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Add Parallel Particle Swarm Optimizer Benchmarks#1513

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AdityaPandeyCN wants to merge 3 commits intoSciML:masterfrom
AdityaPandeyCN:pso-benchmark
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Add Parallel Particle Swarm Optimizer Benchmarks#1513
AdityaPandeyCN wants to merge 3 commits intoSciML:masterfrom
AdityaPandeyCN:pso-benchmark

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Checklist

  • Appropriate tests were added
  • Any code changes were done in a way that does not break public API
  • All documentation related to code changes were updated
  • The new code follows the
    contributor guidelines, in particular the SciML Style Guide and
    COLPRAC.
  • Any new documentation only uses public API

Additional context

Adds GPU PSO benchmark page comparing ParallelParticleSwarms.jl variants (SerialPSO, ParallelPSOKernel sync/async, ParallelSyncPSOKernel, HybridPSO-LBFGS) across CPU and GPU backends on Rosenbrock test problems.

Signed-off-by: AdityaPandeyCN <adityapand3y666@gmail.com>
Signed-off-by: AdityaPandeyCN <adityapand3y666@gmail.com>
Signed-off-by: AdityaPandeyCN <adityapand3y666@gmail.com>
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