{ "cells": [ { "cell_type": "markdown", "id": "e297bf72", "metadata": {}, "source": [ "*This file, part of the* [SdePy](https://github.com/sdepy/sdepy) *package*,\n", "*was automatically generated from* `./doc/quickguide.rst`\n", "\n", "-----------------------------------------------\n", "Quick Guide\n", "===========\n", "\n", "\n", "------------------\n", "Install and import\n", "------------------\n", "\n", "Install using ``pip install sdepy``, or copy the package source code\n", "in a directory in your Python path.\n", "\n", "Import as\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "4a09a96c", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:12.497152Z", "iopub.status.busy": "2021-08-23T07:46:12.497152Z", "iopub.status.idle": "2021-08-23T07:46:13.399761Z", "shell.execute_reply": "2021-08-23T07:46:13.399761Z" } }, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = 'png'\n", "import sdepy\n", "import numpy as np\n", "import matplotlib.pyplot as plt # optional, if plots are needed\n", "plt.rcParams['figure.figsize'] = (11., 5.5)\n", "plt.rcParams['lines.linewidth'] = 1.\n" ] }, { "cell_type": "markdown", "id": "d062dded", "metadata": {}, "source": [ "-------------------\n", "How to state an SDE\n", "-------------------\n", "\n", "Here follows a bare-bone definition of a Stochastic Differential\n", "Equation (SDE), in this case a Ornstein-Uhlenbeck process:\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "2b2ed027", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:13.399761Z", "iopub.status.busy": "2021-08-23T07:46:13.399761Z", "iopub.status.idle": "2021-08-23T07:46:13.415391Z", "shell.execute_reply": "2021-08-23T07:46:13.415391Z" } }, "outputs": [], "source": [ "@sdepy.integrate\n", "def my_process(t, x, theta=1., k=1., sigma=1.):\n", " return {'dt': k*(theta - x), 'dw': sigma}\n" ] }, { "cell_type": "markdown", "id": "e33b3253", "metadata": {}, "source": [ "This represents the SDE ``dX = k*(theta - X)*dt + sigma*dW(t)``,\n", "where ``theta``, ``k`` and ``sigma`` are parameters and ``dW(t)`` are Wiener\n", "process increments. A further ``'dn'`` or ``'dj'`` entry in the returned\n", "dictionary would allow for Poisson or compound Poisson jumps.\n", "\n", "A number of preset processes are provided, including lognormal processes,\n", "Hull-White n-factor processes, Heston processes, and jump-diffusion processes.\n", "\n", "\n", "-----------------------\n", "How to integrate an SDE\n", "-----------------------\n", "\n", "Now ``my_process`` is a class, a subclass of the cooperating\n", "``sdepy.SDE`` and ``sdepy.integrator`` classes:\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "7fdf48bb", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:13.415391Z", "iopub.status.busy": "2021-08-23T07:46:13.415391Z", "iopub.status.idle": "2021-08-23T07:46:13.431010Z", "shell.execute_reply": "2021-08-23T07:46:13.431010Z" } }, "outputs": [ { "data": { "text/plain": [ "(True, True)" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "issubclass(my_process, sdepy.integrator), issubclass(my_process, sdepy.SDE)\n" ] }, { "cell_type": "markdown", "id": "20879777", "metadata": {}, "source": [ "It is to be instantiated with a number\n", "of parameters, including the SDE parameters ``theta``, ``k`` and ``sigma``;\n", "its instances are callable, given a timeline they will integrate and\n", "return the process along it. Decorating ``my_process`` with ``sdepy.kunfc``\n", "allows for more concise handling of parameters:\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "a0be3322", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:13.431010Z", "iopub.status.busy": "2021-08-23T07:46:13.431010Z", "iopub.status.idle": "2021-08-23T07:46:13.453266Z", "shell.execute_reply": "2021-08-23T07:46:13.453266Z" } }, "outputs": [], "source": [ "myp = sdepy.kfunc(my_process)\n" ] }, { "cell_type": "markdown", "id": "7a28a05c", "metadata": {}, "source": [ "It is best explained by examples, involving ``my_process``, ``myp`` and\n", "\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "51a9ed16", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:13.453266Z", "iopub.status.busy": "2021-08-23T07:46:13.453266Z", "iopub.status.idle": "2021-08-23T07:46:13.468890Z", "shell.execute_reply": "2021-08-23T07:46:13.468890Z" } }, "outputs": [], "source": [ "coarse_timeline = (0., 0.25, 0.5, 0.75, 1.0)\n", "timeline = np.linspace(0., 1., 500)\n" ] }, { "cell_type": "markdown", "id": "b31544af", "metadata": {}, "source": [ "1. **Scalar process** in 100000 paths, with default parameters, computed\n", " at 5 time points (``coarse_timeline``), using 100 steps in between:\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "40e0faf8", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:13.468890Z", "iopub.status.busy": "2021-08-23T07:46:13.468890Z", "iopub.status.idle": "2021-08-23T07:46:13.801048Z", "shell.execute_reply": "2021-08-23T07:46:13.801048Z" } }, "outputs": [ { "data": { "text/plain": [ "(5, 100000)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = my_process(x0=1, paths=100*1000,\n", " steps=100)(coarse_timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "9cbe9e1c", "metadata": {}, "source": [ "2. The same scalar process computed on a **fine-grained timeline**\n", " (``timeline``) and 1000 paths, using **one integration step for each point\n", " in the timeline** (no ``steps`` parameter):\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "63e3cf2c", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:13.801048Z", "iopub.status.busy": "2021-08-23T07:46:13.801048Z", "iopub.status.idle": "2021-08-23T07:46:13.885760Z", "shell.execute_reply": "2021-08-23T07:46:13.885760Z" } }, "outputs": [ { "data": { "text/plain": [ "(500, 1000)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = my_process(x0=1, paths=1000,\n", " steps=100)(timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "510cef6e", "metadata": {}, "source": [ " A plot of a few paths may be used to **inspect the integration result**:\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "36734b35", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:13.901031Z", "iopub.status.busy": "2021-08-23T07:46:13.901031Z", "iopub.status.idle": "2021-08-23T07:46:14.101690Z", "shell.execute_reply": "2021-08-23T07:46:14.101690Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "gr = plt.plot(timeline, x[:, :30])\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "b1360f06", "metadata": {}, "source": [ "2. **Vector process** with three components and\n", " **correlated Wiener increments**\n", " (same other parameters as above):\n", "\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "afde71cb", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:14.101690Z", "iopub.status.busy": "2021-08-23T07:46:14.101690Z", "iopub.status.idle": "2021-08-23T07:46:14.302460Z", "shell.execute_reply": "2021-08-23T07:46:14.302460Z" } }, "outputs": [ { "data": { "text/plain": [ "(500, 3, 1000)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr = ((1, .2, -.3), (.2, 1, .1), (-.3, .1, 1))\n", "x = my_process(x0=1, vshape=3, corr=corr,\n", " paths=1000)(timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "7e56fd03", "metadata": {}, "source": [ "3. Vector process as above, with 10000 paths and\n", " **time-dependent parameters and correlations**:\n", "\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "6a289328", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:14.302460Z", "iopub.status.busy": "2021-08-23T07:46:14.302460Z", "iopub.status.idle": "2021-08-23T07:46:14.835575Z", "shell.execute_reply": "2021-08-23T07:46:14.835575Z" } }, "outputs": [ { "data": { "text/plain": [ "(500, 3, 10000)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sigma = lambda t: 0.1 + t\n", "theta = lambda t: 2-t\n", "k = lambda t: 2/(t+1)\n", "c02 = lambda t: -0.1*np.cos(3*t)\n", "c12 = lambda t: 0.1*np.sign(0.5-t)\n", "corr = lambda t: (( 1, -.2, c02(t)),\n", " ( -.2, 1, c12(t)),\n", " (c02(t), c12(t), 1))\n", "x = my_process(x0=1, vshape=3, corr=corr,\n", " theta=theta, k=k, sigma=sigma, paths=10*1000)(timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "9d19c81d", "metadata": {}, "source": [ " This plot illustrates the correlations among the components of\n", " ``x`` increments, as a function of time and as compared to\n", " ``corr(t)``:\n", "\n" ] }, { "cell_type": "code", "execution_count": 11, "id": "3b9a5dbc", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:14.841618Z", "iopub.status.busy": "2021-08-23T07:46:14.841618Z", "iopub.status.idle": "2021-08-23T07:46:15.406110Z", "shell.execute_reply": "2021-08-23T07:46:15.406110Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dx = np.diff(x, axis=0)\n", "for i in range(3):\n", " for j in range(i + 1, 3):\n", " gr = plt.plot(\n", " timeline, corr(timeline)[i][j] + 0*timeline,\n", " timeline[1:], [np.cov(z)[i, j]/(z[i].std()*z[j].std())\n", " for z in dx]\n", " )\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "b05368db", "metadata": {}, "source": [ "4. A 1000 paths scalar process with **path-dependent initial conditions\n", " and parameters**, integrated **backwards** (``i0=-1``):\n", "\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "15bdd008", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:15.406110Z", "iopub.status.busy": "2021-08-23T07:46:15.406110Z", "iopub.status.idle": "2021-08-23T07:46:15.490443Z", "shell.execute_reply": "2021-08-23T07:46:15.490443Z" } }, "outputs": [ { "data": { "text/plain": [ "(500, 1000)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x0, sigma = np.zeros(1000), np.zeros(1000)\n", "x0[::2], x0[1::2] = 0., 2.\n", "sigma[::2], sigma[1::2] = 0.5, 0.1\n", "x = my_process(x0=x0, sigma=sigma, paths=1000,\n", " theta=1, k=-2,\n", " i0=-1)(timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "9fa48acb", "metadata": {}, "source": [ " When integrating backwards, the inital conditions are applied\n", " at the final point in the given timeline:\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "41ff53f4", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:15.506057Z", "iopub.status.busy": "2021-08-23T07:46:15.506057Z", "iopub.status.idle": "2021-08-23T07:46:15.660204Z", "shell.execute_reply": "2021-08-23T07:46:15.660204Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "assert (x[-1, :] == x0).all()\n", "gr = plt.plot(timeline, x[:, :30])\n", "gr = plt.plot(timeline, np.full_like(timeline, 1), 'k--')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "20a4e7bd", "metadata": {}, "source": [ " Note the negative value of ``k``, with mean reversion\n", " towards ``theta=1`` occurring backwards in time.\n", "\n", "5. A scalar process computed on a **10 x 15 grid of parameters** ``sigma`` and\n", " ``k`` (note that the shape of the initial conditions and of each\n", " parameter should be broadcastable to the values of the process across\n", " paths, i.e. to shape ``vshape + (paths,)``):\n", "\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "1a4bd3b1", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:15.660204Z", "iopub.status.busy": "2021-08-23T07:46:15.660204Z", "iopub.status.idle": "2021-08-23T07:46:15.923173Z", "shell.execute_reply": "2021-08-23T07:46:15.923173Z" } }, "outputs": [ { "data": { "text/plain": [ "(5, 10, 15, 10000)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sigma = np.linspace(0., 1., 10).reshape(10, 1, 1)\n", "k = np.linspace(1., 2., 15).reshape(1, 15, 1)\n", "x = my_process(x0=1, theta=2, k=k, sigma=sigma, vshape=(10, 15),\n", " paths=10*1000)(coarse_timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "c7aa4a5b", "metadata": {}, "source": [ " A plot of the final average process values against ``k``\n", " illustrates a faster reversion to ``theta=2`` as\n", " ``k`` increases, as well as the independence of the\n", " process mean from ``sigma``:\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "b48dd969", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:15.923173Z", "iopub.status.busy": "2021-08-23T07:46:15.923173Z", "iopub.status.idle": "2021-08-23T07:46:16.108486Z", "shell.execute_reply": "2021-08-23T07:46:16.108486Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i in range(10):\n", " gr = plt.plot(k[0, :, 0], x[-1, i, :, :].mean(axis=-1))\n", "lb = plt.xlabel('k'), plt.ylabel('x(t=2).mean()')\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "f5eb8805", "metadata": {}, "source": [ " In the example above, set ``steps>=100`` to go from inaccurate and fast,\n", " to meaningful and slow.\n", "\n", "6. **Interactive modification** of process and integration parameters\n", " using the ``sdepy.kfunc`` decorator ``myp = sdepy.kfunc(my_process)``.\n", "\n", " The ``sdepy.kfunc`` decorated version of ``my_process`` is a subclass\n", " of ``sdepy.integrator`` and ``sdepy.SDE``, as ``my_process`` is,\n", " and fully replicates its functionality and interface:\n", "\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "9573e722", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.108486Z", "iopub.status.busy": "2021-08-23T07:46:16.108486Z", "iopub.status.idle": "2021-08-23T07:46:16.124110Z", "shell.execute_reply": "2021-08-23T07:46:16.124110Z" } }, "outputs": [ { "data": { "text/plain": [ "(True, True)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "issubclass(myp, sdepy.integrator), issubclass(myp, sdepy.SDE)\n" ] }, { "cell_type": "markdown", "id": "8a89deeb", "metadata": {}, "source": [ " In addition, and in contrast to ``my_process``,\n", " ``myp`` instances accept either an integration timeline,\n", " or a modified value of some integration or SDE parameters,\n", " or both, as illustrated below:\n", "\n" ] }, { "cell_type": "code", "execution_count": 17, "id": "6a555a02", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.124110Z", "iopub.status.busy": "2021-08-23T07:46:16.124110Z", "iopub.status.idle": "2021-08-23T07:46:16.362492Z", "shell.execute_reply": "2021-08-23T07:46:16.362492Z" } }, "outputs": [], "source": [ "p = myp(x0=1, sigma=1, paths=1000)\n", "\n", "x = p(timeline)\n", "x1, x2 = p(timeline, sigma=0.5), p(timeline, sigma=1.5)\n", "q = p(paths=100, vshape=(3,), k=2)\n", "y = q(timeline, sigma=0.5)\n" ] }, { "cell_type": "markdown", "id": "e782b1e7", "metadata": {}, "source": [ " ``x`` is the result of integrating ``p`` along ``timeline``\n", " (no difference here from a ``my_process`` instance);\n", " ``x1, x2`` are obtained by integration along ``timeline``\n", " by setting ``sigma`` to the given values,\n", " and keeping other parameters as stated when ``p`` was instantiated;\n", " ``q`` is another ``myp`` instance with updated default values\n", " for ``paths``, ``vshape`` and ``k``, and all else set as in ``p``;\n", " and finally, ``y`` was obtained by integrating ``q`` along ``timeline``,\n", " with its own parameters, save for ``sigma`` that was modified to ``0.5``.\n", "\n", " Moreover, for ``sdepy.kfunc`` classes, instantiation and computation\n", " may happen contextually:\n", "\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "fdc10ba7", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.362492Z", "iopub.status.busy": "2021-08-23T07:46:16.362492Z", "iopub.status.idle": "2021-08-23T07:46:16.440425Z", "shell.execute_reply": "2021-08-23T07:46:16.440425Z" } }, "outputs": [], "source": [ "x = myp(timeline, x0=1, sigma=1, paths=1000)\n" ] }, { "cell_type": "markdown", "id": "4558e090", "metadata": {}, "source": [ " is equivalent to:\n", "\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "4e819c6d", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.446472Z", "iopub.status.busy": "2021-08-23T07:46:16.446472Z", "iopub.status.idle": "2021-08-23T07:46:16.509048Z", "shell.execute_reply": "2021-08-23T07:46:16.509048Z" } }, "outputs": [], "source": [ "x = my_process(x0=1, sigma=1, paths=1000)(timeline)\n" ] }, { "cell_type": "markdown", "id": "46e631f4", "metadata": {}, "source": [ " ``sdepy.kfunc``-decorated classes allow to **state some central values\n", " of parameters for a given problem**, and to explore the effects\n", " of variatons in some of them via a concise interface,\n", " that **keeps the modified parameters in focus**\n", " and all the rest in the background.\n", "\n", " To **inspect the parameters stored** in a ``sdepy.kfunc`` instance,\n", " use the read-only ``params`` attribute:\n", "\n" ] }, { "cell_type": "code", "execution_count": 20, "id": "a97cd7c6", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.509048Z", "iopub.status.busy": "2021-08-23T07:46:16.509048Z", "iopub.status.idle": "2021-08-23T07:46:16.524662Z", "shell.execute_reply": "2021-08-23T07:46:16.524662Z" } }, "outputs": [ { "data": { "text/plain": [ "{'paths': 100,\n", " 'vshape': (3,),\n", " 'dtype': None,\n", " 'rng': None,\n", " 'steps': None,\n", " 'i0': 0,\n", " 'info': None,\n", " 'getinfo': True,\n", " 'method': 'euler',\n", " 'x0': array(1),\n", " 'sigma': array(1),\n", " 'k': array(2),\n", " 'dw': None,\n", " 'corr': None,\n", " 'rho': None,\n", " 'theta': array(1.)}" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "q.params\n" ] }, { "cell_type": "markdown", "id": "e78686e5", "metadata": {}, "source": [ " To test if an object is a kfunc, use ``sdepy.iskfunc()``:\n", "\n" ] }, { "cell_type": "code", "execution_count": 21, "id": "f2317d65", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.524662Z", "iopub.status.busy": "2021-08-23T07:46:16.524662Z", "iopub.status.idle": "2021-08-23T07:46:16.540288Z", "shell.execute_reply": "2021-08-23T07:46:16.540288Z" } }, "outputs": [ { "data": { "text/plain": [ "(True, True, False)" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sdepy.iskfunc(myp), sdepy.iskfunc(p), sdepy.iskfunc(my_process)\n" ] }, { "cell_type": "markdown", "id": "8e8f605f", "metadata": {}, "source": [ " The examples that follow illustrate, among other things, the\n", " use of ``myp`` as a ``sdepy.kfunc`` class.\n", "\n", "7. Processes generated using **integration results as stochasticity sources**\n", " (mind using consistent ``vshape`` and ``paths``, and synchronizing timelines):\n", "\n" ] }, { "cell_type": "code", "execution_count": 22, "id": "f8736e5a", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.546843Z", "iopub.status.busy": "2021-08-23T07:46:16.540288Z", "iopub.status.idle": "2021-08-23T07:46:16.763240Z", "shell.execute_reply": "2021-08-23T07:46:16.763240Z" } }, "outputs": [ { "data": { "text/plain": [ "(500, 3, 1000)" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "my_dw = sdepy.integrate(lambda t, x: {'dw': 1})(vshape=1, paths=1000)(timeline)\n", "p = myp(dw=my_dw, vshape=3, paths=1000,\n", " x0=1, sigma=((1,), (2,), (3,)))\n", "x = p(timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "fcb3f138", "metadata": {}, "source": [ " Now, ``x1, x2, x3 = = x[:, 0], x[:, 1], x[:, 2]`` have different ``sigma``,\n", " but share the same ``dw`` increments, as can be seen plotting a path:\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "id": "f56ae385", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.778847Z", "iopub.status.busy": "2021-08-23T07:46:16.778847Z", "iopub.status.idle": "2021-08-23T07:46:16.894811Z", "shell.execute_reply": "2021-08-23T07:46:16.894811Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "k = 0 # path to be plotted\n", "gr = plt.plot(timeline, x[:, :, k])\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "68bac7fa", "metadata": {}, "source": [ " If more integrations steps are needed between points in the output timeline,\n", " use ``steps`` to keep the integration timeline consistent with the one\n", " of ``my_dw``:\n", "\n" ] }, { "cell_type": "code", "execution_count": 24, "id": "d0857895", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:16.894811Z", "iopub.status.busy": "2021-08-23T07:46:16.894811Z", "iopub.status.idle": "2021-08-23T07:46:17.064593Z", "shell.execute_reply": "2021-08-23T07:46:17.064593Z" } }, "outputs": [ { "data": { "text/plain": [ "(5, 3, 1000)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x = p(coarse_timeline, steps=timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "dddd2a31", "metadata": {}, "source": [ "8. Using **stochasticity sources with memory**\n", " (mind using consistent ``vshape`` and ``paths``):\n", "\n" ] }, { "cell_type": "code", "execution_count": 25, "id": "1ed665b8", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.064593Z", "iopub.status.busy": "2021-08-23T07:46:17.064593Z", "iopub.status.idle": "2021-08-23T07:46:17.080167Z", "shell.execute_reply": "2021-08-23T07:46:17.080167Z" } }, "outputs": [], "source": [ "my_dw = sdepy.true_wiener_source(paths=1000)\n", "p = myp(x0=1, theta=1, k=1, sigma=1, dw=my_dw, paths=1000)\n" ] }, { "cell_type": "markdown", "id": "6909a572", "metadata": {}, "source": [ " ``my_dw``, as a ``sdepy.true_wiener_source`` instance\n", " has memory of, and generates new Wiener process increments\n", " consistent with, its formerly realized values.\n", " As a consequence, processes defined invoking ``p``\n", " share the same underlying Wiener process increments:\n", "\n" ] }, { "cell_type": "code", "execution_count": 26, "id": "1efb8714", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.080167Z", "iopub.status.busy": "2021-08-23T07:46:17.080167Z", "iopub.status.idle": "2021-08-23T07:46:17.481274Z", "shell.execute_reply": "2021-08-23T07:46:17.481274Z" } }, "outputs": [], "source": [ "t1 = np.linspace(0., 1., 30)\n", "t2 = np.linspace(0., 1., 100)\n", "t3 = t = np.linspace(0., 1., 300)\n", "x1, x2, x3 = p(t1), p(t2), p(t3)\n", "y1, y2, y3 = p(t, theta=1.5), p(t, theta=1.75), p(t, theta=2)\n" ] }, { "cell_type": "markdown", "id": "8e98052f", "metadata": {}, "source": [ " ``x1, x2, x3`` illustrate SDE integration convergence as time steps\n", " become smaller, and ``y1, y2, y3`` illustrate\n", " how ``theta`` affects paths, all else being equal:\n", "\n" ] }, { "cell_type": "code", "execution_count": 27, "id": "d104367d", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.481274Z", "iopub.status.busy": "2021-08-23T07:46:17.481274Z", "iopub.status.idle": "2021-08-23T07:46:17.766509Z", "shell.execute_reply": "2021-08-23T07:46:17.766509Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "i = 0 # path to be plotted\n", "gr = plt.plot(t, x1(t)[:, i], t, x2(t)[:, i], t, x3(t)[:, i])\n", "plt.show() \n", "gr = plt.plot(t, y1[:, i], t, y2[:, i], t, y3[:, i])\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "1280c49c", "metadata": {}, "source": [ "------------------------------------\n", "How to handle the integration output\n", "------------------------------------\n", "\n", "SDE integrators return instances of ``sdepy.process``,\n", "a subclass of ``np.ndarray``\n", "with a timeline stored in the ``t`` attribute\n", "(note the shape of ``x``,\n", "repeatedly used in the examples below):\n", "\n" ] }, { "cell_type": "code", "execution_count": 28, "id": "24d9161d", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.766509Z", "iopub.status.busy": "2021-08-23T07:46:17.766509Z", "iopub.status.idle": "2021-08-23T07:46:17.797901Z", "shell.execute_reply": "2021-08-23T07:46:17.797901Z" } }, "outputs": [ { "data": { "text/plain": [ "(101, 3, 1000)" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "coarse_timeline = (0., 0.25, 0.5, 0.75, 1.0)\n", "timeline = np.linspace(0., 1., 101)\n", "x = my_process(x0=1, vshape=3, paths=1000)(timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "a0f21e41", "metadata": {}, "source": [ "``x`` is a ``sdepy.process`` instance:\n", "\n" ] }, { "cell_type": "code", "execution_count": 29, "id": "416f5074", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.797901Z", "iopub.status.busy": "2021-08-23T07:46:17.797901Z", "iopub.status.idle": "2021-08-23T07:46:17.813525Z", "shell.execute_reply": "2021-08-23T07:46:17.813525Z" } }, "outputs": [ { "data": { "text/plain": [ "sdepy.infrastructure.process" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(x)\n" ] }, { "cell_type": "markdown", "id": "9c7a553b", "metadata": {}, "source": [ "and is based on the given timeline:\n", "\n" ] }, { "cell_type": "code", "execution_count": 30, "id": "c1a2a4b5", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.813525Z", "iopub.status.busy": "2021-08-23T07:46:17.813525Z", "iopub.status.idle": "2021-08-23T07:46:17.829021Z", "shell.execute_reply": "2021-08-23T07:46:17.829021Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "np.isclose(timeline, x.t).all()\n" ] }, { "cell_type": "markdown", "id": "5d3e437b", "metadata": {}, "source": [ "Whenever possible, a process will store references, not copies, of timeline\n", "and values. In fact:\n", "\n" ] }, { "cell_type": "code", "execution_count": 31, "id": "17a5e733", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.829021Z", "iopub.status.busy": "2021-08-23T07:46:17.829021Z", "iopub.status.idle": "2021-08-23T07:46:17.845013Z", "shell.execute_reply": "2021-08-23T07:46:17.845013Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "timeline is x.t\n" ] }, { "cell_type": "markdown", "id": "aed76f2f", "metadata": {}, "source": [ "The first axis is reserved for the timeline, the last for paths, and axes\n", "in the middle match the shape of process values:\n", "\n" ] }, { "cell_type": "code", "execution_count": 32, "id": "a2939976", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.851064Z", "iopub.status.busy": "2021-08-23T07:46:17.851064Z", "iopub.status.idle": "2021-08-23T07:46:17.867088Z", "shell.execute_reply": "2021-08-23T07:46:17.867088Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x.shape == x.t.shape + x.vshape + (x.paths,)\n" ] }, { "cell_type": "markdown", "id": "e668b2eb", "metadata": {}, "source": [ "Calling processes interpolates in time:\n", "\n" ] }, { "cell_type": "code", "execution_count": 33, "id": "3b5fbfaa", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.867088Z", "iopub.status.busy": "2021-08-23T07:46:17.867088Z", "iopub.status.idle": "2021-08-23T07:46:17.882719Z", "shell.execute_reply": "2021-08-23T07:46:17.882719Z" } }, "outputs": [ { "data": { "text/plain": [ "(5, 3, 1000)" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = x(coarse_timeline)\n", "y.shape\n" ] }, { "cell_type": "markdown", "id": "d7e85842", "metadata": {}, "source": [ "The result is always an array, not a process:\n", "\n" ] }, { "cell_type": "code", "execution_count": 34, "id": "0510e8b5", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.882719Z", "iopub.status.busy": "2021-08-23T07:46:17.882719Z", "iopub.status.idle": "2021-08-23T07:46:17.898329Z", "shell.execute_reply": "2021-08-23T07:46:17.898329Z" } }, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(y)\n" ] }, { "cell_type": "markdown", "id": "a8d03993", "metadata": {}, "source": [ "Indexing works as usual, and returns NumPy arrays:\n", "\n" ] }, { "cell_type": "code", "execution_count": 35, "id": "0de3ef9b", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.898329Z", "iopub.status.busy": "2021-08-23T07:46:17.898329Z", "iopub.status.idle": "2021-08-23T07:46:17.913872Z", "shell.execute_reply": "2021-08-23T07:46:17.913872Z" } }, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(x[0])\n" ] }, { "cell_type": "markdown", "id": "ab87d1a8", "metadata": {}, "source": [ "All array methods are unchanged (no overriding),\n", "and return NumPy arrays as well:\n", "\n" ] }, { "cell_type": "code", "execution_count": 36, "id": "aeef3a18", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.913872Z", "iopub.status.busy": "2021-08-23T07:46:17.913872Z", "iopub.status.idle": "2021-08-23T07:46:17.929237Z", "shell.execute_reply": "2021-08-23T07:46:17.929237Z" } }, "outputs": [ { "data": { "text/plain": [ "numpy.ndarray" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "type(x.mean(axis=0))\n" ] }, { "cell_type": "markdown", "id": "9d357337", "metadata": {}, "source": [ "You can slice processes along time, values and paths with special indexing.\n", "\n", "- Time indexing:\n", "\n" ] }, { "cell_type": "code", "execution_count": 37, "id": "6ce67ae9", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.929237Z", "iopub.status.busy": "2021-08-23T07:46:17.929237Z", "iopub.status.idle": "2021-08-23T07:46:17.945203Z", "shell.execute_reply": "2021-08-23T07:46:17.945203Z" } }, "outputs": [ { "data": { "text/plain": [ "(51, 3, 1000)" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = x['t', ::2]\n", "y.shape\n" ] }, { "cell_type": "markdown", "id": "d5285162", "metadata": {}, "source": [ "- Values indexing:\n", "\n" ] }, { "cell_type": "code", "execution_count": 38, "id": "29928688", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.951245Z", "iopub.status.busy": "2021-08-23T07:46:17.951245Z", "iopub.status.idle": "2021-08-23T07:46:17.967270Z", "shell.execute_reply": "2021-08-23T07:46:17.967270Z" } }, "outputs": [ { "data": { "text/plain": [ "(101, 1000)" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = x['v', 0]\n", "y.shape\n" ] }, { "cell_type": "markdown", "id": "49a9b333", "metadata": {}, "source": [ "- Paths indexing:\n", "\n" ] }, { "cell_type": "code", "execution_count": 39, "id": "66beee32", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.967270Z", "iopub.status.busy": "2021-08-23T07:46:17.967270Z", "iopub.status.idle": "2021-08-23T07:46:17.982892Z", "shell.execute_reply": "2021-08-23T07:46:17.982892Z" } }, "outputs": [ { "data": { "text/plain": [ "(101, 3, 10)" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y = x['p', :10]\n", "y.shape\n" ] }, { "cell_type": "markdown", "id": "e57dac65", "metadata": {}, "source": [ "The output of a special indexing operation is a process:\n", "\n" ] }, { "cell_type": "code", "execution_count": 40, "id": "c50e3709", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.982892Z", "iopub.status.busy": "2021-08-23T07:46:17.982892Z", "iopub.status.idle": "2021-08-23T07:46:17.998514Z", "shell.execute_reply": "2021-08-23T07:46:17.998514Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "isinstance(y, sdepy.process)\n" ] }, { "cell_type": "markdown", "id": "870f3648", "metadata": {}, "source": [ "Smart indexing is allowed. To select paths that cross ``x=0``\n", "at some point and for some component, use:\n", "\n" ] }, { "cell_type": "code", "execution_count": 41, "id": "bbbe921d", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:17.998514Z", "iopub.status.busy": "2021-08-23T07:46:17.998514Z", "iopub.status.idle": "2021-08-23T07:46:18.014062Z", "shell.execute_reply": "2021-08-23T07:46:18.014062Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "i_negative = x.min(axis=(0, 1)) < 0\n", "y = x['p', i_negative]\n", "y.shape == (101, 3, i_negative.sum())\n" ] }, { "cell_type": "markdown", "id": "05f5befb", "metadata": {}, "source": [ "You can do algebra with processes that either share the same timeline, or are constant\n", "(a process with a one-point timeline is assumed to be constant), and either have the\n", "same number of paths, or are deterministic (with one path):\n", "\n" ] }, { "cell_type": "code", "execution_count": 42, "id": "ad3593ff", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:18.014062Z", "iopub.status.busy": "2021-08-23T07:46:18.014062Z", "iopub.status.idle": "2021-08-23T07:46:18.029429Z", "shell.execute_reply": "2021-08-23T07:46:18.029429Z" } }, "outputs": [ { "data": { "text/plain": [ "(True, True)" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "x_const = x['t', 0] # a constant process\n", "x_one_path = x['p', 0] # a process with one path\n", "\n", "y = np.exp(x) - x_const\n", "z = np.maximum(x, x_one_path)\n", "\n", "isinstance(y, sdepy.process), isinstance(z, sdepy.process)\n" ] }, { "cell_type": "markdown", "id": "08eafcf2", "metadata": {}, "source": [ "When integrating SDEs, the SDE parameters and/or stochasticity sources\n", "accept processes as valid values (mind using deterministic processes, or\n", "synchronizing the number of paths, and make sure that the shape of values\n", "do broadcast together). To use a realization of ``my_process``\n", "as the volatility of a 3-component lognormal process, do as follows:\n", "\n" ] }, { "cell_type": "code", "execution_count": 43, "id": "b2d3d8b4", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:18.029429Z", "iopub.status.busy": "2021-08-23T07:46:18.029429Z", "iopub.status.idle": "2021-08-23T07:46:18.198843Z", "shell.execute_reply": "2021-08-23T07:46:18.198843Z" } }, "outputs": [], "source": [ "stochastic_vol = my_process(x0=1, paths=10*1000)(timeline)\n", "stochastic_vol_x = sdepy.lognorm_process(x0=1, vshape=3, paths=10*1000,\n", " mu=0, sigma=stochastic_vol)(timeline)\n" ] }, { "cell_type": "markdown", "id": "e6a4931a", "metadata": {}, "source": [ "Processes have specialized methods, and may be analyzed, and their statistics\n", "cumulated across multiple runs, using the ``sdepy.montecarlo`` class. Some examples follow:\n", "\n", "1. Cumulative probability distribution function at t=0.5\n", " of the process values of ``x`` across paths:\n", "\n" ] }, { "cell_type": "code", "execution_count": 44, "id": "bec817da", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:18.198843Z", "iopub.status.busy": "2021-08-23T07:46:18.198843Z", "iopub.status.idle": "2021-08-23T07:46:18.214469Z", "shell.execute_reply": "2021-08-23T07:46:18.214469Z" } }, "outputs": [], "source": [ "cdf = x.cdf(0.5, x=np.linspace(-2, 2, 100)) # an array\n" ] }, { "cell_type": "markdown", "id": "3b737957", "metadata": {}, "source": [ "2. Characteristic function at t=0.5 of the same distribution:\n", "\n" ] }, { "cell_type": "code", "execution_count": 45, "id": "48988241", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:18.214469Z", "iopub.status.busy": "2021-08-23T07:46:18.214469Z", "iopub.status.idle": "2021-08-23T07:46:18.245814Z", "shell.execute_reply": "2021-08-23T07:46:18.245814Z" } }, "outputs": [], "source": [ "chf = x.chf(0.5, u=np.linspace(-2, 2, 100)) # an array\n" ] }, { "cell_type": "markdown", "id": "d3f0113b", "metadata": {}, "source": [ "3. Standard deviation across paths:\n", "\n" ] }, { "cell_type": "code", "execution_count": 46, "id": "31e930b8", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:18.251824Z", "iopub.status.busy": "2021-08-23T07:46:18.251824Z", "iopub.status.idle": "2021-08-23T07:46:18.267835Z", "shell.execute_reply": "2021-08-23T07:46:18.267835Z" } }, "outputs": [ { "data": { "text/plain": [ "(101, 3, 1)" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "std = x.pstd() # a one-path process\n", "std.shape\n" ] }, { "cell_type": "markdown", "id": "0e1937cc", "metadata": {}, "source": [ "4. Maximum value reached along the timeline:\n", "\n" ] }, { "cell_type": "code", "execution_count": 47, "id": "79a6ddf6", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:18.267835Z", "iopub.status.busy": "2021-08-23T07:46:18.267835Z", "iopub.status.idle": "2021-08-23T07:46:18.283128Z", "shell.execute_reply": "2021-08-23T07:46:18.283128Z" } }, "outputs": [ { "data": { "text/plain": [ "(1, 3, 1000)" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xmax = x.tmax() # a constant process\n", "xmax.shape\n" ] }, { "cell_type": "markdown", "id": "b3590c20", "metadata": {}, "source": [ "5. A linearly interpolated, or Gaussian kernel estimate (default)\n", " of the probability distribution function (pdf) and its cumulated\n", " values (cdf) across paths, at a given time point,\n", " may be obtained using the ``montecarlo`` class:\n", "\n" ] }, { "cell_type": "code", "execution_count": 48, "id": "a32a3bf9", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:18.283128Z", "iopub.status.busy": "2021-08-23T07:46:18.283128Z", "iopub.status.idle": "2021-08-23T07:46:18.430441Z", "shell.execute_reply": "2021-08-23T07:46:18.430441Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "y = x(1)[0] # 0-th component of x at time t=1\n", "a = sdepy.montecarlo(y, bins=30)\n", "ygrid = np.linspace(y.min(), y.max(), 200)\n", "gr = plt.plot(ygrid, a.pdf(ygrid), ygrid, a.cdf(ygrid))\n", "gr = plt.plot(ygrid, a.pdf(ygrid, method='interp', kind='nearest'))\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "1c58cd6a", "metadata": {}, "source": [ "6. A ``sdepy.montecarlo`` instance can be used to cumulate the results\n", " of multiple simulations, across multiple components of process values:\n", "\n" ] }, { "cell_type": "code", "execution_count": 49, "id": "fa42fdd8", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:18.430441Z", "iopub.status.busy": "2021-08-23T07:46:18.430441Z", "iopub.status.idle": "2021-08-23T07:46:19.433934Z", "shell.execute_reply": "2021-08-23T07:46:19.433934Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "p = my_process(x0=1, vshape=3, paths=10*1000)\n", "a = sdepy.montecarlo(bins=100) # empty montecarlo instance\n", "for _ in range(10):\n", " x = p(timeline) # run simulation\n", " a.update(x(1)) # cumulate x values at t=1\n", "a.paths\n", "gr = plt.plot(ygrid, a[0].pdf(ygrid), ygrid, a[0].cdf(ygrid))\n", "gr = plt.plot(ygrid, a[0].pdf(ygrid, method='interp', kind='nearest'))\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "79855fdb", "metadata": {}, "source": [ "--------------------------------\n", "Example - Stochastic Runge-Kutta\n", "--------------------------------\n", "\n", "Minimal implementation of a basic stochastic Runge-Kutta integration\n", "scheme, as a subclass of ``sdepy.integrator``\n", "(the ``A`` and ``dZ`` methods below are the standardized way\n", "in which equations are exposed to integrators):\n", "\n" ] }, { "cell_type": "code", "execution_count": 50, "id": "248bb75a", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:19.433934Z", "iopub.status.busy": "2021-08-23T07:46:19.433934Z", "iopub.status.idle": "2021-08-23T07:46:19.449551Z", "shell.execute_reply": "2021-08-23T07:46:19.449551Z" } }, "outputs": [], "source": [ "from numpy import sqrt\n", "class my_integrator(sdepy.integrator):\n", " def next(self):\n", " t, new_t = self.itervars['sw']\n", " x, new_x = self.itervars['xw']\n", " dt = new_t - t\n", " A, dZ = self.A(t, x), self.dZ(t, dt)\n", " a, b, dw = A['dt'], A['dw'], dZ['dw']\n", " b1 = self.A(t, x + a*dt + b*sqrt(dt))['dw']\n", " new_x[...] = x + a*dt + b*dw + (b1 - b)/2 * (dw**2 - dt)/sqrt(dt)\n" ] }, { "cell_type": "markdown", "id": "62c7ae7d", "metadata": {}, "source": [ "SDE of a lognormal process, as a subclass of ``sdepy.SDE``,\n", "and classes that integrate it with the default integration method\n", "(``euler``) and via ``my_integrator`` (``rk``):\n", "\n" ] }, { "cell_type": "code", "execution_count": 51, "id": "36cb3727", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:19.455564Z", "iopub.status.busy": "2021-08-23T07:46:19.455564Z", "iopub.status.idle": "2021-08-23T07:46:19.471582Z", "shell.execute_reply": "2021-08-23T07:46:19.471582Z" } }, "outputs": [], "source": [ "class my_SDE(sdepy.SDE):\n", " def sde(self, t, x):\n", " return {'dt': 0, 'dw': x}\n", "\n", "class euler(my_SDE, sdepy.integrator):\n", " pass\n", "\n", "class rk(my_SDE, my_integrator):\n", " pass\n" ] }, { "cell_type": "markdown", "id": "6731b27f", "metadata": {}, "source": [ "Comparison of integration errors, as the integration from ``t=0`` to\n", "``t=1`` is carried out with an increasing number of steps, against\n", "the integration result of ``sdepy.lognorm_process``, which returns\n", "an exact result irrespective of the number and size\n", "of the integration steps (this happens since, by implementation,\n", "it integrates the linear SDE for ``log(x)``):\n", "\n" ] }, { "cell_type": "code", "execution_count": 52, "id": "dc64244f", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:19.486858Z", "iopub.status.busy": "2021-08-23T07:46:19.486858Z", "iopub.status.idle": "2021-08-23T07:46:24.349749Z", "shell.execute_reply": "2021-08-23T07:46:24.349749Z" } }, "outputs": [ { "data": { "image/png": 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KhQXzf3c39fr9eYdPpDP4gxV0rBvJUz3r+/TCIF+QlW2Zu/EA7y/eyeHUdEZ2rE2/FtWK1L2lIuI+lUkvsdbS47XF/K13A9rFlPfMRZe/DTsXwqCpnrmen8jMyuZwajoHkp1CeL4cJqedL4kHU9LJzM6mUqkwKpYKo1KE82PFUmFUKhVGpYhQKoSHUaFUKKFB+oP3YhlZ2bzw9WYWbDnEu4NbUL9SKa+87/7k0wwau4LbmlThsZvqqEjm0urdSbyzYAc/JyTzQLua3HtDDS3WERGvUJn0oskr9/L95oOMvb+lZy6YmQ5vt4Ler0Otzp65poustaSczjxfCH9dENPPP3bs5BnKlgi5UA4jQqlUKowK54ui83ipsCAVknz4/KcEnv9qM3/v3YA+TasW6HvFJ53inrE/cm/rGjzYqXaBvldh98uBFN5buJP5Ww4xoGUUQ9vXpEK4f21QLyL+RWXSi06fyaLdSz/w+UNtPbdqduMXsOgVeHAhBPjuCNuZzOyzI4aXlMOzZfHcVHRQQAAVS4U6hTA8jIoRYedHF889HlkylKAivLLXmzYlpjDq4zi6NajIkz3rF8iK6h2HUxk8dgWjOtfmvjY1PX79oio+6RRjF+/ki7WJ3HJ9ZR7sWMunVuuLSOGhMullL87eTGaW5ZlbG3jmgtbCuO7Q/H5oNsgz18zV21uSTp751cjhgeQ0Dp04VxSdx0+kZVC+ZOhF08zOFHOls99XPDuaWDLU9/Y6LOqOnzrDY1PWkpaRxVv3NCcy3HPnYW/en8L941byh+716B9b3WPXlQuOpKYzYeluPlmxh/Z1IhnVqRYNq0S4HUtEChGVSS/bd/w0t7yxmCV/vtFzxSl+lbP35KNxXtnIfMfhVF6a/Qub9qdw6EQ6xYIDLxTC8NDz08znRxQjQilXIlQrTf1YVrbl9e+2Mj0ugbcGNad5VP63o1mXcJyhE1bxt94Nua1JFQ+klKs5kZbB5JV7+WDJLupXKsXozrVpreMaRcQDVCZdMPrjONrULufZKb1pQ6BCA+j0J89d8xKnz2Tx1vxtTFqxl4e7xNCtQUUqhIf5xebc4hnfbTrIn2es44mb63JPq6g8F5HVu5N48KM4XryzMTc3rOThlHI16ZlZfLZmH+8t3EHZEiGM7hzDTfUrFLmdC0TEc1QmXbBi51Ge+nw93z3eyXO/gR/bDWM6w0MrILyiZ655kXmbDvLszI00r1GGp2+5joqldEN/UbXzcCqjPo6jafXS/KNPo1xvQ7N0+xEenfwTr93dlI51IwsopVxLVrbl2w0H+O+C7ZzJzGZUp9rc1rRKkT5pSETyRmXSBdZabnljCX/uWZ9OnvzDdM5f4Uyqs7rbQ+KTTvHcrI3sPHKS5/s08ty2RuLXTqZn8qcZ69h79BTv3NucamVydnvFD78c5I/T1vHfQc1pXatcAaeUnLDWsnjbEd5ZsIO9SacY0SGau1tGacZBRHLsSmVSfzUtQMYYhrSryfiluzx74Y5/gM1fwcFN+b5UemYWb/2wjd5vLaFZVBlmP9ZBRVLOKxEaxFsDm3Fbkyrc/vYylmw7cs3XfL1uP3+avo4PhrRUkfQhxhg61o1k8sgbeOueZizfeZQO//6BN77fRvKpDLfjiYgfU5ksYLc1qcL6hGR2Hk713EWLlXEK5by/5esyS7Ydoedri1kbn8ysR9rzcJcYbewtv2GMYUTHWrwxsCmPT13LOwt2cKUZjRlxCTw7ayMfDm1F0+qlvRtUcqxZVBneGxzLlJE3EJ90io4vz+eFrzdxIDnN7Wgi4oc0ze0FL8/5hZPpWTx7W0PPXTTzDPy3NdzyKtS+MVcvPZiSxvNfbWJt/HH+3rsh3Rp4/t5LKZwSj59m9CdrqBIRxsv9mvxqp4JPVuzhze+38/HwVsRUCHcxpeRW4vHTjF28ixlrEujRsBIPdqpFrciSbscSER+jaW4XDb6hJp//tI+UNA9OJQWFQNfnYO4zkJ2Vo5dkZmUzdvFOery2iJrlSjDv8U4qkpIrVUoXY+qDN1C6eAi3v72U7YecEfexi3fyzoIdfPrgDSqSfqhK6WL8rXcDFvyhM5VLh9Hv3eU89Ekc6xKOux1NRPyAV0cmjTG3A7cAFYC3rbVzr/b8wjIyCfDIpDU0jyrD0PbRnruotTC+JzQdBM0HX/Wpq3cn8fQXGyhXMoR/9GlEbY06SD5NWbmXl+dsoXO9CqzZe4yPh7emaulibscSDziZnsmUVfGMXbyT2pElGd25Nm1rl9NelSJFXL5XcxtjxgG3AoestY0uerwH8DoQCIy11v4rB9cqA7xirR12tecVpjIZtyeJJ6b+zPzfd/bsPm8Jq+HTe89uZP7bI9SOpqbzr9m/sGjbYZ6+pQG3Xl9ZfyCIx/wcf5wxi3by994NqKBtpAqdM5nZfLl2H+8u3EHJ0CBGd67NzQ0qaa9KkSLKE2WyI5AKTDxXJo0xgcBWoBuQAKwCBuIUyxcvucRQa+2hs697FfjEWrvmau9ZmMqktZY+by/lsZvqcNN1Hp5anj4UyteFzk+efyg72zJlVTyvzt1Cn6ZVebxbHcLDgj37viJSJGRnW+ZuOsg7C7ZzIj2TUR1rc3uzqoQE6U4pkaLkSmUyx+f8WWsXGWNqXvJwK2C7tXbn2TeZAvSx1r6IM4p5aQgD/AuYfa0iWdgYYxjStiYTlu32fJm86e8wphO0GALhldiwL5m/frGBoADDR8Na06BKKc++n4gUKQEBhh6NKtG9YUWW7zzKOwt28J/vtjKsfTQDW0VRwlNHxoqIX8rv7wBVgfiLvk8AWl/l+Y8CXYEIY0yMtfbdS59gjBkJjASIiorKZzzfcsv1lXlx9i9sO3iCOhU9uEihTA1oNpgz8/7BC4EP8fX6A/ypez36tqim6SgR8RhjDG1rl6dt7fKsT0jm3YU7+O+CHdx7Qw2GtK1J2RIhbkcUERfkd47ick3livPm1to3rLUtrLWjLlckzz5njLU21lobGxlZuI5gCw0K5J5WUUxYttuj17XW8lXpgZxY9xVlU7cx7/GO9G9ZXUVSRApM42oRvD2oOTNGt+XwiTS6vLKA52ZtZN/x025HExEvy2+ZTACqX/R9NSAxn9cs1Aa1jmLWz4keO3Fi28ETDBjzI+/8eJRTNzzOY9kTKaPRARHxkujyJXjxzuuZ+3hHggMD6PX6Yn4/9We2HTzhdjQR8ZL8lslVQB1jTLQxJgQYAMzMbyhjTG9jzJjk5OT8XsrnVCgVxo31KzB1dfy1n3wVJ9MzeXH2Zu4e8yO9Gldm5iPtqd71YTi2B7Z/56G0IiI5U7FUGH/pdR2L/tiF6PLFGfj+j4ycuJqf9h5zO5qIFLAcl0ljzGRgOVDPGJNgjBlmrc0EHgHmAJuBqdbajfkNZa2dZa0dGRERkd9L+aQh7aL5cPlusrJzv8entZZvN+zn5v8s4lBKOt/+Twfub1uTwADjbGTe7R+52shcRMSTIooH88iNdVj8pxtpF1OeRyb9xIAxy1m49fAVj+EUEf+m4xRdcsd/lzKqU226N6yU49fsOXqSv8/cSMKx0zzfpxFtapf77ZOshfG9oMkAaHG/BxOLiOReRlY2X61L5J0FOwgODGB059r0bFTZ+QuwiPgVHafoY4a0rcmEpbtz9Ny0jCxe/24bt7+9lBtqleOb33W4fJEEMAa6/y/M/yekp3ousIhIHgQHBnBHs2p8+1hHHu9al3FLdnHTqwuYtGIvaRmaQREpDHyyTBbmeybP6dmoMjuPpPLLgZSrPm/h1sP0eG0Rm/Yn89XvOjCqU+1rbxRctQVEd4Blb3gwsYhI3gUEGLo2qMiM0W35d98mzNt0gI7/ns+7C3dwIs0zCxJFxB2a5nbRm99vY9/x0/zrrut/83P7k0/z/Feb2LAvhedua0iX+hVyd/Hje+G9jjB6GZSq4qHEIiKesykxhXcX7mDV7iReH9CMVtFl3Y4kIlehaW4fNLB1FN+s38+xk2fOP5aRlc2YRTvo9fpiYiqEM/fxjrkvkgClo6D5/fDDCx5MLCLiOQ2qlOKNgc345x2NeeiTNfx3wXay87AwUUTcpTLpovIlQ+nWoBJTVjnbBK3clcQtbyxmyfajfPZQO57oVpew4MC8v0GHJ2DbXDiw3kOJRUQ8r0v9Csx8pB3fbz7E0A9XkXTRX7BFxPf55DS3MaY30DsmJmbEtm3b3I5ToDbsS2bkxNXcULscy3cc5ZlbG9CzUSWcY8w9YOX78MtXMPgLZ3GOiIiPysjK5pU5W5j1cyJvDGxGbE1Ne4v4Er+a5i7s+0xerFHVCJpGlaZciRDmPdGJXo0re65IArQYAsn7tJG5iPi84MAAnup1Hc/f3ohRH8fx7sIdmvYW8QM+OTJ5TmFfgOM1v3wD3z8Ho5ZCYJDbaURErmnf8dM8OmkNpYuH8Gq/JjomVsQH+NXIpHhYvZ5QvDz89JHbSUREcqRq6WJ8+mAbakeW4NY3lxC3R8cyivgqlcmi4NxG5gtehPQTbqcREcmR4MAA/npLA569rSEPfrSa9xft1JGMIj7IJ8tkUdi03OuqNINanWHp624nERHJlW4NKvL5Q+34av1+RkxczfFTWu0t4kt8skwWpQU4XnXjM7BqrLMgR0TEj1QvW5xpD7ahRrkS3PLGEtbs1bS3iK/wyTIpBaR0dWjxAPzwv24nERHJtZCgAJ65tQF/692AER+uZuxiTXuL+AKVyaKm/ePONkH7f3Y7iYhInnRvWIkvHm7HrJ8TGflRHMmndLa3iJtUJouasFLQ+c8w92nQ3+hFxE9VL1ucaaPaUq1MMW55czFr44+7HUmkyFKZLIqaD4ETB5yjFkVE/FRIUAB/792Qp2+5jmETVjFuyS5Ne4u4wCfLpFZzF7DAIOj2PMx9BrIy3U4jIpIvPRpV5vOH2vH5T/sY9XEcyac17S3iTT5ZJrWa2wvqdoeSFWDNh24nERHJt6hyxZk+ug2VSoVx65uLWZdw3O1IIkWGT5ZJ8QJjoPsLsPAlSEtxO42ISL6FBgXyXJ9GPNXzOh4Yv4oJSzXtLeINKpNFWeUmUPtGWPqa20lERDymV+PKzBjdlmlxCTz0yRpS0jTtLVKQVCaLuhufgdXjIDnB7SQiIh5Ts3wJZoxuS/mSodz6xhI27NM9+CIFRWWyqIuoCrHD4Pvn3U4iIuJRYcGBPH97I/7YvR73jVvJR8t3a9pbpACoTAq0/x/YOR8Sf3I7iYiIx/VuUoUZo9syeWU8j0z+iROa9hbxKJ8sk9oayMtCw6Hzk85WQfpbu4gUQtHlS/DZQ20pXSyY3m9q2lvEk3yyTGprIBc0uw9OHoYts91OIiJSIMKCA3nhjsY83q0u941bycc/7tG0t4gH+GSZFBec28h83t8gS1NAIlJ49WlalWmj2vDxj3t4/qvNbscR8Xsqk3JBnW7Ogpy4CW4nEREpULUjSzJ1VBvmbDzAwq2H3Y4j4tdUJuUCY5zRyYX/hjTdTyQihVupsGBeuut6npyxTkcwiuSDyqT8WuXrnRHKJf9xO4mISIFrX6c83RpU5LlZG92OIuK3VCblt2582pnqPr7X7SQiIgXuyZ71idtzjLkbD7gdRcQvqUzKb5WqAi1HaCNzESkSiocE8Uq/Jjz9xQaSTp5xO46I31GZlMtr9xjsWgT74txOIiJS4FrWLEufplV4+ov12i5IJJd8skxq03IfEFoSujyljcxFpMj4/c312HowlVnr9rsdRcSv+GSZ1KblPqLZYMg4Be+0he+eg70rIDvL7VQiIgUiLDiQV/s14R+zNnIoJc3tOCJ+wyfLpPiIgEAY/j30fgNMAHz9e3ilDnw2EjbMgNPH3U4oIuJRTaqXZmCrKJ76TNPdIjllfPl/ltjYWLt69Wq3Y8jFkhNg6xzna88yqNIU6naHuj2gXIyzV6WIiB87k5lNn7eX8kC7mvSPre52nEJj2up49iad4q7m1ahZvoTbcSQPjDFx1trY3zyuMil5duaUs0hn67ewbS4EhTqlss7NUKMdBIW4nVBEJE82709h0NgVzHq0PVVLF3M7jl+z1vLynC3M3nCALvUq8OXafdSuUJL+sdXp1bgSxUOC3I4oOaQyKQXLWji4wSmWW+fA4a1Qq9OFclky0u2EIiK58vb87SzfcZSJQ1sREKBZl7zIyMrmyRnr2XE4lXFDWlK2RAhnMrP54ZdDTFsdz6rdSfRqXJl+sdVpHlUao9ktn6YyKd6Vehi2z3PK5Y4FUL6OUyzrdodKjTUdLiI+LzMrm7veXU7f5lUZ3Kam23H8zsn0TB76ZA2BAYa37ml22RHIgylpfLZmH9NWx2MM9I+tzh3Nq1IhPMyFxHItKpPinswzsHfZ2Xstv4WMtAv3WUZ3hJDibicUEbms7YdS6f/ecj5/qC01yuk+v5w6kprO0AmrqF8pnH/e0ZigwKuv97XWErfnGFNXx/PthgO0ii5H/9hqdKlfgeBrvFa8R2VSfMeR7Wenw7+FxLVQo41TLut0h9K62V1EfMvYxTuZs/EAU0a2IVDT3de05+hJ7hu3kj5NqvB4t7q5nro+mZ7J1+v3M211PLuOnOLO5lXp16IadSqGF1BiySmVSfFNp4/Djh+cUcvt8yC88oVRy6otnO2JRERclJ1tGfD+j9zcoCLDO9RyO45PW5dwnOEfruaxrnUY1LpGvq+383Aq0+ISmBGXQJXSxegfW51bm1SmVFiwB9JKbqlMiu/LzoKE1RcW8aQecBbv1LkZYm6CMG1iLyLu2Hv0FH3eXsK0UW2IqaARsstZuPUwT3y6ln/e2ZjuDSt59NqZWdks2naYaasTWLL9CN2uq0i/2Oq0ji6rxVFepDIp/ud4PGw7t6fl8rN7WvZwvsrHuJ1ORIqYj3/cw7TV8cwY3faa9wAWNTPiEnhx9mbevbcFsTXLFuh7HU1N54u1iUxdFc/pjCz6tajGXS2qUaWIbOGUkZXNd5sOMmnlXkZ2rEWHOt7bLUVlUvzbmZMX9rTcOgeCi19YHR7VRntaikiBs9Zy37iVtI4uyyM31nE7jk+w1vLOwh188uNePhza0qujttZa1u9LZurqeL5at5/rq5Wmf2w1ujWoSGhQ4btFau/RU0xetZdpqxOoFVmCe1pF0aNRJcKCvffv6ldl0hjTG+gdExMzYtu2bW7HEV9jLRxYd+EknqPboFZnp1zGdNOeliJSYBKPn+bWN5fw0bBWNKxStG+9ycq2/GPWRlbsSmLCA62oFOHedj5pGVnM2XiAqavj2ZSYQp+mVekXW83vf40ysrKZt+kgk1fuZWNiCnc0q8rAVlHEVCjpSh6/KpPnaGRSciT1EGw7u6flzoUQWffCIp6KjbSnpYh41PS4BMYu3snMR9oTElQ0p7vTMrJ4Yupakk6e4b3BsUQU850FMfFJp5gel8D0uARKFw+mf2x1+jStQuni/jODtefoSaasij8/CjmodRTdG3p3FPJyVCalaMhMd84M3zoHts6GrIxf72kZXDTuqRGRgmOtZcTEOOpXCucP3eu5Hcfrkk9nMGLiaiLDQ/m//k18dko5O9uybMdRpq6OZ/6WQ3SsG0n/2Oq0jynvk1s8ncnM5rvNF0Yh72xWlQEujkJejsqkFD3WwpFtF84OT1wLNdpCvZ7QdJDusxSRPDt0Io1ery/m/ftiaRZVxu04XrM/+TRDxq2ibUw5nrmlgd+spE4+lcHMn/cxdXUCR1LT6duiGv1aVCeqnPuHZlw8Clk7sgT3+Mgo5OWoTIqcPubsaRn3IWRnQr8PdX+liOTZV+sS+b95W/nmdx188g9+T9t68AQPjF/FfW1qMLJjLb89R3tTYgrT4uKZuTaROhVL0j+2Oj0bVaZYiPd+Dc+NQk5asZdN+51RyIGto6gd6TujkJejMilyTnY2zH8B1n0Kd3/sbDkkIpIHD09aQ+VSYTx9awO3oxSoVbuTGP1xHH+95TruaFbN7TgekZ6ZxQ+bDzF1dTxr9h6nV+PK9I+tRtPqpQusKO85epLJK+OZHpdATIUSDGzlu6OQl6MyKXKpjV/A109Az39D475upxERP5R08gw9XlvEmwOb0bpWObfjFIhvN+znL59v4LW7m9KxbuGczTmQnMaMNQlMWx1PcGAA/WOrc3uzqkSGh+b72mcyL6zI3rw/hTubO/dC+voo5OWoTIpczoENMOUeaNAHuj6r4xtFJNfmbTrI819tYvZjHSgRGuR2HI+auHw3b/2wnXFDWtKoqn9vs5MT1lpW7T7G1NXxzNl4gDa1ytE/tjqd60XmeqP63UeceyEvHoXs0aiSzy5YygmVSZErOXkUpg+BwBC4aywUKzo304uIZ/x+6s8UCwngf29v7HYUj7DW8srcLXyz/gAfPtDKJxaqeFtqeiZfr0tk6uoE9iad4s5mVekXW/2qq6vPjUJOWrmHX/af4K4W1bi7ZXW/HIW8HJVJkavJyoS5TzurvgdMggr13U4kIn4k+XQGPV9bxEt9r/fq8XYFISMrm6c+W8+2gycYN6Ql5Urmf6rX320/lMq0uHg+W7OP6mWK0T+2OrdcX5nwMGd/zd1HTjJ51V5mxCVQp0I4A1tH0b1h4TuJR2VSJCfWToK5z8Btb0D9W9xOIyJ+ZNHWwzw5Yx3fPt6RUmG+s4l3bpxMz+ThSWswwNuDmlM8pHBN2+dXRlY2C7ccZurqeJbvPEq36ypy8ETa+VHIAS2rU6uQjEJejsqkSE4lxMHUwdD8fuj4RwgomidciEju/fXz9aRnZvNKvyZuR8m1I6npDJ2winoVw/nnnY0JzuU9gkXN4RPpzPo5kfLhoYVyFPJyrlQm9UkRuVS1FjDiB9g+D6bdB+mpbicSET/xl17XsXJXEvM2HXQ7Sq7sOXqSvu8so2OdSP7d93oVyRyIDA9laPtobmtSpUgUyavRp0XkcsIrwZCvIaw0fNANkna5nUhyw1pYPx0m3Q3bvnO+F/GCEqFBvNz3ev76+XqOnTzjdpwcWZ+QTL93lzOsQy3+0L2e325GLu5RmRS5kqBQuO1NiB3qFMod891OJDlxcCNMuBWWvgYxXeHbP8PEPs5xmiJe0LpWOXo3qcIzX25wO8o1Ldx6mPvHr+QffRox+IYabscRP6UyKXI1xkCrEdB3PHz+ICx/W6Ncvur0cZj9Z/jwNmh0B4xc6PzaPfSjs4/opP4wYzgc2+12UikC/ti9Hpv2p/DVukS3o1zRZ2sS+P3Utbw3uAU9GlVyO474MZVJkZyI7gDDv4OfJ8PnoyDjtNuJ5JzsbFjzEbzVEjLT4OGV0HL4hQ3oA4Oh5TB4dA2Ui4ExnWHOX+FUkquxpXALCw7k1X5NeHbmRg6dSHM7zq9Ya3lnwQ5enbuVySNuoGXNsm5HEj+nMimSU6WjYOhcyDoD43tC8j63E8m+OPigK6z5EAZNhd6vQ4krHGkXWhI6PwkPrYCMU/BWLCx5TX8xkALTLKoMd7eszl8+24Cv7JySlW15btYmvvhpH9NHt6FOxXC3I0kh4LUyaYy5zhjzrjFmujFmtLfeV8SjQopD33HOtOnYm2Dvj24nKppOHoGZj8Lkgc4o5NC5UKVZzl4bXhFu/Q8MnQMJq+DNWGd/0eysgs0sRdLvbqpDwrFTzFjj/l8+0zKyeHTyGjbtT2HqqDZUjijmdiQpJHJUJo0x44wxh4wxGy55vIcxZosxZrsx5smrXcNau9laOwroD/xmjyIRv2EMtH8cer8BUwZB3AS3ExUdWZmw8n14uzWEhMMjq6DpPXnbC7R8HRjwCfT9AFaPh/c6wnat/BbPCg0K5NX+TXjxm80kHndvFDz5dAb3j1sJwMShrYgo5p+bqotvytGm5caYjkAqMNFa2+jsY4HAVqAbkACsAgYCgcCLl1xiqLX2kDHmNuBJ4C1r7aRrva82LRefd2Q7TBkINTtAj39BUIjbiQqvPcvgmz86Z6f3ehkqXOe5a1sLm2fB989BRDXo9g+o7H+bTovvevP7bazcncTEoa28vvXOgeQ07h+3kja1y/HMrQ0IDNDWP5I3+T4BxxhTE/jqojLZBnjWWtv97PdPAVhrLy2Sl7vW19bay55VZ4wZCYwEiIqKarFnz54c5RNxTVoyfDYS0k9Avw+hpH+fy+tzUvbDvGdgz3K4+XloeIczOlwQsjKc+y8X/huiO8GNT0MZbZci+ZeZlc2d7yzj7pbVGdTae5+pbQdPMGT8Ku69oQajOtXSHpKSLwVxAk5VIP6i7xPOPnalAJ2NMW8YY94DvrnS86y1Y6y1sdba2MhI/aEsfiAsAgZMhqg28H4X7WfoKZlnYOnr8E5bZ/HTIyuh0Z0FVyTh7Mrv4fBoHJStBWM6aeW3eERQYACv9mvCK3O2sPfoKa+856rdSQx8/0d+f3NdRneurSIpBSY/ZfJyn8orDnNaaxdYa39nrX3QWvt2Pt5XxPcEBMBNz8DN/wsf3+mcviJ5t/17p0TuXuJsyXTT3yCkhPfePzQcujzl7FF55qSz8nvp65DhW1u8iH+pUzGchzrH8IfpP5OdXbD35n674QAPfhTHq/2bcmfzagX6XiL5KZMJQPWLvq8G+O7urCLe0PB2uG8mfP8PmPuMVgjn1rE9zqKmr59wivmgaVCutnt5witB79fggW8hfiW82QLWTtavq+TZ0PbRZGdbxi/bXWDv8dGPe/jblxuY8EBLOtXVDJ8UvPyUyVVAHWNMtDEmBBgAzPREKGNMb2PMmOTkZE9cTsS7KjWCEfNh/1rn1JXTx9xO5PsyTsOCfznTypWbOntB1uvhdqoLIutetPJ7HLzXyRk9FcmlwADDK/2a8NYP29h+KNWj17bW8sqcLXyweCfTRrXh+mqlPXp9kSvJ6dZAk4HlQD1jTIIxZpi1NhN4BJgDbAamWms3eiKUtXaWtXZkRESEJy4n4n0lysG9n0O5OvD+TXDoF7cT+SZr4Zev4e1WcGgTPLgYOv0RgsPcTnZ5UTfAsLnQ6U/OyvKJfWD/z26nEj9Ts3wJnuhWl99P+5nMrGyPXDMjK5s/z1jHom2HmT66LTXKefG2ECnycrya2w3aGkgKhbWTYO7TcNubUP+ymxgUTUe2OWdpJydAr39Drc5uJ8qdrAxnj9FFLzvZb3zaWSgkkgPZ2ZbB41bQtnZ5Hu4Sk69rnTqTycOfrCHbwn8HNadEaJCHUor8WkGs5i4wmuaWQqXpPXDPNGcka8FLzlnSRVl6Ksz7O3xwM9S+EUYv9b8iCc7K71YjnJXfZWo6m55r5bfkUECA4d99m/DBkl1s3p+S5+scTU1n4PsrKFsilLH3x6pIiit8skxqmlsKnWotYMQPsH0eTLvPKVRFjbXOKve3WkLqQXhoObR9xCll/iw0HLr85ZKV329o5bdcU9XSxXiyZ32emPozZzJz/5fMvUdP0ffd5bSPKccr/a4nONAn/0iXIkCfPBFvCa8EQ76GsNLwQTdI2ul2Iu85sAEm3AJLX4N+4+GOd53/HoXJ+ZXfs50z29+KhZ+naCRarqpfi2pUiQjjrR+25ep1G/Yl0/fdZTzQriZ/7F5fe0iKq1QmRbwpKNS5dzJ2qDPNu2O+24kK1unj8M2fnIUqje6EkQudRSyFWWQ9GDgJ7nwfVo2FMR1hxw9upxIfZYzhxTsbM2nlXn6OP56j1yzedpj7xq3kudsacl+bmgWaTyQnVCZFvM0Y5167vuPh8wdh+dvOFHBhkp0Naz5yprSzzsDDK52TZQIC3U7mPTXawLB50PGP8PUfYOLtsH+d26nEB1UoFcYztzbg99N+Ji3j6nuYfv5TAv8zZS3v3tuCno0reymhyNX55GpuY0xvoHdMTMyIbdtyN/Qv4leO74Up90CFhs4UaXAxtxPl3744Z7GRCYBeL0OVZm4nct+5ld8L/w21u2jlt/yGtZaHJ62hWpni/KXXdZf9+TGLdvLhst1MGNqKuhXDXUgpRZ1frebWAhwpMkpHwdC5zujd+J6QvM/tRHl38gjMfBQmD3RGIYfOVZE859zK79+tgdI1nJXfc5/WhvZynjGG5/s04vOf9rFq9693BMjOtvzjq03MWJPA9NFtVSTF5/hkmRQpUkKKQ99x0KAPvH+js3jDn2RlwooxzsbjIeHwyCpnO6QA/fbyG6HhcONfnZXf6Sec4xm18lvOKlcylP+9vRF/mPYzp85kApCemcWjU35iY2IK0x5sS5XShWD2Qgodn5zmPkeblkuRs3UufDEabnoGWgxxO83VpSTC5lnO9G3xcs6UdoXfTs/JVRzeAt89BwfWO1PfjfuphAtPfLqWkmFB/KF7PUZOXE2Z4iH85+6mhAUXoXuOxSddaZrbJ8uk7pmUIu3IdpgyEGp2gB7/gqAQtxNdcDweNs+ETV86RaheL2h0F8Tc5CwskrzZswzmPgNZ6dDtH85m7lJkJZ/KoMfriwgODKBLvUj+1rshgQH6/0vc51dl8hyNTEqRlZYMn42EtBToPxFKRrqX5dhupzxu+hKSdkH9XtDgdoju5FtF199Z6xT17551TtTp+hxUvt7tVOKSVbuT2Lw/hcE31NAekuIzVCZF/E12Nsx/AdZ9Cnd/DFWaeu+9j+64UCCTE+C6W517Omt28P8Ta3zdr1Z+3+jcY6mV3yLiA1QmRfzVxi/g6yeg57+hcd+Ce5/DWy8UyNSD0OA2p0BGtYVAnffrdWkpsOxNWPU+NBsMHZ6AYmXcTiUiRZjKpIg/O7DB2Y+yQR/o+qxnNv+2Fg7/4pTHjV9A2nG47lyBvKFobTDuy1L2w4IX4Zevof3/QMsREBzmdioRKYJUJkX83cmjMH0IBARD3w/yNkplLRzccGEE8swppzw26APVWmolsS879At8/xzEr4TojhDdAWp2hHK1tfhJRLzCr8qkVnOLXEFWprPZ9bY5MGAyVKh/7ddYC/t/hk1fOAUyO/NsgbwDqjZXEfE3x/bA7sWwa7Hzo82Gmu2d+1mjO0CZaP2aikiB8KsyeY5GJkWuYO0kp1Te9ibUv+W3P28t7FtzoUCaAGh4u1MiKzdV2SgsrIVjuy4Uy12LISDo7Kjl2YJZpobbKUWkkFCZFClsEuJg6mBofj90/KPz2L7Vzv2Pm2dCUNiFAlmxkQpkUWAtHN3+65HL4GLOdPi5ghlRze2UIuKnVCZFCqMTB+DTe8EEwvG9EBZx4R7ICtepQBZ11jqby+8+Wyx3L4HQUhfut4zuAOGV3E4pIn5CZVKksMpMhw0zoGoLiKzndhrxZdnZcHjzhVHL3UugRKQzYhndwZkWL1nB7ZQi4qNUJkVE5Neys53V/eemxfcug/DKFxbz1GgPJcq5nVJEfITKpIiIXF12lrPyf/cSp2Du/REiql8YtazZThunixRhflUmtTWQiIgPyMqE/Wth1yKnXMavgrI1L9xvWaOtc5+uiBQJflUmz9HIpIiID8nKcLac2r3ImRbfFwfl65wdtewANdpAaLjbKUWkgKhMioiIZ2WmO4Xy3IKefWucXQTOTYtH3QAhJdxOKSIecqUyGeRGGBERKQSCQp2p7hptgT9DRhokrHTuuVz0inP/ZaVGFxb0VG/t7HspIoWKyqSIiHhGcNjZc8M7Qhecs9/jVzijlvP/CQc2QJWmF07nqdbSeY2I+DWVSRERKRghxaF2F+cLID0V4n90psW/+7uzoXqVZlC3OzQbDMVKuxpXRPJGZVJERLwjtCTEdHW+ANJSnO2H1k+DxU2h6SBoPQpKV3c1pojkToDbAUREpIgKKwV1b4a73odRS5zH3usAM4Y791uKiF9QmRQREfdFVIPuL8BjP0Ol62HyQPiwN2z7zjljXER8lk9uDaRNy0VEirjMM7DxM1j2JthsaPMINO7rrCAXEVdon0kREfE/1sLO+U6pPLQZWo2E2Ad0rKOIC65UJjXNLSIivssYqH0jDP4cBk2DI1vh9aYw+0k4tsftdCKCyqSIiPiLSo3hjndh9DIIDIYxnWD6UEj8ye1kIkWayqSIiPiXiKpw8/Pw2Dqo0hym3AsTboWtcyA72+10IkWOyqSIiPinsFLQ9hF4bC00vx9+eB7eaQNrPnLODRcRr1CZFBER/xYYDNf3gwcXQ8+XYNMX8Nr1zvngp5LcTidS6KlMiohI4WAM1OoM986AwZ9B0k54oxnM/jMc2+12OpFCS2VSREQKn4oN4fb/wkM/QnAxGNMFpg2BfXFuJxMpdFQmRUSk8CpVGbo+C/+zDqq1gqn3w/hesGW2FuuIeIjKpIiIFH6h4dDmIfjdWogdCgtehLdbOaVSRPJFZVJERIqOwCDnWMaRC6HXy/DlI7BnudupRPyayqSIiBQ9xkDtLnDHezDtfp2mI5IPPlkmjTG9jTFjkpOT3Y4iIiKFWZ2u0P5xmDwA0k+4nUbEL/lkmbTWzrLWjoyIiHA7ioiIFHatR0H1VjBjOGRnuZ1GxO/4ZJkUERHxGmOg1ytw5iR896zbaUT8jsqkiIhIYDD0nwibZ8FPH7udRsSvqEyKiIgAFC8L93wK8/4Oe5a5nUbEb6hMioiInBNZD+58zzktR0cwiuSIyqSIiMjFYrpC+ydg0gBIS3E7jYjPU5kUERG5VOsHIeoGrfAWyQGVSRERkUsZ45yQk3ka5v3N7TQiPk1lUkRE5HICg6Hfh7DlG1jzkdtpRHyWyqSIiMiVFC8LAz919p/cvdTtNCI+SWVSRETkaiLrwp1jnBXeSbvcTiPic1QmRUREriXmJuj4R+cMb63wFvkVlUkREZGcaDUCarSDGcO0wlvkIiqTIiIiOWEM9HwJMtO1wlvkIiqTIiIiORUYDP0mwJbZsGai22lEfILKpIiISG6cO8P7+3/A7iVupxFxncqkiIhIbpWvc3aF9wNa4S1FnlfLpDGmhDEmzhhzqzffV0RExONq3wid/nR2hXey22lEXJOjMmmMGWeMOWSM2XDJ4z2MMVuMMduNMU/m4FJ/BqbmJaiIiIjPaTUCaraH6UMhK9PtNCKuyOnI5ASgx8UPGGMCgbeBnkADYKAxpoExprEx5qtLvioYY7oCm4CDHswvIiLirh7/guxMmPeM20lEXBGUkydZaxcZY2pe8nArYLu1dieAMWYK0Mda+yLwm2lsY0wXoARO8TxtjPnGWpudn/AiIiKuO7fCe2xXiKwHLYa4nUjEq3JUJq+gKhB/0fcJQOsrPdla+1cAY8wQ4MiViqQxZiQwEiAqKiof8URERLykWBnnDO/xPaBsbYju4HYiEa/JzwIcc5nH7LVeZK2dYK396io/P8ZaG2utjY2MjMxHPBERES8qHwN3vu/cP5m00+00Il6TnzKZAFS/6PtqQGL+4oiIiPix2l2g859hklZ4S9GRnzK5CqhjjIk2xoQAA4CZnghljOltjBmTnKz/EUVExM+0HA7RHZ09KLXCW4qAnG4NNBlYDtQzxiQYY4ZZazOBR4A5wGZgqrV2oydCWWtnWWtHRkREeOJyIiIi3tXjX2CzYO7TbicRKXA5Xc098AqPfwN849FEIiIi/i4w6OwK726wejzEPuB2IpECo+MURURECkKxMs4Z3vNfgF2L3E4jUmB8skzqnkkRESkUytWGuz6A6cPg6A6304gUCJ8sk7pnUkRECo1anaDzk84Z3qePu51GxON8skyKiIgUKi2HQa0uMF0rvKXwUZkUERHxhu7/dH6c+1d3c4h4mE+WSd0zKSIihU5gEPQdDzt+gNXj3E4j4jE+WSZ1z6SIiBRKxUrDwCkw/0XYudDtNCIe4ZNlUkREpNAqVxv6fgAztMJbCgeVSREREW+L7ghd/gKT7tYKb/F7KpMiIiJuiB0KMTfBtCFa4S1+zSfLpBbgiIhIkXDzC2ACYM5TbicRyTOfLJNagCMiIkVCYBD0G+8sxlk11u00Innik2VSRESkyAiLgHumwIKXYOcCt9OI5JrKpIiIiNvK1oK+42DGcDiy3e00IrmiMikiIuILojvAjU/D5Lvh9DG304jkmMqkiIiIr2gxBOrcfHaFd4bbaURyxCfLpFZzi4hIkdXteQgIgi8egow0t9OIXJNPlkmt5hYRkSIrMAj6T4TsDBjfA5IT3E4kclU+WSZFRESKtJAS0Hc8NLwD3r8Rdi12O5HIFalMioiI+CJjoN1jcMd7MH0oLP8vWOt2KpHfUJkUERHxZbW7wPDv4OdJ8NkIOHPK7UQiv6IyKSIi4uvK1IChc52jF8fdDMd2u51I5DyVSREREX8QUtyZ8m56L4ztBjt+cDuRCOCjZVJbA4mIiFyGMXDDKOc8789Hw5LXdB+luM4ny6S2BhIREbmKmu1hxPew6UuY/gCkp7qdSLzt5BGf+YuET5ZJERERuYaIavDAbGcboQ+6wdEdbicSbzmVBOO6w84FbicBVCZFRET8V3AY3PYWtBzulIutc91OJAUtMx0+vRfq9XJW+vsAlUkRERF/Zgy0HAZ3fwKzHoOFL0N2ttuppCBYCzMfheLloOtzbqc5T2VSRESkMIhqDSPnw/Z5MHUwpKW4nUg8bcG/4Oh2Z1V/gO9UON9JIiIiIvkTXgnu/wpKVoSxN8HhrW4nEk9ZO9nZuH7gFGebKB+iMikiIlKYBIXArf8HbR+F8T3hl6/dTiT5tXsJzH0a7pkGJSu4neY3gtwOICIiIgWg+X1QoSFMvQ8S10Lnp3xqalRy6Mg2mDYE7hoLFeq7neayfPJTpU3LRUREPKBaC+c+yj1LYfLdcPq424kkN04egU/6wU1/85mV25fjk2VSm5aLiIh4SMkKcN+XULY2vN8FDm5yO5HkREYaTLkHGt7hjDL7MJ8skyIiIuJBgcHQ81/Q6Un48FbY+LnbieRqsrPhi9FQqgrc+Izbaa5J90yKiIgUFU3uhsh6ztZBiT/BTX+HgEC3U8ml5r8AyQlw/0y/uM/V9xOKiIiI51RpCiMWOItyPr7LOZpPfMdPH8OG6TBwMgQXcztNjqhMioiIFDUlysG9n0GlxjCmE+xf53YiAdi5EL571tkCqER5t9PkmMqkiIhIURQYBDc/D12fhY9uh3VT3U5UtB3eAjOGQd/xEFnX7TS5onsmRUREirJGd0FkfZgyyLmPsts/nAU74j2ph5wtgLo9D9Ed3E6TaxqZFBERKeoqNnT2ozyyDSbeDqmH3U5UdGSchskDockAaDrQ7TR5ojIpIiIiUKwM3PMpRN3g7Ee5L87tRIVfdjZ8/iCUjXZOKPJTKpMiIiLiCAiEm56BHi/CJ/2dlcVScL5/1pni7vM2GON2mjzTPZMiIiLya9f1hvJ1L9xH2f1FCApxO1Xhsno8bP4Khn8HQaFup8kXnxyZ1NncIiIiLousByO+h5RE+LA3nDjgdqLCY/v3MP+fMGgaFC/rdpp888kyqbO5RUREfEBYBNz9CcTcBGO6QPxKtxP5v4Ob4LOR0P9DKFfb7TQe4ZNlUkRERHxEQAB0+hPc+h9n1fHqcW4n8l8nDsCku6HHv6BGW7fTeIzKpIiIiFxbvR4wdA6seA9mPgqZ6W4n8i9nTsLkAdB8MFzfz+00HqUyKSIiIjlTPsZZMHL6OIzvBcn73E7kH7KzYMYIZ3P4jn90O43HqUyKiIhIzoWGQ/+JUP8WeP9G2L3U7US+b97fID0Fer/h11sAXYnKpIiIiOSOMdDhCbj9bZh2vzP1ba3bqXzTyvdh6xyngBfS7ZVUJkVERCRvYrrCsHmwZiJ8Mdo5GlAu2DoXFr0Mg6YWii2ArkRlUkRERPKubDQMmwtZGTCuOxzf63Yi33BgPXwxCvp/BGVruZ2mQKlMioiISP6ElIC7xsL1d8P7N8HOhW4ncldKIkwaAL1ehqjWbqcpcCqTIiIikn/GQJuHoe8H8NkIWPZm0byPMj3V2Uuy5VBodJfbabxCZVJEREQ8J7ojDP8e1k+HGcOc/RWLiuws59+5chNo/4TbabxGZVJEREQ8q3R1GPotBIbC2G6QtNPtRN7x7VPOIqRb/1MotwC6EpVJERER8bzgYnD7fyH2AfjgZtj2nduJCtaP78Kuhc4WQIHBbqfxqiC3A4iIiEghZQy0GgEVG8L0oRBZD0JLORufh5SE0JLOjxf/c2hJCAk/+2OJs4+F+3ZB++UbWPIfZ1V7sdJup/E6lUkREREpWDXawqglkLgWzpxwFqmcOen8c1oypOw7+1gqpJ84+3OpZx87+/yAoByUz7MF9NKyGhp+UTE9+/xAD1WgxJ9g5iNwzzQoU8Mz1/QzKpMiIiJS8EqUhzpd8/ZaayEz7ULhPF80z5XP1AsFNe04JCf8toz+qqCmOiOdVyyfZwtnSIlLCuklo6lZZ2DyPc49ktVaePQ/lz9RmRQRERHfZoxzD2ZwMSAy/9ez1lkoc7WR0HPfn0pyNmK/Unlt9zto0Cf/mfyY18qkMaYz8DywEZhirV3grfcWEREROc8YCCnufJWs4HYav5ej1dzGmHHGmEPGmA2XPN7DGLPFGLPdGPPkNS5jgVQgDEjIW1wRERER8SU5HZmcALwFTDz3gDEmEHgb6IZTDlcZY2YCgcCLl7x+KLDYWrvQGFMR+D9gUP6ii4iIiIjbclQmrbWLjDE1L3m4FbDdWrsTwBgzBehjrX0RuPUqlzsGhOYhq4iIiIj4mPzcM1kViL/o+wTgiqeZG2PuBLoDpXFGOa/0vJHASICoqKh8xBMRERGRgpafMnm5c4KueKK7tfYz4LNrXdRaOwYYAxAbG1sET4gXERER8R/5OU4xAah+0ffVgMT8xRERERERf5KfMrkKqGOMiTbGhAADgJmeCGWM6W2MGZOcnOyJy4mIiIhIAcnp1kCTgeVAPWNMgjFmmLU2E3gEmANsBqZaazd6IpS1dpa1dmRERIQnLiciIiIiBSSnq7kHXuHxb4BvPJpIRERERPxGfqa5RURERKSI88kyqXsmRURERPyDT5ZJ3TMpIiIi4h+Mtb67laMx5jCwx4tvGQG4NRxaUO/tievm9Rq5eZ2nn3ut55QHjuTw/fyBPruevUZuX5fT5+uze3n6/Hr2Gvr8eldR+vzWsNZG/uZRa62+zn4BYwrbe3viunm9Rm5e5+nnXus5wGq3fq199dfZ197bXz67uXm+PrsF92vta++tz+8Vf16fXz9479xe1yenuV00qxC+tyeum9dr5OZ1nn6um7+WbtBn17PXyO3rcvp8fXYvT59fz15Dn1/vKvKfX5+e5hYpKMaY1dbaWLdziOSWPrviz/T5LZw0MilF1Ri3A4jkkT674s/0+S2ENDIpIiIiInmmkUkRERERyTOVSRERERHJM5VJEREREckzlUkp8owxtYwxHxhjprudRSS3jDG3G2PeN8Z8aYy52e08IrlhjLnOGPOuMWa6MWa023kkb1QmpVAyxowzxhwyxmy45PEexpgtxpjtxpgnAay1O621w9xJKvJbufz8fmGtHQEMAe52Ia7Ir+Ty87vZWjsK6A9oyyA/pTIphdUEoMfFDxhjAoG3gZ5AA2CgMaaB96OJXNMEcv/5ffrsz4u4bQK5+PwaY24DlgDfezemeIrKpBRK1tpFQNIlD7cCtp8diTwDTAH6eD2cyDXk5vNrHC8Bs621a7ydVeRSuf3911o701rbFhjk3aTiKSqTUpRUBeIv+j4BqGqMKWeMeRdoZox5yp1oItd02c8v8CjQFehrjBnlRjCRHLjS77+djTFvGGPeA75xJ5rkV5DbAUS8yFzmMWutPQroD2HxdVf6/L4BvOHtMCK5dKXP7wJggXejiKdpZFKKkgSg+kXfVwMSXcoiklv6/Io/0+e3EFOZlKJkFVDHGBNtjAkBBgAzXc4kklP6/Io/0+e3EFOZlELJGDMZWA7UM8YkGGOGWWszgUeAOcBmYKq1dqObOUUuR59f8Wf6/BY9xlrrdgYRERER8VMamRQRERGRPFOZFBEREZE8U5kUERERkTxTmRQRERGRPFOZFBEREZE8U5kUERERkTxTmRQRERGRPFOZFBEREZE8U5kUERERkTz7f1qfWubbybZgAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "euler error: 2.06e-03\n", " rk error: 3.65e-05\n" ] } ], "source": [ "args = dict(dw=sdepy.true_wiener_source(paths=100),\n", " paths=100, x0=10)\n", "timeline = (0, 1)\n", "steps = np.array((2, 3, 5, 10, 20, 30, 50, 100,\n", " 200, 300, 500, 1000, 2000, 3000))\n", "\n", "# exact integration results at t=1\n", "exact = sdepy.lognorm_process(mu=0, sigma=1, **args)(timeline)[-1].mean()\n", "\n", "# errors of approximate integration results at t=1\n", "errors = np.abs(np.array([\n", " [euler(**args, steps=s)(timeline)[-1].mean()/exact - 1,\n", " rk(**args, steps=s)(timeline)[-1].mean()/exact - 1]\n", " for s in steps]))\n", "\n", "# plots\n", "ax = plt.axes(label=0); ax.set_xscale('log'); ax.set_yscale('log')\n", "gr = ax.plot(steps, errors)\n", "plt.show() \n", "print(f'euler error: {errors[-1,0]:.2e}\\n'\n", " f' rk error: {errors[-1,1]:.2e}')\n" ] }, { "cell_type": "markdown", "id": "6ab8a6d5", "metadata": {}, "source": [ "--------------------------------\n", "Example - Fokker-Planck Equation\n", "--------------------------------\n", "\n", "Monte Carlo integration of partial differential equations, illustrated\n", "in the simplest example of the heat equation ``diff(u, t) - k*diff(u, x, 2) == 0``,\n", "for the function ``u(x, t)``, i.e. the Fokker-Planck equation for the SDE\n", "``dX(t) = sqrt(2*k)*dW(t)``. Initial conditions at ``t=t0``, two examples:\n", "\n", "1. ``u(x, t0) = 1`` for ``lb < x < hb`` and ``0`` otherwise,\n", "2. ``u(x, t0) = sin(x)``.\n", "\n", "Setup:\n", "\n" ] }, { "cell_type": "code", "execution_count": 53, "id": "7958dbfd", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:24.349749Z", "iopub.status.busy": "2021-08-23T07:46:24.349749Z", "iopub.status.idle": "2021-08-23T07:46:24.365370Z", "shell.execute_reply": "2021-08-23T07:46:24.365370Z" } }, "outputs": [], "source": [ "from numpy import exp, sin\n", "from scipy.special import erf\n", "from scipy.integrate import quad\n", "\n", "k = .5\n", "x0, x1 = 0, 10;\n", "t0, t1 = 0, 1\n", "lb, hb = 4, 6\n" ] }, { "cell_type": "markdown", "id": "d65019e4", "metadata": {}, "source": [ "Exact green function and solutions for initial conditions\n", "1. and 2., to be checked against results:\n", "\n" ] }, { "cell_type": "code", "execution_count": 54, "id": "87b037e5", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:24.371420Z", "iopub.status.busy": "2021-08-23T07:46:24.371420Z", "iopub.status.idle": "2021-08-23T07:46:24.387444Z", "shell.execute_reply": "2021-08-23T07:46:24.387444Z" } }, "outputs": [], "source": [ "def green_exact(y, s, x, t):\n", " return exp(-(x - y)**2/(4*k*(t - s)))/sqrt(4*np.pi*k*(t - s))\n", "\n", "def u1_exact(x, t):\n", " return (erf((x - lb)/2/sqrt(k*(t - t0))) - erf((x - hb)/2/sqrt(k*(t - t0))))/2\n", "\n", "def u2_exact(x, t):\n", " return exp(-k*(t - t0))*sin(x)\n" ] }, { "cell_type": "markdown", "id": "7c1d8b55", "metadata": {}, "source": [ "Realization of the needed stochastic process, by backward integration from\n", "a grid of final values of ``x`` at ``t=t1``, using the preset\n", "``wiener_process`` class (the ``steps`` keyword is added as a reminder\n", "of the setup needed for less-than-trivial equations, it does not actually\n", "make a difference here):\n", "\n" ] }, { "cell_type": "code", "execution_count": 55, "id": "5eee7967", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:24.387444Z", "iopub.status.busy": "2021-08-23T07:46:24.387444Z", "iopub.status.idle": "2021-08-23T07:46:25.807612Z", "shell.execute_reply": "2021-08-23T07:46:25.807612Z" } }, "outputs": [], "source": [ "xgrid = np.linspace(x0, x1, 51)\n", "tgrid = np.linspace(t0, t1, 5)\n", "xp = sdepy.wiener_process(\n", " paths=10000, steps=100,\n", " sigma=sqrt(2*k),\n", " vshape=xgrid.shape, x0=xgrid[..., np.newaxis],\n", " i0=-1,\n", " )(timeline=tgrid)\n" ] }, { "cell_type": "markdown", "id": "1c89bf13", "metadata": {}, "source": [ "Computation of the green function and of the solutions ``u(x, t1)``\n", "via Monte Carlo integration\n", "(note the liberal use of ``scipy.integrate.quad`` below, enabled by\n", "the smoothness of the Gaussian kernel estimate ``a[i, j].pdf``):\n", "\n" ] }, { "cell_type": "code", "execution_count": 56, "id": "4fb3901f", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:25.807612Z", "iopub.status.busy": "2021-08-23T07:46:25.807612Z", "iopub.status.idle": "2021-08-23T07:46:32.174749Z", "shell.execute_reply": "2021-08-23T07:46:32.174749Z" } }, "outputs": [], "source": [ "a = sdepy.montecarlo(xp, bins=100)\n", "\n", "def green(y, i, j):\n", " \"\"\"green function from (y=y, s=tgrid[i]) to (x=xgrid[j], t=t1)\"\"\"\n", " return a[i, j].pdf(y)\n", "\n", "u1, u2 = np.empty(51), np.empty(51)\n", "for j in range(51):\n", " u1[j] = quad(lambda y: green(y, 0, j), lb, hb)[0]\n", " u2[j] = quad(lambda y: sin(y)*green(y, 0, j), -np.inf, np.inf)[0]\n" ] }, { "cell_type": "markdown", "id": "fe6bfa78", "metadata": {}, "source": [ "Comparison against exact values:\n", "\n" ] }, { "cell_type": "code", "execution_count": 57, "id": "52dee8b7", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:32.174749Z", "iopub.status.busy": "2021-08-23T07:46:32.174749Z", "iopub.status.idle": "2021-08-23T07:46:32.444742Z", "shell.execute_reply": "2021-08-23T07:46:32.444742Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "u1 error: 2.03e-03\n", "u2 error: 4.55e-03\n" ] } ], "source": [ "y = np.linspace(x0, x1, 500)\n", "for i, j in ((1, 20), (2, 30), (3, 40)):\n", " gr = plt.plot(y, green(y, i, j),\n", " y, green_exact(y, tgrid[i], xgrid[j], t1), ':')\n", "plt.show() \n", "\n", "gr = plt.plot(xgrid, u1, y, u1_exact(y, t1), ':')\n", "gr = plt.plot(xgrid, u2, y, u2_exact(y, t1), ':')\n", "plt.show() \n", "\n", "print(f'u1 error: {np.abs(u1 - u1_exact(xgrid, t1)).mean():.2e}\\n'\n", " f'u2 error: {np.abs(u2 - u2_exact(xgrid, t1)).mean():.2e}'\n", ")\n" ] }, { "cell_type": "markdown", "id": "18dc864c", "metadata": {}, "source": [ "--------------------------------\n", "Example - Basket Lookback Option\n", "--------------------------------\n", "\n", "Take a basket of 4 financial securities, with risk-neutral probabilities following\n", "lognormal processes in the Black-Scholes framework. Correlations, dividend yields\n", "and term structure of volatility (will be linearly interpolated) are given below:\n", "\n" ] }, { "cell_type": "code", "execution_count": 58, "id": "3c87e370", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:32.444742Z", "iopub.status.busy": "2021-08-23T07:46:32.444742Z", "iopub.status.idle": "2021-08-23T07:46:32.459990Z", "shell.execute_reply": "2021-08-23T07:46:32.459990Z" } }, "outputs": [ { "data": { "text/plain": [ "(6, 4, 1)" ] }, "execution_count": 58, "metadata": {}, "output_type": "execute_result" } ], "source": [ "corr = [\n", " [1, 0.50, 0.37, 0.35],\n", " [0.50, 1, 0.47, 0.46],\n", " [0.37, 0.47, 1, 0.19],\n", " [0.35, 0.46, 0.19, 1]]\n", "\n", "dividend_yield = sdepy.process(c=(0.20, 4.40, 0., 4.80))/100\n", "riskfree = 0 # to keep it simple\n", "\n", "vol_timepoints = (0.1, 0.2, 0.5, 1, 2, 3)\n", "vol = np.array([\n", " [0.40, 0.38, 0.30, 0.28, 0.27, 0.27],\n", " [0.31, 0.29, 0.22, 0.16, 0.18, 0.21],\n", " [0.24, 0.22, 0.19, 0.19, 0.21, 0.22],\n", " [0.35, 0.31, 0.21, 0.18, 0.19, 0.19]])\n", "sigma = sdepy.process(t=vol_timepoints, v=vol.T)\n", "sigma.shape\n" ] }, { "cell_type": "markdown", "id": "63e7f599", "metadata": {}, "source": [ "The prices of the securities at the end of each quarter for the next 2 years,\n", "simulated across 50000 independent paths and their antithetics\n", "(``sdepy.odd_wiener_source`` is used), are:\n", "\n" ] }, { "cell_type": "code", "execution_count": 59, "id": "78a1b8c7", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:32.459990Z", "iopub.status.busy": "2021-08-23T07:46:32.459990Z", "iopub.status.idle": "2021-08-23T07:46:38.177638Z", "shell.execute_reply": "2021-08-23T07:46:38.177638Z" } }, "outputs": [ { "data": { "text/plain": [ "(9, 4, 100000)" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "maturity = 2\n", "timeline = np.linspace(0, maturity, 4*maturity + 1)\n", "p = sdepy.lognorm_process(\n", " x0=100, corr=corr, dw=sdepy.odd_wiener_source,\n", " mu=(riskfree - dividend_yield),\n", " sigma=sigma,\n", " vshape=4, paths=100*1000, steps=maturity*250)\n", "x = p(timeline)\n", "x.shape\n" ] }, { "cell_type": "markdown", "id": "2742ef32", "metadata": {}, "source": [ "A call option knocks in if any of the securities reaches a price below 80\n", "at any quarter (starting from 100), and pays the lookback maximum attained\n", "by the basket (equally weighted), minus 105, if positive.\n", "Its price is:\n", "\n" ] }, { "cell_type": "code", "execution_count": 60, "id": "cb57edc5", "metadata": { "execution": { "iopub.execute_input": "2021-08-23T07:46:38.177638Z", "iopub.status.busy": "2021-08-23T07:46:38.177638Z", "iopub.status.idle": "2021-08-23T07:46:38.231119Z", "shell.execute_reply": "2021-08-23T07:46:38.231119Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "5.070396297161243 +/- 0.027036197923264633\n" ] } ], "source": [ "x_worst = x.min(axis=1)\n", "x_basket = x.mean(axis=1)\n", "down_and_in_paths = (x_worst.min(axis=0) < 80)\n", "lookback_x_basket = x_basket.max(axis=0)\n", "payoff = np.maximum(0, lookback_x_basket - 105)\n", "payoff[np.logical_not(down_and_in_paths)] = 0\n", "a = sdepy.montecarlo(payoff, use='even')\n", "print(a)\n" ] } ], "metadata": { "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.5" } }, "nbformat": 4, "nbformat_minor": 5 }