Hi,
  This is the way CacheBasedDataset has been designed. 
   It has been made w/an eye toward training the implemented ML models:
https://apacheignite.readme.io/docs/model-updating

  You are free to create an implementation to fit your needs.
  Use these examples to test your design:
 
https://github.com/apache/ignite/tree/master/examples/src/main/java/org/apache/ignite/examples/ml/dataset


Thanks, Alex



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