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eindir

A set of "particles" or components mainly focused on working with functions in ND.

Development

We use towncrier for managing newsworthy contributions. Also the easiest development environment is probably with pixi and hatch:

pixi shell
pdm install

Now we have certain commands to help with development:

pdm run lint
pdm run mkdoc

License

MIT

Relation to anneal

eindir supplies the Objective trait, Bounds, low-discrepancy generators (Halton, etc.), GLE thermostat matrices, and surrogate primitives (AdditiveSurrogate, Chebyshev, ReducedObjective). These primitives let anneal and downstream codes stay inside the typed five-component algebra and share one implementation of each slot.

User entry for optimization: start with anneal (pip install anneal), the budget-only global_optimize API, the notebook examples/notebooks/01_quickstart.ipynb, and https://anneal.rgoswami.me — not the eindir trait surface.

Project history: continuous development since 2023-02. Paper reproducibility: anneal_repro, Zenodo 10.5281/zenodo.20672621.

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This release

0.5.1

Jul 10, 2026

0.5.0

Jul 5, 2026

0.1.0

Feb 17, 2024

0.0.5

Feb 17, 2024

0.0.3

Feb 24, 2023

0.0.2

Feb 23, 2023

0.0.1

Feb 23, 2023

eindir 0.5.1

eindir

Development

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Relation to anneal

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