{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lesson A13 – Random numbers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## The random module" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The `random` module in the Python standard library contains the Python random number generator (RNG) and some related functionality. Refer to the official [documentation](https://docs.python.org/3.8/library/random.html) for anything we are not covering in this tutorial. As we will see, the generation of random numbers is not only nice for illustration purposes. Import the module like this:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import random" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The module has two fundamental functions: `random.seed()` and `random.random()`. The first sets the seed (the origin) for the RNG. The second draws a sequence of uniformly distributed random numbers in the half-open interval $[0, 1)$. The results differ with each execution of `random.random()` depending on the seed. This becomes a problem if one wants reproducible results, e.g. for debugging. Setting a seed fixes this problem.\n", "\n", "The seed determines the produced sequence of random numbers. So fixing the seed makes the RNG return random numbers that are predictable (which sounds admittedly paradox). This is demonstrated below. We set the seed to zero and print the first five random numbers. Repeating the process three times yields identical sequences, always. This is useful for creating reproducible results that rely on random numbers." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Seed = 0\n", "1 0.8444218515250481\n", "2 0.7579544029403025\n", "3 0.420571580830845\n", "4 0.25891675029296335\n", "5 0.5112747213686085\n", "\n", "Seed = 0\n", "1 0.8444218515250481\n", "2 0.7579544029403025\n", "3 0.420571580830845\n", "4 0.25891675029296335\n", "5 0.5112747213686085\n", "\n", "Seed = 0\n", "1 0.8444218515250481\n", "2 0.7579544029403025\n", "3 0.420571580830845\n", "4 0.25891675029296335\n", "5 0.5112747213686085\n", "\n" ] } ], "source": [ "for _ in range(3):\n", " print(\"Seed = 0\")\n", " random.seed(a=0)\n", " for i in range(5):\n", " print(i + 1, random.random())\n", " print()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Further functionality, derived from the basic `random.random()` function, includes:\n", " \n", " - `random.randrange(start, stop, step)`: returns a random element of range(start, stop, step)\n", " \n", " - `random.randint(a, b)`: returns a random integer from the interval [*a*, *b*]\n", " \n", " - `random.choice(seq)`: returns a random element from a sequence\n", "\n", " - `random.choices(seq, k=1)`: returns a list of *k* random elements from a sequence (with replacement)\n", "\n", " - `random.sample(seq, k)`: returns a list of *k* random elements from a sequence (without replacement)\n", " \n", " - `random.shuffle(seq)`: shuffles a sequence in-place (brings the elements in randomly different order)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Before shuffling x = [0, 1, 2, 3, 4, 5, 6, 7, 8, 9]\n", "After shuffling x = [9, 0, 3, 5, 1, 8, 2, 7, 4, 6]\n", "Random samples: [0, 1, 3]\n", "Random choices: [5, 7, 4]\n", "Random choice: 8\n" ] } ], "source": [ "x = list(range(10))\n", "print(\"Before shuffling x =\", x)\n", "random.shuffle(x)\n", "print(\"After shuffling x =\", x)\n", "print(\"Random samples: \", random.sample(x, 3))\n", "print(\"Random choices: \", random.choices(x, k=3))\n", "print(\"Random choice: \", random.choice(x))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note:** Note that shuffle does not return a shuffled list but changes the passed sequence in-place.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Several distributions to draw random numbers from are implemented as well. The available distributions are shown for 10000 sample points each below. We are using `matplotlib` to show example plots." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "\n", "mpl.rc_file(\n", " \"../../matplotlibrc\",\n", " use_default_template=False\n", ")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "def test_rand(func, title, *args, **kwargs):\n", " \"\"\"Helper funtion to demonstrate sample distributions.\n", " \n", " Draws a number of samples with a given function and displays\n", " the collection of samples as histogram.\n", " \n", " Args:\n", " func: function to sample from.\n", " title: title used for the plot\n", " *args, **kwargs: passed on to `func`\n", " \"\"\"\n", " \n", " x = []\n", " n = 10000 # number of samples\n", " \n", " for _ in range(n):\n", " x.append(func(*args, **kwargs))\n", " \n", " plt.figure()\n", " plt.hist(\n", " x, 50,\n", " edgecolor=\"k\"\n", " )\n", " plt.xlabel(\"x\")\n", " \n", " plt.ylabel(\"counts\")\n", " plt.title(title)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Advanced:** Have you noticed the starred arguments `*args` and `**kwargs` in the definition of our helper function? We use `*args` when we want allow to pass an arbitrary number of positional arguments to a function. In this case we use it to pass possibly passed arguments to `test_rand()` further on to the function `func`. Note that `args` as a name is just a convention. The star in front of it makes all positional arguments beyond `func` and `title` be stored in a list `args` (`args = [arg1, arg2, ...]`). The same goes for keyword arguments and `**kwargs`. For keyword arguments, however, the double star makes all passed keyword arguments be stored in a dictionary (`kwargs = {kwarg: value, ...}`).\n", "\n", "
" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(>, 'Uniform', [0, 1], {})\n", "(>, 'Exponential', [1], {})\n", "(>, 'Gauss', [0, 1], {})\n" ] }, { "data": { "image/png": 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Definition of call signatures\n", "# (func, name, args, kwargs); Note that we actually only use args\n", "calls = [\n", " (random.uniform, \"Uniform\", [0, 1], {}),\n", " (random.expovariate, \"Exponential\", [1], {}),\n", " (random.gauss, \"Gauss\", [0, 1], {}),\n", "# Other distributions:\n", "# (random.gammavariate, \"Gamma\", [1, 1], {}),\n", "# (random.triangular, \"Triangular\", [0, 1], {}),\n", "# (random.betavariate, \"Beta\", [1, 2], {}),\n", "# (random.lognormvariate, \"Log normal\", [0, 1], {}),\n", "# (random.vonmisesvariate, \"Von Mises\", [0, 1], {}),\n", "# (random.paretovariate, \"Pareto\", [10], {}),\n", "# (random.weibullvariate, \"Weibull\", [1, 1], {}),\n", " ]\n", "\n", "for call_ in calls:\n", " print(call_)\n", " test_rand(call_[0], call_[1], *call_[2], **call_[3])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Other Distributions are available as well but not shown. You can choose to plot them by uncommenting the respective line above. They depend on one or two paramters that have to be chosen within a specifc range. For more details, use `help(random.foo)` where you replace `foo` with the distribution you are curious about. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coinflip\n", "\n", "We can use RNGs to simulate random processes like flipping a coin. We assign the outcomes *heads* and *tails* to the values of 0 and 1, respectively. " ] }, { "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": [ "# Create a figure\n", "plt.figure()\n", "\n", "j = 0\n", "# subplot index\n", "\n", "# Try different numbers of coin throws\n", "for n in [20, 200, 2000, 20000]:\n", " throws = [] # Store the outcomes in this list\n", " \n", " # Throw the coin n times \n", " for i in range(n):\n", " # Draw a Random Number\n", " random_number = random.random()\n", " \n", " # We want both outcomes to be equally likely \n", " # The following lines assign the random number to either outcome\n", " if random_number < 0.5:\n", " outcome = 1\n", " else:\n", " outcome = 0\n", " \n", " # finally, store the outcome\n", " throws.append(outcome)\n", " \n", " # Plotting section\n", " j += 1 # Increase subplot index\n", " plt.subplot(2, 2, j) # Add subplot\n", " plt.hist(throws, 2, edgecolor='k')\n", " plt.title(f'{n} throws', fontsize=\"small\")\n", " plt.ylabel('counts', fontsize=\"small\")\n", " plt.xticks(\n", " ticks=[0.25, 0.75],\n", " labels=['heads', 'tails'],\n", " fontsize=\"small\"\n", " )\n", " plt.yticks((0, n), fontsize=\"small\")\n", " \n", "plt.subplots_adjust(hspace=0.6, wspace=0.6)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As expected, the number of counts for both outcomes converges to the same value for an increasing number of throws. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Monte Carlo Simulations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Monte-Carlo simulations are used when one cannot (efficiently) sample the probability density function, e.g. the Boltzmann distribution in high-dimensional spaces. This section illustrates the Metropolis-Monte-Carlo algorithm to sample the Boltzmann distribution of the Lennard-Jones potential." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "
\n", "\n", "**Note:** You can in principle use the a Monte-Carlo approach to draw samples from any given probability distribution (see earlier mentioned examples). In practice the above distributions are probably generated by the cumulative distribution function ([CDF](https://en.wikipedia.org/wiki/Cumulative_distribution_function)), though.\n", "\n", "
" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All one needs, is a random number generator, that generates uniformly distributed random numbers to achieve this goal. Lets try to draw samples from the distribution shown below, which is a Boltzmann distribution corresponding to a 12-6 Lennard-Jones potential with arbitrarily chosen parameters ($\\epsilon = 1$, $\\sigma = 1$). We want to generate a sequence of samples following this distribution, in other words sample configurations in the underlying potential. Note that we use the NumPy module for convenience." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "import numpy as np" ] }, { "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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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def V(x):\n", " \"\"\"LJ potential\"\"\"\n", " \n", " return 4*((1./x)**12 - (1./x)**6)\n", "\n", "r = np.linspace(0.01, 6, 200)\n", "\n", "beta = 1.0 # Temperatur factor\n", "v = V(r)\n", "bmd = np.exp(-beta * v)\n", "q = np.trapz(bmd, r) # Partition function\n", "bmd /= q\n", "\n", "fig, axd = plt.subplots()\n", "axv = axd.twinx()\n", "dline = axd.plot(r, bmd)\n", "vline = axv.plot(r, v, color=\"gray\", linestyle=\"--\")\n", "axd.set_xlabel('r')\n", "axd.set_ylabel('probability density')\n", "axv.set_ylabel('potential')\n", "axd.set_yticks((0, 0.5))\n", "axd.set_xlim(0.5, 3.5)\n", "axd.set_ylim(-1.1, 0.9)\n", "axv.set_ylim(-1.1, 0.9)\n", "axd.legend(\n", " [dline[0], vline[0], ],\n", " [\"Boltzmann distribution\", \"LJ potential\",],\n", " fancybox=False,\n", " framealpha=1,\n", " edgecolor=\"k\",\n", " loc=(0.35, 0.05),\n", " handlelength=0.4,\n", " handletextpad=0.3\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets switch to NumPy's random module for the random number generation. The functionality is similar to that of the lightweight standard library module, but offers a bit more. It is also possible to obtain sequences of generated numbers directly as numpy arrays. Another advantage lies in the fact that the numpy implementation tries to do a lot of the computation actually in C, which can be faster and more efficient when you want to generate large amounts of numbers." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets set a good seed to get lucky with the random numbers." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "np.random.seed(666)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The Metropolis-Hastings algorithm works as follows. We initialise the sequence of random samples by choosing a starting sample (configuration). Then we make a step away from this configuration, i.e. we choose a possible next sample. We accept this possible next sample as the actual next sample according to the relative probabilities of the current and the possible next sample in question. We obtain the relative probabilities from the distribution we want to draw from. In more mathematical terms we do:\n", "\n", "- choose a trial sample : $x_{\\mathrm{trial}} = x_n + \\delta$\n", "\n", "- compute the acceptance ratio: $p_{\\mathrm{accept}}= \\min \\left(1, \\frac{p( x_\\mathrm{trial})} { p(x_n)} \\right) = \\min(1, \\exp(-\\beta\\left( V(x_\\mathrm{trial}) - V(x_n) \\right)$\n", "\n", "- next draw a uniformly distributed random number $q$ and if $q < p_\\mathrm{accept}$ set $x_{n+1} = x_\\mathrm{trial}$, else the trial step is rejected and another trial step needs to be chosen\n", "\n", "It is important that $\\delta$ is drawn from a mean-zero distribution, such that it can take negative and positive values with equal probability. Otherwise one needs to account for the asymmetry in choosing a trial step by including additional terms into the acceptance ratio. The size of $\\delta$ can be tuned with scalar factors. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So let's look at a possible realisation of this. We use the scheme to draw different amounts of\n", "samples and compare the sampled distribution with the analytic one." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "x = 0.8 # Initial configuration\n", "alpha = 0.02 # Delta scale factor\n", "\n", "samples = [] # sample container\n", "samples.append(x)\n", "\n", "for _ in range(500000):\n", " step = alpha * 2 * (np.random.rand() - 0.5)\n", " # draw delta from uniform distribution [-1, 1) (scaled by alpha)\n", " \n", " x = samples[-1] + step # Trial sample\n", " dE = V(x) - V(samples[-1]) # Energy difference between current and trial \n", " pa = np.exp(-beta * dE) # Probability ratio\n", " \n", " coin = np.random.rand() # Do we accept?\n", " if coin >= pa:\n", " continue\n", " samples.append(x)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "for i in [1000, 5000, 10000, 50000, 100000, 500000]:\n", " plt.figure(\n", " figsize=(\n", " mpl.rcParams[\"figure.figsize\"][0],\n", " mpl.rcParams[\"figure.figsize\"][1] * 0.4\n", " )\n", " )\n", " \n", " hist = plt.hist(\n", " samples[:i],\n", " bins=50, \n", " density=True,\n", " edgecolor=\"k\",\n", " label=f\"{i} samples\",\n", " )\n", " plt.plot(\n", " r, bmd,\n", " color='#cc2529',\n", " linewidth=2,\n", " label='analytical solution'\n", " )\n", " \n", " plt.ylabel('density')\n", " plt.xlim(min(hist[1])*0.9, max(hist[1])*1.1)\n", " plt.xlabel('r')\n", " plt.legend(\n", " fancybox=False,\n", " framealpha=1,\n", " edgecolor=\"k\",\n", " loc=0,\n", " handlelength=0.4,\n", " handletextpad=0.5,\n", " fontsize=\"small\"\n", " )" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the sample size is increased the sampled distribution converges towards the analytical solution. As you can see the convergence is rather slow and the analytical solution is never recreated perfectly. However longer simulation times also mean that larger parts of the phase space are explored." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Random walks " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The sequence of samples generated by the Metropolis-Monte Carlo scheme\n", "is not a trajectory in time because the way we generated the trial\n", "configurations has no connection to the time involved to make the corresponding\n", "step. We could make very big or very small changes to system (or no change at all) with\n", "equal probability within one step ($\\delta$ was drawn from a uniform distribution).\n", "So while the static distribution of samples has a physical meaning, the actual\n", "dynamic sequence of samples has not. The pseudo-dynamic step trajectory can, however, \n", "be considered a random walk." ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(0, 496061)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(\n", " figsize=(\n", " mpl.rcParams[\"figure.figsize\"][0],\n", " mpl.rcParams[\"figure.figsize\"][1] * 0.4\n", " )\n", " )\n", "plt.plot(samples)\n", "plt.xlabel('step')\n", "plt.ylabel('r')\n", "plt.xlim(0, len(samples))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The series of *r* changes in random increments and discretely in \"time\". We call such a process a random walk.\n", "Random Walks are stochastic processes in discrete time with stationary increments. A random walk can be defined as follows:\n", "\n", "Let $(Z_1,Z_2,...,)$ be random numbers of the same underlying distribution. Then \n", "\n", "$X_n = x_0 + \\sum_{i=1}^n Z_i, n\\in \\mathbb{N}$\n", "\n", "defines the random walk. $x_0$ is the starting point and usually chosen to be 0.\n", "\n", "Although the series of sample points carries no physical meaning, ensemble properties in physics can be accurately described with random walks. As an example of this, choosing a normal distribution to be the underlying distribution results in a Wiener process, a mathematical model for Brownian motion." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "def generate_rw(n, t, alpha):\n", " \"\"\"Generate N random walks consisting of T steps.\n", " \n", " The stepsize lies in the interval (-alpha, alpha].\n", " \n", " Args:\n", " n (int): The number of random walks to be generated\n", " \n", " t (int): The number of steps per random walk\n", " \n", " alpha (float): The maximum size of one step\n", " \n", " Returns:\n", " Array of shape (t, n) where X[:, i] is the ith random walk.\n", " \"\"\"\n", " \n", " return np.cumsum(\n", " 2. * alpha * (np.random.uniform(size=(t, n)) - 0.5),\n", " axis=0\n", " ) " ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "(0, 100)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "n = 10\n", "t = 100\n", "X = generate_rw(n, t, 3)\n", "plt.plot(X)\n", "plt.xlabel('step')\n", "plt.ylabel('x')\n", "plt.xlim(0, t)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see, with NumPy we can easily generate several random walks of any length in a single statement." ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.10" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }