feat: vectorchord (#18042)

* wip

auto-detect available extensions

auto-recovery, fix reindexing check

use original image for ml

* set probes

* update image for sql checker

update images for gha

* cascade

* fix new instance

* accurate dummy vector

* simplify dummy

* preexisiting pg docs

* handle different db name

* maybe fix sql generation

* revert refreshfaces sql change

* redundant switch

* outdated message

* update docker compose files

* Update docs/docs/administration/postgres-standalone.md

Co-authored-by: Daniel Dietzler <36593685+danieldietzler@users.noreply.github.com>

* tighten range

* avoid always printing "vector reindexing complete"

* remove nesting

* use new images

* add vchord to unit tests

* debug e2e image

* mention 1.107.2 in startup error

* support new vchord versions

---------

Co-authored-by: Daniel Dietzler <36593685+danieldietzler@users.noreply.github.com>

server/src/services/person.service.ts

@@ -33,6 +33,7 @@ import {
   QueueName,
   SourceType,
   SystemMetadataKey,
+  VectorIndex,
 } from 'src/enum';
 import { BoundingBox } from 'src/repositories/machine-learning.repository';
 import { UpdateFacesData } from 'src/repositories/person.repository';
@@ -418,6 +419,8 @@ export class PersonService extends BaseService {
       return JobStatus.SKIPPED;
     }
 
+    await this.databaseRepository.prewarm(VectorIndex.FACE);
+
     const lastRun = new Date().toISOString();
     const facePagination = this.personRepository.getAllFaces(
       force ? undefined : { personId: null, sourceType: SourceType.MACHINE_LEARNING },