Two capabilities that work together to turn the suggestion system from
a 'review every noisy chip' UX into a 'curated tags only, configurable
auto-apply' UX for a solo-user library.
Auto-accept threshold
Service (tag_suggestions.py):
- New default auto_accept_general_threshold = 0.95 in _DEFAULTS
- get_suggestions splits general-category hits at/above the threshold
into a separate auto_accept_candidates list; the core 'character'/
'copyright'/'general' keys stay the same shape for existing callers
- get_bulk_suggestions ignores the new key (no side effects in bulk)
Route (main.py GET /image/<id>/suggestions):
- For each candidate: find-or-create Tag(kind='user', name=name), attach
to image, log SuggestionFeedback(source='wd14'|etc, decision='accepted')
- Response adds 'auto_accepted: [{id, name, display_name, kind,
confidence, source}, ...]' so the modal can review + undo
Config endpoints (main.py):
GET /api/suggestions/config/auto-accept-threshold
POST /api/suggestions/config/auto-accept-threshold {threshold}
Values > 1.0 effectively disable the feature
UI (view-modal.js):
- New renderAutoAccepted block at top of suggestions section with
green-tinted chips carrying ✕ (undo for this image, logs rejection)
and ⊘ (blocklist + remove from all images)
- loadSuggestions refreshes the tag pill list when auto_accepted has
items so the user sees them in the Tags section too
Settings:
- Maintenance tab gains a number input + save button backed by
/api/suggestions/config/auto-accept-threshold
Retroactive blocklist sweep
New Celery task app.tasks.maintenance.sweep_blocklisted_tag_from_images
on the maintenance queue. Enqueued automatically when a name is added
via POST /api/suggestions/blocklist or appears new in the bulk replace.
Task body: finds kind='user' Tag matching the name, deletes its
image_tags rows, deletes the Tag itself. Scope limited to kind='user'
so deliberate character/fandom/artist tags sharing a blocklisted name
aren't silently destroyed.
Verification (local dev):
- Threshold GET/POST round-trip correct (default 0.95, persisted in
tag_suggestion_config)
- Image 633 at threshold=0.9: 4 general tags auto-applied, each with
a SuggestionFeedback row, returned in auto_accepted
- Blocklist add of 'sweeptestonly' with an attached test tag: Redis
maintenance queue depth = 1, task body removes 1 image_tags row +
the Tag row
- get_bulk_suggestions still works (auto_accept_candidates key skipped)
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Adds a tag_suggestion_blocklist table + service-layer filter so the
user can permanently suppress specific canonical tag names from the
suggestion stream (WD14 anatomy/composition tags like '1girl',
'breasts', 'nipples' that aren't useful for the discoverability use
case this app targets).
Data model
- migration k26042201: tag_suggestion_blocklist(name TEXT PK, created_at)
- model TagSuggestionBlocklistEntry
Service
- tag_suggestions._blocklisted_names() snapshots the current set
- get_suggestions filters merged results before grouping, so both
WD14- and embedding-sourced suggestions respect the blocklist
- get_bulk_suggestions inherits the filter via its per-image call
to get_suggestions
API
- GET /api/suggestions/blocklist -> {ok, names}
- POST /api/suggestions/blocklist -> add one
- POST /api/suggestions/blocklist/delete -> remove one
- POST /api/suggestions/blocklist/bulk -> replace the whole list
(backs the settings textarea save button)
UI
- modal suggestion chip gets a third action button (⊘) alongside
accept (✓) / reject (✕). Clicking it adds the name to the
blocklist, logs a rejection for ML feedback on this image, and
sweeps every chip on the page carrying that same name.
- Settings -> Maintenance -> Suggestion blocklist section with a
monospaced textarea (one name per line) + Save. Loads current
entries on mount.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
tag.fandom_id is now authoritative. set_tag_fandom auto-applies the
fandom tag inline; add_tag already did. There's no drift to sync on
a schedule anymore.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Bulk editor now loads consensus ML suggestions across the current
selection via a new POST /api/suggestions/bulk endpoint, powered by
get_bulk_suggestions() in tag_suggestions.py. A tag is surfaced only if
it was suggested for or already applied to >= 80% of the selection;
coverage counts include images that already have the tag so a near-
universal tag isn't penalized for dropping out of suggestion lists.
Accept-only chips (no reject) match the rest of the suggestions UX.
Frontend polish in the same commit:
- Showcase session dedup (exclude seen ids, reset on second lap) and
aspect-ratio-aware placeholder heights for better column balancing
- Modal touch-swipe navigation on the image wrapper, auto-focus of the
tag input on desktop (>=768px), and autocomplete flip-up when the
dropdown would cover the Suggestions section
- Settings template inline styles replaced with utility classes
- Inline series-editor script extracted to gallery-series-editor.js
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>
Consolidated merge of feat/tag-suggestions branch. Original 64-commit history
was lost to git-object corruption in a Nextcloud-synced checkout; this single
commit captures the equivalent diff.
Includes:
- pgvector-backed tag suggestion infra (WD14 + SigLIP centroids, ml-worker
container, Celery tasks, suggestion service, accept/reject endpoints + modal
UI with green/red chip buttons)
- Character/fandom integrity: title-case normalization on every write path,
fandom-id backfill, maintenance task + settings button, migrations g26041901
+ h26041901 to canonicalize legacy rows with case-only duplicate merging
- Tag-underscores + modal polish: WD14 name canonicalization at emit + accept
+ add/bulk-add paths, migration i26041901 for legacy-row rename-or-merge
across character/fandom/NULL kinds, suggestion-accept refresh parity via
awaited loadTags, persistent chip tint
Each settings tab is now a separate page load via ?tab= query param.
Flask renders only the active panel - no CSS or JS visibility logic needed.
Tab bar uses <a> links instead of buttons. Eliminates the display:none
cascade issue that was preventing Import and Maintenance tabs from showing.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
The class-based is-active/display approach was unreliable due to CSS cascade
issues. Switching to direct style.display manipulation bypasses specificity
entirely. Also added cache-busting ?v=2 to style.css link.
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
bvandeusen
Bryan Van Deusen