transition to container_ over podman_

active/device_framework_desktop/quadlets_beta/open-webui-guest.container

@@ -0,0 +1,32 @@
+[Unit]
+Description=An Open Webui Frontend for Local AI Services for Guests
+
+[Container]
+# Shared AI external pod
+Pod=ai-external.pod
+
+# Open Webui base image
+Image=ghcr.io/open-webui/open-webui:main
+
+# Nothing too complicated here. Open Webui will basically configure itself.
+Volume=open-webui-data-guest:/app/backend/data
+
+# WEBUI_SECRET_KEY is required to prevent logout on Restart
+EnvironmentFile=/home/ai/.env/open-webui-env-guest
+
+# ai-external is the primary network
+Network=ai-external.network
+Network=ai-internal.network
+
+# open-webui
+PublishPort=8081:8081/tcp
+
+[Service]
+Restart=on-failure
+RestartSec=5
+# Extend Timeout to allow time to pull the image
+TimeoutStartSec=900
+
+[Install]
+# Start by default on boot
+WantedBy=multi-user.target default.target

active/device_framework_desktop/quadlets_beta/stable-diffusion-edit-server.container

@@ -1,42 +0,0 @@
-[Unit]
-Description=A Stable Diffusion CPP Server for Editing Images
-
-[Container]
-# Shared AI pod
-Pod=ai.pod
-
-# Vulkan image for AMD GPU
-Image=localhost/stable-diffusion-cpp:latest
-
-# Shared models directory
-Volume=/home/ai/models:/models:z
-
-# GPU Device
-AddDevice=/dev/kfd
-AddDevice=/dev/dri
-
-# Override entrypoint to use server
-Entrypoint=/sd-server
-
-# Server args
-Exec=-l 0.0.0.0 \
-    --listen-port 1235 \
-    --diffusion-model /models/image/flux-1-kontext/flux1-kontext-dev-Q4_K_M.gguf \
-    --vae /models/image/flux-1-kontext/ae.safetensors \
-    --clip_l /models/image/flux-1-kontext/clip_l.safetensors \
-    --t5xxl /models/image/flux-1-kontext/t5xxl_fp16.safetensors \
-    --cfg-scale 1.0 \
-    --sampling-method euler \
-    --vae-conv-direct \
-    --seed -1 \
-    --steps 28 \
-    -v
-
-[Service]
-Restart=always
-# Extend Timeout to allow time to pull the image
-TimeoutStartSec=900
-
-[Install]
-# Start by default on boot
-WantedBy=multi-user.target default.target