dcslin edited a comment on issue #696:
URL: https://github.com/apache/singa/issues/696#issuecomment-628355516


   Considering the API requirement, and constraints as below:
   
   API requirement:
   1. [**Model**] multi-input/output (multi loss fn)
   2. [**Model**] Load model from disk, in other words: Model param memory 
allocation should be done in `model.__init__`
   
   API constraints:
   1. [**Model**] graph module buffer first forward call **or** turn off graph 
module in the first forward call
   2. [**Layer**] layer initialization requires input x
   


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