diff --git a/paddle/fluid/operators/mkldnn/conv_mkldnn_op.cc b/paddle/fluid/operators/mkldnn/conv_mkldnn_op.cc
index 761ca3388530e23eebb8cc6e12b0ae5a9402f13b..1bde58f7c4edbb66c642e217e82e2fee6ffd999e 100644
--- a/paddle/fluid/operators/mkldnn/conv_mkldnn_op.cc
+++ b/paddle/fluid/operators/mkldnn/conv_mkldnn_op.cc
@@ -1017,6 +1017,36 @@ REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(
     ops::kConvMKLDNNFP32,
     ops::ConvMKLDNNGradOpKernel<paddle::platform::bfloat16, float>);
 
+REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(depthwise_conv2d, MKLDNN,
+                                    ::paddle::platform::CPUPlace, FP32,
+                                    ops::kConvMKLDNNFP32,
+                                    ops::ConvMKLDNNOpKernel<float, float>);
+
+REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(
+    depthwise_conv2d, MKLDNN, ::paddle::platform::CPUPlace, BF16,
+    ops::kConvMKLDNNFP32,
+    ops::ConvMKLDNNOpKernel<paddle::platform::bfloat16, float>);
+
+REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(depthwise_conv2d, MKLDNN,
+                                    ::paddle::platform::CPUPlace, U8,
+                                    ops::kConvMKLDNNINT8,
+                                    ops::ConvMKLDNNOpKernel<uint8_t, float>);
+
+REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(depthwise_conv2d, MKLDNN,
+                                    ::paddle::platform::CPUPlace, S8,
+                                    ops::kConvMKLDNNINT8,
+                                    ops::ConvMKLDNNOpKernel<int8_t, float>);
+
+REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(depthwise_conv2d_grad, MKLDNN,
+                                    ::paddle::platform::CPUPlace, FP32,
+                                    ops::kConvMKLDNNFP32,
+                                    ops::ConvMKLDNNGradOpKernel<float, float>);
+
+REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(
+    depthwise_conv2d_grad, MKLDNN, ::paddle::platform::CPUPlace, BF16,
+    ops::kConvMKLDNNFP32,
+    ops::ConvMKLDNNGradOpKernel<paddle::platform::bfloat16, float>);
+
 REGISTER_OP_KERNEL_WITH_CUSTOM_TYPE(conv3d, MKLDNN,
                                     ::paddle::platform::CPUPlace, FP32,
                                     ops::kConvMKLDNNFP32,