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* outdated message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>

e2e/docker-compose.yml

@@ -37,8 +37,8 @@ services:
     image: redis:6.2-alpine@sha256:3211c33a618c457e5d241922c975dbc4f446d0bdb2dc75694f5573ef8e2d01fa
 
   database:
-    image: tensorchord/pgvecto-rs:pg14-v0.2.0@sha256:739cdd626151ff1f796dc95a6591b55a714f341c737e27f045019ceabf8e8c52
-    command: -c fsync=off -c shared_preload_libraries=vectors.so
+    image: ghcr.io/immich-app/postgres:14
+    command: -c fsync=off -c shared_preload_libraries=vchord.so -c config_file=/var/lib/postgresql/data/postgresql.conf
     environment:
       POSTGRES_PASSWORD: postgres
       POSTGRES_USER: postgres