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Created by Elizaveta Lutsenko@LizLutsenkoOwner

Add profiling for debug mode

Created by: J3FALL

Looks like fedot do not correctly work with memory, and MemoryError occurs when:

  • GPComposer operates with deep chains (see issue #183 (closed))
  • Dataset is too large
  • Available models in composer are too "heavy"

In order to discover this problem, it is required to:

  1. Check how to use profiling libraries (see https://github.com/sberbank-ai-lab/LightAutoML for example)
  2. Adapt profiler for composer
  3. Check memory/cpu usages during composition on "heavy" configurations
  4. Find memory leaks and provide a new solution