Add Parallel Particle Swarm Optimizer Benchmarks (#1513)

* new folder

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

* remove manifest

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

* add benchmark-config

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

* update iteration

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

* update iteration

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

* cuda setup

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

* add plot

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

* lower iteration

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

* removed f7 function

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

* removed f7 function

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

* remove debug statements

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

* update project.toml

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

* commit manifest

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

* remove GPUCompiler pin

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

* update Manifest.toml

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

* plot changes

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

* remove f7

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

* add output

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

---------

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

Author: AdityaPandeyCN

benchmarks/PSOGlobalOptimization/CondaPkg.toml

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+[deps]
+python = ">=3.10,<3.13"

benchmarks/PSOGlobalOptimization/LocalPreferences.toml

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+[CUDA_Runtime_jll]
+__clear__ = ["local"]
+version = "12.9"

benchmarks/PSOGlobalOptimization/Project.toml

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+[compat]
+BlackBoxOptimizationBenchmarking = "2"
+CUDA = "5.11"
+ForwardDiff = "0.10, 1"
+Memoize = "0.4"
+Optimization = "5"
+OptimizationBBO = "0.4"
+OptimizationEvolutionary = "0.4"
+OptimizationMetaheuristics = "0.3"
+OptimizationNLopt = "0.3"
+OptimizationOptimJL = "0.4"
+OptimizationSciPy = "0.4.1"
+SciMLBenchmarks = "0.1"
+
+[deps]
+BlackBoxOptimizationBenchmarking = "4552ee2b-11da-5aef-8e78-0d48532001f1"
+CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+CairoMakie = "13f3f980-e62b-5c42-98c6-ff1f3baf88f0"
+ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
+KernelAbstractions = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+Memoize = "c03570c3-d221-55d1-a50c-7939bbd78826"
+Optimization = "7f7a1694-90dd-40f0-9382-eb1efda571ba"
+OptimizationBBO = "3e6eede4-6085-4f62-9a71-46d9bc1eb92b"
+OptimizationEvolutionary = "cb963754-43f6-435e-8d4b-99009ff27753"
+OptimizationMetaheuristics = "3aafef2f-86ae-4776-b337-85a36adf0b55"
+OptimizationNLopt = "4e6fcdb7-1186-4e1f-a706-475e75c168bb"
+OptimizationOptimJL = "36348300-93cb-4f02-beb5-3c3902f8871e"
+OptimizationSciPy = "cce07bd8-c79b-4b00-aee8-8db9cce22837"
+ParallelParticleSwarms = "ab63da0c-63b4-40fa-a3b7-d2cba5be6419"
+SciMLBenchmarks = "31c91b34-3c75-11e9-0341-95557aab0344"
+StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
+Weave = "44d3d7a6-8a23-5bf8-98c5-b353f8df5ec9"

benchmarks/PSOGlobalOptimization/benchmark_config.toml

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+# PSO benchmarks use ParallelParticleSwarms GPU kernels.
+runner = ["self-hosted", "gpu", "exclusive"]
+timeout = 12000