Fix PSO benchmark CI: CUDA 12.9 for V100, skip unstable BBOB functions

Pin CUDA runtime via LocalPreferences extras and exclude f4, f7, f10
which cause segfaults or illegal memory access on GPU.

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

Author: AdityaPandeyCN

benchmarks/PSOGlobalOptimization/Project.toml

@@ -1,5 +1,5 @@
 [compat]
-BlackBoxOptimizationBenchmarking = "2"
+BlackBoxOptimizationBenchmarking = "2.0.1"
 CUDA = "5.11"
 ForwardDiff = "0.10, 1"
 Memoize = "0.4"
@@ -29,4 +29,7 @@ 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"
+Weave = "44d3d7a6-8a23-5bf8-98c5-b353f8df5ec9"
+
+[extras]
+CUDA_Runtime_jll = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"

benchmarks/PSOGlobalOptimization/pso_global_optimizers.jmd

@@ -191,7 +191,9 @@ chain = (t; isboxed = false) -> Chain(
     0.9)
 
 dimension      = 3
-test_functions = filter(f -> nameof(f.f) !== :f7, BBOB.bbob_suite(Val(dimension)))
+# Exclude unstable BBOB functions: f4 Buche-Rastrigin, f7 Step-Ellipsoidal (segfault),
+# f10 Ellipsoidal-2 (illegal access).
+test_functions = filter(f -> nameof(f.f) ∉ (:f4, :f7, :f10), BBOB.bbob_suite(Val(dimension)))
 run_length     = round.(Int, 10 .^ LinRange(1, 4, 15))
 Ntrials        = 15
 num_particles  = 5_000