diff --git a/immich/hwaccel.ml.yml b/immich/hwaccel.ml.yml
index 065bcd4..b7bc3b2 100644
--- a/immich/hwaccel.ml.yml
+++ b/immich/hwaccel.ml.yml
@@ -1,16 +1,12 @@
 # Hardware-accelerated machine learning extension for immich-machine-learning
 # Active backend: openvino
 # See https://immich.app/docs/features/ml-hardware-acceleration
+# This extends the immich-machine-learning service with GPU device access
 
 services:
-  openvino:
-    image: ghcr.io/immich-app/immich-machine-learning:${IMMICH_VERSION:-release}-openvino
-    volumes:
-      - /dev/bus/usb:/dev/bus/usb
+  immich-machine-learning:
+    devices:
       - /dev/dri:/dev/dri
-    hostname: immich-ml
-    networks:
-      - traefik_backend
 
 networks:
   postgresql_db-backend: