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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