diff --git a/Dockerfile b/Dockerfile
new file mode 100644
index 00000000..36f1f185
--- /dev/null
+++ b/Dockerfile
@@ -0,0 +1,24 @@
+# Stage 1
+FROM python:3.8-bullseye AS builder
+
+COPY requirements.txt /requirements.txt
+RUN python3 -m pip install --upgrade pip && \
+    python3 -m pip install --no-cache-dir --user  \
+    --no-warn-script-location -r /requirements.txt  \
+    --extra-index-url https://download.pytorch.org/whl/cu116 && \
+    rm -rf /requirements.txt
+
+# Stage 2
+FROM python:3.8-slim-bullseye
+
+RUN apt-get update && apt-get install -y --no-install-recommends\
+    libgl1-mesa-glx \
+    libglib2.0-0 \
+    wget && \
+    rm -rf /var/lib/apt/lists/*
+
+COPY --from=builder /root/.local /root/.local
+ENV PATH=$PATH:/root/.local
+
+WORKDIR /workspace
+CMD ["/bin/bash"]
\ No newline at end of file
diff --git a/README.md b/README.md
index a0384b94..167bed73 100644
--- a/README.md
+++ b/README.md
@@ -31,6 +31,12 @@ cd YOLOv6
 pip install -r requirements.txt
 ```
 
+### Docker
+```shell
+docker build -t yolov6 .
+docker run --gpus all --shm-size 2g --rm -it -v $(pwd):/workspace yolov6
+
+```
 ### Inference
 
 First, download a pretrained model from the YOLOv6 [release](https://github.com/meituan/YOLOv6/releases/tag/0.1.0)