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README.md

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**ProxSuite** is a collection of open-source, numerically robuste, precise and efficient numerical solvers (e.g., LPs, QPs, etc.) rooted on revisited primal-dual proximal algorithms.
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While the first targeted application is Robotics, **ProxSuite** can be used in other contextes without any limits.
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Through **ProxSuite**, we aim at offering to the community scalable optimizers which can deal with dense, sparse or matrix-free problems.
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While the first targeted application is Robotics, **ProxSuite** can be used in other contextes without any limits.
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**ProxSuite** is actively developped and supported by the [Willow](https://www.di.ens.fr/willow/) and [Sierra](https://www.di.ens.fr/sierra/) research groups, joint research teams between [Inria](https://www.inria.fr/en), [École Normale Supérieure de Paris](https://www.ens.fr) and [Centre National de la Recherche Scientifique](https://www.cnrs.fr), localized in France.
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**ProxSuite** is actively developped and supported by the [Willow](https://www.di.ens.fr/willow/) and [Sierra](https://www.di.ens.fr/sierra/) research groups, joint research teams between [Inria](https://www.inria.fr/en), [École Normale Supérieure de Paris](https://www.ens.fr) and [Centre National de la Recherche Scientifique](https://www.cnrs.fr).
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**ProxSuite** is already integrated into:
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- [CVXPY](https://www.cvxpy.org/) modeling language for convex optimization problems,
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- [CasADi](https://web.casadi.org/)'s symbolic framework for numerical optimization in general and optimal control. ProxQP is available in CasADi as plugin to [solve quadratic programs](https://web.casadi.org/docs/#quadratic-programming),
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- [TSID](https://github.com/stack-of-tasks/tsid): robotic software for efficient robot inverse dynamics with contacts and based on [Pinocchio](https://github.com/stack-of-tasks/pinocchio).
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**ProxSuite** is integrated into:
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- [CVXPY](https://www.cvxpy.org/) modeling language for convex optimization problems
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- [CasADi](https://web.casadi.org/)'s symbolic framework for numerical optimization in general and optimal control. ProxQP is available in CasADi as plugin to [solve quadratic programs](https://web.casadi.org/docs/#quadratic-programming).
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We are ready to integrate **ProxSuite** within other optimization ecosystems.
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## ProxSuite main features
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