Base.metadata's convention applies ck_%(table_name)s_%(constraint_name)s.
ml_settings and tag_allowlist passed already-prefixed names
(ck_ml_settings_singleton / ck_tag_allowlist_confidence_range), so the
ORM-side names came out doubled (ck_ml_settings_ck_ml_settings_singleton
etc.) and the migration-0003 smoke tests failed.
Same class of bug fixed in FC-2a for ImportSettings — should have applied
that lesson here. Bare names ('singleton', 'confidence_range') let the
convention produce the final names that match migration 0003's literal
DDL. Migration unchanged; only the model __table_args__.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
onnxruntime is in requirements-ml.txt only (deliberately kept out of the
lean web image and CI). The top-level `import onnxruntime` broke pytest
collection of test_ml_tagger / test_ml_suggestions / test_tasks_ml even
though those are pure-logic/integration-marked, because collection
imports the module.
Mirrors the embedder's lazy-torch pattern: onnxruntime is imported inside
Tagger.load(), placed AFTER the file-existence checks so
test_load_raises_when_model_missing still gets RuntimeError (not
ModuleNotFoundError) in onnxruntime-less environments. self._session
annotation dropped to a comment to avoid an eval-time ort reference.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
ruff isort orders Tagger before TagPrediction (its case-insensitive
tiebreak). One-char autofix; ruff check now clean across backend/tests/alembic.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
MaintenancePanel hosts: backfill + centroid recompute trigger cards,
the five suggestion-threshold sliders (autosave on slider release),
the allowlist table (inline editable min_confidence, delete), and the
alias table (mapping display, delete). Wired as a third Settings tab,
ML settings loaded lazily when the tab opens.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Thin wrappers over the FC-2b API: ml (settings GET/PATCH, backfill +
recompute triggers), allowlist (list, threshold patch, remove with
optimistic local update), aliases (list, remove with optimistic update).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
TagPanel now renders SuggestionsPanel below the current-tags area and
adds a per-chip kebab → Rename… (TagRenameDialog). modal store's
removeTag now also POSTs suggestions/dismiss after the delete so removing
an auto-applied tag records a per-image rejection and the allowlist
maintenance sweep won't re-apply it (closes the remove→re-apply loop
identified in the spec).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
AliasPicker: debounced autocomplete scoped to the prediction's category
(artist/character map to tag kinds; copyright searches unscoped),
returns the chosen canonical tag id. RenameDialog: PATCH /api/tags/<id>,
surfaces 409 collisions with the FC-2c merge hint.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Store: load per-image suggestions, accept (creates the tag first for
raw/creates_new_tag suggestions, then accepts by id), aliasAccept,
dismiss (client-side hide for raw tags), success toasts folded in.
Panel: people/sources groups always open, General collapsed by default;
alias picker dialog wired; shimmer skeleton while loading. SuggestionItem
shows score %, +new badge for raw tags, kebab menu. AliasPickerDialog
referenced (lands in Task 15).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
import_media_file now enqueues tag_and_embed alongside generate_thumbnail
after a successful import. scripts/download_models.py snapshots Camie +
SigLIP into /models, idempotent (skips when present). The ml-worker
entrypoint runs it before starting the Celery worker so a fresh /models
volume self-heals on first boot. Downloader tests are pure-logic (no
network in CI).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
The celery_app.py beat-schedule edit failed with a stale-read error in
the Task 9 commit, so the ML daily jobs weren't registered. Adds
ml-backfill-daily, recompute-centroids-daily, apply-allowlist-sweep-daily.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
apply_allowlist_tags: 4 modes (tag-only / image-only / both / full sweep),
matches a tag to a prediction either by direct name or via alias
(name, category) resolution, gates on per-tag min_confidence, skips
applied/rejected, applies source='ml_auto'. recompute_centroid /
recompute_centroids: async-bridged calls into CentroidService, delta-gated.
Beat: daily backfill, daily centroid recompute, daily allowlist sweep.
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
tag_and_embed: Camie + SigLIP on one image (video → 10-frame sample,
max-pool tags, mean-pool embeddings), stores predictions/embedding with
model versions, then enqueues per-image allowlist apply. backfill:
keyset-paginated discovery of images missing predictions/embeddings for
the current model versions (restart-safe). apply_allowlist_tags stub
included so .delay() resolves between commits (filled in Task 9).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
bvandeusen