hydra-experiment-config
CommunityStructure 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 requiredComponents
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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