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Ray is a unified framework for scaling AI and Python applications. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

A C++ platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

🍀 Evolutionary optimization library for Go (genetic algorithm, partical swarm optimization, differential evolution)

DaCe - Data Centric Parallel Programming

Blackbox ⭐ 417

A Python module for parallel optimization of expensive black-box functions

A python package of Zeroth-Order Optimization (ZOOpt)

A Python platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

Hyperparameter optimization that enables researchers to experiment, visualize, and scale quickly.

A C++ / Python platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model. State of the art optimization algorithms are included. A common interface is provided to other optimization frameworks/algorithms such as NLOPT, SciPy, SNOPT, IPOPT, GSL

Hybridizer Basic Samples ⭐ 220

Examples of C# code compiled to GPU by hybridizer

Surrogate Optimization Toolbox for Python

Yet another black-box optimization library for Python

A Parallel Optimization Toolkit for Nonlinear Model Predictive Control (NMPC)

Fork of http://www.pyopt.org/ (python3 compatible)

Stochopy ⭐ 74

Python library for stochastic numerical optimization

An open-source parallel optimization solver for structured mixed-integer programming

UNMAINTAINED - USE AT YOUR OWN RISKS

Parallel Trpo ⭐ 66

A parallel version of Trust Region Policy Optimization

Optimparallel Python ⭐ 51

A parallel computing interface to the L-BFGS-B optimizer

Swarmops ⭐ 51

Heuristic Optimization for Python

Structjump.jl ⭐ 50

A block-structured optimization framework for JuMP

Topadd_2d_3d_arbitrary_topopt_in_petsc ⭐ 35

2D/3D integrated Topology optimization parallel-computing framework for arbitrary design domains

NEW VERSION ！ Parallel solver for thermal-fluid-structural topology optimization on unstructured grids.

Photontorch ⭐ 34

Highly parallel simulation and optimization of photonic circuits in time and frequency domain based on the deep-learning framework PyTorch

Cutest.jl ⭐ 33

Julia's CUTEst Interface

Topo Fenics ⭐ 30

This repository contains a simple 55 lines code to carry out large scale parallel Topology Optimization using FEniCS in python

Heurisko ⭐ 30

C++ platform to perform parallel computations of continuous and combinatorial optimization tasks via metaheuristics.

Parallel Presolve for Integer and Linear Optimization

Propulate ⭐ 24

Propulate is an asynchronous evolutionary optimization algorithm and software package for global optimization and hyperparameter search on high-performance computers.

Mixed-Integer Parallel Efficient Global Optimization

Aladin.m ⭐ 23

FluidML is a lightweight framework for developing machine learning pipelines.

Gcmaes.jl ⭐ 19

Gradient-based Covariance Matrix Adaptation Evolutionary Strategy for Real Blackbox Optimization

Parasol Es ⭐ 16

ES6 module for interactive visualization of multi-objective optimization problems

Dask Optuna ⭐ 13

Scale Optuna with Dask

Convenient hyperparameter optimization

Hypertune ⭐ 12

Hyperparameter tuning using Particle Swarm Optimization and parallel computation which outperforms current approaches. V0.1 Beta

Python Hpc Study ⭐ 12

Incremental optimizations to the N-Body problem in order to evaluate and compare the performance of Python translators in the HPC environment.

Proxasaga ⭐ 11

Proximal Asynchronous SAGA

Fast parallel Particle Swarm Optimization package for Python

Variable splitting network for accelerated parallel MRI reconstruction

CLI bash script to optimize images in parallel easily and efficiently!

Assert P4 ⭐ 9

R-package for optimization with Particle Swarm Optimization or Dynamically Dimensioned Search

Spark Optim ⭐ 7

A library of scalable optimization algorithms based on Spark

Multiprocessor Algorithms for Nonlinear Gradient-free Optimization

Optimized and benchmarked parallel Genetic Algorithm with inequality constraints, and a scipy-like interface

Fcmaes Java ⭐ 6

A Java gradient-free optimization library

Parallel copula ARMA-GARCH estimation in C++ using MPI

Swarming is a Python3 library that features both parallel and serial implementation of the Particle Swarm Optimization (PSO) algorithm.

Dspopt.jl ⭐ 5

Julia modeling interface to parallel decomposition solver DSP

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