add uniform split in the bprop of concat

mindspore/ops/_grad/grad_array_ops.py

@@ -220,19 +220,37 @@ def get_bprop_transpose(self):
     return bprop
 
 
+@constexpr
+def _concat_grad_uniform(input_shapes, input_nums):
+    """Helper function for bprop of Concat"""
+    is_uniform = True
+    for i in range(1, input_nums):
+        if input_shapes[i-1] != input_shapes[i]:
+            is_uniform = False
+            break
+    return is_uniform
+
 @bprop_getters.register(P.Concat)
 def get_bprop_concat(self):
     """Generate bprop for Concat"""
     axis = self.axis
+    is_ascend = context.get_context('device_target') == "Ascend"
 
     def bprop(x, out, dout):
         dx = ()
         out_offset = G.ConcatOffset(F.tuple_len(x), axis)(x)
-        for i in range(F.tuple_len(x)):
-            slice_out = P.Slice()(dout, out_offset[i], shape_op(x[i]))
-            dx = dx + (slice_out,)
+        input_nums = F.tuple_len(x)
+        input_shapes = ()
+        for i in range(input_nums):
+            input_shapes = input_shapes + (shape_op(x[i]),)
+        is_uniform = _concat_grad_uniform(input_shapes, input_nums)
+        if is_uniform and is_ascend:
+            dx = P.Split(axis, input_nums)(dout)
+        else:
+            for i in range(input_nums):
+                slice_out = P.Slice()(dout, out_offset[i], input_shapes[i])
+                dx = dx + (slice_out,)
         return (dx,)
-
     return bprop