diff --git a/python/paddle/distributed/collective.py b/python/paddle/distributed/collective.py
index 6dfd1b2a2aa67df15870dfe31b67b52eb31e36ce..cfba9f656b333a743fbf5890d5928a3178faede9 100644
--- a/python/paddle/distributed/collective.py
+++ b/python/paddle/distributed/collective.py
@@ -1481,7 +1481,7 @@ def alltoall(in_tensor_list, out_tensor_list, group=None, use_calc_stream=True):
                 np_data2 = np.array([[19, 20, 21], [22, 23, 24]])
             data1 = paddle.to_tensor(np_data1)
             data2 = paddle.to_tensor(np_data2)
-            paddle.distributed.all_to_all([data1, data2], out_tensor_list)
+            paddle.distributed.alltoall([data1, data2], out_tensor_list)
             # out for rank 0: [[[1, 2, 3], [4, 5, 6]], [[13, 14, 15], [16, 17, 18]]]
             # out for rank 1: [[[7, 8, 9], [10, 11, 12]], [[19, 20, 21], [22, 23, 24]]]
     """
@@ -1490,15 +1490,15 @@ def alltoall(in_tensor_list, out_tensor_list, group=None, use_calc_stream=True):
 
     ring_id = 0 if group is None else group.id
     temp = paddle.concat(in_tensor_list, axis=0)
+    nranks = len(in_tensor_list)
     if in_dygraph_mode():
-        _C_ops.alltoall_(temp, 'use_calc_stream', use_calc_stream, 'ring_id',
-                         ring_id)
+        out = _C_ops.alltoall(temp, 'use_calc_stream', use_calc_stream,
+                              'ring_id', ring_id)
     else:
         op_type = 'alltoall'
         helper = LayerHelper(op_type, **locals())
         out = helper.create_variable_for_type_inference(
             dtype=in_tensor_list[0].dtype)
-        nranks = len(in_tensor_list)
 
         if not isinstance(in_tensor_list, list):
             raise ValueError("The type of 'in_tensor_list' for all_to_all "
diff --git a/python/paddle/fluid/tests/unittests/collective_alltoall_api_dygraph.py b/python/paddle/fluid/tests/unittests/collective_alltoall_api_dygraph.py
new file mode 100644
index 0000000000000000000000000000000000000000..02a59aef071f8239cac1374aff9ee9fe36faf12c
--- /dev/null
+++ b/python/paddle/fluid/tests/unittests/collective_alltoall_api_dygraph.py
@@ -0,0 +1,56 @@
+# Copyright (c) 2020 PaddlePaddle Authors. All Rights Reserved.
+#
+# 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.
+
+from __future__ import print_function
+
+import numpy as np
+import argparse
+import os
+import sys
+import signal
+import time
+import socket
+from contextlib import closing
+from six import string_types
+import math
+import paddle
+import paddle.fluid as fluid
+import paddle.fluid.profiler as profiler
+import paddle.fluid.unique_name as nameGen
+from paddle.fluid import core
+import unittest
+from multiprocessing import Process
+import paddle.fluid.layers as layers
+from functools import reduce
+from test_collective_api_base import TestCollectiveAPIRunnerBase, runtime_main
+
+
+class TestCollectiveAllToAllAPI(TestCollectiveAPIRunnerBase):
+    def __init__(self):
+        self.global_ring_id = 0
+
+    def get_model(self, main_prog, startup_program, rank, indata=None):
+        with fluid.program_guard(main_prog, startup_program):
+            tindata = paddle.to_tensor(indata)
+            tindata = paddle.split(tindata, 2, axis=0)
+            tout_data = []
+            paddle.distributed.alltoall(tindata, tout_data)
+            output_data = []
+            for data in tout_data:
+                output_data.append(data.numpy())
+            return output_data
+
+
+if __name__ == "__main__":
+    runtime_main(TestCollectiveAllToAllAPI, "alltoall")
diff --git a/python/paddle/fluid/tests/unittests/test_collective_alltoall_api.py b/python/paddle/fluid/tests/unittests/test_collective_alltoall_api.py
index fab975a9d6249f274952e52bb59fd5f61badc116..bb6a8c29bc508fe0bf8d647a9b75f33add7e762e 100644
--- a/python/paddle/fluid/tests/unittests/test_collective_alltoall_api.py
+++ b/python/paddle/fluid/tests/unittests/test_collective_alltoall_api.py
@@ -29,6 +29,13 @@ class TestCollectiveAllToAllAPI(TestDistBase):
     def test_alltoall_nccl(self):
         self.check_with_place("collective_alltoall_api.py", "alltoall", "nccl")
 
+    def test_alltoall_nccl_dygraph(self):
+        self.check_with_place(
+            "collective_alltoall_api_dygraph.py",
+            "alltoall",
+            "nccl",
+            static_mode="0")
+
 
 if __name__ == '__main__':
     unittest.main()