Welcome to MadSuite website! Our mission is to deliver optimization software with state-of-the-art GPU acceleration. The performance of GPU-accelerated optimization solvers is successfully demonstrated on the AC optimal power flow problems, optimal control problems, and other large-scale nonlinear optimization problems. For large-scale problems, using GPU acceleration often enables more than an order of magnitude speed-up, as demonstrated with the performance of ExaModels.jl and MadNLP.jl running on GPUs along with CUDSS compared to the state-of-the-art tools on CPUs for solving large AC optimal power flow problems.

Figure 1: Solution time for AC optimal power flow for the 70k bus system running on different hardware

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What's MadSuite?

MadSuite is a suite of open-source optimization software encompassing algebraic modeling systems, optimization solvers, linear solvers, and domain-specific modeling libraries. Our software tools are embedded in the Julia Language , which is host a variety of excellent libraries for optimization, such as JuMP.jl and JuliaSmoothOptimizers , as well as extensive support for GPU programming, such as CUDA.jl and KernelAbstractions.jl . We employ the latest advancements in GPU computing, such as NVIDIA's CUDSS library, to provide high-performance solutions for large-scale nonlinear optimization problems.

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