diff --git a/paddle/phi/core/dense_tensor_impl.cc b/paddle/phi/core/dense_tensor_impl.cc
index 46c45837a5372ed18a6e2b04baa5398ff1be0fa9..3c030cac2e7c9947e5cf9ff65f0095bc5f1cee84 100644
--- a/paddle/phi/core/dense_tensor_impl.cc
+++ b/paddle/phi/core/dense_tensor_impl.cc
@@ -371,12 +371,20 @@ dnnl::memory::format_tag DenseTensor::format() const {
 }
 #endif
 
+// NOTE: For historical reasons, this interface has a special behavior,
+// sharing other tensor members except lod
 DenseTensor& DenseTensor::ShareDataWith(const DenseTensor& src) {
   src.check_memory_size();
-  // Preserve LoD
-  auto lod = meta_.lod;
-  *this = src;
-  meta_.lod = lod;
+  holder_ = src.holder_;
+  meta_.is_scalar = src.meta_.is_scalar;
+  meta_.dims = src.meta_.dims;
+  meta_.dtype = src.meta_.dtype;
+  meta_.layout = src.meta_.layout;
+  meta_.offset = src.meta_.offset;
+#ifdef PADDLE_WITH_MKLDNN
+  format_ = src.format_;
+  mem_desc_ = src.mem_desc_;
+#endif
   return *this;
 }