After PR #12570 is merged, we'll go from this:
```
- failed inference *** FAILED ***
  java.lang.IllegalArgumentException: requirement failed: shape inference failed
  at scala.Predef$.require(Predef.scala:224)
```
to this:
```
- failed inference *** FAILED ***
  java.lang.IllegalArgumentException: requirement failed: Shape inference 
failed.Known shapes are Map(a -> (10,1,5)) for symbol arguments ArrayBuffer(a, 
constant) and aux states ArrayBuffer()
```

I think we can have even better from the backend, but that's progress. 

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https://github.com/apache/incubator-mxnet/issues/12565 ]
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