diff --git a/tools/ci_build/github/linux/docker/Dockerfile.package_ubi8_cuda11_8_tensorrt8_6 b/tools/ci_build/github/linux/docker/Dockerfile.package_ubi8_cuda11_8_tensorrt8_6
index 652a373b443c1..5056b6cedc758 100644
--- a/tools/ci_build/github/linux/docker/Dockerfile.package_ubi8_cuda11_8_tensorrt8_6
+++ b/tools/ci_build/github/linux/docker/Dockerfile.package_ubi8_cuda11_8_tensorrt8_6
@@ -9,29 +9,29 @@ FROM nvidia/cuda:11.8.0-cudnn8-devel-ubi8 AS base
 
 ENV PATH /usr/local/nvidia/bin:/usr/local/cuda/bin:/usr/src/tensorrt/bin:${PATH}
 
-RUN dnf update -y &&\
-    dnf install -y bash wget &&\
+RUN dnf install -y bash wget &&\
     dnf clean dbcache
 
 # Install python3
 RUN dnf install -y \
     python3.8 \
-    python3-pip \
-    python3-wheel &&\
+    python38-pip \
+    python38-wheel &&\
     cd /usr/local/bin &&\
-    ln -s /usr/bin/python3 python &&\
-    ln -s /usr/bin/pip3 pip;
+    ln -s /usr/bin/python3 python3.8 &&\
+    ln -s /usr/bin/pip3 pip3.8;
 
-RUN pip install --upgrade pip
-RUN pip install setuptools>=41.0.0
+RUN pip3 install --upgrade pip
+RUN pip3 install setuptools>=41.0.0
 
 # Install TensorRT
-RUN yum update -y && yum install -y libnvinfer8 libnvonnxparsers8 libnvparsers8 libnvinfer-plugin8 libnvinfer-lean8 libnvinfer-vc-plugin8 libnvinfer-dispatch8
+RUN dnf install -y libnvinfer8 libnvonnxparsers8 libnvparsers8 libnvinfer-plugin8 libnvinfer-lean8 libnvinfer-vc-plugin8 libnvinfer-dispatch8
 RUN v="8.6.1.6-1+cuda11.8" &&\
-    yum update -y &&\
-    yum downgrade -y libnvinfer8-${v} libnvinfer8-${v} libnvonnxparsers8-${v} libnvparsers8-${v} libnvinfer-plugin8-${v} libnvinfer-lean8-${v} libnvinfer-vc-plugin8-${v} libnvinfer-dispatch8-${v} &&\
-    yum install -y yum-plugin-versionlock &&\
-    yum versionlock libnvinfer8 libnvonnxparsers8 libnvparsers8 libnvinfer-plugin8 libnvinfer-lean8 libnvinfer-vc-plugin8 libnvinfer-dispatch8
+    dnf downgrade -y libnvinfer8-${v} libnvinfer8-${v} libnvonnxparsers8-${v} libnvparsers8-${v} libnvinfer-plugin8-${v} libnvinfer-lean8-${v} libnvinfer-vc-plugin8-${v} libnvinfer-dispatch8-${v} &&\
+    dnf install -y yum-plugin-versionlock &&\
+    dnf versionlock libnvinfer8 libnvonnxparsers8 libnvparsers8 libnvinfer-plugin8 libnvinfer-lean8 libnvinfer-vc-plugin8 libnvinfer-dispatch8
+RUN dnf clean dbcache
+
 
 ADD scripts /tmp/scripts
 RUN cd /tmp/scripts && /tmp/scripts/install_dotnet.sh && /tmp/scripts/install_java.sh && rm -rf /tmp/scripts