fix: restore dashboard dev CI and Immich mobile uploads

- Change deploy-dev workflow runner from ubuntu-latest to nas
  Fixes: CI failing to access /volume1/docker paths

- Add missing immich-machine-learning service to compose
  Fixes: Mobile photo uploads failing due to ML model download timeouts
  - Add 10min timeout for model downloads (MACHINE_LEARNING_REQUEST_TIMEOUT=600)
  - Add 4GB memory limit to prevent OOM during model loading
  - Mount model-cache volume for persistent model storage
  - Add health check and proper logging

Impact: Restores dev deployment pipeline and mobile photo backup functionality

.gitea/workflows/deploy-dev.yml

@@ -12,7 +12,7 @@ concurrency:
 
 jobs:
   deploy-dev:
-    runs-on: ubuntu-latest
+    runs-on: nas
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4

immich/docker-compose.yml

@@ -77,5 +77,33 @@ services:
         max-size: "10m"
         max-file: "3"
 
+  immich-machine-learning:
+    image: ghcr.io/immich-app/immich-machine-learning:${IMMICH_VERSION:-release}
+    container_name: immich-machine-learning
+    restart: unless-stopped
+    labels:
+      - "com.centurylinklabs.watchtower.enable=true"
+    volumes:
+      - /volume1/docker/immich/model-cache:/cache
+    environment:
+      - MACHINE_LEARNING_CACHE_FOLDER=/cache
+      - MACHINE_LEARNING_REQUEST_TIMEOUT=600
+    deploy:
+      resources:
+        limits:
+          memory: 4G
+    healthcheck:
+      test: ["CMD-SHELL", "curl -f http://localhost:3003/ping || exit 1"]
+      interval: 30s
+      timeout: 5s
+      retries: 3
+    networks:
+      - immich
+    logging:
+      driver: json-file
+      options:
+        max-size: "10m"
+        max-file: "3"
+
 networks:
   immich: