No-Code Tuning

Run hyperparameter tuning from the command line without writing Python scripts. Simply specify a predefined preset for the target command, and hyperparameter search, command execution, and performance evaluation are performed automatically. You can start tuning within minutes.

1. optimize: Specify an existing preset and tune the target command's hyperparameters
2. analyze: Visualize tuning results with graphs
3. apply: Apply the best parameters found during tuning and run the command

Supported Frameworks

The following framework presets are currently available:

Framework	Optimization Target	Search Strategy
Megatron family (Megatron-LM, ms-swift)	Training throughput TFLOP/s/GPU	Heuristic search based on parallelization strategy knowledge

Guide

• Learn how to use no-code tuning
  • Usage - CLI operations and preset usage
  • Examples - Step-by-step walkthrough using the demo preset
• Component reference
  • General-Purpose Strategies - Description of random, grid, and optuna strategies
• Customize no-code tuning for specific use cases
  • Customization - Creating custom presets and evaluators