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A continuously improving, experimentation framework.

Project description

\\//, pyrosper (pronounced "prosper")

A continuously improving, experimentation framework. Now in python, ported from the Typescript counterpart.

Installation

TBD

Why

pyrosper provides a means of:

  • injecting intelligently selected experimental code that is shorted lived
  • using multi armed bandit machine learning to selected which experimental code is injected
  • prevents code churn where long-lived code belongs

The non-pyrosper way:

  • Uses feature flagging
  • Favors code churn, with highly fractured experimentation
  • Constantly effects test coverage
  • Provides a very blurry understanding of the code base when experimenting

The pyrosper way:

  • Use experiments rather than Features Flags
    • Picture one master switch, rather than a many small switches
    • Code for each variant lives close together, within an experiment
  • Favors short-lived experimental code, that accentuates long-lived code
    • Once understandings from a variant is known, then it can be moved from short-lived (experiment) to long-lived (source)
  • Meant to churn as little as possible.
  • Provides a very clear understanding of the code base when experimenting

Examples

TBD

...Vulcan's are cool.

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