diff --git a/paddle/infrt/CMakeLists.txt b/paddle/infrt/CMakeLists.txt
index 0f90ec96db2c772fd4ac60c3d8e6155740180a31..e5f224bf6ad99e60eff4bea6081a1d43792d981c 100644
--- a/paddle/infrt/CMakeLists.txt
+++ b/paddle/infrt/CMakeLists.txt
@@ -9,6 +9,10 @@ option(INFRT_WITH_TRT  "Compile INFRT with TensorRT"    OFF)
 #TODO(xiaowei) remove fluid
 include_directories(${PADDLE_SOURCE_DIR}/paddle/fluid/platform)
 
+if(WITH_GPU)
+  set(INFRT_WITH_GPU ON)
+endif()
+
 if (INFRT_WITH_PHI)
   add_definitions("-DINFRT_WITH_PHI")
 
diff --git a/paddle/scripts/infrt_build.sh b/paddle/scripts/infrt_build.sh
index 1ea06059ccb8f6ed091b869393a39e87d5e13b4f..ef753200971b3002b11cef45546e6139acb94156 100755
--- a/paddle/scripts/infrt_build.sh
+++ b/paddle/scripts/infrt_build.sh
@@ -20,6 +20,9 @@
 
 set -e
 
+# TARGET: CPU/GPU/TensorRt
+TARGET=GPU
+
 if [ -z ${BRANCH} ]; then
     BRANCH="develop"
 fi
@@ -32,7 +35,13 @@ function update_pd_ops() {
    # compile and install paddle
    rm -rf ${PADDLE_ROOT}/build && mkdir -p ${PADDLE_ROOT}/build
    cd ${PADDLE_ROOT}/build
-   cmake .. -DWITH_PYTHON=ON -DWITH_MKL=OFF -DWITH_GPU=OFF -DPYTHON_EXECUTABLE=`which python3` -DWITH_XBYAK=OFF -DWITH_NCCL=OFF -DWITH_RCCL=OFF -DWITH_CRYPTO=OFF
+
+   INFER_WITH_GPU=OFF
+   if [ "${TARGET}" == "GPU" ] || [ "${TARGET}" == "gpu" ] || [ "${TARGET}" == "TensorRt" ] || [ "${TARGET}" == "tensorrt" ]; then
+      INFER_WITH_GPU=ON
+   fi
+
+   cmake .. -DWITH_PYTHON=ON -DWITH_MKL=OFF -DWITH_GPU=$INFER_WITH_GPU -DPYTHON_EXECUTABLE=`which python3` -DWITH_XBYAK=OFF -DWITH_NCCL=OFF -DWITH_RCCL=OFF -DWITH_CRYPTO=OFF
    make -j24 paddle_python print_pten_kernels kernel_signature_generator
    cd ${PADDLE_ROOT}/build
    ./paddle/phi/tools/print_pten_kernels > ../tools/infrt/kernels.json
@@ -94,7 +103,13 @@ function infrt_gen_and_build() {
     # step2. compile infrt
     cd ${PADDLE_ROOT}/build
     rm -f infrt_summary.txt
-    cmake ..  -DWITH_MKL=OFF -DWITH_GPU=ON -DWITH_TENSORRT=ON -DWITH_CRYPTO=OFF -DCMAKE_BUILD_TYPE=Release -DWITH_INFRT=ON -DINFRT_WITH_GPU=ON -DINFRT_WITH_TRT=ON -DWITH_PYTHON=OFF -DWITH_TESTING==${WITH_TESTING:-ON}; build_error=$?
+
+    INFER_WITH_GPU=OFF
+    if [ "${TARGET}" == "GPU" ] || [ "${TARGET}" == "gpu" ] || [ "${TARGET}" == "TensorRt" ]; then
+       INFER_WITH_GPU=ON
+    fi
+
+    cmake ..  -DWITH_MKL=OFF -DWITH_GPU=${INFER_WITH_GPU} -DWITH_TENSORRT=ON -DWITH_CRYPTO=OFF -DCMAKE_BUILD_TYPE=Release -DWITH_INFRT=ON -DINFRT_WITH_GPU=ON -DINFRT_WITH_TRT=ON -DWITH_PYTHON=OFF -DWITH_TESTING==${WITH_TESTING:-ON}; build_error=$?
     if [ "$build_error" != 0 ];then
         exit 7;
     fi
@@ -157,28 +172,34 @@ function main() {
         echo "      (2)bash infrt_build.sh build_only"
         echo "      (3)bash infrt_build.sh test_only"
         echo "      optional command: --update_pd_ops : pd_ops.td will be updated according to paddle's code."
+        echo "                        --target= : GPU/gpu/CPU/cpu/TensorRt/tensorrt, default value is GPU."
         exit 0
     fi
 
     init
 
-    case $CMD in
-      build_and_test)
-        infrt_gen_and_build ${parallel_number}
-        test_infrt
-        ;;
-      build_only)
-        infrt_gen_and_build ${parallel_number}
-        ;;
-      test_only)
-        test_infrt
-        ;;
-      *)
-        print_usage
-        exit 1
-        ;;
-    esac
-
+    for i in "$@"; do
+        case $i in
+            --target=*)
+              TARGET="${i#*=}"
+              shift
+              ;;
+            build_and_test)
+              infrt_gen_and_build ${parallel_number}
+              test_infrt
+              ;;
+            build_only)
+              infrt_gen_and_build ${parallel_number}
+              ;;
+            test_only)
+              test_infrt
+              ;;
+            *)
+              print_usage
+              exit 1
+              ;;
+        esac
+    done
     set +x
     if [[ -f ${PADDLE_ROOT}/build/infrt_summary.txt ]];then
       echo "=====================build summary======================"