szha commented on issue #20149:
URL: 
https://github.com/apache/incubator-mxnet/issues/20149#issuecomment-819598646


   @matteosal in your example above, when you invoke the same cached op from 
multiple threads it will cause issues.
   ```
     /* Run cached op */
     int n_outs;
     NDArrayHandle *out_arr = nullptr;
     const int *dummy_stypes = nullptr;
     checkedMXCall(MXInvokeCachedOp, cached_op, 1, &in_arr, dev_type, dev_id, 
&n_outs, &out_arr, &dummy_stypes);
   ```


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