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Mathematical Optimization in Julia. Local, global, gradient-based and derivative-free. Linear, Quadratic, Convex, Mixed-Integer, and Nonlinear Optimization in one simple, fast, and differentiable inte...

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## Checklist - [ ] Appropriate tests were added - [ ] Any code changes were done in a way that does not break public API - [ ] All...

As part of docs updates there should be an addition of how to use this

good first issue

when using `CMAEvolutionStrategyOpt()` to solve an optimization problem I get loads of stuff printed to the output. Is there a way to prevent this? I tried `verbose=false`, but it does...

good first issue

OptimizationPolyAlgorithms can become the primary choice by adding these methods, pretty low hanging fruit

good first issue

The following throws an error, reproduced below, due to `lb = fill(-10, length(params))` being a vector of Ints instead of floats. Could automatic conversion be applied, alternatively, a better error...

good first issue

**Describe the bug 🐞** Currently the error thrown when a user has not used `OptimizationFunction` is something like `grad not found`. The way to do this would be define a...

bug
good first issue

## Checklist - [ ] Appropriate tests were added - [ ] Any code changes were done in a way that does not break public API - [ ] All...

3D optimization with `LBFGS` fails. 2D arrays work because adjoint is probably defined. ```julia # ╔═╡ 350d641c-ae24-11ee-018a-b331fe41f5b3 using Optimization, OptimizationOptimisers, OptimizationOptimJL, Zygote # ╔═╡ 4c272f03-4aae-4788-99bd-88e8bb3a8eea f(x, p) = sum(abs2, x)...

bug

- https://github.com/SciML/SciMLDocs/pull/207 - https://github.com/SciML/SciMLDocs/pull/206 - https://github.com/SciML/SciMLDocs/pull/205 - https://github.com/SciML/DiffEqFlux.jl/pull/896 - https://github.com/SciML/DiffEqFlux.jl/pull/895 - https://github.com/SciML/SciMLBase.jl/pull/591 - https://github.com/SciML/SciMLDocs/pull/208 - https://github.com/SciML/ModelingToolkit.jl/pull/2418 - https://github.com/SciML/Catalyst.jl/pull/760 - https://github.com/SciML/SciMLExpectations.jl/pull/144 - https://github.com/SciML/EasyModelAnalysis.jl/pull/228 - https://github.com/SciML/DiffEqParamEstim.jl/pull/239 - https://github.com/SciML/Optimization.jl/pull/667 - https://github.com/SciML/Optimization.jl/pull/666 - https://github.com/SciML/Optimization.jl/pull/665...

**Is your feature request related to a problem? Please describe.** Mathoptinterface offers automatic and well tested "advanced" constraints, e.g. SOS constraints. It would be nice to offer those within Optimzation.jl....