diff --git a/paddle/operators/prelu_op.cu b/paddle/operators/prelu_op.cu
new file mode 100644
index 0000000000000000000000000000000000000000..9e391dabae735cc8a740b46b50d31d271f99b65d
--- /dev/null
+++ b/paddle/operators/prelu_op.cu
@@ -0,0 +1,21 @@
+/* Copyright (c) 2016 PaddlePaddle Authors. All Rights Reserve.
+
+   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. */
+
+#include "paddle/operators/prelu_op.h"
+
+REGISTER_OP_GPU_KERNEL(
+    prelu, paddle::operators::PReluKernel<paddle::platform::GPUPlace, float>);
+REGISTER_OP_GPU_KERNEL(
+    prelu_grad,
+    paddle::operators::PReluGradKernel<paddle::platform::GPUPlace, float>);