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docs/src/index.md

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@@ -7,9 +7,9 @@ This package implements a family of algorithms to solve nonsmooth optimization p
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where $f : \mathbb{R}^n \to \mathbb{R}$ is continuously differentiable and $h : \mathbb{R}^n \to \mathbb{R} \cup \{\infty\}$ is lower semi-continuous and proper.
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Both $f$ and $h$ may be **nonconvex**.
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Both $f$ and $h$ may be nonconvex.
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All solvers implemented in this package are **JuliaSmoothOptimizers-compliant**.
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All solvers implemented in this package are JuliaSmoothOptimizers-compliant.
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They take a [`RegularizedNLPModel`](https://jso.dev/RegularizedProblems.jl/dev/reference#RegularizedProblems.RegularizedNLPModel) as input and return a [`GenericExecutionStats`](https://jso.dev/SolverCore.jl/stable/reference/#SolverCore.GenericExecutionStats).
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A [`RegularizedNLPModel`](https://jso.dev/RegularizedProblems.jl/stable/reference#RegularizedProblems.RegularizedNLPModel) contains:
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## Preallocating
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All solvers in RegularizedOptimization.jl have **in-place versions**.
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All solvers in RegularizedOptimization.jl have in-place versions.
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Users can preallocate a workspace and reuse it across solves to avoid memory allocations, which is useful in repetitive scenarios.
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