Matthias Volk
8 years ago
6 changed files with 123 additions and 4 deletions
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60src/core/pla.cpp
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8src/core/pla.h
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10src/core/result.cpp
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2src/mod_core.cpp
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2src/utility/shortestPaths.cpp
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43tests/core/test_pla.py
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#include "pla.h"
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#include "src/helpers.h"
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typedef storm::modelchecker::parametric::SparseDtmcRegionChecker<storm::models::sparse::Dtmc<storm::RationalFunction>, double, storm::RationalNumber> SparseDtmcRegionChecker; |
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typedef storm::storage::ParameterRegion<storm::RationalFunction> Region; |
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// Thin wrappers
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void specifyFormula(std::shared_ptr<SparseDtmcRegionChecker>& checker, std::shared_ptr<const storm::logic::Formula> const& formula) { |
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checker->specifyFormula(storm::modelchecker::CheckTask<storm::logic::Formula, storm::RationalFunction>(*formula, true)); |
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} |
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storm::modelchecker::parametric::RegionCheckResult checkRegion(std::shared_ptr<SparseDtmcRegionChecker>& checker, Region& region, storm::modelchecker::parametric::RegionCheckResult initialResult, bool sampleVertices) { |
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return checker->analyzeRegion(region, initialResult, sampleVertices); |
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} |
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std::set<storm::Polynomial> gatherDerivatives(storm::models::sparse::Dtmc<storm::RationalFunction> const& model, carl::Variable const& var) { |
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std::set<storm::Polynomial> derivatives; |
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for (auto it : model.getTransitionMatrix()) { |
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storm::Polynomial pol = it.getValue().derivative(var, 1).nominator(); |
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if (!pol.isConstant()) { |
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derivatives.insert(pol); |
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} |
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} |
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return derivatives; |
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} |
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// Define python bindings
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void define_pla(py::module& m) { |
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// RegionCheckResult
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py::enum_<storm::modelchecker::parametric::RegionCheckResult>(m, "RegionCheckResult", "Types of region check results") |
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.value("EXISTSSAT", storm::modelchecker::parametric::RegionCheckResult::ExistsSat) |
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.value("EXISTSVIOLATED", storm::modelchecker::parametric::RegionCheckResult::ExistsViolated) |
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.value("EXISTSBOTH", storm::modelchecker::parametric::RegionCheckResult::ExistsBoth) |
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.value("CENTERSAT", storm::modelchecker::parametric::RegionCheckResult::CenterSat) |
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.value("CENTERVIOLATED", storm::modelchecker::parametric::RegionCheckResult::CenterViolated) |
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.value("ALLSAT", storm::modelchecker::parametric::RegionCheckResult::AllSat) |
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.value("ALLVIOLATED", storm::modelchecker::parametric::RegionCheckResult::AllViolated) |
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.value("UNKNOWN", storm::modelchecker::parametric::RegionCheckResult::Unknown) |
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.def("__str__", &streamToString<storm::modelchecker::parametric::RegionCheckResult>) |
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; |
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// Region
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py::class_<Region, std::shared_ptr<Region>>(m, "ParameterRegion", "Parameter region") |
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.def("__init__", [](Region &instance, std::string const& regionString, std::set<Region::VariableType> const& variables) -> void { |
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new (&instance) Region(Region::parseRegion(regionString, variables)); |
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}) |
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//.def(py::init<Region::VariableSubstitutionType &, Region::VariableSubstitutionType &>(), py::arg("lowerBounds"), py::arg("upperBounds"))
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; |
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// RegionChecker
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py::class_<SparseDtmcRegionChecker, std::shared_ptr<SparseDtmcRegionChecker>>(m, "SparseDtmcRegionChecker", "Region model checker for sparse DTMCs") |
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.def("__init__", [](SparseDtmcRegionChecker& instance, std::shared_ptr<storm::models::sparse::Dtmc<storm::RationalFunction>> model) -> void { |
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new (&instance) SparseDtmcRegionChecker(*model); |
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}) |
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.def("specify_formula", &specifyFormula, "Specify formula", py::arg("formula")) |
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.def("check_region", &checkRegion, "Check region", py::arg("region"), py::arg("initialResult") = storm::modelchecker::parametric::RegionCheckResult::Unknown, py::arg("sampleVertices") = false) |
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; |
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m.def("gather_derivatives", &gatherDerivatives, "Gather all derivatives of transition probabilities", py::arg("model"), py::arg("var")); |
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} |
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#ifndef PYTHON_CORE_PLA_H_ |
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#define PYTHON_CORE_PLA_H_ |
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#include "common.h" |
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void define_pla(py::module& m); |
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#endif /* PYTHON_CORE_PLA_H_ */ |
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import stormpy |
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import stormpy.logic |
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from helpers.helper import get_example_path |
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class TestModelChecking: |
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def test_pla(self): |
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import pycarl |
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program = stormpy.parse_prism_program(get_example_path("pdtmc", "brp16_2.pm")) |
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prop = "P<=0.84 [F s=5 ]" |
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formulas = stormpy.parse_properties_for_prism_program(prop, program) |
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model = stormpy.build_parametric_model(program, formulas) |
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assert model.nr_states == 613 |
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assert model.nr_transitions == 803 |
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assert model.model_type == stormpy.ModelType.DTMC |
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assert model.has_parameters |
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checker = stormpy.SparseDtmcRegionChecker(model) |
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checker.specify_formula(formulas[0].raw_formula) |
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parameters = model.collect_probability_parameters() |
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assert len(parameters) == 2 |
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region = stormpy.ParameterRegion("0.7<=pL<=0.9,0.75<=pK<=0.95", parameters) |
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result = checker.check_region(region) |
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assert result == stormpy.RegionCheckResult.ALLSAT |
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region = stormpy.ParameterRegion("0.4<=pL<=0.65,0.75<=pK<=0.95", parameters) |
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result = checker.check_region(region, stormpy.RegionCheckResult.UNKNOWN, True) |
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assert result == stormpy.RegionCheckResult.EXISTSBOTH |
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region = stormpy.ParameterRegion("0.1<=pL<=0.73,0.2<=pK<=0.715", parameters) |
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result = checker.check_region(region) |
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assert result == stormpy.RegionCheckResult.ALLVIOLATED |
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def test_derivatives(self): |
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import pycarl |
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program = stormpy.parse_prism_program(get_example_path("pdtmc", "brp16_2.pm")) |
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prop = "P<=0.84 [F s=5 ]" |
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formulas = stormpy.parse_properties_for_prism_program(prop, program) |
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model = stormpy.build_parametric_model(program, formulas) |
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assert model.nr_states == 613 |
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assert model.nr_transitions == 803 |
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assert model.model_type == stormpy.ModelType.DTMC |
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assert model.has_parameters |
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parameters = model.collect_probability_parameters() |
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assert len(parameters) == 2 |
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derivatives = stormpy.gather_derivatives(model, list(parameters)[0]) |
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assert len(derivatives) == 0 |
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