Commit c55ff653 authored by Jean-Baptiste Mouret's avatar Jean-Baptiste Mouret
Browse files

Merge branch 'new_benchmarks' of https://github.com/jbmouret/limbo into new_benchmarks

parents e7171e6b 16b44722
......@@ -203,3 +203,6 @@ def plot_all():
points,times_learn,times_query,mses = load_data()
print('data loaded')
plot(points,times_learn,times_query,mses)
if __name__ == "__main__":
plot_all()
\ No newline at end of file
[
{ "name" : "regression_benchmark",
"functions" : ["Rastrigin", "Ackley", "GramacyLee", "Step", "Levy", "SixHumpCamel", "RobotArm", "OTLCircuit", "PistonSimulation", "PlanarInverseDynamicsI", "PlanarInverseDynamicsII"],
"dimensions" : [[1,2,4,8], [1,2,4,8], [1], [1], [1,2,4,8], [2], [8], [6], [7], [6], [6]],
"points" : [40, 80, 100, 200, 400, 600],
"functions" : ["Rastrigin", "Ackley", "GramacyLee", "Step", "SixHumpCamel", "RobotArm", "OTLCircuit", "PistonSimulation", "PlanarInverseDynamicsI", "PlanarInverseDynamicsII"],
"dimensions" : [[1,2,4,8], [1,2,4,8], [1], [1], [2], [8], [6], [7], [6], [6]],
"points" : [50, 100, 200, 400, 600],
"randomness": ["uniform"],
"noise" : "true",
"models" : [{"name" : "GP-SE-Full", "type" : "GP", "kernel" : {"type": "SquaredExpARD", "optimize_noise" : "true", "params" : {"sigma_sq" : ["double", 1.0]}}, "mean" : {"type": "NullFunction", "has_defaults" : "false"}, "hp_opt" : {"type" : "KernelLFOpt", "optimizer" : "Rprop", "params" : {"eps_stop" : ["double", 1e-6]}}},
{"name" : "GP-SE", "type" : "GP", "kernel" : {"type": "SquaredExpARD", "optimize_noise" : "false", "params" : {"sigma_sq" : ["double", 1.0]}}, "mean" : {"type": "NullFunction", "has_defaults" : "false"}, "hp_opt" : {"type" : "KernelLFOpt", "optimizer" : "Rprop", "params" : {"eps_stop" : ["double", 1e-6]}}},
{"name" : "GP-LOO-CV", "type" : "GP", "kernel" : {"type": "SquaredExpARD", "optimize_noise" : "true", "params" : {"sigma_sq" : ["double", 1.0]}}, "mean" : {"type": "NullFunction", "has_defaults" : "false"}, "hp_opt" : {"type" : "KernelLooOpt", "optimizer" : "Rprop", "params" : {"eps_stop" : ["double", 1e-6]}}}]
{"name" : "GP-SE", "type" : "GP", "kernel" : {"type": "SquaredExpARD", "optimize_noise" : "false", "params" : {"sigma_sq" : ["double", 1.0]}}, "mean" : {"type": "NullFunction", "has_defaults" : "false"}, "hp_opt" : {"type" : "KernelLFOpt", "optimizer" : "Rprop", "params" : {"eps_stop" : ["double", 1e-6]}}}]
}]
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