{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## Black-Scholes with Devito\n", "\n", "Black-Scholes is a model used to determine the theoretical value of a call or a put option in finance. A way that traders might use it is to buy an option priced under the Black-Scholes value and sell options priced higher than the calculated value. Larger firms might use the model to hedge, or attempt to eliminate risk, by buying and selling the underlying asset in just the right way. Here we solve the partial differential equation and calculate theoretical \"fair\" values for an option from one year to expiration to the expiration date.\n", "\n", "Symbol definitions:\n", "\n", "* $S(t)$ is the price of the underlying asset at time $t$\n", "* $V(t,S)$ is the value of the option at time $t$ and stock price $S$\n", "* $K$ is the strike price of the option\n", "* $r$ is the annualized risk-free interest rate\n", "* $\\sigma$ is the standard deviation of the stock's returns\n", "* $t$ is the time, in years, to expiration." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dt,tmax,nt; 0.0005 1.0 2001\n", "shape; (81,)\n", "origin; (60,)\n", "spacing; (1.0,)\n", "extent; 80\n" ] } ], "source": [ "from devito import (Eq, Grid, TimeFunction, Operator, solve, Constant, \n", " SpaceDimension, configuration, SubDomain)\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "from mpl_toolkits.mplot3d.axis3d import Axis\n", "import matplotlib.pyplot as plt\n", "import matplotlib as mpl\n", "from matplotlib import cm\n", "\n", "from sympy.stats import Normal, cdf\n", "import numpy as np\n", "import time as timer\n", "\n", "%matplotlib inline\n", "mpl.rc('font', size=14)\n", "\n", "configuration[\"log-level\"] = 'INFO'\n", "\n", "## Constants\n", "# The strike price of the option\n", "K = 100.0\n", "\n", "# The annualized risk free interest rate\n", "r = 0.12\n", "\n", "# The standard deviation of the stock's returns\n", "sigma = 0.1\n", "\n", "# The S (price of the asset) range to process\n", "smin = 70\n", "smax = 130\n", "\n", "# If you want to try some different problems, uncomment these lines\n", "\n", "## Example 2\n", "# K = 10.0\n", "# r = 0.1\n", "# sigma = 0.2\n", "# smin = 0.0\n", "# smax = 20.0\n", "\n", "## Example 3\n", "# K = 100.0\n", "# r = 0.05\n", "# sigma = 0.25\n", "# smin = 50.0\n", "# smax = 150.0\n", "\n", "# Amount of padding to proccess left/right (hidden from graphs)\n", "padding = 10\n", "smin -= padding\n", "smax += padding\n", "\n", "# Extent calculations\n", "tmax = 1.0\n", "dt0 = 0.0005\n", "ds0 = 1.0\n", "nt = (int)(tmax / dt0) + 1\n", "ns = int((smax - smin) / ds0) + 1 \n", "\n", "shape = (ns, )\n", "origin =(smin, )\n", "spacing = (ds0, )\n", "extent = int(ds0 * (ns - 1))\n", "\n", "print(\"dt,tmax,nt;\", dt0,tmax,nt)\n", "print(\"shape; \", shape)\n", "print(\"origin; \", origin)\n", "print(\"spacing; \", spacing)\n", "print(\"extent; \", extent)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Black Scholes initial boundary value problem\n", "$$\n", "- \\frac{\\partial}{\\partial t} V(t,s) + r\\ s\\ \\frac{\\partial}{\\partial s} V(t,s) + \\frac{1}{2}\\ \n", " \\sigma^2\\ s^2\\ \\frac{\\partial^2}{\\partial s^2} V(t,s) - r\\ V(t,s) = 0\n", "$$\n", "\n", "This differs from the regular Black Scholes PDE since our $\\frac{\\partial}{\\partial t} V(t,s)$ is negative. This is because instead of using a terminal condition, we are using an initial condition and solving backward in time.\n", "\n", "#### Update equation\n", "\n", "In our update equation, we solve for $v.\\text{forward} = v{\\left(t + dt,s \\right)}$.\n", "\n", "Because $$-\\frac{\\partial}{\\partial t} V(t,s) = \\displaystyle \\frac{v{\\left(t,s \\right)}}{dt} - \\frac{v{\\left(t + dt,s \\right)}}{dt}$$\n", "\n", "Our update equation will be:\n", "\n", "$$v{\\left(t + dt,s \\right)} = v{\\left(t,s \\right)} + dt \\left( r\\ s\\ \\frac{\\partial}{\\partial s} V(t,s) + \\frac{1}{2}\\ \\sigma^2\\ s^2\\ \\frac{\\partial^2}{\\partial s^2} V(t,s) - r\\ V(t,s) \\right)$$\n", "\n", "We give this to Devito to solve for the next timestep of the problem. Our finite difference order of accuracy will be 4, meaning we will use two points off center to approximate the derivatives.\n", "\n", "#### Initial and boundary conditions\n", "\n", "The boundary conditions are the following:\n", "\n", "Call option:\n", "\n", "* For very large S: $V\\left(t,S\\right) \\approx S$\n", "* For very small S: $V\\left(t,S\\right) \\approx 0$\n", "\n", "Put option:\n", "\n", "* For very large S: $V\\left(t,S\\right) \\approx 0$\n", "* For very small S: $V\\left(t,S\\right) \\approx K e^{-r(T-t)}$\n", "\n", "In this example we are solving for a call option. Because we have a set S range we are solving the problem in (smin to smax), we don't need to worry about either of these boundary conditions. The initial condition will be:\n", "\n", "$$V(t=T,S)=\\max(S-K,0)$$\n", "\n", "Where T is the time at expiration. For us this is flipped, so we set this condition at $T = 0$.\n", "\n", "When solving this problem, most approaches typically convert to the heat equation with a variable change of $x=\\ln S$, which gives a simpler PDE which is computationaly easier to solve. However, with the power of Devito, we can just solve the Black Scholes PDE directly." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "s = SpaceDimension(name='s', spacing=Constant(name='h_s', value=spacing[0]))\n", "grid = Grid(shape=shape, origin=origin, extent=extent, dimensions=(s, ))\n", "\n", "so = 2\n", "v = TimeFunction(name='v', grid=grid, space_order=so, time_order=1, save=nt)\n", "v_no_bc = TimeFunction(name='v_no_bc', grid=grid, space_order=so, time_order=1, save=nt)\n", "\n", "t,s = v.dimensions\n", "ds = s.spacing\n", "dt = t.spacing\n", "\n", "# Derivatives\n", "vds = v.ds(side=\"centered\")\n", "vds2 = v.ds2\n", "\n", "# Centered der eq\n", "pde_centered = -v.dt + r*(smin+ds0*s) * vds + 0.5 * sigma**2 * (smin+ds0*s)**2 * vds2 - r*v\n", "\n", "# Time update equations\n", "update_centered = solve(pde_centered, v.forward)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Boundary conditions\n", "\n", "Because this problem has non zero boundary conditions, we need to add a boundary condition on the right so that when the equation refers to out of bounds values it has a good approximation. Because the slope on the right is linear, a Neumann boundary condition is a good choice. Because our order of accuracy is 4, we need to implement the condition for two points past the right edge.\n", "\n", "ASCII representation of what happens at the boundary:\n", "\n", " | o v(t,smax+1) \n", " | /\n", " |/\n", " o v(t,smax) \n", " /|\n", " / |\n", " v(t,smax-1) X |\n", " / | BC: constant slope for v when s >= smax\n", " / | need 2 points for a 4th order derivative\n", " v(t,smax-2) X |\n", " / | slope = v(t,smax-1) - v(t,smax-2)\n", " / | v(t,smax) = v(t,smax-1) + slope\n", " v(t,smax-2) X | v(t,smax+1) = v(t,smax) + slope\n", " |\n", " interior | boundary \n", " (s < smax) smax (s >= smax)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Equations with Neumann boundary conditions\n", "eq = [Eq(v[t,extent], v[t,extent-1]+(v[t,extent-1]-v[t,extent-2])),\n", " Eq(v[t,extent+1], v[t,extent]+(v[t,extent-1]-v[t,extent-2])),\n", " Eq(v.forward, update_centered)]\n", "eq_no_bc = [Eq(v.forward, update_centered)]\n", "\n", "op = Operator(eq, subs=v.grid.spacing_map)\n", "op_no_bc = Operator(eq_no_bc, subs=v_no_bc.grid.spacing_map)\n", "\n", "# Initial conditions\n", "\n", "for i in range(shape[0]):\n", " v.data[0, i] = max((smin + ds0 * i) - K, 0)\n", " v_no_bc.data[0, i] = max((smin + ds0 * i) - K, 0)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Operator `Kernel` run in 0.01 s\n", "Operator `Kernel` run in 0.01 s\n" ] }, { "data": { "text/plain": [ "PerformanceSummary([(PerfKey(name='section0', rank=None),\n", " PerfEntry(time=0.00023999999999999944, gflopss=0.0, gpointss=0.0, oi=0.0, ops=0, itershapes=[]))])" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Run our operators\n", "startDevito = timer.time()\n", " \n", "# Apply operator\n", "op.apply(dt=dt0)\n", "\n", "endDevito = timer.time()\n", "\n", "# Apply operator without boundary condition\n", "op_no_bc.apply(dt=dt0, v=v_no_bc)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Get an appropriate ylimit\n", "slice_smax = v.data[:,int(smax-smin-padding)]\n", "ymax = max(slice_smax) + 2\n", "\n", "# Plot\n", "s = np.linspace(smin, smax, shape[0])\n", "plt.figure(figsize=(12,10), facecolor='w')\n", "\n", "time = [1*nt//5, 2*nt//5, 3*nt//5, 4*nt//5, 5*nt//5-1]\n", "colors = [\"blue\", \"green\", \"gold\", \"darkorange\", \"red\"]\n", "\n", "# initial conditions\n", "plt.plot(s, v_no_bc.data[0,:], '-', color=\"black\", label='initial condition', linewidth=1)\n", "\n", "for i in range(len(time)):\n", " plt.plot(s, v_no_bc.data[time[i],:], '-', color=colors[i], label='t='+str(time[i]*dt0), linewidth=1.5)\n", "\n", "plt.xlim([smin+padding,smax-padding])\n", "plt.ylim([0,ymax])\n", "\n", "plt.legend(loc=2)\n", "plt.grid(True)\n", "plt.xlabel(\"S\")\n", "plt.ylabel(\"Value\")\n", "plt.title(\"Value of a call option at various times, no boundary conditions\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here is what our plot looks like without boundary conditions. Because on the right side the derivatives try to read data that is not defined, the lines for the value of our option fall incorrectly towards zero. " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Get an appropriate ylimit\n", "slice_smax = v.data[:,int(smax-smin-padding)]\n", "ymax = max(slice_smax) + 2\n", "\n", "# Plot\n", "s = np.linspace(smin, smax, shape[0])\n", "plt.figure(figsize=(12,10), facecolor='w')\n", "\n", "time = [1*nt//5, 2*nt//5, 3*nt//5, 4*nt//5, 5*nt//5-1]\n", "colors = [\"blue\", \"green\", \"gold\", \"darkorange\", \"red\"]\n", "\n", "# initial conditions\n", "plt.plot(s, v.data[0,:], '-', color=\"black\", label='initial condition', linewidth=1)\n", "\n", "for i in range(len(time)):\n", " plt.plot(s, v.data[time[i],:], '-', color=colors[i], label='t='+str(time[i]*dt0), linewidth=1.5)\n", "\n", "plt.xlim([smin+padding,smax-padding])\n", "plt.ylim([0,ymax])\n", "\n", "plt.legend(loc=2)\n", "plt.grid(True)\n", "plt.xlabel(\"S\")\n", "plt.ylabel(\"Value\")\n", "plt.title(\"Value of a call option at various times\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting results\n", "\n", "Above is a plot of our results. If the stock price is below the strike price at expiration, the option is worthless and thus the value is 0. At stock prices above the strike price, the value of the option is $S - K$.\n", "\n", "The red line is the value of the option 1 year from expiration. Orange is 0.8 years from expiration, yellow is 0.6 years from expiration, green is 0.4 years from expiration, and blue is 0.2 years from expiration. The black line is the initial condition (the value of the option at expiration). \n", "\n", "Below we will plot the option value versus the stock value and the time to expiration as a surface. " ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "# Trim the padding off smin and smax\n", "trim_data = v.data[:, padding:-padding]\n", "\n", "# Our axes\n", "tt = np.linspace(0.0, dt0*(nt-1), nt)\n", "ss = np.linspace(smin+padding, smax-padding, shape[0]-padding*2)\n", "\n", "hf = plt.figure(figsize=(12,12))\n", "ha = plt.axes(projection='3d')\n", "\n", "# 45 degree viewpoint\n", "ha.view_init(elev=25, azim=-45)\n", "\n", "ha.set_xlim3d([0.0,1.0])\n", "ha.set_ylim3d([smin+padding,smax-padding])\n", "ha.set_zlim3d([0,ymax])\n", "\n", "ha.set_xlabel('Time to expiration', labelpad=12, fontsize=16)\n", "ha.set_ylabel('Stock value', labelpad=12, fontsize=16)\n", "ha.set_zlabel('Value of call', labelpad=12, fontsize=16)\n", "\n", "X, Y = np.meshgrid(tt, ss) # `plot_surface` expects `x` and `y` data to be 2D\n", "ha.plot_surface(X, Y, np.transpose(trim_data), cmap='viridis', edgecolor='none')\n", "\n", "hf.suptitle(\"Value surface from the Black-Scholes formula\", fontsize=22)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above is the option value plotted as a surface. Lighter colors represent higher value.\n", "\n", "## Using the derived formula for Black-Scholes at a point for comparison\n", "\n", "Let's take a look at the Black-Scholes derivation which gives us the value of a option at a point.\n", "\n", "First some definitions. N(d) is the cumulative distribution function of the standard normal distribution.\n", "\n", "$$N(d) = \\frac{1}{\\sqrt{2\\pi}} \\int_{-\\infty}^d e^{-\\frac{1}{2}x^2} dx$$\n", "\n", "The formula for a call option is (please see the references below for more information):\n", "\n", "$$C(S,t) = SN(d_1) - Ke^{-r(T - t)} N(d_2)$$\n", "\n", "\n", "Where $d_1$ and $d_2$ are the following\n", "\n", "$$d_1 = \\frac{\\ln \\left(\\frac{S}{K} \\right) + \\left(r + \\frac{\\sigma^2}{2} \\right)(T - t)}{\\sigma \\sqrt{T - t}}$$\n", "\n", "$$d_2 = d_1 - \\sigma \\sqrt{T - t} = \\frac{\\ln \\left(\\frac{S}{K} \\right) + \\left(r - \\frac{\\sigma^2}{2}\\right)(T - t)}{\\sigma \\sqrt{T - t}}$$\n", "\n", "This formula is implemented below in the *call_value_bs* function.\n", "We run it on the same problem with 5 time values to compare our results from the formula to our results from solving the PDE with Devito." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "devito pde timesteps: 2000, 0.205647s runtime\n", "call_value_bs timesteps: 5, 3.813932s runtime\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Derived formula for Black Scholes call from \n", "# https://aaronschlegel.me/black-scholes-formula-python.html\n", "def call_value_bs(S, K, T, r, sigma):\n", " N = Normal('x', 0.0, 1.0)\n", " \n", " d1 = (np.log(S / K) + (r + 0.5 * sigma ** 2) * T) / (sigma * np.sqrt(T))\n", " d2 = (np.log(S / K) + (r - 0.5 * sigma ** 2) * T) / (sigma * np.sqrt(T))\n", " \n", " call = (S * cdf(N)(d1) - K * np.exp(-r * T) * cdf(N)(d2))\n", " return call\n", "\n", "startBF = timer.time()\n", "\n", "# Calculate truth and compare to our solution\n", "time = [0.20, 0.40, 0.60, 0.80, 0.99]\n", "results = []\n", "\n", "for t_call in time:\n", " call_price = []\n", " for x in range(int(smin), int(smax)+1):\n", " call_price.append(call_value_bs(x, K, t_call, r, sigma).evalf(5))\n", " results.append(call_price)\n", "\n", "endBF = timer.time()\n", "\n", "print(\"devito pde timesteps: %12.6s, %12.6fs runtime\" % (nt-1, endDevito - startDevito))\n", "print(\"call_value_bs timesteps: %12.6s, %12.6fs runtime\" % (len(time), endBF - startBF))\n", " \n", "s2 = np.linspace(smin, smax, shape[0])\n", "plt.figure(figsize=(12,10))\n", "\n", "colors = [\"blue\", \"green\", \"gold\", \"darkorange\", \"red\"]\n", "plt.plot(s2, v.data[0,:], '-', color=\"black\", label='initial condition', linewidth=1)\n", "\n", "for i in range(len(time)):\n", " plt.plot(s2, results[i], ':', color=colors[i], label='truth t='+str(time[i]), linewidth=3)\n", " plt.plot(s2, v.data[int(time[i]*nt),:], '-', color=colors[i], label='pde t='+str(time[i]), linewidth=1)\n", "\n", "plt.xlim([smin+padding,smax-padding])\n", "plt.ylim([0,ymax])\n", "\n", "plt.legend()\n", "plt.grid(True)\n", "plt.xlabel(\"stock value\")\n", "plt.ylabel(\"call value\")\n", "plt.title(\"Call black scholes\")\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The graph above shows the results from *call_value_bs* as a dotted line and the results from solving the PDE with devito as a solid line.\n", "\n", "Comparing runtime of this function to Devito's runtime is like comparing apples to oranges, but here is a quick comparison anyway. On a machine with a Ryzen 1800x with 8 cores, with 10000 time values ranging from 0.0 to 1.0, Devito takes **0.042 seconds** to run the problem. With 5 time values between 0 and 1, running this function on the same problem takes about 4 seconds. This gives a reasonable idea of Devito's performance in comparison to the alternative solution, i.e. stupid fast." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "# Plot the l2 norm of the formula and our solution over time\n", "t_range = np.linspace(dt0,1.0,50)\n", "x_range = range(padding, smax-smin-padding*2, 1)\n", "vals = []\n", "\n", "for t in t_range:\n", " l2 = 0.0\n", " for x in x_range:\n", " truth = call_value_bs(x+smin, K, t, r, sigma)\n", " val = v.data[int(t*(nt-1)), x]\n", " l2 += (truth - val)**2\n", "\n", " rms = np.sqrt(np.float64(l2 / len(x_range)))\n", " vals.append(rms)\n", " \n", "plt.figure(figsize=(12,10))\n", "plt.plot(t_range, np.array(vals))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.00581731890853893" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#NBVAL_IGNORE_OUTPUT\n", "\n", "np.mean(vals)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above is a plot of the RMS error of our results from *call_value_bs* and Devito at a time t to expiration, which stays below 0.02 at all time values. The mean RMS error over all time is 0.0073, which is well below a tenth of a percent error." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", "* http://www.math.unl.edu/~sdunbar1/MathematicalFinance/Lessons/BlackScholes/Solution/solution.pdf\n", "* https://aaronschlegel.me/black-scholes-formula-python.html" ] } ], "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }