON, migration 0085) gating
  the live hook; GET/PATCH + POST /settings/wip-title/scan.
- Settings UI: toggle + "Scan existing posts" button.
- Tests: pure matcher unit tests + integration (apply idempotency, backfill
  precision).

Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
2026-07-12 12:12:19 -04:00