hydra-experiment-config

Community

Structure reproducible ML configs with Hydra

Authordongzhuoyao
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Centralizes and clarifies Hydra-based experiment configuration so runtime constants are not hardcoded, overrides compose predictably, and experiments are reproducible across runs and environments.

Core Features & Use Cases

  • Config-as-source-of-truth: Ensure all runtime constants live in YAML and avoid duplicated module-level constants.
  • Hierarchical groups with flat aliases: Organize by semantic groups while providing flat aliases for ergonomic CLI overrides.
  • Defaults list, derived values, and CLI patterns: Provide patterns for defaults, computed configuration values, multirun sweeps, and safe override behavior.
  • Use Cases: Bootstrapping a new project's conf layout, adding model/training/data variants, debugging override resolution, and preparing configs for experiment tracking.

Quick Start

Convert this project's hardcoded training hyperparameters into a Hydra conf/ layout with hierarchical groups, flat aliases, and a defaults list so overrides resolve predictably.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 Claude Code Installation

Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.

Please help me install this Skill:
Name: hydra-experiment-config
Download link: https://github.com/dongzhuoyao/tao-research-skills/archive/main.zip#hydra-experiment-config

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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