diff --git a/Dockerfile b/Dockerfile
index 3ff583a..4adb8c1 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,4 +1,165 @@
-FROM python:3.10.4-slim
+FROM nvidia/cuda:12.2.0-base-ubuntu22.04
+ENV PATH /usr/local/bin:$PATH
+
+# http://bugs.python.org/issue19846
+# > At the moment, setting "LANG=C" on a Linux system *fundamentally breaks Python 3*, and that's not OK.
+ENV LANG C.UTF-8
+
+# runtime dependencies
+RUN set -eux; \
+	apt-get update; \
+	apt-get install -y --no-install-recommends \
+		ca-certificates \
+		netbase \
+		tzdata \
+	; \
+	rm -rf /var/lib/apt/lists/*
+
+ENV GPG_KEY A035C8C19219BA821ECEA86B64E628F8D684696D
+ENV PYTHON_VERSION 3.10.4
+
+RUN set -eux; \
+	\
+	savedAptMark="$(apt-mark showmanual)"; \
+	apt-get update; \
+	apt-get install -y --no-install-recommends \
+		dpkg-dev \
+		gcc \
+		gnupg \
+		libbluetooth-dev \
+		libbz2-dev \
+		libc6-dev \
+		libdb-dev \
+		libexpat1-dev \
+		libffi-dev \
+		libgdbm-dev \
+		liblzma-dev \
+		libncursesw5-dev \
+		libreadline-dev \
+		libsqlite3-dev \
+		libssl-dev \
+		make \
+		tk-dev \
+		uuid-dev \
+		wget \
+		xz-utils \
+		zlib1g-dev \
+	; \
+	\
+	wget -O python.tar.xz "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz"; \
+	wget -O python.tar.xz.asc "https://www.python.org/ftp/python/${PYTHON_VERSION%%[a-z]*}/Python-$PYTHON_VERSION.tar.xz.asc"; \
+	GNUPGHOME="$(mktemp -d)"; export GNUPGHOME; \
+	gpg --batch --keyserver hkps://keys.openpgp.org --recv-keys "$GPG_KEY"; \
+	gpg --batch --verify python.tar.xz.asc python.tar.xz; \
+	gpgconf --kill all; \
+	rm -rf "$GNUPGHOME" python.tar.xz.asc; \
+	mkdir -p /usr/src/python; \
+	tar --extract --directory /usr/src/python --strip-components=1 --file python.tar.xz; \
+	rm python.tar.xz; \
+	\
+	cd /usr/src/python; \
+	gnuArch="$(dpkg-architecture --query DEB_BUILD_GNU_TYPE)"; \
+	./configure \
+		--build="$gnuArch" \
+		--enable-loadable-sqlite-extensions \
+		--enable-optimizations \
+		--enable-option-checking=fatal \
+		--enable-shared \
+		--with-lto \
+		--with-system-expat \
+		--without-ensurepip \
+	; \
+	nproc="$(nproc)"; \
+	EXTRA_CFLAGS="$(dpkg-buildflags --get CFLAGS)"; \
+	LDFLAGS="$(dpkg-buildflags --get LDFLAGS)"; \
+	LDFLAGS="${LDFLAGS:--Wl},--strip-all"; \
+	make -j "$nproc" \
+		"EXTRA_CFLAGS=${EXTRA_CFLAGS:-}" \
+		"LDFLAGS=${LDFLAGS:-}" \
+		"PROFILE_TASK=${PROFILE_TASK:-}" \
+	; \
+# https://github.com/docker-library/python/issues/784
+# prevent accidental usage of a system installed libpython of the same version
+	rm python; \
+	make -j "$nproc" \
+		"EXTRA_CFLAGS=${EXTRA_CFLAGS:-}" \
+		"LDFLAGS=${LDFLAGS:--Wl},-rpath='\$\$ORIGIN/../lib'" \
+		"PROFILE_TASK=${PROFILE_TASK:-}" \
+		python \
+	; \
+	make install; \
+	\
+	cd /; \
+	rm -rf /usr/src/python; \
+	\
+	find /usr/local -depth \
+		\( \
+			\( -type d -a \( -name test -o -name tests -o -name idle_test \) \) \
+			-o \( -type f -a \( -name '*.pyc' -o -name '*.pyo' -o -name 'libpython*.a' \) \) \
+		\) -exec rm -rf '{}' + \
+	; \
+	\
+	ldconfig; \
+	\
+	apt-mark auto '.*' > /dev/null; \
+	apt-mark manual $savedAptMark; \
+	find /usr/local -type f -executable -not \( -name '*tkinter*' \) -exec ldd '{}' ';' \
+		| awk '/=>/ { so = $(NF-1); if (index(so, "/usr/local/") == 1) { next }; gsub("^/(usr/)?", "", so); printf "*%s\n", so }' \
+		| sort -u \
+		| xargs -r dpkg-query --search \
+		| cut -d: -f1 \
+		| sort -u \
+		| xargs -r apt-mark manual \
+	; \
+	apt-get purge -y --auto-remove -o APT::AutoRemove::RecommendsImportant=false; \
+	rm -rf /var/lib/apt/lists/*; \
+	\
+	python3 --version
+
+# make some useful symlinks that are expected to exist ("/usr/local/bin/python" and friends)
+RUN set -eux; \
+	for src in idle3 pydoc3 python3 python3-config; do \
+		dst="$(echo "$src" | tr -d 3)"; \
+		[ -s "/usr/local/bin/$src" ]; \
+		[ ! -e "/usr/local/bin/$dst" ]; \
+		ln -svT "$src" "/usr/local/bin/$dst"; \
+	done
+
+# if this is called "PIP_VERSION", pip explodes with "ValueError: invalid truth value '<VERSION>'"
+ENV PYTHON_PIP_VERSION 23.2.1
+# https://github.com/docker-library/python/issues/365
+ENV PYTHON_SETUPTOOLS_VERSION 65.5.1
+# https://github.com/pypa/get-pip
+ENV PYTHON_GET_PIP_URL https://github.com/pypa/get-pip/raw/4cfa4081d27285bda1220a62a5ebf5b4bd749cdb/public/get-pip.py
+ENV PYTHON_GET_PIP_SHA256 9cc01665956d22b3bf057ae8287b035827bfd895da235bcea200ab3b811790b6
+
+RUN set -eux; \
+	\
+	savedAptMark="$(apt-mark showmanual)"; \
+	apt-get update; \
+	apt-get install -y --no-install-recommends wget; \
+	\
+	wget -O get-pip.py "$PYTHON_GET_PIP_URL"; \
+	echo "$PYTHON_GET_PIP_SHA256 *get-pip.py" | sha256sum -c -; \
+	\
+	apt-mark auto '.*' > /dev/null; \
+	[ -z "$savedAptMark" ] || apt-mark manual $savedAptMark > /dev/null; \
+	apt-get purge -y --auto-remove -o APT::AutoRemove::RecommendsImportant=false; \
+	rm -rf /var/lib/apt/lists/*; \
+	\
+	export PYTHONDONTWRITEBYTECODE=1; \
+	\
+	python get-pip.py \
+		--disable-pip-version-check \
+		--no-cache-dir \
+		--no-compile \
+		"pip==$PYTHON_PIP_VERSION" \
+		"setuptools==$PYTHON_SETUPTOOLS_VERSION" \
+	; \
+	rm -f get-pip.py; \
+	\
+	pip --version
+
 WORKDIR /app
 COPY backend ./backend
 COPY real_agents ./real_agents
@@ -31,4 +192,3 @@ RUN mkdir /root/.kaggle && \
     chmod 600 /root/.kaggle/kaggle.json
 EXPOSE 8000
 CMD ["flask", "run", "-p 8000", "--host=0.0.0.0"]
-
diff --git a/README.md b/README.md
index 85da877..80786a8 100644
--- a/README.md
+++ b/README.md
@@ -195,6 +195,11 @@ ENV NEXT_PUBLIC_BACKEND_ENDPOINT http://x.x.x.x:8000
 4. If you use openai unofficial services, such as [FastChat](https://github.com/lm-sys/FastChat), you need to modify `OPENAI_API_BASE` in [docker-compose.yml](docker-compose.yml#L36);otherwise you only to put your `OPENAI_API_KEY`  in [docker-compose.yml](docker-compose.yml#L36)
 5. After completing the above steps, you can run `docker compose up -d` to start all services.
 
+**Notice**:
+1. If you want to use GPU, you need install [Nvidia Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html),and uncomment the the [docker-compose.yml](docker-compose.yml#L56-L62) Lines 56-62.
+2. Use Auto Plugin will download the weight file from huggingface. In some areas, connection timeout may occur. Please solve the network problem by yourself.
+
+
 
 ## 📜 Tutorial on Extending OpenAgents
 ### Code Structure
diff --git a/README_ZH.md b/README_ZH.md
index 9a7bd2a..5050477 100644
--- a/README_ZH.md
+++ b/README_ZH.md
@@ -190,6 +190,10 @@ ENV NEXT_PUBLIC_BACKEND_ENDPOINT http://x.x.x.x:8000
 4. 如果您使用openai非官方服务，如FastChat，您需要在docker-compose.yml中修改OPENAI_API_BASE；否则您只需在docker-compose.yml中放置您的OPENAI_API_KEY。
 5. 完成以上步骤后，您可以运行docker compose up -d以启动所有服务。
 
+**注意**：
+1. 如果你想要使用GPU，你需要先安装[Nvidia Container Toolkit](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html),然后去掉[docker-compose.yml](docker-compose.yml#L56-L62)56-62行的注释。
+2. 使用Auto plugin 将会从huggingface下载权重文件，在有些地区可能会出现连接超时，请自行解决网络问题。
+
 ## 📜 拓展OpenAgents的教程
 ### 代码结构
 在我们深入探讨如何扩展OpenAgents之前，首先让我们简要了解一下代码结构以便更好地理解。
diff --git a/docker-compose.yml b/docker-compose.yml
index 0df22ad..bb7cde6 100644
--- a/docker-compose.yml
+++ b/docker-compose.yml
@@ -52,6 +52,14 @@ services:
       - MONGO_SERVER=mongodb
       - CODE_INTER_SERVER=code_interpreter
       - CODE_EXECUTION_MODE=local #if code_interpreter running set docker,else local
+    # if you want to use gpu, uncomment the following lines
+    # deploy:
+    #   resources:
+    #     reservations:
+    #       devices:
+    #       - driver: nvidia
+    #         device_ids: ['0']
+    #         capabilities: [gpu]
 
 volumes:
   backend-data: