Merge a447ff452b into f1bf3b0943

Closes #696
Closes #694

.github/ISSUE_TEMPLATE/bug.md

@@ -19,7 +19,7 @@ assignees: ""
 
 **Which UI**
 
-auto or auto-cpu or invoke or sygil?
+auto or auto-cpu or invoke or comfy?
 
 **Hardware / Software**
 

.github/pull_request_template.md

@@ -9,6 +9,5 @@ Closes issue #
 ### Update versions
 
 - auto: https://github.com/AUTOMATIC1111/stable-diffusion-webui/commit/
-- sygil: https://github.com/Sygil-Dev/sygil-webui/commit/
 - invoke: https://github.com/invoke-ai/InvokeAI/commit/
 - comfy: https://github.com/comfyanonymous/ComfyUI/commit/

docker-compose.yml

@@ -1,5 +1,3 @@
-version: '3.9'
-
 x-base_service: &base_service
     ports:
       - "${WEBUI_PORT:-7860}:7860"
@@ -29,10 +27,18 @@ services:
     <<: *base_service
     profiles: ["auto"]
     build: ./services/AUTOMATIC1111
-    image: sd-auto:63
+    image: sd-auto:77
     environment:
       - CLI_ARGS=--allow-code --medvram --xformers --enable-insecure-extension-access --api
 
+  forge: &forge
+    <<: *base_service
+    profiles: ["forge"]
+    build: ./services/forge
+    image: sd-forge-fgcustom:72
+    environment:
+      - CLI_ARGS=--allow-code --xformers --enable-insecure-extension-access --api --pin-shared-memory --cuda-malloc --cuda-stream
+
   auto-cpu:
     <<: *automatic
     profiles: ["auto-cpu"]
@@ -44,7 +50,7 @@ services:
     <<: *base_service
     profiles: ["invoke"]
     build: ./services/invoke/
-    image: sd-invoke:30
+    image: sd-invoke:31
     environment:
       - PRELOAD=true
       - CLI_ARGS=--xformers
@@ -60,7 +66,7 @@ services:
     <<: *base_service
     profiles: ["comfy"]
     build: ./services/comfy/
-    image: sd-comfy:4
+    image: sd-comfy:7
     environment:
       - CLI_ARGS=
 

services/AUTOMATIC1111/Dockerfile

@@ -2,27 +2,19 @@ FROM alpine/git:2.36.2 as download
 
 COPY clone.sh /clone.sh
 
-RUN . /clone.sh taming-transformers https://github.com/CompVis/taming-transformers.git 24268930bf1dce879235a7fddd0b2355b84d7ea6 \
-  && rm -rf data assets **/*.ipynb
+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 47b6b607fdd31875c9279cd2f4f16b92e4ea958e \
+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 CodeFormer https://github.com/sczhou/CodeFormer.git c5b4593074ba6214284d6acd5f1719b6c5d739af \
-  && rm -rf assets inputs
-
 RUN . /clone.sh BLIP https://github.com/salesforce/BLIP.git 48211a1594f1321b00f14c9f7a5b4813144b2fb9
-RUN . /clone.sh k-diffusion https://github.com/crowsonkb/k-diffusion.git c9fe758757e022f05ca5a53fa8fac28889e4f1cf
-RUN . /clone.sh clip-interrogator https://github.com/pharmapsychotic/clip-interrogator 2486589f24165c8e3b303f84e9dbbea318df83e8
+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 stable-diffusion-webui-assets https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets 6f7db241d2f8ba7457bac5ca9753331f0c266917
 
 
-FROM alpine:3.17 as xformers
-RUN apk add --no-cache aria2
-RUN aria2c -x 5 --dir / --out wheel.whl 'https://github.com/AbdBarho/stable-diffusion-webui-docker/releases/download/6.0.0/xformers-0.0.21.dev544-cp310-cp310-manylinux2014_x86_64-pytorch201.whl'
-
-
-FROM python:3.10.9-slim
+FROM pytorch/pytorch:2.3.0-cuda12.1-cudnn8-runtime
 
 ENV DEBIAN_FRONTEND=noninteractive PIP_PREFER_BINARY=1
 
@@ -34,58 +26,36 @@ RUN --mount=type=cache,target=/var/cache/apt \
   ffmpeg libglfw3-dev libgles2-mesa-dev pkg-config libcairo2 libcairo2-dev build-essential
 
 
-RUN --mount=type=cache,target=/cache --mount=type=cache,target=/root/.cache/pip \
-  aria2c -x 5 --dir /cache --out torch-2.0.1-cp310-cp310-linux_x86_64.whl -c \
-  https://download.pytorch.org/whl/cu118/torch-2.0.1%2Bcu118-cp310-cp310-linux_x86_64.whl && \
-  pip install /cache/torch-2.0.1-cp310-cp310-linux_x86_64.whl torchvision --index-url https://download.pytorch.org/whl/cu118
-
-
-
+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 20ae71faa8ef035c31aa3a410b707d792c8203a3 && \
+  git reset --hard v1.9.3 && \
   pip install -r requirements_versions.txt
 
-RUN --mount=type=cache,target=/root/.cache/pip  \
-  --mount=type=bind,from=xformers,source=/wheel.whl,target=/xformers-0.0.21.dev544-cp310-cp310-manylinux2014_x86_64.whl \
-  pip install /xformers-0.0.21.dev544-cp310-cp310-manylinux2014_x86_64.whl
 
 ENV ROOT=/stable-diffusion-webui
 
-
 COPY --from=download /repositories/ ${ROOT}/repositories/
-RUN mkdir ${ROOT}/interrogate && cp ${ROOT}/repositories/clip-interrogator/data/* ${ROOT}/interrogate
-RUN --mount=type=cache,target=/root/.cache/pip \
-  pip install -r ${ROOT}/repositories/CodeFormer/requirements.txt
+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 \
+  pip install pyngrok xformers==0.0.26.post1 \
   git+https://github.com/TencentARC/GFPGAN.git@8d2447a2d918f8eba5a4a01463fd48e45126a379 \
   git+https://github.com/openai/CLIP.git@d50d76daa670286dd6cacf3bcd80b5e4823fc8e1 \
-  git+https://github.com/mlfoundations/open_clip.git@bb6e834e9c70d9c27d0dc3ecedeebeaeb1ffad6b
+  git+https://github.com/mlfoundations/open_clip.git@v2.20.0
 
-# Note: don't update the sha of previous versions because the install will take forever
-# instead, update the repo state in a later step
-
-# TODO: either remove if fixed in A1111 (unlikely) or move to the top with other apt stuff
+# 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
 
-ARG SHA=68f336bd994bed5442ad95bad6b6ad5564a5409a
-RUN --mount=type=cache,target=/root/.cache/pip \
-  cd stable-diffusion-webui && \
-  git fetch && \
-  git reset --hard ${SHA} && \
-  pip install -r requirements_versions.txt
-
 COPY . /docker
 
 RUN \
-  python3 /docker/info.py ${ROOT}/modules/ui.py && \
-  mv ${ROOT}/style.css ${ROOT}/user.css && \
+  # 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' /usr/local/lib/python3.10/site-packages/gradio/routes.py && \
+  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}

services/AUTOMATIC1111/entrypoint.sh

@@ -5,6 +5,10 @@ set -Eeuo pipefail
 # TODO: move all mkdir -p ?
 mkdir -p /data/config/auto/scripts/
 # mount scripts individually
+
+echo $ROOT
+ls -lha $ROOT
+
 find "${ROOT}/scripts/" -maxdepth 1 -type l -delete
 cp -vrfTs /data/config/auto/scripts/ "${ROOT}/scripts/"
 
@@ -62,6 +66,12 @@ 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
 

services/AUTOMATIC1111/info.py

@@ -1,14 +0,0 @@
-import sys
-from pathlib import Path
-
-file = Path(sys.argv[1])
-file.write_text(
-  file.read_text()\
-  .replace('    return demo', """
-    with demo:
-        gr.Markdown(
-          'Created by [AUTOMATIC1111 / stable-diffusion-webui-docker](https://github.com/AbdBarho/stable-diffusion-webui-docker/)'
-        )
-    return demo
-""", 1)
-)

services/comfy/Dockerfile

@@ -1,8 +1,4 @@
-FROM alpine:3.17 as xformers
-RUN apk add --no-cache aria2
-RUN aria2c -x 5 --dir / --out wheel.whl 'https://github.com/AbdBarho/stable-diffusion-webui-docker/releases/download/6.0.0/xformers-0.0.21.dev544-cp310-cp310-manylinux2014_x86_64-pytorch201.whl'
-
-FROM pytorch/pytorch:2.0.1-cuda11.7-cudnn8-runtime
+FROM pytorch/pytorch:2.3.0-cuda12.1-cudnn8-runtime
 
 ENV DEBIAN_FRONTEND=noninteractive PIP_PREFER_BINARY=1
 
@@ -13,32 +9,14 @@ 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 884ea653c8d6fe19b3724f45a04a0d74cd881f2f && \
+  git reset --hard 276f8fce9f5a80b500947fb5745a4dde9e84622d && \
   pip install -r requirements.txt
 
-
-RUN --mount=type=cache,target=/root/.cache/pip  \
-  --mount=type=bind,from=xformers,source=/wheel.whl,target=/xformers-0.0.21-cp310-cp310-linux_x86_64.whl \
-  pip install /xformers-0.0.21-cp310-cp310-linux_x86_64.whl
-
-
 WORKDIR ${ROOT}
-
-ARG BRANCH=master SHA=8607c2d42d10b0108de02528e813cc703e58813f
-RUN --mount=type=cache,target=/root/.cache/pip \
-  git fetch && \
-  git checkout ${BRANCH} && \
-  git reset --hard ${SHA} && \
-  pip install -r requirements.txt
-
-# add info
 COPY . /docker/
-RUN cp /docker/extra_model_paths.yaml ${ROOT}
-RUN chmod u+x /docker/entrypoint.sh
-RUN cp /docker/extra_model_paths.yaml ${ROOT}
+RUN chmod u+x /docker/entrypoint.sh && cp /docker/extra_model_paths.yaml ${ROOT}
 
-ENV NVIDIA_VISIBLE_DEVICES=all
-ENV PYTHONPATH="${PYTHONPATH}:${PWD}" CLI_ARGS=""
+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}

services/download/Dockerfile

@@ -1,6 +1,6 @@
-FROM bash:alpine3.15
+FROM bash:alpine3.19
 
-RUN apk add parallel aria2
+RUN apk update && apk add parallel aria2
 COPY . /docker
 RUN chmod +x /docker/download.sh
 ENTRYPOINT ["/docker/download.sh"]

services/forge/Dockerfile

@@ -0,0 +1,70 @@
+FROM alpine/git:2.36.2 as download
+
+COPY clone.sh /clone.sh
+
+
+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 CodeFormer https://github.com/sczhou/CodeFormer.git c5b4593074ba6214284d6acd5f1719b6c5d739af \
+  && rm -rf assets inputs
+
+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 stable-diffusion-webui-assets https://github.com/AUTOMATIC1111/stable-diffusion-webui-assets.git 6f7db241d2f8ba7457bac5ca9753331f0c266917
+
+
+FROM pytorch/pytorch:2.1.2-cuda12.1-cudnn8-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
+
+
+WORKDIR /
+RUN --mount=type=cache,target=/root/.cache/pip \
+  git clone https://github.com/lllyasviel/stable-diffusion-webui-forge.git && \
+  cd stable-diffusion-webui-forge && \
+  #git reset --hard cf2772fab0af5573da775e7437e6acdca424f26e && \
+  pip install -r requirements_versions.txt
+
+
+ENV ROOT=/stable-diffusion-webui-forge
+
+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 -r ${ROOT}/repositories/CodeFormer/requirements.txt
+
+RUN --mount=type=cache,target=/root/.cache/pip \
+  pip install pyngrok xformers==0.0.23.post1 \
+  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}

services/forge/clone.sh

@@ -0,0 +1,11 @@
+#!/bin/bash
+
+set -Eeuox 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"
+rm -rf .git

services/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)
+

services/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 ${ROOT}
+  echo "Running startup script"
+  . /data/config/forge/startup.sh
+  popd
+fi
+
+exec "$@"

services/invoke/Dockerfile

@@ -3,7 +3,7 @@ RUN apk add --no-cache aria2
 RUN aria2c -x 5 --dir / --out wheel.whl 'https://github.com/AbdBarho/stable-diffusion-webui-docker/releases/download/6.0.0/xformers-0.0.21.dev544-cp310-cp310-manylinux2014_x86_64-pytorch201.whl'
 
 
-FROM pytorch/pytorch:2.0.1-cuda11.7-cudnn8-runtime
+FROM pytorch/pytorch:2.3.0-cuda12.1-cudnn8-runtime
 
 ENV DEBIAN_FRONTEND=noninteractive PIP_EXISTS_ACTION=w PIP_PREFER_BINARY=1