{ "cells": [ { "cell_type": "markdown", "metadata": { "zanadu": {} }, "source": [ "Introduction to object-Oriented Programming in Python\n", "---" ] }, { "cell_type": "markdown", "metadata": { "zanadu": {} }, "source": [ "Fundamentally, the idea of object-oriented programming is to be able to define functions and procedures that apply to specific objects.\n", "Think for example about multiplication operator: it has two completely different meanings whether it applies to real number or to matrices. \n", "The idea of OOP it to bundle together all such procedures for each single object within a so-called Class. \n", "Data stored within are called attributes, and the functions are methods." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "zanadu": { "code_type": "" } }, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": { "zanadu": {} }, "source": [ "# A first quick overview of a class" ] }, { "cell_type": "markdown", "metadata": { "zanadu": {} }, "source": [ "We create here an Option class, which contains, as attributes, all the contractually-defined elements of a European Call or Put option price." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "zanadu": { "code_type": "", "is_hidden": false } }, "outputs": [], "source": [ "class Option(object):\n", " def __init__(self, CP, S0, t0, r, K, T): \n", " ## this function is called the constructor and is automatically run when instantiating the class\n", " \n", " self.CP = CP ## True for a Call, False for a Put\n", " self.S0 = S0 ## Initial value of the stock price\n", " self.t = t0 ## Initial time\n", " self.r = r ## instantaneous risk-free rate\n", " self.K = K ## Strike\n", " self.T = T ## Maturity (>t0)\n", " \n", " def __repr__(self):\n", " ## This is the representation function, essentially a \"help\" description of the class\n", " if self.CP:\n", " if self.S0>self.K: \n", " msg = \"Call option in the money\"\n", " elif self.S0vK: \n", " msg = \"Call option out of the money\"\n", " elif self.S0\n", "1.0\n", "Call option in the money\n" ] } ], "source": [ "print(type(myOpt))\n", "print(myOpt.T)\n", "print(myOpt)" ] }, { "cell_type": "markdown", "metadata": { "zanadu": {} }, "source": [ "# The full option pricing class" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "zanadu": { "code_type": "" } }, "outputs": [], "source": [ "from scipy.stats import norm" ] }, { "cell_type": "markdown", "metadata": { "zanadu": {} }, "source": [ "Recall the Black-Scholes model and the formula to price European Call and Put options within. We can further define the Vega as the derivative of the Call/Put price with respect to the volatility parameter $\\sigma$.\n", "It admits the closed-form representation:\n", "$$\n", "\\textrm{Vega} = S_t \\mathcal{N}'(d_+)\\sqrt{T-t}.\n", "$$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "zanadu": { "code_type": "", "is_hidden": false } }, "outputs": [], "source": [ "class callOptionBs(object):\n", " ''' European call option in the Black-Scholes model.\n", " CP: ## True for a Call, False for a Put\n", " S0: ## Initial value of the stock price\n", " t0: ## Initial time\n", " r: ## instantaneous risk-free rate\n", " K: ## Strike\n", " T: ## Maturity (>t)\n", " sigma: ## volatility parameter\n", "Methods\n", "=======\n", "price : float, returns the price of the option in the Black-Scholes model\n", "impVol: float. returns the implied volatility given an option price\n", "'''\n", "\n", " def __init__(self, CP, S0, t0, r, K, T, sigma):\n", " self.CP = CP\n", " self.S0 = S0\n", " self.t0 = t0\n", " self.r = r\n", " self.K = K\n", " self.T = T\n", " self.sigma = sigma\n", " \n", " def price(self):\n", " tau = self.T-self.t0\n", " sigmtau = self.sigma*np.sqrt(self.T)\n", " k = np.log(self.K/self.S0) - self.r*tau\n", " dp = -k/sigmtau + 0.5*sigmtau\n", " dm = dp - sigmtau\n", " if self.CP: \n", " return self.S0*(norm.cdf(dp) - np.exp(k)*norm.cdf(dm))\n", " else: \n", " return self.S0*(np.exp(k)*norm.cdf(-dm) - norm.cdf(-dp))\n", " \n", " def vega(self): ## returns the Vega of the option, i.e. its derivative with respect to the volatility parameter sigma\n", " tau = self.T-self.t0\n", " sigmtau = self.sigma*np.sqrt(self.T)\n", " k = np.log(self.K/self.S0) - self.r*tau\n", " dp = -k/sigmtau + 0.5*sigmtau\n", " dm = dp - sigmtau\n", " return self.S0 * norm.cdf(dp, 0., 1.) * np.sqrt(tau)\n", "\n", " def impVol(self, obsPrice, sigma0=0.2, nbIter=100):\n", " option = callOptionBs(self.CP, self.S0, self.t0, self.r, self.K, self.T, sigma0)\n", " for _ in range(nbIter):\n", " option.sigma -= (option.price() - obsPrice) / option.vega()\n", " return option.sigma" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "zanadu": { "code_type": "" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "8.02135223514317\n", "54.22283335848053\n", "0.2\n", "0.17426990587356414\n" ] } ], "source": [ "CP, S0, t0, K, T, r, sigma = True, 100., 0., 105., 1.0, 0.05, 0.2\n", "option = callOptionBs(CP, S0, t0, r, K, T, sigma)\n", "print(type(option))\n", "print(option.price())\n", "print(option.vega())\n", "print(option.impVol(option.price()))\n", "print(option.impVol(obsPrice=7.))" ] }, { "cell_type": "markdown", "metadata": { "zanadu": {} }, "source": [ "## Plotting the class" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "zanadu": { "code_type": "" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from pylab import cm\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "zanadu": { "code_type": "" } }, "outputs": [], "source": [ "T = np.linspace(0.1, 2., 20)\n", "K = np.linspace(80., 120., 21)\n", "KK, TT = np.meshgrid(K, T)\n", "prices = np.zeros((len(T), len(K)))\n", "vegas = np.zeros((len(T), len(K)))\n", "for t in enumerate(T):\n", " #print \"--------------------------\"\n", " for k in enumerate(K):\n", " #print t, k\n", " option.T = t[1]\n", " option.K = k[1]\n", " prices[t[0], k[0]] = option.price()\n", " vegas[t[0], k[0]] = option.vega()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "zanadu": { "code_type": "" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 7))\n", "ax = fig.gca(projection='3d')\n", "surf = ax.plot_surface(KK, TT, prices, rstride=1, cstride=1,cmap=cm.coolwarm, linewidth=0.5, antialiased=True)\n", "ax.set_xlabel('strike')\n", "ax.set_ylabel('maturity')\n", "ax.set_zlabel('Price of a European Call option')\n", "fig.colorbar(surf, shrink=0.5, aspect=5);" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "zanadu": { "code_type": "" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = plt.figure(figsize=(12, 7))\n", "ax = fig.gca(projection='3d')\n", "surf = ax.plot_surface(KK, TT, vegas, rstride=1, cstride=1,\n", "cmap=cm.coolwarm, linewidth=0.5, antialiased=True)\n", "ax.set_xlabel('strike')\n", "ax.set_ylabel('maturity')\n", "ax.set_zlabel('Vega of European Call option')\n", "fig.colorbar(surf, shrink=0.5, aspect=5)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" }, "zanadu": { "authors": [ "Antoine Jacquier" ], "bibliography_data": {}, "category": "1", "clearance": "Internal", "group_name": "ImperialMScMathFin", "md5": "c9e8b05f65c9b459dbabcc8bb544f421", "notebook_id": "929CE533-C492-49F5-913D-5430E8BB654B", "python_name": null, "reviewer_id": "B81D4EC4-269D-42B3-9975-85BC42EE5712", "status": "Approved" } }, "nbformat": 4, "nbformat_minor": 1 }