The original softmax was not affected, tested with 10000 trials on both CPU & 
GPU:
```
MXNET_TEST_COUNT=10000 nosetests -s --verbose 
tests/python/unittest/test_operator.py:test_new_softmax
[INFO] Setting module np/mx/python random seeds, use 
MXNET_MODULE_SEED=2100317665 to reproduce.
test_operator.test_new_softmax ... ok

----------------------------------------------------------------------
Ran 1 test in 669.569s

OK
```
```
MXNET_TEST_COUNT=10000 nosetests -s --verbose 
tests/python/gpu/test_operator_gpu.py:test_new_softmax
[INFO] Setting module np/mx/python random seeds, use 
MXNET_MODULE_SEED=975663239 to reproduce.
test_operator_gpu.test_new_softmax ... ok

----------------------------------------------------------------------
Ran 1 test in 900.629s

OK
```

[ Full content available at: 
https://github.com/apache/incubator-mxnet/pull/12306 ]
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