diff --git a/Jenkinsfile b/Jenkinsfile
index 079001f0524b..037c254abcef 100644
--- a/Jenkinsfile
+++ b/Jenkinsfile
@@ -181,6 +181,7 @@ stage('Build') {
         make(ci_cpu, 'build', '-j2')
         pack_lib('cpu', tvm_multilib)
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_cpu} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_cpu} ./tests/scripts/task_python_unittest.sh"
           sh "${docker_run} ${ci_cpu} ./tests/scripts/task_python_integration.sh"
           sh "${docker_run} ${ci_cpu} ./tests/scripts/task_python_vta_fsim.sh"
@@ -198,6 +199,7 @@ stage('Build') {
         sh "${docker_run} ${ci_wasm} ./tests/scripts/task_config_build_wasm.sh"
         make(ci_wasm, 'build', '-j2')
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_wasm} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_wasm} ./tests/scripts/task_web_wasm.sh"
         }
       }
@@ -230,6 +232,7 @@ stage('Build') {
         sh "${docker_run} ${ci_qemu} ./tests/scripts/task_config_build_qemu.sh"
         make(ci_qemu, 'build', '-j2')
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_qemu} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_qemu} ./tests/scripts/task_python_microtvm.sh"
         }
       }
@@ -244,6 +247,7 @@ stage('Unit Test') {
         init_git()
         unpack_lib('gpu', tvm_multilib)
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_gpu} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_gpu} ./tests/scripts/task_sphinx_precheck.sh"
           sh "${docker_run} ${ci_gpu} ./tests/scripts/task_python_unittest_gpuonly.sh"
           sh "${docker_run} ${ci_gpu} ./tests/scripts/task_python_integration_gpuonly.sh"
@@ -257,6 +261,7 @@ stage('Unit Test') {
         init_git()
         unpack_lib('i386', tvm_multilib)
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_i386} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_i386} ./tests/scripts/task_python_unittest.sh"
           sh "${docker_run} ${ci_i386} ./tests/scripts/task_python_integration.sh"
           sh "${docker_run} ${ci_i386} ./tests/scripts/task_python_vta_fsim.sh"
@@ -282,6 +287,7 @@ stage('Unit Test') {
         init_git()
         unpack_lib('gpu', tvm_multilib)
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_gpu} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_gpu} ./tests/scripts/task_java_unittest.sh"
         }
       }
@@ -296,6 +302,7 @@ stage('Integration Test') {
         init_git()
         unpack_lib('gpu', tvm_multilib)
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_gpu} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_gpu} ./tests/scripts/task_python_topi.sh"
         }
       }
@@ -307,6 +314,7 @@ stage('Integration Test') {
         init_git()
         unpack_lib('gpu', tvm_multilib)
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_gpu} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_gpu} ./tests/scripts/task_python_frontend.sh"
         }
       }
@@ -318,6 +326,7 @@ stage('Integration Test') {
         init_git()
         unpack_lib('cpu', tvm_multilib)
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_gpu} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_cpu} ./tests/scripts/task_python_frontend_cpu.sh"
         }
       }
@@ -329,6 +338,7 @@ stage('Integration Test') {
         init_git()
         unpack_lib('gpu', tvm_multilib)
         timeout(time: max_time, unit: 'MINUTES') {
+          sh "${docker_run} ${ci_gpu} ./tests/scripts/task_ci_python_setup.sh"
           sh "${docker_run} ${ci_gpu} ./tests/scripts/task_python_docs.sh"
         }
         pack_lib('mydocs', 'docs.tgz')
diff --git a/tests/scripts/task_ci_python_setup.sh b/tests/scripts/task_ci_python_setup.sh
new file mode 100755
index 000000000000..b12452c59528
--- /dev/null
+++ b/tests/scripts/task_ci_python_setup.sh
@@ -0,0 +1,23 @@
+#!/bin/bash
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+set -e
+set -u
+set -o pipefail
+
+# Script to setup additional python env.