Examples

Start with a first fit or your own data, then follow a complete run and its report. The remaining examples cover controller use, wave-tank measurements, noisy fields and chromatography. See Installation for setup; the algorithm pages include additional worked runs.

notebook

Getting started

Load a bundled benchmark, fit in one call, read the result.

notebook

Use your own data

Two coordinate arrays and one field array, from NumPy to a fitted equation.

notebookSGA

Walkthrough

A 200-generation SGA-PDE fit on the KdV benchmark, read term by term, with every figure and the report.

kd-agent run \
--data sample.npz \
"Find the governing equation."

command lineexperimental

Agent search

Run a short search, save a checkpoint and continue from it, with the results of both segments.

notebookEqGPT

Breaking waves

The published EqGPT equation, reproduced on 12 wave-tank experiments.

notebookDLGA

Noisy Burgers walkthrough

The Burgers benchmark with 15% Gaussian noise added, recovered by DLGA from a network fitted to the noisy field.

worked exampleDISCOVERPySR

Column chromatography

Two algorithms on one 74-row table, both recovering the published formula.

report

The run report

One SGA-PDE run on KdV, all 15 of its figures in a single HTML file.