tqchen edited a comment on pull request #5986:
URL: https://github.com/apache/incubator-tvm/pull/5986#issuecomment-675124439


   Unfortunately the device API encapsulation means we cannot simply make them 
static(the need of virtual methods for other device APIs). In this case I think 
we should update the mxnet subgraph API to avoid the static states if possible, 
or simply avoid de-allocating the global state(by using new instead of creating 
a static instance)


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