diff --git a/Jenkinsfile2 b/Jenkinsfile2
index 80bc39d938..7ba9b4a933 100644
--- a/Jenkinsfile2
+++ b/Jenkinsfile2
@@ -332,16 +332,6 @@ def pre_test_win(){
         cd %WIN_COMMUNITY_ROOT%
         git submodule update --init --recursive
     '''
-    bat '''
-        cd %WIN_CONNECTOR_ROOT%
-        git branch
-        git reset --hard
-        git pull
-    '''
-    bat '''
-        cd %WIN_CONNECTOR_ROOT%
-        git log -5
-    '''
 }
 
 def pre_test_build_win() {
@@ -363,12 +353,9 @@ def pre_test_build_win() {
         time /t
     '''
     bat '''
-        cd %WIN_CONNECTOR_ROOT%
-        python.exe -m pip install --upgrade pip
-        python -m pip uninstall taospy -y 
-        python -m pip install taospy==2.7.16
-        python -m pip uninstall taos-ws-py -y 
-        python -m pip install taos-ws-py==0.3.3
+        cd %WIN_COMMUNITY_ROOT%/tests/ci
+        pip3 install taospy==2.7.16 
+        pip3 install taos-ws-py==0.3.3
         xcopy /e/y/i/f %WIN_INTERNAL_ROOT%\\debug\\build\\lib\\taos.dll C:\\Windows\\System32
     '''
     return 1
@@ -387,7 +374,6 @@ def run_win_ctest() {
 def run_win_test() {
     bat '''
         echo "windows test ..."
-        cd %WIN_CONNECTOR_ROOT%
         xcopy /e/y/i/f %WIN_INTERNAL_ROOT%\\debug\\build\\lib\\taos.dll C:\\Windows\\System32
         ls -l C:\\Windows\\System32\\taos.dll
         time /t
@@ -405,7 +391,6 @@ pipeline {
         WKDIR = '/var/lib/jenkins/workspace'
         WK = '/var/lib/jenkins/workspace/TDinternal'
         WKC = '/var/lib/jenkins/workspace/TDinternal/community'
-        WKPY = '/var/lib/jenkins/workspace/taos-connector-python'
         DOC_WKC = '/root/doc_ci_work'
         td_repo = 'TDengine'
         zh_doc_repo = 'docs.taosdata.com'
@@ -476,7 +461,6 @@ pipeline {
                         WIN_INTERNAL_ROOT="C:\\workspace\\${env.EXECUTOR_NUMBER}\\TDinternal"
                         WIN_COMMUNITY_ROOT="C:\\workspace\\${env.EXECUTOR_NUMBER}\\TDinternal\\community"
                         WIN_SYSTEM_TEST_ROOT="C:\\workspace\\${env.EXECUTOR_NUMBER}\\TDinternal\\community\\tests\\system-test"
-                        WIN_CONNECTOR_ROOT="C:\\workspace\\${env.EXECUTOR_NUMBER}\\taos-connector-python"
                     }
                     steps {
                         catchError(buildResult: 'FAILURE', stageResult: 'FAILURE') {
diff --git a/tests/army/query/function/generate_answer.sh b/tests/army/query/function/generate_answer.sh
new file mode 100755
index 0000000000..6b798865bd
--- /dev/null
+++ b/tests/army/query/function/generate_answer.sh
@@ -0,0 +1,44 @@
+#!/bin/bash
+set -e 
+set -x
+# 检查是否传入了两个参数
+# echo "参数个数: $#"
+# if [ "$#" -ne 4 ]; then
+#     echo "使用方法: $0 -i <sqlfile> -o <query_result_file>"
+#     exit 1
+# fi
+
+# 读取传入的参数
+while getopts "i:o:" opt; do
+  case $opt in
+    i)
+      sqlfile="$OPTARG"
+      ;;
+    o)
+      query_result_file="$OPTARG"
+      ;;
+    \?)
+      echo "无效选项: -$OPTARG" >&2
+      exit 1
+      ;;
+    :)
+      echo "选项 -$OPTARG 需要一个参数." >&2
+      exit 1
+      ;;
+  esac
+done
+
+# 删除sqlfile文件中每一行末尾的分号和空格
+sed -i 's/;\s*$//' "$sqlfile"
+
+# 执行SQL文件并生成query_result_file文件
+taos -f "$sqlfile" | grep -v 'Query OK' | grep -v 'Copyright' | grep -v 'Welcome to the TDengine Command' > "$query_result_file"
+# echo  $(cat "$query_result_file")
+# echo "1"
+# sed -i 's/ ([^()]*)$//' "$query_result_file"
+# echo "1"
+# 打印输入的文件名
+echo "输入的文件: $sqlfile"
+
+# 打印输出的文件名
+echo "输出的文件: $query_result_file"
\ No newline at end of file
diff --git a/tests/ci/Dockerfile b/tests/ci/Dockerfile
index 8381f1bb57..d3d574b484 100644
--- a/tests/ci/Dockerfile
+++ b/tests/ci/Dockerfile
@@ -7,7 +7,7 @@ RUN apt-get install -y locales psmisc sudo tree  libgeos-dev libgflags2.2 libgfl
 RUN sed -i 's/# en_US.UTF-8/en_US.UTF-8/' /etc/locale.gen  && locale-gen 
 RUN pip3 config set global.index-url http://admin:123456@192.168.0.212:3141/admin/dev/+simple/
 RUN pip3 config set global.trusted-host 192.168.0.212
-RUN pip3 install taospy==2.7.15 taos-ws-py==0.3.1 pandas psutil fabric2 requests faker simplejson toml pexpect tzlocal distro decorator loguru hyperloglog
+RUN pip3 install taospy==2.7.16 taos-ws-py==0.3.3 pandas psutil fabric2 requests faker simplejson toml pexpect tzlocal distro decorator loguru hyperloglog
 ENV LANG=en_US.UTF-8 LANGUAGE=en_US.UTF-8 LC_ALL=en_US.UTF-8
 RUN apt-key adv --keyserver keyserver.ubuntu.com --recv-keys E298A3A825C0D65DFD57CBB651716619E084DAB9
 RUN add-apt-repository 'deb https://cloud.r-project.org/bin/linux/ubuntu focal-cran40/'
diff --git a/tests/ci/install_taos_py_con.py b/tests/ci/install_taos_py_con.py
new file mode 100644
index 0000000000..08f95b943b
--- /dev/null
+++ b/tests/ci/install_taos_py_con.py
@@ -0,0 +1,34 @@
+import subprocess
+import pkg_resources
+import sys
+import argparse
+
+def get_installed_version(package_name):
+    try:
+        return pkg_resources.get_distribution(package_name).version
+    except pkg_resources.DistributionNotFound:
+        return None
+
+def install_package(package_name, version):
+    subprocess.check_call([sys.executable, "-m", "pip", "install", f"{package_name}=={version}"])
+
+def main(packages):
+    for package, latest_version in packages.items():
+        installed_version = get_installed_version(package)
+        if installed_version != latest_version:
+            print(f"Installing {package} version {latest_version} (current version: {installed_version})")
+            install_package(package, latest_version)
+        else:
+            print(f"{package} is already up-to-date (version {installed_version})")
+
+if __name__ == "__main__":
+    parser = argparse.ArgumentParser(description='Install specified versions of packages.')
+    parser.add_argument('packages', nargs='+', help='List of packages with versions (e.g., taospy==2.7.16 taos-ws-py==0.3.3)')
+    args = parser.parse_args()
+
+    packages = {}
+    for package in args.packages:
+        name, version = package.split('==')
+        packages[name] = version
+
+    main(packages)
\ No newline at end of file
diff --git a/tests/parallel_test/container_build.sh b/tests/parallel_test/container_build.sh
index a386269f85..363f62284a 100755
--- a/tests/parallel_test/container_build.sh
+++ b/tests/parallel_test/container_build.sh
@@ -83,7 +83,7 @@ docker run \
     -v ${REP_REAL_PATH}/community/contrib/xml2/:${REP_DIR}/community/contrib/xml2 \
     -v ${REP_REAL_PATH}/community/contrib/zlib/:${REP_DIR}/community/contrib/zlib \
     -v ${REP_REAL_PATH}/community/contrib/zstd/:${REP_DIR}/community/contrib/zstd \
-    --rm --ulimit core=-1 taos_test:v1.0 sh -c "pip uninstall taospy -y;pip3 install taospy==2.7.2;cd $REP_DIR;rm -rf debug;mkdir -p debug;cd debug;cmake .. -DBUILD_HTTP=false -DBUILD_TOOLS=true -DBUILD_TEST=true -DWEBSOCKET=true -DBUILD_TAOSX=false -DJEMALLOC_ENABLED=0 -DCMAKE_EXPORT_COMPILE_COMMANDS=1 ;make -j|| exit 1"
+    --rm --ulimit core=-1 taos_test:v1.0 sh -c "cd $REP_DIR;rm -rf debug;mkdir -p debug;cd debug;cmake .. -DBUILD_HTTP=false -DBUILD_TOOLS=true -DBUILD_TEST=true -DWEBSOCKET=true -DBUILD_TAOSX=false -DJEMALLOC_ENABLED=0 -DCMAKE_EXPORT_COMPILE_COMMANDS=1 ;make -j|| exit 1"
  # -v ${REP_REAL_PATH}/community/contrib/jemalloc/:${REP_DIR}/community/contrib/jemalloc \
 
 if [[ -d ${WORKDIR}/debugNoSan  ]] ;then
@@ -137,7 +137,7 @@ docker run \
     -v ${REP_REAL_PATH}/community/contrib/xml2/:${REP_DIR}/community/contrib/xml2 \
     -v ${REP_REAL_PATH}/community/contrib/zlib/:${REP_DIR}/community/contrib/zlib \
     -v ${REP_REAL_PATH}/community/contrib/zstd/:${REP_DIR}/community/contrib/zstd \
-    --rm --ulimit core=-1 taos_test:v1.0 sh -c "pip uninstall taospy -y;pip3 install taospy==2.7.2;cd $REP_DIR;rm -rf debug;mkdir -p debug;cd debug;cmake .. -DBUILD_HTTP=false -DBUILD_TOOLS=true -DBUILD_TEST=false -DWEBSOCKET=true   -DBUILD_SANITIZER=1  -DTOOLS_SANITIZE=true -DCMAKE_BUILD_TYPE=Debug -DTOOLS_BUILD_TYPE=Debug -DBUILD_TAOSX=false -DJEMALLOC_ENABLED=0;make -j|| exit 1 "
+    --rm --ulimit core=-1 taos_test:v1.0 sh -c "cd $REP_DIR;rm -rf debug;mkdir -p debug;cd debug;cmake .. -DBUILD_HTTP=false -DBUILD_TOOLS=true -DBUILD_TEST=false -DWEBSOCKET=true   -DBUILD_SANITIZER=1  -DTOOLS_SANITIZE=true -DCMAKE_BUILD_TYPE=Debug -DTOOLS_BUILD_TYPE=Debug -DBUILD_TAOSX=false -DJEMALLOC_ENABLED=0;make -j|| exit 1 "
 
 mv  ${REP_REAL_PATH}/debug  ${WORKDIR}/debugSan
 
diff --git a/tests/parallel_test/run_case.sh b/tests/parallel_test/run_case.sh
index fa8fedbdbe..5b0d34fc0a 100755
--- a/tests/parallel_test/run_case.sh
+++ b/tests/parallel_test/run_case.sh
@@ -76,16 +76,9 @@ ulimit -c unlimited
 md5sum /usr/lib/libtaos.so.1
 md5sum /home/TDinternal/debug/build/lib/libtaos.so
 
-#define taospy 2.7.16
-pip3 list|grep taospy
-pip3 uninstall taospy -y
-pip3 install --default-timeout=120 taospy==2.7.16
-
-#define taos-ws-py 0.3.1
-pip3 list|grep taos-ws-py
-pip3 uninstall taos-ws-py -y
-pip3 install --default-timeout=600 taos-ws-py==0.3.3
-
+#get python connector and update: taospy 2.7.16 taos-ws-py 0.3.3
+pip3 install taospy==2.7.16 
+pip3 install taos-ws-py==0.3.3
 $TIMEOUT_CMD $cmd
 RET=$?
 echo "cmd exit code: $RET"