diff --git a/deploy/docker/hubserving/cpu/Dockerfile b/deploy/docker/hubserving/cpu/Dockerfile
index ef1a7b7b16fe1ebe26b5681a72f64d404dd77608..65e93f5ddb36f20c6248f485996ec7025e929c68 100644
--- a/deploy/docker/hubserving/cpu/Dockerfile
+++ b/deploy/docker/hubserving/cpu/Dockerfile
@@ -4,12 +4,19 @@ FROM registry.baidubce.com/paddlepaddle/paddle:2.0.0
 # PaddleOCR base on Python3.7
 RUN pip3.7 install --upgrade pip -i https://mirror.baidu.com/pypi/simple
 
+# Fix error: versions don't match. Use the specified versions of paddlepaddle and paddlenlp.
+RUN pip3.7 install paddlepaddle==2.1.0 -i https://mirror.baidu.com/pypi/simple
+RUN pip3.7 install paddlenlp==2.0.2 -i https://mirror.baidu.com/pypi/simple
+
 RUN pip3.7 install paddlehub --upgrade -i https://mirror.baidu.com/pypi/simple
 
-RUN git clone https://github.com/PaddlePaddle/PaddleOCR.git /PaddleOCR
+RUN git clone https://gitee.com/PaddlePaddle/PaddleOCR.git /PaddleOCR
 
 WORKDIR /PaddleOCR
 
+# Switch code branch to avoid the mismatched versions.
+RUN git checkout release/2.5
+
 RUN pip3.7 install -r requirements.txt -i https://mirror.baidu.com/pypi/simple
 
 RUN mkdir -p /PaddleOCR/inference/
@@ -27,4 +34,4 @@ RUN tar xf /PaddleOCR/inference/{file}.tar -C /PaddleOCR/inference/
 
 EXPOSE 8868
 
-CMD ["/bin/bash","-c","hub install deploy/hubserving/ocr_system/ && hub serving start -m ocr_system"]
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+CMD ["/bin/bash","-c","hub install deploy/hubserving/ocr_system/ && hub serving start -c /PaddleOCR/deploy/hubserving/ocr_system/config.json"]
\ No newline at end of file