| 1 | /* -*- mode: c++; tab-width: 4; indent-tabs-mode: nil; c-basic-offset: 4 -*- */ |
| 2 | |
| 3 | /* |
| 4 | Copyright (C) 2020 Jack Gillett |
| 5 | |
| 6 | This file is part of QuantLib, a free-software/open-source library |
| 7 | for financial quantitative analysts and developers - http://quantlib.org/ |
| 8 | |
| 9 | QuantLib is free software: you can redistribute it and/or modify it |
| 10 | under the terms of the QuantLib license. You should have received a |
| 11 | copy of the license along with this program; if not, please email |
| 12 | <quantlib-dev@lists.sf.net>. The license is also available online at |
| 13 | <http://quantlib.org/license.shtml>. |
| 14 | |
| 15 | This program is distributed in the hope that it will be useful, but WITHOUT |
| 16 | ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS |
| 17 | FOR A PARTICULAR PURPOSE. See the license for more details. |
| 18 | */ |
| 19 | |
| 20 | #include <ql/experimental/forward/analytichestonforwardeuropeanengine.hpp> |
| 21 | #include <complex> |
| 22 | #include <utility> |
| 23 | |
| 24 | namespace QuantLib { |
| 25 | |
| 26 | |
| 27 | class P12Integrand { |
| 28 | private: |
| 29 | ext::shared_ptr<AnalyticHestonEngine>& engine_; |
| 30 | Real logK_, phiRightLimit_; |
| 31 | Time tenor_; |
| 32 | std::complex<Real> i_, adj_; |
| 33 | public: |
| 34 | P12Integrand(ext::shared_ptr<AnalyticHestonEngine>& engine, |
| 35 | Real logK, |
| 36 | Time tenor, |
| 37 | bool P1, // true for P1, false for P2 |
| 38 | Real phiRightLimit = 100) : engine_(engine), logK_(logK), |
| 39 | phiRightLimit_(phiRightLimit), tenor_(tenor), i_(std::complex<Real>(0.0, 1.0)) { |
| 40 | |
| 41 | // Only difference between P1 and P2 integral is the additional term in the chF evaluation |
| 42 | if (P1) { |
| 43 | adj_ = std::complex<Real>(0.0, -1.0); |
| 44 | } else { |
| 45 | adj_ = std::complex<Real>(0.0, 0.0); |
| 46 | } |
| 47 | } |
| 48 | |
| 49 | // QL Gaussian Quadrature - map phi from [-1 to 1] to {0, phiRightLimit] |
| 50 | Real operator()(Real phi) const { |
| 51 | Real phiDash = (0.5+1e-8+0.5*phi) * phiRightLimit_; // Map phi to full range |
| 52 | return 0.5*phiRightLimit_*std::real(z: (std::exp(z: -phiDash*logK_*i_) / (phiDash*i_)) * engine_->chF(z: phiDash+adj_, t: tenor_)); |
| 53 | } |
| 54 | }; |
| 55 | |
| 56 | |
| 57 | class P12HatIntegrand { |
| 58 | private: |
| 59 | Time tenor_, resetTime_; |
| 60 | Handle<Quote>& s0_; |
| 61 | bool P1_; |
| 62 | Real logK_, phiRightLimit_, nuRightLimit_; |
| 63 | const AnalyticHestonForwardEuropeanEngine* const parent_; |
| 64 | GaussLegendreIntegration innerIntegrator_; |
| 65 | public: |
| 66 | P12HatIntegrand(Time tenor, |
| 67 | Time resetTime, |
| 68 | Handle<Quote>& s0, |
| 69 | Real logK, |
| 70 | bool P1, // true for P1, false for P2 |
| 71 | const AnalyticHestonForwardEuropeanEngine* const parent, |
| 72 | Real phiRightLimit, |
| 73 | Real nuRightLimit) : tenor_(tenor), resetTime_(resetTime), |
| 74 | s0_(s0), P1_(P1), logK_(logK), phiRightLimit_(phiRightLimit), |
| 75 | nuRightLimit_(nuRightLimit), parent_(parent), innerIntegrator_(128) {} |
| 76 | Real operator()(Real nu) const { |
| 77 | |
| 78 | // Rescale nu to [-1, 1] |
| 79 | Real nuDash = nuRightLimit_ * (0.5 * nu + 0.5 + 1e-8); |
| 80 | |
| 81 | // Calculate the chF from var(t) to expiry |
| 82 | ext::shared_ptr<AnalyticHestonEngine> engine = parent_->forwardChF(spotReset&: s0_, varReset: nuDash); |
| 83 | P12Integrand pIntegrand(engine, logK_, tenor_, P1_, phiRightLimit_); |
| 84 | Real p1Integral = innerIntegrator_(pIntegrand); |
| 85 | |
| 86 | // Calculate the value of the propagator to nu |
| 87 | Real propagator = parent_->propagator(resetTime: resetTime_, varReset: nuDash); |
| 88 | |
| 89 | // Take the product, and scale integral's value back up to [0, right_lim] |
| 90 | return propagator * (0.5 + p1Integral/M_PI); |
| 91 | } |
| 92 | }; |
| 93 | |
| 94 | |
| 95 | AnalyticHestonForwardEuropeanEngine::AnalyticHestonForwardEuropeanEngine( |
| 96 | ext::shared_ptr<HestonProcess> process, Size integrationOrder) |
| 97 | : process_(std::move(process)), integrationOrder_(integrationOrder), outerIntegrator_(128) { |
| 98 | |
| 99 | v0_ = process_->v0(); |
| 100 | rho_ = process_->rho(); |
| 101 | kappa_ = process_->kappa(); |
| 102 | theta_ = process_->theta(); |
| 103 | sigma_ = process_->sigma(); |
| 104 | s0_ = process_->s0(); |
| 105 | |
| 106 | QL_REQUIRE(sigma_ > 0.1, |
| 107 | "Very low values (<~10%) for Heston Vol-of-Vol cause numerical issues" \ |
| 108 | "in this implementation of the propagator function, try using" \ |
| 109 | "MCForwardEuropeanHestonEngine Monte-Carlo engine instead" ); |
| 110 | |
| 111 | riskFreeRate_ = process_->riskFreeRate(); |
| 112 | dividendYield_ = process_->dividendYield(); |
| 113 | |
| 114 | // Some of the required constant intermediate variables can be calculated now |
| 115 | kappaHat_ = kappa_ - rho_ * sigma_; |
| 116 | thetaHat_ = kappa_ * theta_ / kappaHat_; |
| 117 | R_ = 4 * kappaHat_ * thetaHat_ / (sigma_ * sigma_); |
| 118 | } |
| 119 | |
| 120 | |
| 121 | void AnalyticHestonForwardEuropeanEngine::calculate() const { |
| 122 | // This is a european option pricer |
| 123 | QL_REQUIRE(this->arguments_.exercise->type() == Exercise::European, |
| 124 | "not an European option" ); |
| 125 | |
| 126 | // We only price plain vanillas |
| 127 | ext::shared_ptr<PlainVanillaPayoff> payoff = |
| 128 | ext::dynamic_pointer_cast<PlainVanillaPayoff>(r: this->arguments_.payoff); |
| 129 | QL_REQUIRE(payoff, "non plain vanilla payoff given" ); |
| 130 | |
| 131 | Time resetTime = this->process_->time(this->arguments_.resetDate); |
| 132 | Time expiryTime = this->process_->time(this->arguments_.exercise->lastDate()); |
| 133 | Time tenor = expiryTime - resetTime; |
| 134 | Real moneyness = this->arguments_.moneyness; |
| 135 | |
| 136 | // K needs to be scaled to forward AT RESET TIME, not spot... |
| 137 | Real expiryDcf = riskFreeRate_->discount(t: expiryTime); |
| 138 | Real resetDcf = riskFreeRate_->discount(t: resetTime); |
| 139 | Real expiryDividendDiscount = dividendYield_->discount(t: expiryTime); |
| 140 | Real resetDividendDiscount = dividendYield_->discount(t: resetTime); |
| 141 | Real expiryRatio = expiryDcf / expiryDividendDiscount; |
| 142 | Real resetRatio = resetDcf / resetDividendDiscount; |
| 143 | |
| 144 | QL_REQUIRE(resetTime >= 0.0, "Reset Date cannot be in the past" ); |
| 145 | QL_REQUIRE(expiryTime >= 0.0, "Expiry Date cannot be in the past" ); |
| 146 | |
| 147 | // Use some heuristics to decide upon phiRightLimit and nuRightLimit |
| 148 | Real phiRightLimit = 100.0; |
| 149 | Real nuRightLimit = std::max(a: 2.0, b: 10.0 * (1+std::max(a: 0.0, b: rho_)) * sigma_ * std::sqrt(x: resetTime * std::max(a: v0_, b: theta_))); |
| 150 | |
| 151 | // do the 2D integral calculation. For very short times, we just fall back on the standard |
| 152 | // calculation, both for accuracy and because tStar==0 causes some numerical issues... |
| 153 | std::pair<Real, Real> P1HatP2Hat; |
| 154 | if (resetTime <= 1e-3) { |
| 155 | Handle<Quote> tempQuote(ext::shared_ptr<Quote>(new SimpleQuote(s0_->value()))); |
| 156 | P1HatP2Hat = calculateP1P2(t: tenor, St&: tempQuote, K: moneyness * s0_->value(), ratio: expiryRatio, phiRightLimit); |
| 157 | } else { |
| 158 | P1HatP2Hat = calculateP1P2Hat(tenor, resetTime, K: moneyness, ratio: expiryRatio/resetRatio, phiRightLimit, nuRightLimit); |
| 159 | } |
| 160 | |
| 161 | // Apply the payoff functions |
| 162 | Real value = 0.0; |
| 163 | Real F = s0_->value() / expiryRatio; |
| 164 | switch (payoff->optionType()){ |
| 165 | case Option::Call: |
| 166 | value = expiryDcf * (F*P1HatP2Hat.first - moneyness*s0_->value()*P1HatP2Hat.second/resetRatio); |
| 167 | break; |
| 168 | case Option::Put: |
| 169 | value = expiryDcf * (moneyness*s0_->value()*(1-P1HatP2Hat.second)/resetRatio - F*(1-P1HatP2Hat.first)); |
| 170 | break; |
| 171 | default: |
| 172 | QL_FAIL("unknown option type" ); |
| 173 | } |
| 174 | |
| 175 | results_.value = value; |
| 176 | |
| 177 | results_.additionalResults["dcf" ] = expiryDcf; |
| 178 | results_.additionalResults["qf" ] = expiryDividendDiscount; |
| 179 | results_.additionalResults["expiryRatio" ] = expiryRatio; |
| 180 | results_.additionalResults["resetRatio" ] = resetRatio; |
| 181 | results_.additionalResults["moneyness" ] = moneyness; |
| 182 | results_.additionalResults["s0" ] = s0_->value(); |
| 183 | results_.additionalResults["fwd" ] = F; |
| 184 | results_.additionalResults["resetTime" ] = resetTime; |
| 185 | results_.additionalResults["expiryTime" ] = expiryTime; |
| 186 | results_.additionalResults["P1Hat" ] = P1HatP2Hat.first; |
| 187 | results_.additionalResults["P2Hat" ] = P1HatP2Hat.second; |
| 188 | results_.additionalResults["phiRightLimit" ] = phiRightLimit; |
| 189 | results_.additionalResults["nuRightLimit" ] = nuRightLimit; |
| 190 | } |
| 191 | |
| 192 | |
| 193 | std::pair<Real, Real> AnalyticHestonForwardEuropeanEngine::calculateP1P2Hat(Time tenor, |
| 194 | Time resetTime, |
| 195 | Real moneyness, |
| 196 | Real ratio, |
| 197 | Real phiRightLimit, |
| 198 | Real nuRightLimit) const { |
| 199 | |
| 200 | Handle<Quote> unitQuote(ext::shared_ptr<Quote>(new SimpleQuote(1.0))); |
| 201 | |
| 202 | // Re-expressing moneyness in terms of the forward here (strike fixes to spot, but in |
| 203 | // our pricing calculation we need to compare it to the future at expiry) |
| 204 | Real logMoneyness = std::log(x: moneyness*ratio); |
| 205 | |
| 206 | P12HatIntegrand p1HatIntegrand(tenor, resetTime, unitQuote, logMoneyness, true, this, phiRightLimit, nuRightLimit); |
| 207 | P12HatIntegrand p2HatIntegrand(tenor, resetTime, unitQuote, logMoneyness, false, this, phiRightLimit, nuRightLimit); |
| 208 | |
| 209 | Real p1HatIntegral = 0.5 * nuRightLimit * outerIntegrator_(p1HatIntegrand); |
| 210 | Real p2HatIntegral = 0.5 * nuRightLimit * outerIntegrator_(p2HatIntegrand); |
| 211 | |
| 212 | std::pair<Real, Real> P1HatP2Hat(p1HatIntegral, p2HatIntegral); |
| 213 | |
| 214 | return P1HatP2Hat; |
| 215 | } |
| 216 | |
| 217 | |
| 218 | Real AnalyticHestonForwardEuropeanEngine::propagator(Time resetTime, |
| 219 | Real varReset) const { |
| 220 | Real B, Lambda, term1, term2, term3; |
| 221 | |
| 222 | B = 4 * kappaHat_ / (sigma_ * sigma_ * (1 - std::exp(x: -kappaHat_ * resetTime))); |
| 223 | Lambda = B * std::exp(x: -kappaHat_ * resetTime) * v0_; |
| 224 | |
| 225 | // Now construct equation (18) from the paper term-by-term |
| 226 | term1 = std::exp(x: -0.5*(B * varReset + Lambda)) * B / 2; |
| 227 | term2 = std::pow(x: B * varReset / Lambda, y: 0.5*(R_/2 - 1)); |
| 228 | term3 = modifiedBesselFunction_i(nu: Real(R_/2 - 1),x: Real(std::sqrt(x: Lambda * B * varReset))); |
| 229 | |
| 230 | return term1 * term2 * term3; |
| 231 | } |
| 232 | |
| 233 | ext::shared_ptr<AnalyticHestonEngine> AnalyticHestonForwardEuropeanEngine::forwardChF( |
| 234 | Handle<Quote>& spotReset, |
| 235 | Real varReset) const { |
| 236 | |
| 237 | // Probably a wasteful implementation here, could be improved by importing |
| 238 | // only the CF-generating parts of the AnalyticHestonEngine (currently private) |
| 239 | ext::shared_ptr<HestonProcess> hestonProcess(new |
| 240 | HestonProcess(riskFreeRate_, dividendYield_, spotReset, |
| 241 | varReset, kappa_, theta_, sigma_, rho_)); |
| 242 | |
| 243 | ext::shared_ptr<HestonModel> hestonModel(new HestonModel(hestonProcess)); |
| 244 | |
| 245 | ext::shared_ptr<AnalyticHestonEngine> analyticHestonEngine( |
| 246 | new AnalyticHestonEngine(hestonModel, integrationOrder_)); |
| 247 | |
| 248 | // Not sure how to pass only the chF, so just pass the whole thing for now! |
| 249 | return analyticHestonEngine; |
| 250 | } |
| 251 | |
| 252 | |
| 253 | std::pair<Real, Real> AnalyticHestonForwardEuropeanEngine::calculateP1P2(Time tenor, |
| 254 | Handle<Quote>& St, |
| 255 | Real K, |
| 256 | Real ratio, |
| 257 | Real phiRightLimit) const { |
| 258 | |
| 259 | ext::shared_ptr<AnalyticHestonEngine> engine = forwardChF(spotReset&: St, varReset: v0_); |
| 260 | Real logK = std::log(x: K*ratio/St->value()); |
| 261 | |
| 262 | // Integrate the CF and the complex integrand over positive phi |
| 263 | GaussLegendreIntegration integrator = GaussLegendreIntegration(128); |
| 264 | P12Integrand p1Integrand(engine, logK, tenor, true, phiRightLimit); |
| 265 | P12Integrand p2Integrand(engine, logK, tenor, false, phiRightLimit); |
| 266 | |
| 267 | Real p1Integral = integrator(p1Integrand); |
| 268 | Real p2Integral = integrator(p2Integrand); |
| 269 | |
| 270 | std::pair<Real, Real> P1P2(0.5 + p1Integral/M_PI, 0.5 + p2Integral/M_PI); |
| 271 | |
| 272 | return P1P2; |
| 273 | } |
| 274 | } |
| 275 | |