/* Copyright (c) 2022, NVIDIA CORPORATION. All rights reserved. * * Redistribution and use in source and binary forms, with or without * modification, are permitted provided that the following conditions * are met: * * Redistributions of source code must retain the above copyright * notice, this list of conditions and the following disclaimer. * * Redistributions in binary form must reproduce the above copyright * notice, this list of conditions and the following disclaimer in the * documentation and/or other materials provided with the distribution. * * Neither the name of NVIDIA CORPORATION nor the names of its * contributors may be used to endorse or promote products derived * from this software without specific prior written permission. * * THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS ``AS IS'' AND ANY * EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE * IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR * PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT OWNER OR * CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, * EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, * PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR * PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY * OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT * (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE * OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. */ #include #include #include "binomialOptions_common.h" #include "realtype.h" /////////////////////////////////////////////////////////////////////////////// // Polynomial approximation of cumulative normal distribution function /////////////////////////////////////////////////////////////////////////////// static real CND(real d) { const real A1 = (real)0.31938153; const real A2 = (real)-0.356563782; const real A3 = (real)1.781477937; const real A4 = (real)-1.821255978; const real A5 = (real)1.330274429; const real RSQRT2PI = (real)0.39894228040143267793994605993438; real K = (real)(1.0 / (1.0 + 0.2316419 * (real)fabs(d))); real cnd = (real)RSQRT2PI * (real)exp(-0.5 * d * d) * (K * (A1 + K * (A2 + K * (A3 + K * (A4 + K * A5))))); if (d > 0) cnd = (real)1.0 - cnd; return cnd; } extern "C" void BlackScholesCall(real &callResult, TOptionData optionData) { real S = optionData.S; real X = optionData.X; real T = optionData.T; real R = optionData.R; real V = optionData.V; real sqrtT = (real)sqrt(T); real d1 = (real)(log(S / X) + (R + (real)0.5 * V * V) * T) / (V * sqrtT); real d2 = d1 - V * sqrtT; real CNDD1 = CND(d1); real CNDD2 = CND(d2); // Calculate Call and Put simultaneously real expRT = (real)exp(-R * T); callResult = (real)(S * CNDD1 - X * expRT * CNDD2); } //////////////////////////////////////////////////////////////////////////////// // Process an array of OptN options on CPU // Note that CPU code is for correctness testing only and not for benchmarking. //////////////////////////////////////////////////////////////////////////////// static real expiryCallValue(real S, real X, real vDt, int i) { real d = S * (real)exp(vDt * (real)(2 * i - NUM_STEPS)) - X; return (d > (real)0) ? d : (real)0; } extern "C" void binomialOptionsCPU(real &callResult, TOptionData optionData) { static real Call[NUM_STEPS + 1]; const real S = optionData.S; const real X = optionData.X; const real T = optionData.T; const real R = optionData.R; const real V = optionData.V; const real dt = T / (real)NUM_STEPS; const real vDt = (real)V * (real)sqrt(dt); const real rDt = R * dt; // Per-step interest and discount factors const real If = (real)exp(rDt); const real Df = (real)exp(-rDt); // Values and pseudoprobabilities of upward and downward moves const real u = (real)exp(vDt); const real d = (real)exp(-vDt); const real pu = (If - d) / (u - d); const real pd = (real)1.0 - pu; const real puByDf = pu * Df; const real pdByDf = pd * Df; /////////////////////////////////////////////////////////////////////// // Compute values at expiration date: // call option value at period end is V(T) = S(T) - X // if S(T) is greater than X, or zero otherwise. // The computation is similar for put options. /////////////////////////////////////////////////////////////////////// for (int i = 0; i <= NUM_STEPS; i++) Call[i] = expiryCallValue(S, X, vDt, i); //////////////////////////////////////////////////////////////////////// // Walk backwards up binomial tree //////////////////////////////////////////////////////////////////////// for (int i = NUM_STEPS; i > 0; i--) for (int j = 0; j <= i - 1; j++) Call[j] = puByDf * Call[j + 1] + pdByDf * Call[j]; callResult = (real)Call[0]; }