diff --git a/paddle/operators/crf_op.cc b/paddle/operators/crf_op.cc
new file mode 100644
index 0000000000000000000000000000000000000000..21ffcf48c0c267ff1acfd28de00d742f5ff8b16a
--- /dev/null
+++ b/paddle/operators/crf_op.cc
@@ -0,0 +1,48 @@
+/* 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/crf_op.h"
+
+namespace paddle {
+namespace operators {
+
+class CrfOpMaker : public framework::OpProtoAndCheckerMaker {
+ public:
+  CrfOpMaker(framework::OpProto* proto, framework::OpAttrChecker* op_checker)
+      : OpProtoAndCheckerMaker(proto, op_checker) {}
+};
+
+class CrfOp : public framework::OperatorWithKernel {
+ public:
+  using framework::OperatorWithKernel::OperatorWithKernel;
+
+ protected:
+  void InferShape(framework::InferShapeContextBase* ctx) const override {}
+};
+
+class CrfGradOp : public framework::OperatorWithKernel {
+ public:
+  using framework::OperatorWithKernel::OperatorWithKernel;
+
+ protected:
+  void InferShape(framework::InferShapeContextBase* ctx) const override {}
+};
+
+}  // namespace operators
+}  // namespace paddle
+
+namespace ops = paddle::operators;
+REGISTER_OP(crf, ops::CrfOp, ops::CrfOpMaker, crf_grad, ops::CrfGradOp);
+REGISTER_OP_CPU_KERNEL(crf, ops::CrfOpKernel<float>);
+REGISTER_OP_CPU_KERNEL(crf_grad, ops::CrfGradOpKernel<float>);
diff --git a/paddle/operators/crf_op.h b/paddle/operators/crf_op.h
new file mode 100644
index 0000000000000000000000000000000000000000..cb34c5c6a34b707079a9ffe90f2e5fb6d8f70098
--- /dev/null
+++ b/paddle/operators/crf_op.h
@@ -0,0 +1,41 @@
+/* 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. */
+
+#pragma once
+#include "paddle/framework/eigen.h"
+#include "paddle/framework/op_registry.h"
+
+namespace paddle {
+namespace operators {
+
+template <typename T>
+class CrfOpKernel : public framework::OpKernel<T> {
+ public:
+  void Compute(const framework::ExecutionContext& ctx) const override {
+    PADDLE_ENFORCE(platform::is_cpu_place(ctx.GetPlace()),
+                   "This kernel only runs on CPU.");
+  }
+};
+
+template <typename T>
+class CrfGradOpKernel : public framework::OpKernel<T> {
+ public:
+  void Compute(const framework::ExecutionContext& ctx) const override {
+    PADDLE_ENFORCE(platform::is_cpu_place(ctx.GetPlace()),
+                   "This kernel only runs on CPU.");
+  }
+};
+
+}  // namespace operators
+}  // namespace paddle
diff --git a/python/paddle/v2/framework/tests/test_crf_op.py b/python/paddle/v2/framework/tests/test_crf_op.py
new file mode 100644
index 0000000000000000000000000000000000000000..47c9341fa0bcfa6e79c95ee112612e59ae863119
--- /dev/null
+++ b/python/paddle/v2/framework/tests/test_crf_op.py
@@ -0,0 +1,13 @@
+import unittest
+import numpy as np
+
+
+class TestCrfOp(OpTest):
+    def setUp(self):
+        self.op_type = "crf"
+        batch_size = 3
+        class_num = 37
+
+
+if __name__ == "__main__":
+    unittest.main()