ThomasDelteil commented on issue #14340: [bug] Bug in Gradient flow with 
backward(retain_graph=True) and split()
URL: 
https://github.com/apache/incubator-mxnet/issues/14340#issuecomment-469934034
 
 
   replacing 
   ```
           z1, z2 = F.split(y, 2)
           out1 = self.classifier(z1)
           out2 = self.classifier(z2)
   ```
   with
   ```
           out1 = self.classifier(y[:,:5])
           out2 = self.classifier(y[:,5:])
   ```
   works as expected, I'm thinking the bug might come from the split operator. 
@eric-haibin-lin 

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