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Setting epsilon for early stopping #88

@kerthcet

Description

@kerthcet

What would you like to be added:

For early stopping, we just compare the exact result of the new experiment and the best result, but we should add. a tolerance for this, like the early_stopping_epsilon. then
abs(current_result - best-result) > early_stopping_epsilon, we take it as not qualified for the measurement.

Why is this needed:

Completion requirements:

This feature requires the following artifacts:

  • Design doc
  • API change
  • Docs update

The artifacts should be linked in subsequent comments.

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