diff --git a/services/comfy/Dockerfile b/services/comfy/Dockerfile
index 2de504d..d9a704e 100644
--- a/services/comfy/Dockerfile
+++ b/services/comfy/Dockerfile
@@ -1,22 +1,108 @@
-FROM pytorch/pytorch:2.3.0-cuda12.1-cudnn8-runtime
+FROM pytorch/pytorch:2.5.1-cuda12.4-cudnn9-runtime
 
-ENV DEBIAN_FRONTEND=noninteractive PIP_PREFER_BINARY=1
+# Limited system user UID
+ARG USE_UID=0
+# Limited system user GID
+ARG USE_GID=0
+# System user name
+ARG USE_USER=root
+# System group name
+ARG USE_GROUP=root
+# Latest tag or bleeding edge commit
+ARG USE_EDGE=false
+# ComfyUI-GGUF
+ARG USE_GGUF=false
+# x-flux-comfyui
+ARG USE_XFLUX=false
+# comfyui_controlnet_aux
+ARG USE_CNAUX=false
+# krita-ai-diffusion
+ARG USE_KRITA=false
+# ComfyUI_IPAdapter_plus
+ARG USE_IPAPLUS=false
+# comfyui-inpaint-nodes
+ARG USE_INPAINT=false
+# comfyui-tooling-nodes
+ARG USE_TOOLING=false
 
-RUN apt-get update && apt-get install -y git && apt-get clean
+ENV USE_CNAUX=$USE_CNAUX USE_IPAPLUS=$USE_IPAPLUS
+ENV USE_INPAINT=$USE_INPAINT USE_TOOLING=$USE_TOOLING
+ENV DEBIAN_FRONTEND=noninteractive PIP_PREFER_BINARY=1 USE_EDGE=$USE_EDGE
+ENV USE_GGUF=$USE_GGUF USE_XFLUX=$USE_XFLUX ROOT=/stable-diffusion
+ENV CACHE=/home/$USE_USER/.cache USE_KRITA=$USE_KRITA
 
-ENV ROOT=/stable-diffusion
-RUN --mount=type=cache,target=/root/.cache/pip \
+RUN mkdir -p ${ROOT} ${CACHE}/pip /home/${USE_USER}
+
+# User/Group
+RUN if [ ${USE_GID} -ne 0 ]; then \
+    groupadd -r ${USE_GROUP} -g ${USE_GID}; \
+  fi; \
+  if [ ${USE_GID} -ne 0 ]; then \
+    useradd --no-log-init -m -r -g ${USE_GROUP} ${USE_USER} -u ${USE_UID}; \
+  fi; \
+  chown -R ${USE_UID}:${USE_GID} ${ROOT} ${CACHE} /home/${USE_USER}
+
+RUN apt-get update && apt-get install -y git python3-pip
+RUN if [ "${USE_XFLUX}" = "true" ] || [ "${USE_KRITA}" = "true" ] || [ "${USE_CNAUX}" = "true" ]; then \
+    apt-get install -y libgl1-mesa-glx python3-opencv; \
+  fi
+RUN apt-get clean
+
+USER ${USE_USER}:${USE_GROUP}
+ENV PATH="${PATH}:/home/${USE_USER}/.local/bin"
+
+RUN --mount=type=cache,uid=${USE_UID},gid=${USE_GID},target=${CACHE} pip --cache-dir=${CACHE}/pip install -U pip
+
+RUN --mount=type=cache,uid=${USE_UID},gid=${USE_GID},target=${CACHE} \
   git clone https://github.com/comfyanonymous/ComfyUI.git ${ROOT} && \
   cd ${ROOT} && \
   git checkout master && \
-  git reset --hard 276f8fce9f5a80b500947fb5745a4dde9e84622d && \
-  pip install -r requirements.txt
+  bash -c 'VERSION=$(git describe --tags --abbrev=0) && \
+  if [ "${USE_EDGE}" = "true" ]; then VERSION=$(git describe --abbrev=7); fi && \
+  git reset --hard ${VERSION}' && \
+  pip --cache-dir=${CACHE}/pip install -r requirements.txt && \
+  if [ "${USE_KRITA}" = "true" ]; then \
+    git clone https://github.com/Acly/krita-ai-diffusion.git && \
+    cd krita-ai-diffusion && git checkout main && \
+    git submodule update --init && \
+    pip --cache-dir=${CACHE}/pip install aiohttp tqdm && cd ..; \
+  fi; \
+  if [ "${USE_GGUF}" = "true" ]; then \
+    git clone https://github.com/city96/ComfyUI-GGUF.git && \
+    cd ComfyUI-GGUF && git checkout main && \
+    pip --cache-dir=${CACHE}/pip install -r requirements.txt && cd ..; \
+  fi; \
+  if [ "${USE_XFLUX}" = "true" ]; then \
+    git clone https://github.com/XLabs-AI/x-flux-comfyui.git && \
+    cd x-flux-comfyui && git checkout main && \
+    pip --cache-dir=${CACHE}/pip install -r requirements.txt && cd ..; \
+  fi; \
+  if [ "${USE_CNAUX}" = "true" ] || [ "${USE_KRITA}" = "true" ]; then \
+    git clone https://github.com/Fannovel16/comfyui_controlnet_aux.git && \
+    cd comfyui_controlnet_aux && git checkout main && \
+    pip --cache-dir=${CACHE}/pip install -r requirements.txt && \
+    # This extra step to separate onnxruntime installation is required to restore onnx cuda support \
+    pip --cache-dir=${CACHE}/pip install onnxruntime && pip --cache-dir=${CACHE}/pip install onnxruntime-gpu && cd ..; \
+  fi; \
+  if [ "${USE_IPAPLUS}" = "true" ] || [ "${USE_KRITA}" = "true" ]; then \
+    git clone https://github.com/cubiq/ComfyUI_IPAdapter_plus.git && \
+    cd ComfyUI_IPAdapter_plus && git checkout main && cd ..; \
+  fi; \
+  if [ "${USE_INPAINT}" = "true" ] || [ "${USE_KRITA}" = "true" ]; then \
+    git clone https://github.com/Acly/comfyui-inpaint-nodes.git && \
+    cd comfyui-inpaint-nodes && git checkout main && \
+    pip --cache-dir=${CACHE}/pip install opencv-python && cd ..; \
+  fi; \
+  if [ "${USE_TOOLING}" = "true" ] || [ "${USE_KRITA}" = "true" ]; then \
+    git clone https://github.com/Acly/comfyui-tooling-nodes.git && \
+    cd comfyui-tooling-nodes && git checkout main && cd ..; \
+  fi
 
 WORKDIR ${ROOT}
-COPY . /docker/
+COPY --chown=${USE_UID}:${USE_GID} . /docker/
 RUN chmod u+x /docker/entrypoint.sh && cp /docker/extra_model_paths.yaml ${ROOT}
 
 ENV NVIDIA_VISIBLE_DEVICES=all PYTHONPATH="${PYTHONPATH}:${PWD}" CLI_ARGS=""
 EXPOSE 7860
 ENTRYPOINT ["/docker/entrypoint.sh"]
-CMD python -u main.py --listen --port 7860 ${CLI_ARGS}
+CMD python3 -u main.py --listen --port 7860 ${CLI_ARGS}