diff --git a/examples/images/diffusion/README.md b/examples/images/diffusion/README.md
index 8583f3be2..00ee79ad5 100644
--- a/examples/images/diffusion/README.md
+++ b/examples/images/diffusion/README.md
@@ -24,7 +24,10 @@ this model uses a frozen CLIP ViT-L/14 text encoder to condition the model on te
 <img src="https://raw.githubusercontent.com/hpcaitech/public_assets/main/colossalai/img/diffusion_demo.png" width=800/>
 </p>
 
-## Requirements
+## Installation
+
+### Optional #1: install from source
+#### Step 1: Requirements
 
 A suitable [conda](https://conda.io/) environment named `ldm` can be created
 and activated with:
@@ -42,7 +45,7 @@ pip install transformers==4.19.2 diffusers invisible-watermark
 pip install -e .
 ```
 
-### install lightning
+##### Step 2: install lightning
 
 ```
 git clone https://github.com/1SAA/lightning.git
@@ -52,7 +55,7 @@ export PACKAGE_NAME=pytorch
 pip install .
 ```
 
-### Install [Colossal-AI v0.1.12](https://colossalai.org/download/) From Our Official Website
+##### Step 3:Install [Colossal-AI v0.1.12](https://colossalai.org/download/) From Our Official Website
 
 ```
 pip install colossalai==0.1.12+torch1.12cu11.3 -f https://release.colossalai.org
@@ -60,6 +63,13 @@ pip install colossalai==0.1.12+torch1.12cu11.3 -f https://release.colossalai.org
 
 > The specified version is due to the interface incompatibility caused by the latest update of [Lightning](https://github.com/Lightning-AI/lightning), which will be fixed in the near future.
 
+### Optional #2: install from dockerfile
+
+```
+cd docker
+docker build -t hpcaitech/diffusion:0.2.0  .
+```
+
 ## Download the model checkpoint from pretrained
 
 ### stable-diffusion-v1-4
diff --git a/examples/images/diffusion/docker/Dockerfile b/examples/images/diffusion/docker/Dockerfile
new file mode 100644
index 000000000..17cc8bc8b
--- /dev/null
+++ b/examples/images/diffusion/docker/Dockerfile
@@ -0,0 +1,41 @@
+FROM hpcaitech/pytorch-cuda:1.12.0-11.3.0
+
+# install torch
+# RUN conda install pytorch torchvision torchaudio cudatoolkit=11.3 -c pytorch
+RUN apt-get update
+RUN apt-get install ffmpeg libsm6 libxext6  -y
+
+# install apex
+RUN git clone https://github.com/NVIDIA/apex && \
+    cd apex && \
+    pip install -v --disable-pip-version-check --no-cache-dir --global-option="--cpp_ext" --global-option="--cuda_ext" --global-option="--fast_layer_norm" ./
+
+# install colossalai
+# RUN git clone https://github.com/hpcaitech/ColossalAI.git \
+#     && cd ./ColossalAI \
+#     && pip install -v --no-cache-dir .
+
+RUN pip install colossalai==0.1.12+torch1.12cu11.3 -f https://release.colossalai.org
+
+
+# install our lightning, it will be merged to Lightning official repo.
+RUN git clone https://github.com/1SAA/lightning.git && \
+    cd lightning && \
+    git checkout strategy/colossalai && \
+    export PACKAGE_NAME=pytorch && \
+    pip install --no-cache-dir .
+
+# install titans
+RUN pip install --no-cache-dir titans
+
+RUN git clone https://github.com/hpcaitech/ColossalAI.git  && \
+    cd ./ColossalAI/examples/images/diffusion && \
+    pip install -r requirements.txt && \
+    pip install --no-cache-dir transformers==4.19.2 diffusers invisible-watermark
+
+# install tensornvme
+# RUN conda install cmake && \
+#     git clone https://github.com/hpcaitech/TensorNVMe.git && \
+#     cd TensorNVMe && \
+#     pip install -r requirements.txt && \
+#     pip install -v --no-cache-dir .
diff --git a/examples/images/diffusion/requirements.txt b/examples/images/diffusion/requirements.txt
index 5a83b2aa3..333f32d6e 100644
--- a/examples/images/diffusion/requirements.txt
+++ b/examples/images/diffusion/requirements.txt
@@ -1,5 +1,5 @@
 albumentations==1.3.0
-opencv-python
+opencv-python==4.6.0
 pudb==2019.2
 prefetch_generator
 imageio==2.9.0