@reminisce Indeed! We encountered and stuck by this issue for a long time in PR 
https://github.com/apache/incubator-mxnet/pull/10921

In PR #10921, the new tests will fail in the continuously run but all passed in 
the separate run under the GPU context. On the other hand, all CPU context will 
pass either two approaches.

Anyway, this GPU issue needs to be resolved. And the observed issue may be NOT 
related with subgraph PR.

> I had a similar experience when doing the check for a release vote before 
> this PR was merged. If I executed all the unit test files with nosetests, the 
> gpu test would fail like this. If I executed them one by one, all the tests 
> can pass.

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https://github.com/apache/incubator-mxnet/pull/12443 ]
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