feat(server): near-duplicate detection (#8228)

* duplicate detection job, entity, config

* queueing

* job panel, update api

* use embedding in db instead of fetching

* disable concurrency

* only queue visible assets

* handle multiple duplicateIds

* update concurrent queue check

* add provider

* add web placeholder, server endpoint, migration, various fixes

* update sql

* select embedding by default

* rename variable

* simplify

* remove separate entity, handle re-running with different threshold, set default back to 0.02

* fix tests

* add tests

* add index to entity

* formatting

* update asset mock

* fix `upsertJobStatus` signature

* update sql

* formatting

* default to 0.03

* optimize clustering

* use asset's `duplicateId` if present

* update sql

* update tests

* expose admin setting

* refactor

* formatting

* skip if ml is disabled

* debug trash e2e

* remove from web

* remove from sidebar

* test if ml is disabled

* update sql

* separate duplicate detection from clip in config, disable by default for now

* fix doc

* lower minimum `maxDistance`

* update api

* Add and Use Duplicate Detection Feature Flag (#9364)

* Add Duplicate Detection Flag

* Use Duplicate Detection Flag

* Attempt Fixes for Failing Checks

* lower minimum `maxDistance`

* fix tests

---------

Co-authored-by: mertalev <101130780+mertalev@users.noreply.github.com>

* chore: fixes and additions after rebase

* chore: update api (remove new Role enum)

* fix: left join smart search so getAll works without machine learning

* test: trash e2e go back to checking length of assets is zero

* chore: regen api after rebase

* test: fix tests after rebase

* redundant join

---------

Co-authored-by: Nicholas Flamy <30300649+NicholasFlamy@users.noreply.github.com>
Co-authored-by: Zack Pollard <zackpollard@ymail.com>
Co-authored-by: Zack Pollard <zack@futo.org>

mobile/openapi/lib/api.dart

@@ -114,6 +114,7 @@ part 'model/delete_user_dto.dart';
 part 'model/download_archive_info.dart';
 part 'model/download_info_dto.dart';
 part 'model/download_response_dto.dart';
+part 'model/duplicate_detection_config.dart';
 part 'model/entity_type.dart';
 part 'model/exif_response_dto.dart';
 part 'model/face_dto.dart';