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fuzz: Add american option fuzzer (#1833)
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/* | ||
Copyright (C) 2023 Nathaniel Brough | ||
Copyright (C) 2003, 2004 Ferdinando Ametrano | ||
Copyright (C) 2005, 2007 StatPro Italia srl | ||
Copyright (C) 2005 Joseph Wang | ||
This file is part of QuantLib, a free-software/open-source library | ||
for financial quantitative analysts and developers - http://quantlib.org/ | ||
QuantLib is free software: you can redistribute it and/or modify it | ||
under the terms of the QuantLib license. You should have received a | ||
copy of the license along with this program; if not, please email | ||
<[email protected]>. The license is also available online at | ||
<http://quantlib.org/license.shtml>. | ||
This program is distributed in the hope that it will be useful, but WITHOUT | ||
ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS | ||
FOR A PARTICULAR PURPOSE. See the license for more details. | ||
*/ | ||
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#include <ql/any.hpp> | ||
#include <ql/exercise.hpp> | ||
#include <ql/termstructures/volatility/equityfx/blackconstantvol.hpp> | ||
#include <ql/instruments/vanillaoption.hpp> | ||
#include <ql/math/distributions/normaldistribution.hpp> | ||
#include <ql/math/functional.hpp> | ||
#include <ql/math/integrals/gausslobattointegral.hpp> | ||
#include <ql/math/integrals/integral.hpp> | ||
#include <ql/math/randomnumbers/rngtraits.hpp> | ||
#include <ql/math/statistics/incrementalstatistics.hpp> | ||
#include <ql/pricingengines/vanilla/analyticeuropeanengine.hpp> | ||
#include <ql/pricingengines/vanilla/baroneadesiwhaleyengine.hpp> | ||
#include <ql/pricingengines/vanilla/bjerksundstenslandengine.hpp> | ||
#include <ql/pricingengines/vanilla/fdblackscholesshoutengine.hpp> | ||
#include <ql/pricingengines/vanilla/fdblackscholesvanillaengine.hpp> | ||
#include <ql/pricingengines/vanilla/juquadraticengine.hpp> | ||
#include <ql/pricingengines/vanilla/qdfpamericanengine.hpp> | ||
#include <ql/pricingengines/vanilla/qdplusamericanengine.hpp> | ||
#include <ql/termstructures/yield/flatforward.hpp> | ||
#include <ql/time/daycounters/actual360.hpp> | ||
#include <ql/time/daycounters/thirty360.hpp> | ||
#include <ql/time/calendars/nullcalendar.hpp> | ||
#include <ql/utilities/dataformatters.hpp> | ||
#include <fuzzer/FuzzedDataProvider.h> | ||
#include <limits> | ||
#include <map> | ||
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using namespace QuantLib; | ||
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namespace { | ||
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struct AmericanOptionData { | ||
Option::Type type; | ||
Real strike; | ||
Real s; // spot | ||
Rate q; // dividend | ||
Rate r; // risk-free rate | ||
Time t; // time to maturity | ||
Volatility v; // volatility | ||
}; | ||
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} | ||
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AmericanOptionData fuzzedAmericanOptionData(FuzzedDataProvider& fdp) { | ||
return AmericanOptionData{ | ||
.type = fdp.PickValueInArray({Option::Type::Put, Option::Type::Call}), | ||
.strike = fdp.ConsumeFloatingPoint<Real>(), | ||
.s = fdp.ConsumeFloatingPointInRange<Real>(0.0, std::numeric_limits<Real>::max()), | ||
.q = fdp.ConsumeProbability<Rate>(), | ||
.r = fdp.ConsumeProbability<Rate>(), | ||
.t = fdp.ConsumeFloatingPointInRange<Time>(0.0, std::numeric_limits<Real>::max()), | ||
.v = fdp.ConsumeFloatingPointInRange<Volatility>(0.0, 10.0), | ||
}; | ||
} | ||
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extern "C" int LLVMFuzzerTestOneInput(const uint8_t* data, size_t size) { | ||
FuzzedDataProvider fdp(data, size); | ||
// Ensure that settings are reset between each fuzzing iteration. | ||
SavedSettings saved_settings; | ||
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constexpr size_t kMaxValues = 1024; | ||
auto length = fdp.ConsumeIntegralInRange<size_t>(0, kMaxValues); | ||
std::vector<AmericanOptionData> values; | ||
values.reserve(length); | ||
for (size_t i = 0; i < length; i++) { | ||
values.push_back(fuzzedAmericanOptionData(fdp)); | ||
} | ||
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Date today(2, March, 2020); | ||
DayCounter dc = Actual360(); | ||
ext::shared_ptr<SimpleQuote> spot(new SimpleQuote(0.0)); | ||
ext::shared_ptr<SimpleQuote> qRate(new SimpleQuote(0.0)); | ||
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ext::shared_ptr<YieldTermStructure> qTS = | ||
ext::shared_ptr<YieldTermStructure>(new FlatForward(today, Handle<Quote>(qRate), dc)); | ||
ext::shared_ptr<SimpleQuote> rRate(new SimpleQuote(0.0)); | ||
ext::shared_ptr<YieldTermStructure> rTS = | ||
ext::shared_ptr<YieldTermStructure>(new FlatForward(today, Handle<Quote>(rRate), dc)); | ||
ext::shared_ptr<SimpleQuote> vol(new SimpleQuote(0.0)); | ||
ext::shared_ptr<BlackVolTermStructure> volTS = ext::shared_ptr<BlackVolTermStructure>( | ||
new BlackConstantVol(today, NullCalendar(), Handle<Quote>(vol), dc)); | ||
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ext::shared_ptr<BlackScholesMertonProcess> stochProcess(new BlackScholesMertonProcess( | ||
Handle<Quote>(spot), Handle<YieldTermStructure>(qTS), Handle<YieldTermStructure>(rTS), | ||
Handle<BlackVolTermStructure>(volTS))); | ||
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ext::shared_ptr<PricingEngine> engine( | ||
new BaroneAdesiWhaleyApproximationEngine(stochProcess)); | ||
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for (auto& value : values) { | ||
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ext::shared_ptr<StrikedTypePayoff> payoff(new PlainVanillaPayoff(value.type, value.strike)); | ||
Date exDate = today + Integer(std::lround(365*value.t)); | ||
ext::shared_ptr<Exercise> exercise(new AmericanExercise(today, exDate)); | ||
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spot->setValue(value.s); | ||
qRate->setValue(value.q); | ||
rRate->setValue(value.r); | ||
vol->setValue(value.v); | ||
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VanillaOption option(payoff, exercise); | ||
option.setPricingEngine(engine); | ||
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(void)option.NPV(); | ||
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} | ||
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return 0; | ||
} |