diff --git a/.dockerignore b/.dockerignore
new file mode 100644
index 0000000..f92863d
--- /dev/null
+++ b/.dockerignore
@@ -0,0 +1,6 @@
+.cache/
+cudnn_windows/
+bitsandbytes_windows/
+dataset/
+__pycache__/
+venv/
diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 0000000..54435f7
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,27 @@
+FROM nvcr.io/nvidia/pytorch:23.04-py3 as base
+ENV DEBIAN_FRONTEND=noninteractive
+ENV TZ=Europe/London
+
+RUN apt-get update && \
+    apt-get install -y git curl python3-venv python3-tk libgl1 libglib2.0-0 libgoogle-perftools-dev && \
+    rm -rf /var/lib/apt/lists/*
+
+RUN useradd -m -s /bin/bash appuser
+USER appuser
+
+WORKDIR /app
+
+RUN python3 -m venv ./venv && . ./venv/bin/activate && \
+    python3 -m pip install wheel
+
+COPY requirements.txt setup.py .
+RUN . ./venv/bin/activate && \
+    python3 -m pip install --use-pep517 -U -r requirements.txt triton torch>=2.0.0+cu121 xformers \
+                           --extra-index-url https://download.pytorch.org/whl/cu121
+
+USER appuser
+COPY --chown=appuser . .
+
+STOPSIGNAL SIGINT
+ENV LD_PRELOAD=libtcmalloc.so
+CMD . ./venv/bin/activate && ./gui.sh --listen 0.0.0.0 --server_port 7860
diff --git a/README.md b/README.md
index b7a35cd..4eaa2ec 100644
--- a/README.md
+++ b/README.md
@@ -57,10 +57,30 @@ These dependencies are taken care of via `setup.sh` in the installation section.
 ### Runpod
 Follow the instructions found in this discussion: https://github.com/bmaltais/kohya_ss/discussions/379
 
+### Docker
+Docker is supported on Windows, Linux and macOS distributions. However this method currently only supports Nvidia GPUs. 
+Run the following commands in your OS shell after installing [git](https://git-scm.com/download/) and [docker](https://www.docker.com/products/docker-desktop/):
+```bash
+git clone https://github.com/bmaltais/kohya_ss.git
+cd kohya_ss
+docker compose up --build
+```
+
+This will take a while (up to 20 minutes) on the first run.
+
+The following limitations apply:
+* All training data must be added to the `dataset` subdirectory, the docker container cannot access any other files
+* The file picker does not work
+  * Cannot select folders, folder path must be set manually like e.g. /dataset/my_lora/img
+  * Cannot select config file, it must be loaded via path instead like e.g. /dataset/my_config.json  
+* Dialogs do not work
+  * Make sure your file names are unique as this happens when asking if an existing file should be overridden
+* No auto-update support. Must run update scripts outside docker manually and then rebuild with `docker compose build`.
+
 ### Linux and macOS
 In the terminal, run
 
-```
+```bash
 git clone https://github.com/bmaltais/kohya_ss.git
 cd kohya_ss
 # May need to chmod +x ./setup.sh if you're on a machine with stricter security.
diff --git a/docker-compose.yaml b/docker-compose.yaml
new file mode 100644
index 0000000..28c210a
--- /dev/null
+++ b/docker-compose.yaml
@@ -0,0 +1,32 @@
+version: "3.8"
+services:
+  kohya-ss-gui:
+    container_name: kohya-ss-gui
+    image: kohya-ss-gui:latest
+    build:
+      context: .
+    ports:
+      - 127.0.0.1:7860:7860
+    stdin_open: true
+    tty: true
+    ipc: host
+    environment:
+      CLI_ARGS: ""
+      SAFETENSORS_FAST_GPU: 1
+    tmpfs:
+      - /tmp      
+    volumes:
+      - ./dataset:/dataset
+      - ./.cache/cache.json:/app/cache.json
+      - ./.cache/user:/home/appuser/.cache
+      - ./.cache/triton:/home/appuser/.triton    
+      - ./.cache/__pycache__:/app/__pycache__
+      - ./.cache/nv:/home/appuser/.nv 
+      - ./.cache/keras:/home/appuser/.keras       
+    deploy:
+      resources:
+        reservations:
+          devices:
+            - driver: nvidia
+              device_ids: ['0']
+              capabilities: [gpu]