eindir eindir eindir
    • anneal Typed component algebra for simulated annealing on eindir primitives
    • rgpycrumbs Chemical physics utilities and visualization
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Getting started

  • Quickstart
  • Tutorials
  • Quickstart with Python
  • Low-discrepancy points & sampling
  • GLE coloured-noise thermostat
  • Surrogates (additive, Chebyshev, reduced)
  • Additive (rank-1) surrogate
  • Total-degree Chebyshev + active subspace
  • API surface (Python)

How-to Guides

  • Python
  • Pixi (full stack, recommended for development + docs)
  • From source (Rust + Python)
  • Objective slot
  • Low-discrepancy starts
  • GLE Move
  • Surrogates
  • Supplying a gradient
  • How do I supply a gradient to GLE / HMC drivers?
  • Can I use eindir primitives without anneal?
  • What about C/C++ consumers?
  • FAQ

Explanation

  • Architecture
  • Objective
  • Low-discrepancy
  • GLE
  • Surrogates
  • What eindir Builds
  • Correctness and Acceleration
  • Interface to anneal
  • Surrogate Mechanics

Reference

  • Specification
  • Rust API Reference
  • Rust API (eindir-core)
    • Crate eindir_core
      • mod additive
      • mod bounds
      • mod error
      • mod features
      • mod ffi
      • mod fpair
      • mod gle
      • mod gradient
      • mod objective
      • mod objectives
        • mod ackley
        • mod rastrigin
        • mod rosenbrock
        • mod styblinski_tang
      • mod pointset
      • mod py_objective
      • mod python
      • mod reduced
      • mod types
  • Glossary
  • API Primitives (Python)
  • Bindings
  • Contributing
  • Changelog
  • Code of Conduct
  • Our Pledge
  • Standards
  • Enforcement

Development

  • Reuse the same Objective
  • Prefer QMC starts when bounds are known
  • GLE drift is reusable
  • Surrogates as first-class citizens
  • Python array API + DLPack
  • Test with the laws checker (when using via anneal)
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2026--present, eindir developers

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