Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Using Declarative Configs for Maintainable Reproducible Code

PyCon US via YouTube

Overview

Coursera Flash Sale
40% Off Coursera Plus for 3 Months!
Grab it
Explore declarative configurations for maintaining and reproducing code in this PyCon US talk by Jonathan Striebel. Learn how to future-proof application configs while ensuring backwards compatibility and reproducibility. Gain insights into the application config landscape, covering inputs from CLI arguments, environment variables, and config files, as well as their code representations. Discover serialization, deserialization, type-safety with config-schemas, and evolution techniques. Follow along with practical code examples and recommendations for implementing a maintainable and expressive declarative config system. Access the complete code repository and presentation slides for further reference and implementation.

Syllabus

*Introduction & Problem Domain*
*Goals: Maintainability & Reproducability*
Toy Experiment
Declarative Configuration Exctraction
Input Formats, Representations & Deserialization
Landscape Overview
Toy Example
Split Configuration
Type Checking
Complex Example with Nested Configurations
Evolution of Old Configurations
Schema Versions & Evolutions
Experiment Tracking
Summary

Taught by

PyCon US

Reviews

Start your review of Using Declarative Configs for Maintainable Reproducible Code

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.