diff --git a/paddle/fluid/operators/ngraph/ops/conv2d_op.h b/paddle/fluid/operators/ngraph/ops/conv2d_op.h
index be766ebeb4796be102c917296238b8ab14710131..b8ad7491d57b2d509c8a30b7848590339b13056b 100644
--- a/paddle/fluid/operators/ngraph/ops/conv2d_op.h
+++ b/paddle/fluid/operators/ngraph/ops/conv2d_op.h
@@ -239,3 +239,4 @@ void BuildConv2dGradNode(
 
 REGISTER_NG_OP(conv2d, BuildConv2dNode);
 REGISTER_NG_OP(conv2d_grad, BuildConv2dGradNode);
+REGISTER_NG_OP(depthwise_conv2d, BuildConv2dNode);
diff --git a/python/paddle/fluid/tests/unittests/ngraph/test_conv2d_ngraph_op.py b/python/paddle/fluid/tests/unittests/ngraph/test_conv2d_ngraph_op.py
index ff2e865b66a5f1166281c267392b0964ca5b3082..764d136ec8d1e4f6772d4d1cdd03b6494aa735d1 100644
--- a/python/paddle/fluid/tests/unittests/ngraph/test_conv2d_ngraph_op.py
+++ b/python/paddle/fluid/tests/unittests/ngraph/test_conv2d_ngraph_op.py
@@ -15,7 +15,40 @@
 from __future__ import print_function
 
 import unittest
-from paddle.fluid.tests.unittests.test_conv2d_op import TestConv2dOp, TestWithPad, TestWithStride, TestWithGroup, TestWith1x1, TestWithInput1x1Filter1x1
+from paddle.fluid.tests.unittests.test_conv2d_op import TestConv2dOp, TestWithPad, TestWithStride, TestWithGroup, TestWith1x1, TestWithInput1x1Filter1x1, TestDepthwiseConv, TestDepthwiseConv2, TestDepthwiseConv3, TestDepthwiseConvWithDilation, TestDepthwiseConvWithDilation2
+
+
+class TestNGRAPHDepthwiseConv(TestDepthwiseConv):
+    def init_test_case(self):
+        super(TestNGRAPHDepthwiseConv, self).init_test_case()
+        self.use_cuda = False
+
+
+class TestNGRAPHDepthwiseConv2(TestDepthwiseConv2):
+    def init_test_case(self):
+        super(TestNGRAPHDepthwiseConv2, self).init_test_case()
+        self.use_cuda = False
+
+
+class TestNGRAPHDepthwiseConv3(TestDepthwiseConv3):
+    def init_test_case(self):
+        super(TestNGRAPHDepthwiseConv3, self).init_test_case()
+        self.use_cuda = False
+
+
+class TestNGRAPHDepthwiseConvWithDilation(TestDepthwiseConvWithDilation):
+    def init_test_case(self):
+        super(TestNGRAPHDepthwiseConvWithDilation, self).init_test_case()
+        self.use_cuda = False
+
+
+class TestNGRAPHDepthwiseConvWithDilation2(TestDepthwiseConvWithDilation2):
+    def init_test_case(self):
+        super(TestNGRAPHDepthwiseConvWithDilation2, self).init_test_case()
+        self.use_cuda = False
+
+
+del TestDepthwiseConv, TestDepthwiseConv2, TestDepthwiseConv3, TestDepthwiseConvWithDilation, TestDepthwiseConvWithDilation2
 
 if __name__ == '__main__':
     unittest.main()