@zhreshold got it. Yes this has been on the backlog for a long time now. We currently catch only dmlc::Errors but we also need to have corresponding frontend exceptions for std::exception and handle them. I had documented it here : https://cwiki.apache.org/confluence/display/MXNET/Improved+Exception+Handling+in+MXNet+-+Phase+2
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