diff --git a/docker-compose.yml b/docker-compose.yml
old mode 100644
new mode 100755
index 970b612..39c4d98
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -1,18 +1,18 @@
 x-base_service: &base_service
-    ports:
-      - "${WEBUI_PORT:-7860}:7860"
-    volumes:
-      - &v1 ./data:/data
-      - &v2 ./output:/output
-    stop_signal: SIGKILL
-    tty: true
-    deploy:
-      resources:
-        reservations:
-          devices:
-              - driver: nvidia
-                device_ids: ['0']
-                capabilities: [compute, utility]
+  ports:
+    - "${WEBUI_PORT:-7860}:7860"
+  volumes:
+    - &v1 ./data:/data
+    - &v2 ./output:/output
+  stop_signal: SIGKILL
+  tty: true
+  deploy:
+    resources:
+      reservations:
+        devices:
+          - driver: nvidia
+            device_ids: ["0"]
+            capabilities: [compute, utility]
 
 name: webui-docker
 
@@ -38,6 +38,21 @@ services:
     environment:
       - CLI_ARGS=--no-half --precision full --allow-code --enable-insecure-extension-access --api
 
+  forge: &forge
+    <<: *base_service
+    profiles: ["forge"]
+    build: ./services/AUTOMATIC1111-forge
+    image: sd-auto-forge:78
+    environment:
+      - CLI_ARGS=--allow-code --xformers --enable-insecure-extension-access --api
+
+  forge-cpu:
+    <<: *forge
+    profiles: ["forge-cpu"]
+    deploy: {}
+    environment:
+      - CLI_ARGS=--no-half --precision full --allow-code --enable-insecure-extension-access --api
+
   comfy: &comfy
     <<: *base_service
     profiles: ["comfy"]
@@ -46,7 +61,6 @@ services:
     environment:
       - CLI_ARGS=
 
-
   comfy-cpu:
     <<: *comfy
     profiles: ["comfy-cpu"]
diff --git a/services/AUTOMATIC1111-forge/Dockerfile b/services/AUTOMATIC1111-forge/Dockerfile
new file mode 100755
index 0000000..e998286
--- /dev/null
+++ b/services/AUTOMATIC1111-forge/Dockerfile
@@ -0,0 +1,68 @@
+FROM alpine/git:latest as download
+
+COPY clone.sh /clone.sh
+
+RUN . /clone.sh stable-diffusion-webui-assets https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets.git 6f7db241d2f8ba7457bac5ca9753331f0c266917
+
+RUN . /clone.sh stable-diffusion-stability-ai https://github.com/Stability-AI/stablediffusion.git cf1d67a6fd5ea1aa600c4df58e5b47da45f6bdbf \
+  && rm -rf assets data/**/*.png data/**/*.jpg data/**/*.gif
+
+RUN . /clone.sh BLIP https://github.com/salesforce/BLIP.git 48211a1594f1321b00f14c9f7a5b4813144b2fb9
+RUN . /clone.sh k-diffusion https://github.com/crowsonkb/k-diffusion.git ab527a9a6d347f364e3d185ba6d714e22d80cb3c
+RUN . /clone.sh clip-interrogator https://github.com/pharmapsychotic/clip-interrogator 2cf03aaf6e704197fd0dae7c7f96aa59cf1b11c9
+RUN . /clone.sh generative-models https://github.com/Stability-AI/generative-models 45c443b316737a4ab6e40413d7794a7f5657c19f
+RUN . /clone.sh huggingface_guess https://github.com/lllyasviel/huggingface_guess.git 70942022b6bcd17d941c1b4172804175758618e2
+RUN . /clone.sh google_blockly_prototypes https://github.com/lllyasviel/google_blockly_prototypes.git 1e98997c7fedaf5106af9849b6f50ebe5c4408f1
+RUN . /clone.sh stable-diffusion-webui-assets https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets.git 6f7db241d2f8ba7457bac5ca9753331f0c266917
+
+
+FROM pytorch/pytorch:2.5.1-cuda12.4-cudnn9-runtime
+
+ENV DEBIAN_FRONTEND=noninteractive PIP_PREFER_BINARY=1
+
+RUN --mount=type=cache,target=/var/cache/apt \
+  apt-get update && \
+  # we need those
+  apt-get install -y fonts-dejavu-core rsync git jq moreutils aria2 \
+  # extensions needs those
+  ffmpeg libglfw3-dev libgles2-mesa-dev pkg-config libcairo2 libcairo2-dev build-essential
+
+
+ENV ROOT=/stable-diffusion-webui-forge
+
+WORKDIR /
+RUN --mount=type=cache,target=/root/.cache/pip \
+  git clone https://github.com/lllyasviel/stable-diffusion-webui-forge.git && \
+  cd $ROOT && \
+  pip install -r requirements_versions.txt
+
+RUN pip install -U typing_extensions
+
+COPY --from=download /repositories/ ${ROOT}/repositories/
+RUN mkdir ${ROOT}/interrogate && cp ${ROOT}/repositories/clip-interrogator/clip_interrogator/data/* ${ROOT}/interrogate
+
+RUN --mount=type=cache,target=/root/.cache/pip \
+  pip install pyngrok xformers==0.0.27 \
+  git+https://github.com/TencentARC/GFPGAN.git@8d2447a2d918f8eba5a4a01463fd48e45126a379 \
+  git+https://github.com/openai/CLIP.git@d50d76daa670286dd6cacf3bcd80b5e4823fc8e1 \
+  git+https://github.com/mlfoundations/open_clip.git@v2.20.0
+
+# there seems to be a memory leak (or maybe just memory not being freed fast enough) that is fixed by this version of malloc
+# maybe move this up to the dependencies list.
+RUN apt-get -y install libgoogle-perftools-dev && apt-get clean
+ENV LD_PRELOAD=libtcmalloc.so
+
+COPY . /docker
+
+#RUN \
+  # mv ${ROOT}/style.css ${ROOT}/user.css && \
+  # one of the ugliest hacks I ever wrote \
+  #sed -i 's/in_app_dir = .*/in_app_dir = True/g' /opt/conda/lib/python3.10/site-packages/gradio/routes.py && \
+  #git config --global --add safe.directory '*'
+
+WORKDIR ${ROOT}
+ENV NVIDIA_VISIBLE_DEVICES=all
+ENV CLI_ARGS=""
+EXPOSE 7860
+ENTRYPOINT ["/docker/entrypoint.sh"]
+CMD python -u webui.py --listen --port 7860 ${CLI_ARGS}
diff --git a/services/AUTOMATIC1111-forge/clone.sh b/services/AUTOMATIC1111-forge/clone.sh
new file mode 100755
index 0000000..f148c99
--- /dev/null
+++ b/services/AUTOMATIC1111-forge/clone.sh
@@ -0,0 +1,15 @@
+#!/bin/bash
+
+set -Eeox pipefail
+
+mkdir -p /repositories/"$1"
+cd /repositories/"$1"
+git init
+git remote add origin "$2"
+
+if [ -n "$3" ]; then
+    git fetch origin "$3" --depth=1
+    git reset --hard "$3"
+fi
+
+rm -rf .git
diff --git a/services/AUTOMATIC1111-forge/config.py b/services/AUTOMATIC1111-forge/config.py
new file mode 100755
index 0000000..7ab28d7
--- /dev/null
+++ b/services/AUTOMATIC1111-forge/config.py
@@ -0,0 +1,78 @@
+#!/usr/bin/env python3
+
+"""Checks and sets default values for config.json before starting the container."""
+
+import json
+import re
+import os.path
+import sys
+
+DEFAULT_FILEPATH = '/data/config/forge/config.json'
+
+DEFAULT_OUTDIRS = {
+  "outdir_samples": "",
+  "outdir_txt2img_samples": "/output/txt2img",
+  "outdir_img2img_samples": "/output/img2img",
+  "outdir_extras_samples": "/output/extras",
+  "outdir_grids": "",
+  "outdir_txt2img_grids": "/output/txt2img-grids",
+  "outdir_img2img_grids": "/output/img2img-grids",
+  "outdir_save": "/output/saved",
+  "outdir_init_images": "/output/init-images",
+}
+RE_VALID_OUTDIR = re.compile(r"(^/output(/\.?[\w\-\_]+)+/?$)|(^\s?$)")
+
+DEFAULT_OTHER = {
+  "font": "DejaVuSans.ttf",
+}
+
+def dict_to_json_file(target_file: str, data: dict):
+  """Write dictionary to specified json file"""
+
+  with open(target_file, 'w') as f:
+    json.dump(data, f)
+
+def json_file_to_dict(config_file: str) -> dict|None:
+   """Load json file into a dictionary. Return None if file does not exist."""
+
+   if os.path.isfile(config_file):
+    with open(config_file, 'r') as f:
+      return json.load(f)
+   else:
+      return None
+
+def replace_if_invalid(value: str, replacement: str, pattern: str|re.Pattern[str]) -> str:
+  """Returns original value if valid, fallback value if invalid"""
+
+  if re.match(pattern, value):
+    return value
+  else:
+    return replacement
+
+def check_and_replace_config(config_file: str, target_file: str = None):
+  """Checks given file for invalid values. Replaces those with fallback values (default: overwrites file)."""
+
+  # Get current user config, or empty if file does not exists
+  data = json_file_to_dict(config_file) or {}
+
+  # Check and fix output directories
+  for k, def_val in DEFAULT_OUTDIRS.items():
+    if k not in data:
+      data[k] = def_val
+    else:
+      data[k] = replace_if_invalid(value=data[k], replacement=def_val, pattern=RE_VALID_OUTDIR)
+
+  # Check and fix other default settings
+  for k, def_val in DEFAULT_OTHER.items():
+    if k not in data:
+      data[k] = def_val
+
+  # Write results to file
+  dict_to_json_file(target_file or config_file, data)
+
+if __name__ == '__main__':
+  if len(sys.argv) > 1:
+    check_and_replace_config(*sys.argv[1:])
+  else:
+    check_and_replace_config(DEFAULT_FILEPATH)
+
diff --git a/services/AUTOMATIC1111-forge/entrypoint.sh b/services/AUTOMATIC1111-forge/entrypoint.sh
new file mode 100755
index 0000000..6532393
--- /dev/null
+++ b/services/AUTOMATIC1111-forge/entrypoint.sh
@@ -0,0 +1,85 @@
+#!/bin/bash
+
+set -Eeuo pipefail
+
+# TODO: move all mkdir -p ?
+mkdir -p /data/config/forge/scripts/
+# mount scripts individually
+
+echo $ROOT
+ls -lha $ROOT
+
+find "${ROOT}/scripts/" -maxdepth 1 -type l -delete
+cp -vrfTs /data/config/forge/scripts/ "${ROOT}/scripts/"
+
+# Set up config file
+python /docker/config.py /data/config/forge/config.json
+
+if [ ! -f /data/config/forge/ui-config.json ]; then
+  echo '{}' >/data/config/forge/ui-config.json
+fi
+
+if [ ! -f /data/config/forge/styles.csv ]; then
+  touch /data/config/forge/styles.csv
+fi
+
+# copy models from original models folder
+mkdir -p /data/models/VAE-approx/ /data/models/karlo/
+
+rsync -a --info=NAME ${ROOT}/models/VAE-approx/ /data/models/VAE-approx/
+rsync -a --info=NAME ${ROOT}/models/karlo/ /data/models/karlo/
+
+declare -A MOUNTS
+
+MOUNTS["/root/.cache"]="/data/.cache"
+MOUNTS["${ROOT}/models"]="/data/models"
+
+MOUNTS["${ROOT}/embeddings"]="/data/embeddings"
+MOUNTS["${ROOT}/config.json"]="/data/config/forge/config.json"
+MOUNTS["${ROOT}/ui-config.json"]="/data/config/forge/ui-config.json"
+MOUNTS["${ROOT}/styles.csv"]="/data/config/forge/styles.csv"
+MOUNTS["${ROOT}/extensions"]="/data/config/forge/extensions"
+MOUNTS["${ROOT}/config_states"]="/data/config/forge/config_states"
+
+# extra hacks
+MOUNTS["${ROOT}/repositories/CodeFormer/weights/facelib"]="/data/.cache"
+
+for to_path in "${!MOUNTS[@]}"; do
+  set -Eeuo pipefail
+  from_path="${MOUNTS[${to_path}]}"
+  rm -rf "${to_path}"
+  if [ ! -f "$from_path" ]; then
+    mkdir -vp "$from_path"
+  fi
+  mkdir -vp "$(dirname "${to_path}")"
+  ln -sT "${from_path}" "${to_path}"
+  echo Mounted $(basename "${from_path}")
+done
+
+echo "Installing extension dependencies (if any)"
+
+# because we build our container as root:
+chown -R root ~/.cache/
+chmod 766 ~/.cache/
+
+shopt -s nullglob
+# For install.py, please refer to https://github.com/AUTOMATIC1111/stable-diffusion-webui/wiki/Developing-extensions#installpy
+list=(./extensions/*/install.py)
+for installscript in "${list[@]}"; do
+  EXTNAME=$(echo $installscript | cut -d '/' -f 3)
+  # Skip installing dependencies if extension is disabled in config
+  if $(jq -e ".disabled_extensions|any(. == \"$EXTNAME\")" config.json); then
+    echo "Skipping disabled extension ($EXTNAME)"
+    continue
+  fi
+  PYTHONPATH=${ROOT} python "$installscript"
+done
+
+if [ -f "/data/config/forge/startup.sh" ]; then
+  pushd ${ROOT}
+  echo "Running startup script"
+  . /data/config/forge/startup.sh
+  popd
+fi
+
+exec "$@"
diff --git a/services/AUTOMATIC1111/Dockerfile b/services/AUTOMATIC1111/Dockerfile
old mode 100644
new mode 100755
index d595784..be62533
--- a/services/AUTOMATIC1111/Dockerfile
+++ b/services/AUTOMATIC1111/Dockerfile
@@ -30,9 +30,10 @@ WORKDIR /
 RUN --mount=type=cache,target=/root/.cache/pip \
   git clone https://github.com/AUTOMATIC1111/stable-diffusion-webui.git && \
   cd stable-diffusion-webui && \
-  git reset --hard v1.9.4 && \
+  git reset --hard v1.10.1 && \
   pip install -r requirements_versions.txt
 
+RUN pip install -U typing_extensions
 
 ENV ROOT=/stable-diffusion-webui
 
diff --git a/services/AUTOMATIC1111/clone.sh b/services/AUTOMATIC1111/clone.sh
old mode 100644
new mode 100755
index cfdf0a2..f148c99
--- a/services/AUTOMATIC1111/clone.sh
+++ b/services/AUTOMATIC1111/clone.sh
@@ -1,11 +1,15 @@
 #!/bin/bash
 
-set -Eeuox pipefail
+set -Eeox pipefail
 
 mkdir -p /repositories/"$1"
 cd /repositories/"$1"
 git init
 git remote add origin "$2"
-git fetch origin "$3" --depth=1
-git reset --hard "$3"
+
+if [ -n "$3" ]; then
+    git fetch origin "$3" --depth=1
+    git reset --hard "$3"
+fi
+
 rm -rf .git
diff --git a/services/AUTOMATIC1111/config.py b/services/AUTOMATIC1111/config.py
old mode 100644
new mode 100755
diff --git a/services/comfy/Dockerfile b/services/comfy/Dockerfile
old mode 100644
new mode 100755
index 2de504d..36ff78b
--- a/services/comfy/Dockerfile
+++ b/services/comfy/Dockerfile
@@ -1,4 +1,4 @@
-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
 
@@ -9,7 +9,6 @@ RUN --mount=type=cache,target=/root/.cache/pip \
   git clone https://github.com/comfyanonymous/ComfyUI.git ${ROOT} && \
   cd ${ROOT} && \
   git checkout master && \
-  git reset --hard 276f8fce9f5a80b500947fb5745a4dde9e84622d && \
   pip install -r requirements.txt
 
 WORKDIR ${ROOT}
diff --git a/services/comfy/extra_model_paths.yaml b/services/comfy/extra_model_paths.yaml
old mode 100644
new mode 100755
diff --git a/services/download/Dockerfile b/services/download/Dockerfile
old mode 100644
new mode 100755
diff --git a/services/download/checksums.sha256 b/services/download/checksums.sha256
old mode 100644
new mode 100755
diff --git a/services/download/links.txt b/services/download/links.txt
old mode 100644
new mode 100755