diff --git a/paddle/scripts/paddle_build.sh b/paddle/scripts/paddle_build.sh
index 1232f213e90c94a09004419d1ed60ebe189f42ea..f67713b3ae852f116f4b06014bbafec0e4ae7ce5 100755
--- a/paddle/scripts/paddle_build.sh
+++ b/paddle/scripts/paddle_build.sh
@@ -1876,6 +1876,11 @@ function main() {
         cmake_gen_and_build ${PYTHON_ABI:-""} ${parallel_number}
         parallel_test
         ;;
+      check_xpu_coverage)
+        cmake_gen_and_build ${PYTHON_ABI:-""} ${parallel_number}
+        parallel_test
+        check_coverage
+        ;;
       cmake_gen)
         cmake_gen ${PYTHON_ABI:-""}
         ;;
diff --git a/tools/coverage/paddle_coverage.sh b/tools/coverage/paddle_coverage.sh
index 6cd107b58ed14581f4830ed5308b16bc6dbbc689..471887ca213945de3d8a4649852fcb7168cffb1c 100644
--- a/tools/coverage/paddle_coverage.sh
+++ b/tools/coverage/paddle_coverage.sh
@@ -60,7 +60,31 @@ function gen_full_html_report() {
     mv -f coverage-full.tmp coverage-full.info
 }
 
-gen_full_html_report || true
+function gen_full_html_report_xpu() {
+    lcov --extract coverage.info \
+        '/paddle/paddle/fluid/operators/*xpu*' \
+        -o coverage-full.tmp \
+        --rc lcov_branch_coverage=0
+
+    mv -f coverage-full.tmp coverage-full.info
+
+    lcov --remove coverage-full.info \
+        '/paddle/paddle/fluid/framework/*_test*' \
+        '/paddle/paddle/fluid/*/*test*' \
+        '/paddle/paddle/fluid/*/*/*test*' \
+        '/paddle/paddle/fluid/inference/tests/*' \
+        '/paddle/paddle/fluid/inference/api/demo_ci/*' \
+        -o coverage-full.tmp \
+        --rc lcov_branch_coverage=0
+
+    mv -f coverage-full.tmp coverage-full.info
+}
+
+if [ ${WITH_XPU:-OFF} == "ON" ]; then
+    gen_full_html_report_xpu || true
+else
+    gen_full_html_report || true
+fi
 
 # diff html report
 
@@ -154,7 +178,11 @@ python3.7 ${PADDLE_ROOT}/tools/coverage/coverage_lines.py coverage-diff.info 0.9
 
 echo "Assert Python Diff Coverage"
 
-python3.7 ${PADDLE_ROOT}/tools/coverage/coverage_lines.py python-coverage-diff.info 0.9 || PYTHON_COVERAGE_LINES_ASSERT=1
+if [ ${WITH_XPU:-OFF} == "ON" ]; then
+    echo "XPU has no python coverage!"
+else
+    python3.7 ${PADDLE_ROOT}/tools/coverage/coverage_lines.py python-coverage-diff.info 0.9 || PYTHON_COVERAGE_LINES_ASSERT=1
+fi
 
 if [ "$COVERAGE_LINES_ASSERT" = "1" ] || [ "$PYTHON_COVERAGE_LINES_ASSERT" = "1" ]; then
     echo "exit 9" > /tmp/paddle_coverage.result
diff --git a/tools/test_runner.py b/tools/test_runner.py
index 248819a8d475eeab8072d76fe23b78a070bbc481..2d0c9c4a131c9304930f2ddf6f841387afaa8648 100644
--- a/tools/test_runner.py
+++ b/tools/test_runner.py
@@ -21,6 +21,8 @@ import paddle
 import paddle.fluid as fluid
 import importlib
 from six.moves import cStringIO
+
+sys.path.append(os.path.abspath(os.path.dirname(__file__)))
 import static_mode_white_list