/
integration.jl
79 lines (75 loc) · 2.69 KB
/
integration.jl
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using Base.Test
using MIPVerify
using MIPVerify: LInfNormBoundedPerturbationFamily
isdefined(:TestHelpers) || include("../TestHelpers.jl")
using TestHelpers: get_main_solver, get_tightening_solver
@testset "integration" begin
mnist = read_datasets("MNIST")
nn_wk17a = get_example_network_params("MNIST.WK17a_linf0.1_authors")
@testset "batch_find_untargeted_attack" begin
mktempdir() do dir
MIPVerify.batch_find_untargeted_attack(
nn_wk17a,
mnist.test,
[1], # robust sample
get_main_solver(),
solve_rerun_option=MIPVerify.never,
pp=MIPVerify.LInfNormBoundedPerturbationFamily(0.1),
norm_order=Inf,
rebuild=true,
tightening_algorithm=lp,
tightening_solver=get_tightening_solver(),
cache_model=false,
solve_if_predicted_in_targeted=false,
save_path=dir
)
end
mktempdir() do dir
MIPVerify.batch_find_untargeted_attack(
nn_wk17a,
mnist.test,
[9, 248], # non-robust and misclassified sample
get_main_solver(),
solve_rerun_option=MIPVerify.never,
pp=MIPVerify.LInfNormBoundedPerturbationFamily(0.1),
norm_order=Inf,
rebuild=true,
tightening_algorithm=interval_arithmetic,
cache_model=false,
solve_if_predicted_in_targeted=false,
save_path=dir
)
end
end
@testset "batch_find_targeted_attack" begin
mktempdir() do dir
MIPVerify.batch_find_targeted_attack(
nn_wk17a,
mnist.test,
[1],
get_main_solver(),
solve_rerun_option=MIPVerify.never,
pp=MIPVerify.LInfNormBoundedPerturbationFamily(0.1),
norm_order=Inf,
tightening_algorithm=interval_arithmetic,
tightening_solver=get_tightening_solver(),
cache_model=false,
solve_if_predicted_in_targeted=false,
target_labels=[1, 8],
save_path=dir
)
end
end
@testset "batch_build_model" begin
mktempdir() do dir
MIPVerify.batch_build_model(
nn_wk17a,
mnist.test,
[1],
get_tightening_solver(),
pp=MIPVerify.LInfNormBoundedPerturbationFamily(0.1),
tightening_algorithm=interval_arithmetic
)
end
end
end