experiment-setup

Automate experiment setup and logging with Hydra configuration management.

11|2|Updated May 29, 2025

Search Tags:#workflow #templates #logging #reproducibility #inspect-ai #hydra #experiment-setup

Ready to run

npx skills add https://github.com/yulonglin/dotfiles --skill experiment-setup

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: experiment-setup
Source: https://github.com/yulonglin/dotfiles/tree/main/claude/local-marketplace/plugins/research-toolkit/skills/experiment-setup
Command: npx skills add https://github.com/yulonglin/dotfiles --skill experiment-setup

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This skill helps researchers rapidly establish a reproducible AI experimentation workflow by configuring Hydra-based pipelines, automatically logging runs, and providing templates that streamline setup and execution.

Core Features & Use Cases

Hydra configuration management: auto-logs the full configuration and CLI overrides for traceability.
Timestamped experiment directories: creates organized, time-stamped outputs for each run.
CLI-based config overrides: enables quick experimentation without code changes.
Inspect AI integration: ready-to-run scaffolding for automated evaluation and logging.

Quick Start

Follow GUIDE.md to install dependencies, create the directory structure, copy templates, update gitignore, and verify with a test run.

Frequently Asked Questions about experiment-setup

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate Hydra experiment logging and configuration management?▼

Automate Hydra experiment logging by using this Skill to auto-log full configurations and CLI overrides, creating timestamped run directories for traceable, reproducible AI research workflows.

What is the best way to set up reproducible AI experimentation directories?▼

Setting up reproducible experimentation requires automated directory creation with timestamped outputs for each run. This Skill scaffolds organized environments and logs Hydra runtime configurations to ensure full traceability.

How do I run quick experiments with Hydra CLI overrides without changing code?▼

Run quick experiments using Hydra CLI-based config overrides to sweep parameters without modifying source code. This Skill automatically logs these overrides alongside the full configuration for each timestamped run.

Can I integrate Inspect AI templates into an existing Hydra project?▼

Yes, you can integrate Inspect AI into existing projects. This Skill provides ready-to-run scaffolding for automated evaluation and logging, supporting both new projects and migrating existing code.

Do I need to manually create output directories when using Hydra for experiment setup?▼

No, manual directory creation is unnecessary. This Skill automates end-to-end experiment setup, generating organized, timestamped output directories for each run to maintain a clean and reproducible workflow.