feat(discovery): AI tagging, semantic search, similarity, duplicate finder, folder management

Adds a full discovery and organisation layer to the gallery.

## AI Tagger
- WD tagger (ONNX via ort) with DirectML/CPU acceleration
- Per-image and per-folder tag queuing; configurable batch size and
  confidence threshold; model downloaded on first use via ureq/zip
- Tags stored with source ('ai' | 'user'); user tags are never
  overwritten by AI; AI tags protected from accidental promotion
- Tagger pause/resume per folder; in-flight batches discarded cleanly
  on pause or cancellation without leaving jobs stuck in processing

## Semantic & Tag Search
- CLIP text-query embedding via candle (HuggingFace hub model)
- Progressive candidate doubling with filter post-processing so
  folder/rating/media-kind filters do not silently under-return results
- Tag search with DB-backed pagination (offset + COUNT total)
- Filename search unchanged; prefix syntax: s:, t:, f: in search bar

## Similarity Search
- HNSW in-memory index (hnsw_rs) with monotonic embedding_revision
  counter for cache invalidation; build_index retries if a concurrent
  write advances the revision during construction
- Folder-scoped similar search uses brute-force cosine scan (no k limit)
- Region-based similarity: crop an arbitrary rectangle in the lightbox,
  embed it with CLIP, find the nearest images globally or within folder
- Pagination for both similar and region results; scope toggle
  (all media / current folder) re-runs the query without reopening image

## Duplicate Finder
- Three-phase detection: stat (size) → sample hash (4×16 KB windows)
  → full-file hash (xxh3, large files only) to eliminate false positives
- Filesystem-first deletion: only removes DB rows for files successfully
  deleted from disk; failed files remain visible for retry
- Persisted scan cache (SQLite) with invalidation on reindex and deletion;
  both global and per-folder scopes invalidated after any deletion

## Tag Cloud & Explore
- Visual cluster explore: k-means over CLIP embeddings, configurable k,
  representative thumbnail per cluster; cache keyed on xxh3 of embedding set
- Tag explore: ranked tag list with image counts and representative
  thumbnail per tag; invalidated when AI tagging completes or folder removed
- Tag autocomplete for search bar

## Folder Management
- Inline rename (display name only, not OS rename)
- Relocate: file-picker to update folder path; all image paths rewritten
  using SUBSTR prefix replacement to avoid corrupting paths that contain
  the folder name as a substring
- Missing-folder recovery banner: Locate or Remove, never silent deletion
- Right-click context menu on sidebar items: Reindex, Rename, Locate,
  Remove; hover buttons preserved alongside context menu

## Background Tasks
- Per-folder progress panel with embedding, tagging, caption, and
  thumbnail stage breakdown
- Retry button per task for failed embeddings and tagging jobs
- Completed-task notifications (system tray via tauri-plugin-notification)
- Scan errors shown inline; WalkDir permission errors protect existing
  records from deletion rather than cascading data loss

## Backend correctness
- sqlite-vec DML performed outside transactions throughout (virtual-table
  limitation); embedding revision incremented on delete as well as insert
- Tagging job discard checks status = 'processing' so paused jobs reset
  to 'pending' are also skipped, not just cancelled ones
- Stale async responses in Lightbox guarded with cancellation flags and
  currentImageIdRef for both tag-load and tag-add callbacks
- Duplicate cache cleared on reindex; folder-removal clears vector rows
  outside transaction before deleting the folder row

pnpm-lock.yaml

@@ -20,9 +20,15 @@ importers:
       '@tauri-apps/plugin-fs':
         specifier: ^2.5.0
         version: 2.5.0
+      '@tauri-apps/plugin-notification':
+        specifier: ^2.3.3
+        version: 2.3.3
       '@tauri-apps/plugin-opener':
         specifier: ^2
         version: 2.5.3
+      d3-force:
+        specifier: ^3.0.0
+        version: 3.0.0
       framer-motion:
         specifier: ^12.38.0
         version: 12.38.0(react-dom@19.2.4(react@19.2.4))(react@19.2.4)
@@ -42,6 +48,9 @@ importers:
       '@tauri-apps/cli':
         specifier: ^2
         version: 2.10.1
+      '@types/d3-force':
+        specifier: ^3.0.10
+        version: 3.0.10
       '@types/react':
         specifier: ^19.1.8
         version: 19.2.14
@@ -647,6 +656,9 @@ packages:
   '@tauri-apps/plugin-fs@2.5.0':
     resolution: {integrity: sha512-c83kbz61AK+rKjhS+je9+stIO27nXj7p9cqeg36TwkIUtxpCFTttlHHtqon6h6FN54cXjyAjlMPOJcW3mwE5XQ==}
 
+  '@tauri-apps/plugin-notification@2.3.3':
+    resolution: {integrity: sha512-Zw+ZH18RJb41G4NrfHgIuofJiymusqN+q8fGUIIV7vyCH+5sSn5coqRv/MWB9qETsUs97vmU045q7OyseCV3Qg==}
+
   '@tauri-apps/plugin-opener@2.5.3':
     resolution: {integrity: sha512-CCcUltXMOfUEArbf3db3kCE7Ggy1ExBEBl51Ko2ODJ6GDYHRp1nSNlQm5uNCFY5k7/ufaK5Ib3Du/Zir19IYQQ==}
 
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+  '@types/d3-force@3.0.10':
+    resolution: {integrity: sha512-ZYeSaCF3p73RdOKcjj+swRlZfnYpK1EbaDiYICEEp5Q6sUiqFaFQ9qgoshp5CzIyyb/yD09kD9o2zEltCexlgw==}
+
   '@types/estree@1.0.8':
     resolution: {integrity: sha512-dWHzHa2WqEXI/O1E9OjrocMTKJl2mSrEolh1Iomrv6U+JuNwaHXsXx9bLu5gG7BUWFIN0skIQJQ/L1rIex4X6w==}
 
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+    engines: {node: '>=12'}
+
+  d3-force@3.0.0:
+    resolution: {integrity: sha512-zxV/SsA+U4yte8051P4ECydjD/S+qeYtnaIyAs9tgHCqfguma/aAQDjo85A9Z6EKhBirHRJHXIgJUlffT4wdLg==}
+    engines: {node: '>=12'}
+
+  d3-quadtree@3.0.1:
+    resolution: {integrity: sha512-04xDrxQTDTCFwP5H6hRhsRcb9xxv2RzkcsygFzmkSIOJy3PeRJP7sNk3VRIbKXcog561P9oU0/rVH6vDROAgUw==}
+    engines: {node: '>=12'}
+
+  d3-timer@3.0.1:
+    resolution: {integrity: sha512-ndfJ/JxxMd3nw31uyKoY2naivF+r29V+Lc0svZxe1JvvIRmi8hUsrMvdOwgS1o6uBHmiz91geQ0ylPP0aj1VUA==}
+    engines: {node: '>=12'}
+
   debug@4.4.3:
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     engines: {node: '>=6.0'}
@@ -1423,6 +1454,10 @@ snapshots:
     dependencies:
       '@tauri-apps/api': 2.10.1
 
+  '@tauri-apps/plugin-notification@2.3.3':
+    dependencies:
+      '@tauri-apps/api': 2.10.1
+
   '@tauri-apps/plugin-opener@2.5.3':
     dependencies:
       '@tauri-apps/api': 2.10.1
@@ -1448,6 +1483,8 @@ snapshots:
     dependencies:
       '@babel/types': 7.29.0
 
+  '@types/d3-force@3.0.10': {}
+
   '@types/estree@1.0.8': {}
 
   '@types/react-dom@19.2.3(@types/react@19.2.14)':
@@ -1486,6 +1523,18 @@ snapshots:
 
   csstype@3.2.3: {}
 
+  d3-dispatch@3.0.1: {}
+
+  d3-force@3.0.0:
+    dependencies:
+      d3-dispatch: 3.0.1
+      d3-quadtree: 3.0.1
+      d3-timer: 3.0.1
+
+  d3-quadtree@3.0.1: {}
+
+  d3-timer@3.0.1: {}
+
   debug@4.4.3:
     dependencies:
       ms: 2.1.3