making_priors.ipynb 306 KB
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{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prior Distributions with `TUPAK`\n",
    "\n",
    "Prior distributions are a core component of any Bayesian problem and specifying them in codes can be one of the most confusing elements of a code.\n",
    "The `prior` module in `TUPAK` provides functionality for specifying prior distributions in a natural way.\n",
    "\n",
    "We have a range of predefined types of prior distribution and each kind has methods to:\n",
    "1. draw samples, `prior.sample`.\n",
    "2. calculate the prior probability, `prior.prob`.\n",
    "3. rescale samples from a unit cube to the prior distribution, `prior.rescale`.\n",
    "\n",
    "    This is especially useful when using nested samplers as it avoids the need for rejection sampling.\n",
    "4. _TODO_ calculate the log prior probability, `prior.log_prob`.\n",
    "\n",
    "In addition to the predefined prior distributions there is functionality to specify your own prior, either from a pair of arrays, or from a file.\n",
    "\n",
    "Each prior distribution can also be given a `name` and may have a different `latex_label` for plotting.\n",
    "If no name is provided, the default is `None` (this should probably by `''`)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import tupak\n",
    "%pylab inline\n",
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prior Instantiation\n",
    "\n",
    "Below we demonstrate instantiating a range of prior distributions.\n",
    "\n",
    "Note that when a `latex_label` is not specified, the `name` is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fadcc8ec550>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 567,
       "width": 1728
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = figure(figsize=(24, 8))\n",
    "\n",
    "priors = [\n",
    "    tupak.prior.Uniform(minimum=5, maximum=50),\n",
    "    tupak.prior.LogUniform(minimum=5, maximum=50),\n",
    "    tupak.prior.PowerLaw(name='name', alpha=2, minimum=100, maximum=1000),\n",
    "    tupak.prior.UniformComovingVolume(name='name', minimum=100, maximum=1000, latex_label='label'),\n",
    "    tupak.prior.FromFile(name='name', file_name='comoving.txt', minimum=100, maximum=30000, latex_label='label'),\n",
    "    tupak.prior.Gaussian(name='name', mu=0, sigma=1, latex_label='label'),\n",
    "    tupak.prior.TruncatedGaussian(name='name', mu=1, sigma=0.4, minimum=-1, maximum=1,\n",
    "                                  latex_label='label'),\n",
    "    tupak.prior.Cosine(name='name', latex_label='label'),\n",
    "    tupak.prior.Sine(name='name', latex_label='label'),\n",
    "    tupak.prior.Interped(name='name', xx = np.linspace(0, 10, 1000), yy=np.linspace(0, 10, 1000)**4,\n",
    "                         minimum=3, maximum=5, latex_label='label')\n",
    "]\n",
    "\n",
    "for ii, prior in enumerate(priors):\n",
    "    fig.add_subplot(2, 5, 1 + ii)\n",
    "    hist(prior.sample(100000), bins=100, histtype='step', normed=1)\n",
    "    if not isinstance(prior, tupak.prior.Gaussian):\n",
    "        plot(np.linspace(prior.minimum, prior.maximum, 1000),\n",
    "             prior.prob(np.linspace(prior.minimum, prior.maximum, 1000)))\n",
    "    else:\n",
    "        plot(np.linspace(-5, 5, 1000), prior.prob(np.linspace(-5, 5, 1000)))\n",
    "    xlabel('{}'.format(prior.latex_label))\n",
    "    \n",
    "tight_layout()\n",
    "show()\n",
    "close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Default Priors\n",
    "\n",
    "We have a range of predefined prior distributions for common parameters, e.g., a uniform in comoving volume prior for `luminosity_distance`.\n",
    "\n",
    "The predefined prior distributions are:\n",
    "\n",
    "```python\n",
    "'mass_1': Uniform(name='mass_1', minimum=5, maximum=100),\n",
    "'mass_2': Uniform(name='mass_2', minimum=5, maximum=100),\n",
    "'chirp_mass': Uniform(name='chirp_mass', minimum=5, maximum=100),\n",
    "'total_mass': Uniform(name='total_mass', minimum=10, maximum=200),\n",
    "'mass_ratio': Uniform(name='mass_ratio', minimum=0.125, maximum=1),\n",
    "'symmetric_mass_ratio': Uniform(name='symmetric_mass_ratio', minimum=8 / 81, maximum=0.25),\n",
    "'a_1': Uniform(name='a_1', minimum=0, maximum=0.8),\n",
    "'a_2': Uniform(name='a_2', minimum=0, maximum=0.8),\n",
    "'tilt_1': Sine(name='tilt_1'),\n",
    "'tilt_2': Sine(name='tilt_2'),\n",
    "'cos_tilt_1': Uniform(name='cos_tilt_1', minimum=-1, maximum=1),\n",
    "'cos_tilt_2': Uniform(name='cos_tilt_2', minimum=-1, maximum=1),\n",
    "'phi_12': Uniform(name='phi_12', minimum=0, maximum=2 * np.pi),\n",
    "'phi_jl': Uniform(name='phi_jl', minimum=0, maximum=2 * np.pi),\n",
    "'luminosity_distance': UniformComovingVolume(name='luminosity_distance', minimum=1e2, maximum=5e3),\n",
    "'dec': Cosine(name='dec'),\n",
    "'ra': Uniform(name='ra', minimum=0, maximum=2 * np.pi),\n",
    "'iota': Sine(name='iota'),\n",
    "'cos_iota': Uniform(name='cos_iota', minimum=-1, maximum=1),\n",
    "'psi': Uniform(name='psi', minimum=0, maximum=2 * np.pi),\n",
    "'phase': Uniform(name='phase', minimum=0, maximum=2 * np.pi)\n",
    "```\n",
    "\n",
    "Each of these parameters has a default latex label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fadc9d5e6d8>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 337,
       "width": 743
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prior = tupak.prior.create_default_prior(name='luminosity_distance')\n",
    "\n",
    "figure(figsize=(12, 5))\n",
    "hist(prior.sample(100000), bins=100, histtype='step', normed=1)\n",
    "plot(np.linspace(prior.minimum, prior.maximum, 1000), prior.prob(np.linspace(prior.minimum, prior.maximum, 1000)))\n",
    "xlabel('{}'.format(prior.latex_label))\n",
    "show()\n",
    "close()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Define an Analytic Prior\n",
    "\n",
    "Adding a new analytic is achieved as follows."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Exponential(tupak.prior.Prior):\n",
    "    \"\"\"Define a new prior class where p(x) ~ exp(alpha * x)\"\"\"\n",
    "    \n",
    "    def __init__(self, alpha, minimum, maximum, name=None, latex_label=None):\n",
    "        tupak.prior.Prior.__init__(self, name, latex_label, minimum, maximum)\n",
    "        self.alpha = alpha\n",
    "        \n",
    "    def rescale(self, val):\n",
    "        tupak.prior.Prior.test_valid_for_rescaling(val)\n",
    "        return np.log((np.exp(self.alpha * self.maximum) - np.exp(self.alpha * self.minimum)) * val\n",
    "                      + np.exp(self.alpha * self.minimum)) / self.alpha\n",
    "        \n",
    "    def prob(self, val):\n",
    "        in_prior = (val >= self.minimum) & (val <= self.maximum)\n",
    "        return self.alpha * np.exp(self.alpha * val) / (np.exp(self.alpha * self.maximum)\n",
    "                                                        - np.exp(self.alpha * self.minimum)) * in_prior"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fadc9d1cbe0>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 337,
       "width": 716
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "prior = Exponential(name='name', alpha=-1, minimum=0, maximum=10)\n",
    "\n",
    "figure(figsize=(12, 5))\n",
    "hist(prior.sample(100000), bins=100, histtype='step', normed=1)\n",
    "plot(np.linspace(prior.minimum, prior.maximum, 1000), prior.prob(np.linspace(prior.minimum, prior.maximum, 1000)))\n",
    "xlabel('{}'.format(prior.latex_label))\n",
    "show()\n",
    "close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py3.4",
   "language": "python",
   "name": "py3.4"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}