!5904 fix image gradients height 1 bug

Merge pull request !5904 from zhaozhenlong/cloud/issue/image_gradient_h_1

mindspore/nn/layer/image.py

@@ -66,13 +66,19 @@ class ImageGradients(Cell):
         check = _check_input_4d(F.shape(images), "images", self.cls_name)
         images = F.depend(images, check)
         batch_size, depth, height, width = P.Shape()(images)
-        dy = images[:, :, 1:, :] - images[:, :, :height - 1, :]
+        if height == 1:
-        dy_last = P.Fill()(P.DType()(images), (batch_size, depth, 1, width), 0)
+            dy = P.Fill()(P.DType()(images), (batch_size, depth, 1, width), 0)
-        dy = P.Concat(2)((dy, dy_last))
+        else:
-
+            dy = images[:, :, 1:, :] - images[:, :, :height - 1, :]
-        dx = images[:, :, :, 1:] - images[:, :, :, :width - 1]
+            dy_last = P.Fill()(P.DType()(images), (batch_size, depth, 1, width), 0)
-        dx_last = P.Fill()(P.DType()(images), (batch_size, depth, height, 1), 0)
+            dy = P.Concat(2)((dy, dy_last))
-        dx = P.Concat(3)((dx, dx_last))
+
+        if width == 1:
+            dx = P.Fill()(P.DType()(images), (batch_size, depth, height, 1), 0)
+        else:
+            dx = images[:, :, :, 1:] - images[:, :, :, :width - 1]
+            dx_last = P.Fill()(P.DType()(images), (batch_size, depth, height, 1), 0)
+            dx = P.Concat(3)((dx, dx_last))
         return dy, dx