…onvolution (#12402)"

This reverts commit 58560f6d2e96da605c658742ebb0e26a7d0cbcd3.

## Description ##

Test if failing again: 
* 
http://jenkins.mxnet-ci.amazon-ml.com/blue/organizations/jenkins/incubator-mxnet/detail/PR-12429/1/pipeline/
* 
http://jenkins.mxnet-ci.amazon-ml.com/blue/organizations/jenkins/incubator-mxnet/detail/master/1550/pipeline/

```
======================================================================
FAIL: test_operator_gpu.test_depthwise_convolution
----------------------------------------------------------------------
Traceback (most recent call last):
  File "/usr/local/lib/python2.7/dist-packages/nose/case.py", line 197, in 
runTest
    self.test(*self.arg)
  File "/usr/local/lib/python2.7/dist-packages/nose/util.py", line 620, in 
newfunc
    return func(*arg, **kw)
  File "/work/mxnet/tests/python/gpu/../unittest/common.py", line 172, in 
test_new
    orig_test(*args, **kwargs)
  File "/work/mxnet/tests/python/gpu/../unittest/test_operator.py", line 1660, 
in test_depthwise_convolution
    np.testing.assert_allclose(arr1.asnumpy(), arr2.asnumpy(), rtol=1e-2, 
atol=1e-3)
  File 
"/usr/local/lib/python2.7/dist-packages/numpy/testing/nose_tools/utils.py", 
line 1396, in assert_allclose
    verbose=verbose, header=header, equal_nan=equal_nan)
  File 
"/usr/local/lib/python2.7/dist-packages/numpy/testing/nose_tools/utils.py", 
line 779, in assert_array_compare
    raise AssertionError(msg)
AssertionError: 
Not equal to tolerance rtol=0.01, atol=0.001
(mismatch 4.0%)
 x: array([[[[ 26.400417, -36.113285, -64.04252 ,  -8.254103,  17.523859],
         [ 45.250435,  76.37607 ,  24.216667,  23.500875, -87.81845 ],
         [ 32.61415 ,   0.185663,  77.17114 ,  56.433533, -63.38382 ],...
 y: array([[[[ 26.399519, -36.111725, -64.04085 ,  -8.25362 ,  17.523405],
         [ 45.24878 ,  76.3775  ,  24.218298,  23.501816, -87.819145],
         [ 32.61278 ,   0.188967,  77.171234,  56.432304, -63.3824  ],...
-------------------- >> begin captured logging << --------------------
common: INFO: Setting test np/mx/python random seeds, use 
MXNET_TEST_SEED=589329529 to reproduce.
--------------------- >> end captured logging << ---------------------
```


[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/12441 ]
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