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"""
Copyright (C) 2021 Klaus Spanderen
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
<quantlib-dev@lists.sf.net>. The license is also available online at
<https://www.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.
"""
import unittest
import QuantLib as ql
class OptionsTest(unittest.TestCase):
def testFdHestonHullWhite(self):
""" Testing FDM Heston Hull-White pricing """
dc = ql.Actual365Fixed()
todays_date = ql.Settings.instance().evaluationDate
r = ql.YieldTermStructureHandle(ql.FlatForward(todays_date, 0.075, dc))
d = ql.YieldTermStructureHandle(ql.FlatForward(todays_date, 0.01, dc))
s0 = 8.0
v0 = 0.2*0.2
kappa = 1.0
theta = v0
sigma = 0.4
rho = -0.75
a = 0.00883
sig = 0.00631
underlying = ql.makeQuoteHandle(s0)
option = ql.VanillaOption(
ql.PlainVanillaPayoff(ql.Option.Call, s0),
ql.EuropeanExercise(todays_date + ql.Period(365, ql.Days))
)
hull_white_process = ql.HullWhiteProcess(r, a, sig)
heston_process = ql.HestonProcess(r, d, underlying, v0, kappa, theta, sigma, rho)
option.setPricingEngine(
ql.FdHestonHullWhiteVanillaEngine(
ql.HestonModel(heston_process), hull_white_process, -0.5,
10, 200, 25, 10, 0, True
)
)
self.assertAlmostEqual(0.87628, option.NPV(), 4)
def testAnalyticHestonHullWhite(self):
""" Testing Analytic Heston Hull-White pricing """
today = ql.Settings.instance().evaluationDate
dc = ql.Actual365Fixed()
maturityDate = today + ql.Period(10 * 365, ql.Days)
v0 = 0.04
kappa = 0.5
theta = 0.04
sigma = 1.0
sig = 0.09
rho = -0.9
a = 0.08
r = ql.YieldTermStructureHandle(ql.FlatForward(today, 0.05, dc))
q = ql.YieldTermStructureHandle(ql.FlatForward(today, 0.03, dc))
option = ql.VanillaOption(
ql.PlainVanillaPayoff(ql.Option.Call, 100.0),
ql.EuropeanExercise(maturityDate)
)
expected = 40.028973
s0 = 100
underlying = ql.makeQuoteHandle(s0)
hull_white_model = ql.HullWhite(r, a, sig)
heston_model = ql.HestonModel(
ql.HestonProcess(r, q, underlying, v0, kappa, theta, sigma, rho)
)
option.setPricingEngine(
ql.AnalyticHestonHullWhiteEngine(heston_model, hull_white_model)
)
self.assertAlmostEqual(expected, option.NPV(), 5)
option.setPricingEngine(
ql.AnalyticH1HWEngine(heston_model, hull_white_model, 0.0)
)
self.assertAlmostEqual(expected, option.NPV(), 5)
def testCashDividendEuropeanEngine(self):
"""Testing cash dividend European engine"""
today = today = ql.Settings.instance().evaluationDate
dc = ql.Actual365Fixed()
maturityDate = today + ql.Period(366, ql.Days)
option = ql.VanillaOption(
ql.PlainVanillaPayoff(ql.Option.Call, 100.0),
ql.EuropeanExercise(maturityDate)
)
div_schedule = ql.DividendSchedule()
div_schedule.append(ql.FixedDividend(5.0, today + ql.Period(92, ql.Days)))
process = ql.BlackScholesMertonProcess(
ql.makeQuoteHandle(100.0),
ql.YieldTermStructureHandle(ql.FlatForward(today, 0.075, dc)),
ql.YieldTermStructureHandle(ql.FlatForward(today, 0.05, dc)),
ql.BlackVolTermStructureHandle(ql.BlackConstantVol(today, ql.TARGET(), 0.3, dc))
)
option.setPricingEngine(
ql.CashDividendEuropeanEngine(
process, div_schedule, ql.CashDividendEuropeanEngine.Escrowed
)
)
calculated = option.NPV()
option.setPricingEngine(ql.AnalyticDividendEuropeanEngine(process, div_schedule))
expected = option.NPV()
self.assertAlmostEqual(expected, calculated, 8)
option.setPricingEngine(
ql.CashDividendEuropeanEngine(
process, div_schedule, ql.CashDividendEuropeanEngine.Spot
)
)
self.assertAlmostEqual(7.9193, option.NPV(), 3)
if __name__ == '__main__':
print("testing QuantLib", ql.__version__)
unittest.main(verbosity=2)
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