larroy commented on a change in pull request #14779: Fully connected, higher 
order grad
URL: https://github.com/apache/incubator-mxnet/pull/14779#discussion_r297868293
 
 

 ##########
 File path: tests/python/unittest/test_higher_order_grad.py
 ##########
 @@ -129,6 +131,44 @@ def check_second_order_unary(x, op, grad_grad_op):
     # Validate the gradients.
     assert_almost_equal(expected_grad_grad, x.grad.asnumpy())
 
+class RandomShapes(object):
+    def __init__(self, dim):
+        self.dim = dim
+        self.curdim = 1
+
+    def __iter__(self):
+        return self
+
+    def next(self):
+        return self.__next__()
+
+    def __next__(self):
+        if self.curdim > self.dim:
+            raise StopIteration
+        shape = rand_shape_nd(self.curdim)
+        print(shape)
+        x = nd.random.normal(shape=shape)
+        self.curdim += 1
+        return x
+
+
+@with_seed()
+def test_dense_backward():
 
 Review comment:
   Dense calls FullyConnected during forward, do you suggest to use the 
symbolic API?

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