diff --git a/cmake/experiments/cuda_module_loading_lazy.cmake b/cmake/experiments/cuda_module_loading_lazy.cmake
index bcbfaacad1240fac42f73d248bfed1c0bf814289..b3f624ba8e545637072eacae77b4f745d4079c92 100644
--- a/cmake/experiments/cuda_module_loading_lazy.cmake
+++ b/cmake/experiments/cuda_module_loading_lazy.cmake
@@ -1,4 +1,4 @@
-# Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserved.
+# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
 #
 # Licensed under the Apache License, Version 2.0 (the "License");
 # you may not use this file except in compliance with the License.
@@ -16,16 +16,15 @@
 # cuda moduel lazy loading is supported by CUDA 11.7+
 # this experiment option makes Paddle supports lazy loading before CUDA 11.7.
 
-option(EXP_CUDA_MODULE_LOADING_LAZY "enable lazy cuda module loading" OFF)
-if(${EXP_CUDA_MODULE_LOADING_LAZY})
-  if(NOT ${ON_INFER} OR NOT ${LINUX})
+if(LINUX)
+  if(NOT ON_INFER)
     message(
       "EXP_CUDA_MODULE_LOADING_LAZY only works with ON_INFER=ON on Linux platforms"
     )
     return()
   endif()
-  if(NOT ${CUDA_FOUND})
-    message("EXP_CUDA_MODULE_LOADING_LAZY only works with CUDA")
+  if(NOT WITH_GPU)
+    message("EXP_CUDA_MODULE_LOADING_LAZY only works with GPU")
     return()
   endif()
   if(${CUDA_VERSION} VERSION_GREATER_EQUAL "11.7")
@@ -39,8 +38,13 @@ if(${EXP_CUDA_MODULE_LOADING_LAZY})
   set(CUDA_USE_STATIC_CUDA_RUNTIME
       OFF
       CACHE BOOL "" FORCE)
-  set(CMAKE_CUDA_FLAGS "--cudart shared")
   enable_language(CUDA)
+  execute_process(
+    COMMAND "rm" "-rf" "${CMAKE_SOURCE_DIR}/tools/nvcc_lazy"
+    COMMAND "chmod" "755" "${CMAKE_SOURCE_DIR}/tools/nvcc_lazy.sh"
+    COMMAND "bash" "${CMAKE_SOURCE_DIR}/tools/nvcc_lazy.sh"
+            "${CMAKE_SOURCE_DIR}/tools/nvcc_lazy" "${CUDA_TOOLKIT_ROOT_DIR}")
+  execute_process(COMMAND "chmod" "755" "${CMAKE_SOURCE_DIR}/tools/nvcc_lazy")
   set(CUDA_NVCC_EXECUTABLE
       "${CMAKE_SOURCE_DIR}/tools/nvcc_lazy"
       CACHE FILEPATH "" FORCE)
diff --git a/tools/nvcc_lazy b/tools/nvcc_lazy
deleted file mode 100755
index a553c6f5dcdfd02ea2fb0a8827ade4dac920da30..0000000000000000000000000000000000000000
--- a/tools/nvcc_lazy
+++ /dev/null
@@ -1,53 +0,0 @@
-#!/usr/bin/env bash
-unset GREP_OPTIONS
-set -e
-
-# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved.
-# 
-# Licensed 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.
-
-## CUDA_MODULE_LOADING=EAGER,DEFAULT,LAZY
-
-# set cicc PATH for Centos
-export PATH=$PATH:/usr/local/cuda/nvvm/bin
-
-# check nvcc version, if nvcc >= 11.7, just run nvcc itself
-CUDA_VERSION=$(nvcc --version | grep -oP '(?<=V)\d*\.\d*')
-CUDA_VERSION_MAJOR=${CUDA_VERSION%.*}
-CUDA_VERSION_MINOR=${CUDA_VERSION#*.}
-if (( CUDA_VERSION_MAJOR > 11 || (CUDA_VERSION_MAJOR == 11 && CUDA_VERSION_MINOR >= 7) )); then
-  nvcc "$@"
-  exit
-fi
-
-BUILDDIR=$(mktemp -d  /tmp/nvcc-lazy-build.XXXXXXXX)
-echo "$@" > ${BUILDDIR}/args
-BUILDSH=${BUILDDIR}/build.sh
-/usr/local/cuda/bin/nvcc --dryrun --keep --keep-dir=${BUILDDIR} "$@" 2>&1 | sed -e 's/#\$ //;/^rm/d' > $BUILDSH
-sed -i -e '/^\s*--/d' $BUILDSH
-sed -ne '1,/^cicc.*cudafe1.stub.c/p' ${BUILDSH} > ${BUILDSH}.pre
-sed -e '1,/^cicc.*cudafe1.stub.c/d' ${BUILDSH} > ${BUILDSH}.post
-
-sed -i -e '/LIBRARIES=/{s/\s//g;s/""/ /g}' ${BUILDSH}.pre
-
-/usr/bin/env bash ${BUILDSH}.pre
-STUBF=$(find $BUILDDIR -name *.cudafe1.stub.c)
-CUFILE=$(basename -s '.cudafe1.stub.c' $STUBF)
-sed -i -e '/__sti____cudaRegisterAll.*__attribute__/a static void __try____cudaRegisterAll(int);' $STUBF
-sed -i -e 's/__sti____cudaRegisterAll\(.*{\)/__do____cudaRegisterAll\1/' $STUBF
-# sed -i -e "/__do____cudaRegisterAll\(.*{\)/a static void __try____cudaRegisterAll(int l){static int _ls = 0; if (_ls) return; const char* lm = getenv(\"CUDA_MODULE_LOADING\"); if (lm&&(lm[0]=='L')&&(lm[1]=='A')&&(lm[2]=='Z')&&(lm[3]=='Y')&&(l!=1)) return; _ls = 1; fprintf(stderr,\"===> ${CUFILE} lazy-load? %d\\\\n\", l); __do____cudaRegisterAll();}" $STUBF
-sed -i -e "/__do____cudaRegisterAll\(.*{\)/a static void __try____cudaRegisterAll(int l){static int _ls = 0; if (_ls) return; const char* lm = getenv(\"CUDA_MODULE_LOADING\"); if (lm&&(lm[0]=='L')&&(lm[1]=='A')&&(lm[2]=='Z')&&(lm[3]=='Y')&&(l!=1)) return; _ls = 1; __do____cudaRegisterAll();}" $STUBF
-sed -i -e '/__try____cudaRegisterAll\(.*{\)/a static void __sti____cudaRegisterAll(void){__try____cudaRegisterAll(0);}' $STUBF
-sed -i -e 's/{\(__device_stub__\)/{__try____cudaRegisterAll(1);\1/' $STUBF
-/usr/bin/env bash ${BUILDSH}.post
-rm -rf $BUILDDIR
diff --git a/tools/nvcc_lazy.sh b/tools/nvcc_lazy.sh
new file mode 100755
index 0000000000000000000000000000000000000000..7795836f8c199fbc454081e088ff1698531420d2
--- /dev/null
+++ b/tools/nvcc_lazy.sh
@@ -0,0 +1,71 @@
+#!/usr/bin/env bash
+
+# Copyright (c) 2022 PaddlePaddle Authors. All Rights Reserved.
+#
+# Licensed 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.
+
+echo "#!/usr/bin/env bash" >> $1
+echo "unset GREP_OPTIONS" >> $1
+echo "set -e" >> $1
+echo -e >> $1 
+echo "# Copyright (c) 2021 PaddlePaddle Authors. All Rights Reserved." >> $1
+echo "#" >> $1
+echo "# Licensed under the Apache License, Version 2.0 (the \"License\");" >> $1
+echo "# you may not use this file except in compliance with the License." >> $1
+echo "# You may obtain a copy of the License at" >> $1
+echo "#" >> $1
+echo "#     http://www.apache.org/licenses/LICENSE-2.0" >> $1
+echo "#" >> $1 
+echo "# Unless required by applicable law or agreed to in writing, software" >> $1
+echo "# distributed under the License is distributed on an \"AS IS\" BASIS," >> $1
+echo "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied." >> $1
+echo "# See the License for the specific language governing permissions and" >> $1
+echo "# limitations under the License." >> $1
+echo -e >> $1
+echo -e >> $1
+echo "## CUDA_MODULE_LOADING=EAGER,DEFAULT,LAZY" >> $1
+echo -e >> $1
+echo "# set cicc PATH for Centos" >> $1
+echo "export PATH=\$PATH:$2/bin" >> $1
+echo "export PATH=\$PATH:$2/nvvm/bin" >> $1
+echo -e >> $1
+echo "# check nvcc version, if nvcc >= 11.7, just run nvcc itself" >> $1
+echo "CUDA_VERSION=\$(nvcc --version | grep -oP '(?<=V)\d*\.\d*')" >> $1
+echo "CUDA_VERSION_MAJOR=\${CUDA_VERSION%.*}" >> $1
+echo "CUDA_VERSION_MINOR=\${CUDA_VERSION#*.}" >> $1
+echo "if (( CUDA_VERSION_MAJOR > 11 || (CUDA_VERSION_MAJOR == 11 && CUDA_VERSION_MINOR >= 7) )); then" >> $1
+echo "  nvcc \"\$@\"" >> $1
+echo "  exit" >> $1
+echo "fi" >> $1
+echo -e >> $1
+echo "BUILDDIR=\$(mktemp -d  /tmp/nvcc-lazy-build.XXXXXXXX)" >> $1
+echo "echo \"\$@\" > \${BUILDDIR}/args" >> $1
+echo "BUILDSH=\${BUILDDIR}/build.sh" >> $1
+echo "$2/bin/nvcc --dryrun --keep --keep-dir=\${BUILDDIR} \"\$@\" 2>&1 | sed -e 's/#\\$ //;/^rm/d' > \$BUILDSH" >> $1
+echo "sed -i -e '/^\s*--/d' \$BUILDSH" >> $1
+echo "sed -ne '1,/^cicc.*cudafe1.stub.c/p' \${BUILDSH} > \${BUILDSH}.pre" >> $1
+echo "sed -e '1,/^cicc.*cudafe1.stub.c/d' \${BUILDSH} > \${BUILDSH}.post" >> $1
+echo -e >> $1
+echo "sed -i -e '/LIBRARIES=/{s/\s//g;s/\"\"/ /g}' \${BUILDSH}.pre" >> $1
+echo -e >> $1
+echo "/usr/bin/env bash \${BUILDSH}.pre" >> $1
+echo "STUBF=\$(find \$BUILDDIR -name *.cudafe1.stub.c)" >> $1
+echo "CUFILE=\$(basename -s '.cudafe1.stub.c' \$STUBF)" >> $1
+echo "sed -i -e '/__sti____cudaRegisterAll.*__attribute__/a static void __try____cudaRegisterAll(int);' \$STUBF" >> $1
+echo "sed -i -e 's/__sti____cudaRegisterAll\(.*{\)/__do____cudaRegisterAll\1/' \$STUBF" >> $1
+echo "# sed -i -e \"/__do____cudaRegisterAll\(.*{\)/a static void __try____cudaRegisterAll(int l){static int _ls = 0; if (_ls) return; const char* lm = getenv(\\\"CUDA_MODULE_LOADING\\\"); if (lm&&(lm[0]=='L')&&(lm[1]=='A')&&(lm[2]=='Z')&&(lm[3]=='Y')&&(l!=1)) return; _ls = 1; fprintf(stderr,\\\"===> \${CUFILE} lazy-load? %d\\\\\\\\n\\\", l); __do____cudaRegisterAll();}\" \$STUBF" >> $1
+echo "sed -i -e \"/__do____cudaRegisterAll\(.*{\)/a static void __try____cudaRegisterAll(int l){static int _ls = 0; if (_ls) return; const char* lm = getenv(\\\"CUDA_MODULE_LOADING\\\"); if (lm&&(lm[0]=='L')&&(lm[1]=='A')&&(lm[2]=='Z')&&(lm[3]=='Y')&&(l!=1)) return; _ls = 1; __do____cudaRegisterAll();}\" \$STUBF" >> $1
+echo "sed -i -e '/__try____cudaRegisterAll\(.*{\)/a static void __sti____cudaRegisterAll(void){__try____cudaRegisterAll(0);}' \$STUBF" >> $1
+echo "sed -i -e 's/{\(__device_stub__\)/{__try____cudaRegisterAll(1);\1/' \$STUBF" >> $1
+echo "/usr/bin/env bash \${BUILDSH}.post" >> $1
+echo "rm -rf \$BUILDDIR" >> $1