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Testing

The IONIS validation suite lets you verify the V22-gamma model against your own operating experience. Install the package, run the tests, predict your paths, and tell us what the model gets wrong.

This is end-user model testing — you do not need ClickHouse, training scripts, or any understanding of the IONIS pipeline. Everything runs locally with the shipped checkpoint.

What You Can Do

Command Purpose
ionis-validate test Run the full 29-test automated battery
ionis-validate predict Predict a single HF path from your grid
ionis-validate custom Batch-test your own paths from a JSON file
ionis-validate report Generate a structured report for GitHub Issues
ionis-validate info Show model version, system info, and diagnostics
ionis-validate ui Launch browser-based validation dashboard

Requirements

  • Python 3.10+
  • ~1 GB disk (PyTorch + model checkpoint)
  • No GPU required (CPU inference)
  • No database, no special hardware
  • Works on Windows, macOS, and Linux

Quick Start

pip install ionis-validate
ionis-validate info
ionis-validate test

See Getting Started for platform-specific setup instructions.

Documentation