fix(tagging): Tag output images tags each image, never its prompt (#379, PR 1) (#380)

* fix(tagging): Tag output images tags each image, not its prompt (#379, PR 1)

The native "Tag output images" job now runs the image-tags loop over every
still image the output folders list, linked or not: each image gets its own
model tags (at most "Suggestions per image") in its image tag set, and its
bytes are marked auto-tagged in a new media_image_autotags table. No prompt
tag or prompt text is written.

- database/autotag_schema.py: one forward-only WITHOUT ROWID table, optional
  in old backups, refused without the annotation group.
- add_image_tags/replace_image_tags take mark_autotagged; autotag_state and
  autotagged_locators read the marks through the one current-record rule.
- "Skip already tagged" skips images whose current bytes are marked, counted
  in a stat-only pre-pass; hand tags do not count.
- The review counts images and estimates the time (WD14 on CPU or CUDA).
- System > Auto-tagging review rows and copy, D134 and the Auto-tagging
  contract follow.

Part of #379

* fix(tagging): end the batch job after its cleanup and report pre-pass progress (#379)

The job read as ended while it still held the model gate, so a quick
restart could be refused with model-busy. Pre-pass chunks now publish
progress, and a cancel between chunks keeps exact counts.

Part of #379

* fix(tagging): measured GPU rate, and an ended image-tags job shows no time left (#379)

The live check measured WD14 on CUDA at 0.167 s per image (100 images in
16.7 s with the model load), so the review estimate uses 0.17 s. A finished
or cancelled Auto-tag/Add tags job kept "Processing file N of N · about X
min left"; it now ends with "<verb> <state> · N files processed".

Part of #379

* test(browser): reload the admin page only after the in-place edit saved

The gallery-to-admin workflow pressed Enter and reloaded as soon as the
edited text showed; the page saves after showing it, so a reload that won
the race abandoned the PUT (WebKit, run 40564511000). The test now waits
for the save's answer.

Part of #379

* test(tagging): the batch coverage row names the renamed #379 test

database/models.py

@@ -23,6 +23,11 @@ from . import restore_stage
 from .library_schema import library_schema_error, migrate_library_state
 from .image_favorites import image_favorites_schema_error, migrate_image_favorites
 from .annotation_schema import annotation_schema_error, migrate_annotation_state
+from .autotag_schema import (
+    autotag_schema_error,
+    autotag_without_annotations_error,
+    migrate_autotag_state,
+)
 from .review_schema import (
     migrate_review_state,
     review_schema_error,
@@ -338,8 +343,13 @@ class PromptModel:
         review_error = review_without_annotations_error(conn)
         if review_error:
             raise sqlite3.DatabaseError(review_error)
+        # The auto-tag marks cite annotation bytes the same way (#379).
+        autotag_error = autotag_without_annotations_error(conn)
+        if autotag_error:
+            raise sqlite3.DatabaseError(autotag_error)
         migrate_annotation_state(conn)
         migrate_review_state(conn)
+        migrate_autotag_state(conn)
         # Last: the older generated_images rebuilds run only before file_path.
         migrate_workflow_documents(conn)
 
@@ -1225,6 +1235,11 @@ class PromptModel:
             )
             if review_error:
                 return False, review_error
+            autotag_error = autotag_schema_error(
+                conn, allow_missing=not require_library_state
+            )
+            if autotag_error:
+                return False, autotag_error
             documents_error = workflow_documents_schema_error(
                 conn, allow_missing=not require_library_state, documents=documents
             )