Haibin Lin created MXNET-427:
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             Summary: [BUG] Optimizer state pickle contains param_dict
                 Key: MXNET-427
                 URL: https://issues.apache.org/jira/browse/MXNET-427
             Project: Apache MXNet
          Issue Type: Bug
            Reporter: Haibin Lin


When pickling an optimizer, the param_dict is also saved. This means when 
loading the state, the optimizer will construct a param_dict from the previous 
state, which does not refer to the actual parameter being trained anymore. We 
need to remove this from state pickling. 



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