diff --git a/paddle/fluid/inference/tests/infer_ut/CMakeLists.txt b/paddle/fluid/inference/tests/infer_ut/CMakeLists.txt
index 16d1f211a860f94dda0c507feb40678dff5446e8..50d56b3e59ae7f70ac889d1d9cee0ba3cbe801da 100644
--- a/paddle/fluid/inference/tests/infer_ut/CMakeLists.txt
+++ b/paddle/fluid/inference/tests/infer_ut/CMakeLists.txt
@@ -193,7 +193,11 @@ if(WITH_GTEST)
   include(GNUInstallDirs)
   include_directories(${GTEST_INSTALL_DIR}/include)
   add_dependencies(${DEMO_NAME} thirdparty_gtest)
-  target_link_libraries(${DEMO_NAME} ${GTEST_INSTALL_DIR}/${CMAKE_INSTALL_LIBDIR}/libgtest${CMAKE_STATIC_LIBRARY_SUFFIX})
+  IF(WIN32)
+    target_link_libraries(${DEMO_NAME} ${GTEST_INSTALL_DIR}/${CMAKE_INSTALL_LIBDIR}/gtest${CMAKE_STATIC_LIBRARY_SUFFIX})
+  ELSE()
+    target_link_libraries(${DEMO_NAME} ${GTEST_INSTALL_DIR}/${CMAKE_INSTALL_LIBDIR}/libgtest${CMAKE_STATIC_LIBRARY_SUFFIX})
+  ENDIF(WIN32)
 endif()
 if(WIN32)
   if(USE_TENSORRT)
diff --git a/paddle/fluid/inference/tests/infer_ut/run.sh b/paddle/fluid/inference/tests/infer_ut/run.sh
index 627cd56f4830c9142c8d0b36ac9577e7d8514391..d887f493b2e31355c16385e63cff9fed1d7e3a7f 100755
--- a/paddle/fluid/inference/tests/infer_ut/run.sh
+++ b/paddle/fluid/inference/tests/infer_ut/run.sh
@@ -23,6 +23,7 @@ TENSORRT_ROOT_DIR=$5 # TensorRT ROOT dir, default to /usr/local/TensorRT
 MSVC_STATIC_CRT=$6
 inference_install_dir=${PADDLE_ROOT}/build/paddle_inference_install_dir
 EXIT_CODE=0 # init default exit code
+WIN_DETECT=$(echo `uname` | grep "Win") # detect current platform
 
 export RED='\033[0;31m' # red color
 export NC='\033[0m' # no color
@@ -48,7 +49,7 @@ if [ -d "$TENSORRT_ROOT_DIR" ]; then
   USE_TENSORRT=ON
 fi
 
-# download vis_demo data
+
 function download() {
   url_prefix=$1
   model_name=$2
@@ -57,8 +58,13 @@ function download() {
   if [[ -e "${model_name}.tgz" ]]; then
     echo "${model_name}.tgz has been downloaded."
   else
-      wget -q --no-proxy ${url_prefix}/${model_name}.tgz
-      tar xzf *.tgz
+      if [ $WIN_DETECT != "" ]; then
+        wget -q -Y off ${url_prefix}/${model_name}.tgz
+        tar xzf *.tgz
+      else
+        wget -q --no-proxy ${url_prefix}/${model_name}.tgz
+        tar xzf *.tgz
+      fi
   fi
   cd ..
 }
@@ -105,15 +111,30 @@ function compile_test() {
     mkdir -p ${build_dir}
     cd ${build_dir}
     TEST_NAME=$1
-    cmake .. -DPADDLE_LIB=${inference_install_dir} \
+    if [ $WIN_DETECT != "" ]; then
+        cmake .. -G "Visual Studio 15 2017" -A x64 -T host=x64 -DPADDLE_LIB=${inference_install_dir} \
              -DWITH_MKL=$TURN_ON_MKL \
              -DDEMO_NAME=${TEST_NAME} \
              -DWITH_GPU=$TEST_GPU_CPU \
              -DWITH_STATIC_LIB=OFF \
              -DUSE_TENSORRT=$USE_TENSORRT \
              -DTENSORRT_ROOT=$TENSORRT_ROOT_DIR \
-             -DWITH_GTEST=ON
-    make -j$(nproc)
+             -DMSVC_STATIC_CRT=$MSVC_STATIC_CRT \
+             -DWITH_GTEST=ON \
+             -DCMAKE_CXX_FLAGS='/std:c++17' \
+             -DCMAKE_BUILD_TYPE=Release
+        msbuild /maxcpucount /property:Configuration=Release ALL_BUILD.vcxproj
+    else
+        cmake .. -DPADDLE_LIB=${inference_install_dir} \
+                 -DWITH_MKL=$TURN_ON_MKL \
+                 -DDEMO_NAME=${TEST_NAME} \
+                 -DWITH_GPU=$TEST_GPU_CPU \
+                 -DWITH_STATIC_LIB=OFF \
+                 -DUSE_TENSORRT=$USE_TENSORRT \
+                 -DTENSORRT_ROOT=$TENSORRT_ROOT_DIR \
+                 -DWITH_GTEST=ON
+        make -j$(nproc)
+    fi;
     cd -
 }
 
@@ -129,96 +150,99 @@ rm -rf *
 if [ $USE_TENSORRT == ON -a $TEST_GPU_CPU == ON ]; then
     rm -rf *
 
+    if [ $WIN_DETECT != "" ]; then
+        exe_dir=${build_dir}/Release
+    else
+        exe_dir=${build_dir}
+    fi;
+
     printf "${YELLOW} start test_resnet50 ${NC} \n";
     compile_test "test_resnet50"
-    ./test_resnet50 \
+    ${exe_dir}/test_resnet50 \
         --modeldir=$DATA_DIR/resnet50/resnet50 \
-        --gtest_output=xml:test_resnet50.xml
+        --gtest_output=xml:${log_dir}/test_resnet50.xml
     if [ $? -ne 0 ]; then
-        echo "test_resnet50 runs failed" >> ${current_dir}/build/test_summary.txt
+        echo "test_resnet50 runs failed" >> ${exe_dir}/test_summary.txt
         EXIT_CODE=1
     fi
 
     printf "${YELLOW} start test_det_mv3_db ${NC} \n";
     compile_test "test_det_mv3_db"
-    make -j$(nproc)
-    ./test_det_mv3_db \
+    ${exe_dir}/test_det_mv3_db \
         --modeldir=$DATA_DIR/ocr_det_mv3_db/ocr_det_mv3_db \
-        --gtest_output=xml:test_det_mv3_db.xml
+        --gtest_output=xml:${log_dir}/test_det_mv3_db.xml
     if [ $? -ne 0 ]; then
-        echo "test_det_mv3_db runs failed" >> ${current_dir}/build/test_summary.txt
+        echo "test_det_mv3_db runs failed" >> ${exe_dir}/test_summary.txt
         EXIT_CODE=1
     fi
 
     printf "${YELLOW} start test_LeViT ${NC} \n";
     compile_test "test_LeViT"
-    ./test_LeViT \
+    ${exe_dir}/test_LeViT \
         --modeldir=$DATA_DIR/LeViT/LeViT \
-        --gtest_output=xml:test_LeViT.xml
+        --gtest_output=xml:${log_dir}/test_LeViT.xml
     if [ $? -ne 0 ]; then
-        echo "test_LeViT runs failed" >> ${current_dir}/build/test_summary.txt
+        echo "test_LeViT runs failed" >> ${exe_dir}/test_summary.txt
         EXIT_CODE=1
     fi
 
     printf "${YELLOW} start test_ernie_text_cls ${NC} \n";
     compile_test "test_ernie_text_cls"
-    ./test_ernie_text_cls \
+    ${exe_dir}/test_ernie_text_cls \
         --modeldir=$DATA_DIR/ernie_text_cls/ernie_text_cls \
-        --gtest_output=xml:test_ernie_text_cls.xml
+        --gtest_output=xml:${log_dir}/test_ernie_text_cls.xml
     if [ $? -ne 0 ]; then
-        echo "test_ernie_text_cls runs failed" >> ${current_dir}/build/test_summary.txt
+        echo "test_ernie_text_cls runs failed" >> ${exe_dir}/test_summary.txt
         EXIT_CODE=1
     fi
 
     printf "${YELLOW} start test_yolov3 ${NC} \n";
     compile_test "test_yolov3"
-    ./test_yolov3 \
+    ${exe_dir}/test_yolov3 \
         --modeldir=$DATA_DIR/yolov3/yolov3 \
-        --gtest_output=xml:test_yolov3.xml
+        --gtest_output=xml:${log_dir}/test_yolov3.xml
     if [ $? -ne 0 ]; then
-        echo "test_yolov3 runs failed" >> ${current_dir}/build/test_summary.txt
+        echo "test_yolov3 runs failed" >> ${exe_dir}/test_summary.txt
         EXIT_CODE=1
     fi
 
     printf "${YELLOW} start test_ppyolo_mbv3 ${NC} \n";
     compile_test "test_ppyolo_mbv3"
-    ./test_ppyolo_mbv3 \
+    ${exe_dir}/test_ppyolo_mbv3 \
         --modeldir=$DATA_DIR/ppyolo_mbv3/ppyolo_mbv3 \
-        --gtest_output=xml:test_ppyolo_mbv3.xml
+        --gtest_output=xml:${log_dir}/test_ppyolo_mbv3.xml
     if [ $? -ne 0 ]; then
-        echo "test_ppyolo_mbv3 runs failed" >> ${current_dir}/build/test_summary.txt
+        echo "test_ppyolo_mbv3 runs failed" >> ${exe_dir}/test_summary.txt
         EXIT_CODE=1
     fi
 
     printf "${YELLOW} start test_ppyolov2_r50vd ${NC} \n";
     compile_test "test_ppyolov2_r50vd"
-    ./test_ppyolov2_r50vd \
+    ${exe_dir}/test_ppyolov2_r50vd \
         --modeldir=$DATA_DIR/ppyolov2_r50vd/ppyolov2_r50vd \
-        --gtest_output=xml:test_ppyolov2_r50vd.xml
+        --gtest_output=xml:${log_dir}/test_ppyolov2_r50vd.xml
     if [ $? -ne 0 ]; then
-        echo "test_ppyolov2_r50vd runs failed" >> ${current_dir}/build/test_summary.txt
+        echo "test_ppyolov2_r50vd runs failed" >> ${exe_dir}/test_summary.txt
         EXIT_CODE=1
     fi
 
     printf "${YELLOW} start test_resnet50_quant ${NC} \n";
     compile_test "test_resnet50_quant"
-    ./test_resnet50_quant \
+    ${exe_dir}/test_resnet50_quant \
         --int8dir=$DATA_DIR/resnet50_quant/resnet50_quant/resnet50_quant \
         --modeldir=$DATA_DIR/resnet50/resnet50 \
         --datadir=$DATA_DIR/resnet50_quant/resnet50_quant/imagenet-eval-binary/9.data \
-        --gtest_output=xml:test_resnet50_quant.xml
+        --gtest_output=xml:${log_dir}/test_resnet50_quant.xml
     if [ $? -ne 0 ]; then
-        echo "test_resnet50_quant runs failed" >> ${current_dir}/build/test_summary.txt
+        echo "test_resnet50_quant runs failed" >> ${exe_dir}/test_summary.txt
         EXIT_CODE=1
     fi
-
-    cp ./*.xml ${log_dir};
 fi
 
 
-if [[ -f ${current_dir}/build/test_summary.txt ]];then
+if [[ -f ${exe_dir}/test_summary.txt ]];then
   echo "=====================test summary======================"
-  cat ${current_dir}/build/test_summary.txt
+  cat ${exe_dir}/test_summary.txt
   echo "========================================================"
 fi
 echo "infer_ut script finished"
diff --git a/paddle/scripts/paddle_build.bat b/paddle/scripts/paddle_build.bat
index a5b5a3705e514b1023607eee89756fa2dc601221..75871fe6d36eaadcd93eea6699fd3b77a21728fb 100644
--- a/paddle/scripts/paddle_build.bat
+++ b/paddle/scripts/paddle_build.bat
@@ -271,6 +271,7 @@ if %errorlevel% NEQ 0 exit /b 1
 call :cmake || goto cmake_error
 call :build || goto build_error
 call :test_inference || goto test_inference_error
+call :test_inference_ut || goto test_inference_ut_error
 call :zip_cc_file || goto zip_cc_file_error
 call :zip_c_file || goto zip_c_file_error
 goto:success
@@ -738,6 +739,23 @@ goto:eof
 :check_change_of_unittest_error
 exit /b 1
 
+rem ---------------------------------------------------------------------------------------------
+:test_inference_ut
+@ECHO OFF
+echo    ========================================
+echo    Step 7. Testing fluid library with infer_ut for inference ...
+echo    ========================================
+
+cd %work_dir%\paddle\fluid\inference\tests\infer_ut
+%cache_dir%\tools\busybox64.exe bash run.sh %work_dir:\=/% %WITH_MKL% %WITH_GPU% %cache_dir:\=/%/inference_demo %TENSORRT_ROOT% %MSVC_STATIC_CRT%
+goto:eof
+
+:test_inference_ut_error
+::echo 1 > %cache_dir%\error_code.txt
+::type %cache_dir%\error_code.txt
+echo Testing fluid library with infer_ut for inference failed!
+exit /b 1
+
 rem ---------------------------------------------------------------------------------------------
 :zip_cc_file
 cd /d %work_dir%\%BUILD_DIR%