cmaes
Peroxide
| cmaes | Peroxide | |
|---|---|---|
| 3 | 3 | |
| 30 | 443 | |
| - | - | |
| 0.0 | 9.0 | |
| almost 2 years ago | 7 days ago | |
| Rust | Rust | |
| Apache License 2.0 | Apache License 2.0 |
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cmaes
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[ANN] cmaes v0.2.0: An implementation of the CMA-ES optimization algorithm
cmaes is an implementation of the CMA-ES black box numerical optimization algorithm. It's especially suited to solving high-dimension, non-linear, non-convex, ill-conditioned, and/or noisy problems.
- [ANN] cmaes 0.1: An implementation of the CMA-ES optimization algorithm
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Looking for an efficient algorithm that will test out a huge array set and return the maximum solution
If your function is truly black box then you can use a black box optimization algorithms (note that they likely will not be as good since they make less asumptions on the problem) such as the one provided by argmin or my own simplers_optimization (amongst others). The CMA-ES algorithm has a very good reputation for those use cases but I only found one implementation in Rust and it is not on crates.io.
Peroxide
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Hey Rustaceans! Got a question? Ask here! (39/2022)!
Rust’s standard library is relatively small by design and doesn’t contain any tools for numeric integration. However, you can probably find a crate on crates.io that does what you need. A quick search suggests Peroxide.
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Is rust good for mathematical computing?
peroxide seems really cool, but I haven't had the opportunity to use it much yet.
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Filling up gaps in the ecosystem
peroxide covers some of this area. It could work as a starting point for something in the ML or probabilistic programming domains.
What are some alternatives?
argmin - Numerical optimization in pure Rust
Math PHP - Powerful modern math library for PHP: Features descriptive statistics and regressions; Continuous and discrete probability distributions; Linear algebra with matrices and vectors, Numerical analysis; special mathematical functions; Algebra
ersatz - A monad for interfacing with external SAT solvers
cgmath-rs - A linear algebra and mathematics library for computer graphics.
iproute - IP Routing Table in Haskell
notecalc3 - NoteCalc is a handy calculator trying to bring the advantages of Soulver to the web.
pell - Haskell Package to solve the Generalized Pell Equation
are-we-learning-yet - How ready is Rust for Machine Learning?
keyboard_layout_optimizer - A keyboard layout optimizer supporting multiple layers. Implemented in Rust.
linfa - A Rust machine learning framework.
rulinalg - A linear algebra library written in Rust
smartcore - A comprehensive library for machine learning and numerical computing. The library provides a set of tools for linear algebra, numerical computing, optimization, and enables a generic, powerful yet still efficient approach to machine learning.