// Copyright Matthew Pulver 2018 - 2019. // Distributed under the Boost Software License, Version 1.0. // (See accompanying file LICENSE_1_0.txt or copy at // https://www.boost.org/LICENSE_1_0.txt) #include #include #include using namespace boost::math::constants; using namespace boost::math::differentiation; // Equations and function/variable names are from // https://en.wikipedia.org/wiki/Greeks_(finance)#Formulas_for_European_option_Greeks // Standard normal probability density function template X phi(X const& x) { return one_div_root_two_pi() * exp(-0.5 * x * x); } // Standard normal cumulative distribution function template X Phi(X const& x) { return 0.5 * erfc(-one_div_root_two() * x); } enum class CP { call, put }; // Assume zero annual dividend yield (q=0). template promote black_scholes_option_price(CP cp, double K, Price const& S, Sigma const& sigma, Tau const& tau, Rate const& r) { using namespace std; auto const d1 = (log(S / K) + (r + sigma * sigma / 2) * tau) / (sigma * sqrt(tau)); auto const d2 = (log(S / K) + (r - sigma * sigma / 2) * tau) / (sigma * sqrt(tau)); switch (cp) { case CP::call: return S * Phi(d1) - exp(-r * tau) * K * Phi(d2); case CP::put: return exp(-r * tau) * K * Phi(-d2) - S * Phi(-d1); default: throw std::runtime_error("Invalid CP value."); } } int main() { double const K = 100.0; // Strike price. auto const variables = make_ftuple(105, 5, 30.0 / 365, 1.25 / 100); auto const& S = std::get<0>(variables); // Stock price. auto const& sigma = std::get<1>(variables); // Volatility. auto const& tau = std::get<2>(variables); // Time to expiration in years. (30 days). auto const& r = std::get<3>(variables); // Interest rate. auto const call_price = black_scholes_option_price(CP::call, K, S, sigma, tau, r); auto const put_price = black_scholes_option_price(CP::put, K, S, sigma, tau, r); double const d1 = static_cast((log(S / K) + (r + sigma * sigma / 2) * tau) / (sigma * sqrt(tau))); double const d2 = static_cast((log(S / K) + (r - sigma * sigma / 2) * tau) / (sigma * sqrt(tau))); double const formula_call_delta = +Phi(+d1); double const formula_put_delta = -Phi(-d1); double const formula_vega = static_cast(S * phi(d1) * sqrt(tau)); double const formula_call_theta = static_cast(-S * phi(d1) * sigma / (2 * sqrt(tau)) - r * K * exp(-r * tau) * Phi(+d2)); double const formula_put_theta = static_cast(-S * phi(d1) * sigma / (2 * sqrt(tau)) + r * K * exp(-r * tau) * Phi(-d2)); double const formula_call_rho = static_cast(+K * tau * exp(-r * tau) * Phi(+d2)); double const formula_put_rho = static_cast(-K * tau * exp(-r * tau) * Phi(-d2)); double const formula_gamma = static_cast(phi(d1) / (S * sigma * sqrt(tau))); double const formula_vanna = static_cast(-phi(d1) * d2 / sigma); double const formula_charm = static_cast(phi(d1) * (d2 * sigma * sqrt(tau) - 2 * r * tau) / (2 * tau * sigma * sqrt(tau))); double const formula_vomma = static_cast(S * phi(d1) * sqrt(tau) * d1 * d2 / sigma); double const formula_veta = static_cast(-S * phi(d1) * sqrt(tau) * (r * d1 / (sigma * sqrt(tau)) - (1 + d1 * d2) / (2 * tau))); double const formula_speed = static_cast(-phi(d1) * (d1 / (sigma * sqrt(tau)) + 1) / (S * S * sigma * sqrt(tau))); double const formula_zomma = static_cast(phi(d1) * (d1 * d2 - 1) / (S * sigma * sigma * sqrt(tau))); double const formula_color = static_cast(-phi(d1) / (2 * S * tau * sigma * sqrt(tau)) * (1 + (2 * r * tau - d2 * sigma * sqrt(tau)) * d1 / (sigma * sqrt(tau)))); double const formula_ultima = -formula_vega * static_cast((d1 * d2 * (1 - d1 * d2) + d1 * d1 + d2 * d2) / (sigma * sigma)); std::cout << std::setprecision(std::numeric_limits::digits10) << "autodiff black-scholes call price = " << call_price.derivative(0, 0, 0, 0) << '\n' << "autodiff black-scholes put price = " << put_price.derivative(0, 0, 0, 0) << '\n' << "\n## First-order Greeks\n" << "autodiff call delta = " << call_price.derivative(1, 0, 0, 0) << '\n' << " formula call delta = " << formula_call_delta << '\n' << "autodiff call vega = " << call_price.derivative(0, 1, 0, 0) << '\n' << " formula call vega = " << formula_vega << '\n' << "autodiff call theta = " << -call_price.derivative(0, 0, 1, 0) << '\n' // minus sign due to tau = T-time << " formula call theta = " << formula_call_theta << '\n' << "autodiff call rho = " << call_price.derivative(0, 0, 0, 1) << '\n' << " formula call rho = " << formula_call_rho << '\n' << '\n' << "autodiff put delta = " << put_price.derivative(1, 0, 0, 0) << '\n' << " formula put delta = " << formula_put_delta << '\n' << "autodiff put vega = " << put_price.derivative(0, 1, 0, 0) << '\n' << " formula put vega = " << formula_vega << '\n' << "autodiff put theta = " << -put_price.derivative(0, 0, 1, 0) << '\n' << " formula put theta = " << formula_put_theta << '\n' << "autodiff put rho = " << put_price.derivative(0, 0, 0, 1) << '\n' << " formula put rho = " << formula_put_rho << '\n' << "\n## Second-order Greeks\n" << "autodiff call gamma = " << call_price.derivative(2, 0, 0, 0) << '\n' << "autodiff put gamma = " << put_price.derivative(2, 0, 0, 0) << '\n' << " formula gamma = " << formula_gamma << '\n' << "autodiff call vanna = " << call_price.derivative(1, 1, 0, 0) << '\n' << "autodiff put vanna = " << put_price.derivative(1, 1, 0, 0) << '\n' << " formula vanna = " << formula_vanna << '\n' << "autodiff call charm = " << -call_price.derivative(1, 0, 1, 0) << '\n' << "autodiff put charm = " << -put_price.derivative(1, 0, 1, 0) << '\n' << " formula charm = " << formula_charm << '\n' << "autodiff call vomma = " << call_price.derivative(0, 2, 0, 0) << '\n' << "autodiff put vomma = " << put_price.derivative(0, 2, 0, 0) << '\n' << " formula vomma = " << formula_vomma << '\n' << "autodiff call veta = " << call_price.derivative(0, 1, 1, 0) << '\n' << "autodiff put veta = " << put_price.derivative(0, 1, 1, 0) << '\n' << " formula veta = " << formula_veta << '\n' << "\n## Third-order Greeks\n" << "autodiff call speed = " << call_price.derivative(3, 0, 0, 0) << '\n' << "autodiff put speed = " << put_price.derivative(3, 0, 0, 0) << '\n' << " formula speed = " << formula_speed << '\n' << "autodiff call zomma = " << call_price.derivative(2, 1, 0, 0) << '\n' << "autodiff put zomma = " << put_price.derivative(2, 1, 0, 0) << '\n' << " formula zomma = " << formula_zomma << '\n' << "autodiff call color = " << call_price.derivative(2, 0, 1, 0) << '\n' << "autodiff put color = " << put_price.derivative(2, 0, 1, 0) << '\n' << " formula color = " << formula_color << '\n' << "autodiff call ultima = " << call_price.derivative(0, 3, 0, 0) << '\n' << "autodiff put ultima = " << put_price.derivative(0, 3, 0, 0) << '\n' << " formula ultima = " << formula_ultima << '\n'; return 0; } /* Output: autodiff black-scholes call price = 56.5136030677739 autodiff black-scholes put price = 51.4109161009333 ## First-order Greeks autodiff call delta = 0.773818444921273 formula call delta = 0.773818444921274 autodiff call vega = 9.05493427705736 formula call vega = 9.05493427705736 autodiff call theta = -275.73013426444 formula call theta = -275.73013426444 autodiff call rho = 2.03320550539396 formula call rho = 2.03320550539396 autodiff put delta = -0.226181555078726 formula put delta = -0.226181555078726 autodiff put vega = 9.05493427705736 formula put vega = 9.05493427705736 autodiff put theta = -274.481417851526 formula put theta = -274.481417851526 autodiff put rho = -6.17753255212599 formula put rho = -6.17753255212599 ## Second-order Greeks autodiff call gamma = 0.00199851912993254 autodiff put gamma = 0.00199851912993254 formula gamma = 0.00199851912993254 autodiff call vanna = 0.0410279463126531 autodiff put vanna = 0.0410279463126531 formula vanna = 0.0410279463126531 autodiff call charm = -1.2505564233679 autodiff put charm = -1.2505564233679 formula charm = -1.2505564233679 autodiff call vomma = -0.928114149313108 autodiff put vomma = -0.928114149313108 formula vomma = -0.928114149313107 autodiff call veta = 26.7947073115641 autodiff put veta = 26.7947073115641 formula veta = 26.7947073115641 ## Third-order Greeks autodiff call speed = -2.90117322380992e-05 autodiff put speed = -2.90117322380992e-05 formula speed = -2.90117322380992e-05 autodiff call zomma = -0.000604548369901419 autodiff put zomma = -0.000604548369901419 formula zomma = -0.000604548369901419 autodiff call color = -0.0184014426606065 autodiff put color = -0.0184014426606065 formula color = -0.0184014426606065 autodiff call ultima = -0.0922426864775683 autodiff put ultima = -0.0922426864775683 formula ultima = -0.0922426864775685 **/