diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..bcfeef5b
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,67 @@
+ARG CUDA_VERSION=11.1
+
+# onnxruntime-gpu requires cudnn
+ARG CUDNN_VER=8
+
+# See possible types: https://hub.docker.com/r/nvidia/cuda/tags?page=1&ordering=last_updated
+ARG IMAGE_TYPE=runtime
+
+FROM nvidia/cuda:${CUDA_VERSION}-cudnn${CUDNN_VER}-${IMAGE_TYPE}-ubuntu20.04 AS builder
+
+ENV DEBIAN_FRONTEND=noninteractive
+
+RUN apt update && \
+    apt install -y software-properties-common && \
+    # the latest version of Git
+    add-apt-repository ppa:git-core/ppa && \
+    apt update && \
+    apt install -y --no-install-recommends \
+    git ca-certificates wget unzip libgl1-mesa-glx \
+    && \
+    apt autoremove -y && \
+    apt clean -y
+
+# Install Miniconda See possible versions: https://repo.anaconda.com/miniconda/
+ARG CONDA_VERSION=3-py38_4.9.2
+
+ARG CONDA_DIR=/opt/conda
+
+ENV PATH=$CONDA_DIR/bin:$PATH
+
+RUN wget -q -O ./miniconda.sh http://repo.continuum.io/miniconda/Miniconda${CONDA_VERSION}-Linux-x86_64.sh \
+    && sh ./miniconda.sh -bfp $CONDA_DIR \
+    && rm ./miniconda.sh
+
+WORKDIR /home
+
+COPY ./environment.yml ./environment.yml 
+
+RUN conda env update -n base --prune --file ./environment.yml && \
+    conda clean -ayf && rm ./environment.yml
+
+RUN git clone --single-branch https://github.com/neuralchen/SimSwap.git && \
+    cd ./SimSwap && \
+    rm -rf .git && \
+    ./download-weights.sh && \
+    wget -P ./parsing_model/checkpoint https://github.com/neuralchen/SimSwap/releases/download/1.0/79999_iter.pth
+
+
+FROM nvidia/cuda:${CUDA_VERSION}-cudnn${CUDNN_VER}-${IMAGE_TYPE}-ubuntu20.04
+
+ARG CONDA_DIR=/opt/conda
+
+# Copy conda installation
+COPY --from=builder /opt/conda $CONDA_DIR
+
+ENV PATH=$CONDA_DIR/bin:$PATH
+
+ENV DEBIAN_FRONTEND=noninteractive
+
+RUN apt update && \
+    apt install -y --no-install-recommends libgl1-mesa-glx && \
+    apt autoremove -y && \
+    apt clean -y
+
+COPY --from=builder /home/SimSwap /home/SimSwap
+
+WORKDIR /home/SimSwap
diff --git a/download-weights.sh b/download-weights.sh
index 54e6ea5c..9aba1396 100755
--- a/download-weights.sh
+++ b/download-weights.sh
@@ -7,3 +7,5 @@ wget --no-check-certificate "https://sh23tw.dm.files.1drv.com/y4mmGiIkNVigkSwOKD
 mkdir -p insightface_func/models
 unzip ./antelope.zip -d ./insightface_func/models/
 rm antelope.zip
+wget -P ./parsing_model/checkpoint https://github.com/neuralchen/SimSwap/releases/download/1.0/79999_iter.pth
+
diff --git a/environment.yml b/environment.yml
new file mode 100644
index 00000000..f0a7f9fe
--- /dev/null
+++ b/environment.yml
@@ -0,0 +1,16 @@
+channels:
+  - defaults
+  - conda-forge
+  - pytorch
+dependencies:
+  - numpy=1.20.2
+  - opencv=4.5.0
+  - pillow=8.2.0
+  - moviepy
+  - pip=21.2.2
+  - pip:
+    - insightface==0.2.1
+    - onnxruntime-gpu==1.8.1
+    - -f https://download.pytorch.org/whl/torch_stable.html
+    - torch==1.9.0+cu111
+    - torchvision==0.10.0+cu111