diff --git a/tools/coverage/paddle_coverage_new.sh b/tools/coverage/paddle_coverage_new.sh
index 98de591fd154b2f6936e193284aaa23bf0fd9b36..a1bd228e133be4a7b454bca4c1d3d3036eb9c0b6 100644
--- a/tools/coverage/paddle_coverage_new.sh
+++ b/tools/coverage/paddle_coverage_new.sh
@@ -29,12 +29,13 @@ function lcov_init(){
     tar -xf /home/lcov-1.14.tar.gz -C /
     cd /lcov-1.14
     make install
+    cd -
 }
 
 function gen_cpp_covinfo(){
     # run paddle coverage
     cd /paddle/build
-    python3.7 ${PADDLE_ROOT}/tools/coverage/gcda_clean.py ${GIT_PR_ID} || exit 101
+    python ${PADDLE_ROOT}/tools/coverage/gcda_clean.py ${GIT_PR_ID} || exit 101
     lcov --capture -d ./ -o coverage.info --rc lcov_branch_coverage=0
 }
 
@@ -126,9 +127,9 @@ function gen_full_html_report_npu() {
 function gen_diff_html_report() {
     if [ "${GIT_PR_ID}" != "" ]; then
 
-        COVERAGE_DIFF_PATTERN="`python3.7 ${PADDLE_ROOT}/tools/coverage/pull_request.py files ${GIT_PR_ID}`"
+        COVERAGE_DIFF_PATTERN="`python ${PADDLE_ROOT}/tools/coverage/pull_request.py files ${GIT_PR_ID}`"
 
-        python3.7 ${PADDLE_ROOT}/tools/coverage/pull_request.py diff ${GIT_PR_ID} > git-diff.out
+        python ${PADDLE_ROOT}/tools/coverage/pull_request.py diff ${GIT_PR_ID} > git-diff.out
     fi
 
     lcov --extract coverage-full.info \
@@ -136,7 +137,7 @@ function gen_diff_html_report() {
         -o coverage-diff.info \
         --rc lcov_branch_coverage=0
 
-    python3.7 ${PADDLE_ROOT}/tools/coverage/coverage_diff.py coverage-diff.info git-diff.out > coverage-diff.tmp
+    python ${PADDLE_ROOT}/tools/coverage/coverage_diff.py coverage-diff.info git-diff.out > coverage-diff.tmp
 
     mv -f coverage-diff.tmp coverage-diff.info
 
@@ -149,10 +150,10 @@ function gen_py_covinfo(){
     # python coverage
 
     export COVERAGE_FILE=/paddle/build/python-coverage.data
-    coverage combine `$(ls python-coverage.data.*)` || NO_PYTHON_COVERAGE_DATA=1
-    `$(coverage xml -i -o python-coverage.xml)` || [[ "${NO_PYTHON_COVERAGE_DATA}" == "1" ]]
+    coverage combine $(ls python-coverage.data.*) || NO_PYTHON_COVERAGE_DATA=1
+    $(coverage xml -i -o python-coverage.xml) || [[ "${NO_PYTHON_COVERAGE_DATA}" == "1" ]]
     sed -i 's/mnt\/paddle/paddle/g' python-coverage.xml
-    `$(python ${PADDLE_ROOT}/tools/coverage/python_coverage.py > python-coverage.info)` || [[ "${NO_PYTHON_COVERAGE_DATA}" == "1" ]]
+    $(python ${PADDLE_ROOT}/tools/coverage/python_coverage.py > python-coverage.info) || [[ "${NO_PYTHON_COVERAGE_DATA}" == "1" ]]
 }
 
 
@@ -180,9 +181,9 @@ function gen_python_full_html_report() {
 
 function gen_python_diff_html_report() {
     if [ "${GIT_PR_ID}" != "" ]; then
-        COVERAGE_DIFF_PATTERN="`python3.7 ${PADDLE_ROOT}/tools/coverage/pull_request.py files ${GIT_PR_ID}`"
+        COVERAGE_DIFF_PATTERN="`python ${PADDLE_ROOT}/tools/coverage/pull_request.py files ${GIT_PR_ID}`"
 
-        python3.7 ${PADDLE_ROOT}/tools/coverage/pull_request.py diff ${GIT_PR_ID} > python-git-diff.out
+        python ${PADDLE_ROOT}/tools/coverage/pull_request.py diff ${GIT_PR_ID} > python-git-diff.out
     fi
 
     lcov --extract python-coverage-full.info \
@@ -190,7 +191,7 @@ function gen_python_diff_html_report() {
         -o python-coverage-diff.info \
         --rc lcov_branch_coverage=0
 
-    python3.7 ${PADDLE_ROOT}/tools/coverage/coverage_diff.py python-coverage-diff.info python-git-diff.out > python-coverage-diff.tmp
+    python ${PADDLE_ROOT}/tools/coverage/coverage_diff.py python-coverage-diff.info python-git-diff.out > python-coverage-diff.tmp
 
     mv -f python-coverage-diff.tmp python-coverage-diff.info
 
@@ -207,34 +208,36 @@ function gen_python_diff_html_report() {
 # assert coverage lines
 
 function covinfo_combine_full(){
-    if [ -f "other-coverage.info" ];then
-        if [ -f "infer-coverage.info" ];then
+    if [ -f "other-coverage.info" ] && [ -s "other-coverage.info" ];then
+        if [ -f "infer-coverage.info" ] && [ -s "infer-coverage.info" ];then
             lcov -a other-coverage.info -a infer-coverage.info -o coverage.info
         else
             mv other-coverage.info coverage.info
         fi
-    elif [ -f "infer-coverage.info" ];then
+    elif [ -f "infer-coverage.info" ] && [ -s "infer-coverage.info" ];then
         mv infer-coverage.info coverage.info
     else
         echo "Cannot found coverage.info"
     fi
 
-    if [ -f "other-python-coverage-full.info" ];then
-        if [ -f "infer-python-coverage-full.info" ];then
-            lcov -a other-python-coverage-full.info -a infer-python-coverage-full.info -o python-coverage-full.info
+    if [ -f "other-python-coverage.info" ] && [ -s "other-python-coverage.info" ];then
+        if [ -f "infer-python-coverage.info" ] && [ -s "other-python-coverage.info" ];then
+            lcov -a other-python-coverage.info -a infer-python-coverage.info -o python-coverage.info
         else
-            mv other-python-coverage-full.info python-coverage-full.info
+            mv other-python-coverage.info python-coverage.info
         fi
-    elif [ -f "infer-coverage.info" ];then
-        mv infer-python-coverage-full.info python-coverage-full.info
+    elif [ -f "infer-python-coverage.info" ] && [ -s "infer-python-coverage.info" ];then
+        mv infer-python-coverage.info python-coverage.info
     else
         echo "Cannot found python coverage.info"
     fi  
+    gen_python_full_html_report || true
+    gen_full_html_report || true
 }
 
 function cov_rate_judge(){
     echo "Assert CPP Diff Coverage"
-    python3.7 ${PADDLE_ROOT}/tools/coverage/coverage_lines.py coverage-diff.info 0.9 || COVERAGE_LINES_ASSERT=1
+    python ${PADDLE_ROOT}/tools/coverage/coverage_lines.py coverage-diff.info 0.9 || COVERAGE_LINES_ASSERT=1
 
     echo "Assert Python Diff Coverage"
 
@@ -244,7 +247,7 @@ function cov_rate_judge(){
         echo "NPU has no python coverage!"
     else
         if [[ python-coverage-diff.info ]];then
-            python3.7 ${PADDLE_ROOT}/tools/coverage/coverage_lines.py python-coverage-diff.info 0.9 || PYTHON_COVERAGE_LINES_ASSERT=1
+            python ${PADDLE_ROOT}/tools/coverage/coverage_lines.py python-coverage-diff.info 0.9 || PYTHON_COVERAGE_LINES_ASSERT=1
         fi
     fi
     if [ "$COVERAGE_LINES_ASSERT" = "1" ] || [ "$PYTHON_COVERAGE_LINES_ASSERT" = "1" ]; then
@@ -273,8 +276,8 @@ function main () {
         ;;
       combine_cov_info)
       covinfo_combine_full
-      gen_diff_html_report
-      gen_python_diff_html_report
+      gen_diff_html_report || true
+      gen_python_diff_html_report || true
       cov_rate_judge
         ;;
       *)