diff --git a/mindspore/dataset/engine/datasets.py b/mindspore/dataset/engine/datasets.py
index 3d13e733b0a9467ad23ae74f7a6d9cf26e1ffbe6..c076b1a45b7c7bc753c530fea8f736f3ad4ec662 100644
--- a/mindspore/dataset/engine/datasets.py
+++ b/mindspore/dataset/engine/datasets.py
@@ -30,7 +30,9 @@ from enum import Enum
 from importlib import import_module
 import threading
 
+import copy
 import numpy as np
+
 from mindspore._c_dataengine import DataType, TFReaderOp, ImageFolderOp, CifarOp, MnistOp, ManifestOp, \
     MindRecordOp, TextFileOp, CBatchInfo
 from mindspore._c_expression import typing
@@ -1376,6 +1378,23 @@ class MapDataset(DatasetOp):
         """
         return self.input[0].get_dataset_size()
 
+    def __deepcopy__(self, memodict):
+        if id(self) in memodict:
+            return memodict[id(self)]
+        cls = self.__class__
+        new_op = cls.__new__(cls)
+        memodict[id(self)] = new_op
+        new_op.input = copy.deepcopy(self.input, memodict)
+        new_op.input_columns = copy.deepcopy(self.input_columns, memodict)
+        new_op.output_columns = copy.deepcopy(self.output_columns, memodict)
+        new_op.columns_order = copy.deepcopy(self.columns_order, memodict)
+        new_op.num_parallel_workers = copy.deepcopy(self.num_parallel_workers, memodict)
+        new_op.output = copy.deepcopy(self.output, memodict)
+        new_op.input_indexs = copy.deepcopy(self._input_indexs, memodict)
+        new_op.python_multiprocessing = copy.deepcopy(self.python_multiprocessing, memodict)
+        new_op.operations = self.operations
+        return new_op
+
     # Iterator bootstrap will be called on iterator construction.
     # A deep copy of Dataset object is created prior of iterator_bootstrap.
     # This method will create per iterator process pool and bind pyfunc execution to the pool.
@@ -2600,6 +2619,23 @@ class GeneratorDataset(SourceDataset):
         else:
             raise ValueError('set dataset_size with negative value {}'.format(value))
 
+    def __deepcopy__(self, memodict):
+        if id(self) in memodict:
+            return memodict[id(self)]
+        cls = self.__class__
+        new_op = cls.__new__(cls)
+        memodict[id(self)] = new_op
+        new_op.input = copy.deepcopy(self.input, memodict)
+        new_op.output = copy.deepcopy(self.output, memodict)
+        new_op.num_parallel_workers = copy.deepcopy(self.num_parallel_workers, memodict)
+        new_op.column_types = copy.deepcopy(self.column_types, memodict)
+        new_op.column_names = copy.deepcopy(self.column_names, memodict)
+
+        new_op.source = self.source
+        new_op.sampler = self.sampler
+
+        return new_op
+
 
 class TFRecordDataset(SourceDataset):
     """
diff --git a/tests/ut/python/dataset/test_iterator.py b/tests/ut/python/dataset/test_iterator.py
index 7c69adf5616d6f6319b2377e8db77e035cd2fb24..58beecbe16fbeb36c0c1e077df4198e5d1aa7b3c 100644
--- a/tests/ut/python/dataset/test_iterator.py
+++ b/tests/ut/python/dataset/test_iterator.py
@@ -14,7 +14,7 @@
 # ==============================================================================
 import numpy as np
 import pytest
-
+import copy
 import mindspore.dataset as ds
 from mindspore.dataset.engine.iterators import ITERATORS_LIST, _cleanup
 
@@ -81,3 +81,33 @@ def test_iterator_weak_ref():
     assert sum(itr() is not None for itr in ITERATORS_LIST) == 2
 
     _cleanup()
+
+
+class MyDict(dict):
+    def __getattr__(self, key):
+        return self[key]
+
+    def __setattr__(self, key, value):
+        self[key] = value
+
+    def __call__(self, t):
+        return t
+
+
+def test_tree_copy():
+    #  Testing copying the tree with a pyfunc that cannot be pickled
+
+    data = ds.TFRecordDataset(DATA_DIR, SCHEMA_DIR, columns_list=COLUMNS)
+    data1 = data.map(operations=[MyDict()])
+
+    itr = data1.create_tuple_iterator()
+
+    assert id(data1) != id(itr.dataset)
+    assert id(data) != id(itr.dataset.input[0])
+    assert id(data1.operations[0]) == id(itr.dataset.operations[0])
+
+    itr.release()
+
+
+if __name__ == '__main__':
+    test_tree_copy()
\ No newline at end of file