Running and managing parameterizations just got a major upgrade. Ionworks now supports a standard configuration format and a command-line interface (CLI) to make large-scale, reproducible parameterization easier than ever.

Key Features:

• Batch Parameterization: Run large sets of parameterizations across multiple datasets with a single config file.

• Experiment Management: Swap models, cost functions, optimizers, and hyperparameters without rewriting code—perfect for rapid iteration.

• Cloud Execution: Launch parameterizations on the cloud seamlessly, with full support for parallel runs.

Configurations can be defined flexibly in JSON, YAML, or Python dictionaries, and executed either:

• Directly from Python, or

• From the Command Line Interface (CLI)

This new tooling makes it easy to scale up your workflows and bring consistency to even the most complex parameterization experiments.