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{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from collections import deque\n",
    "from scipy import stats\n",
    "import sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(1234)\n",
    "\n",
    "x_data = np.random.normal(170.0, np.sqrt(49), 100) # 100 人分のデータ\n",
    "n = len(x_data)\n",
    "\n",
    "B = 100\n",
    "N = 100000 + B\n",
    "epsilon = 0.01\n",
    "L = 100\n",
    "initial = np.array([168, 49]) # 平均, 分散"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([173.30004615, 161.66317014, 180.02894878, 167.81143673,\n",
       "       164.95587887, 176.21014058, 176.0171189 , 165.54433547,\n",
       "       170.1098746 , 154.30120532, 178.05025007, 176.94362216,\n",
       "       176.6732689 , 155.85121626, 167.66145844, 170.01482855,\n",
       "       172.83817388, 172.02364359, 179.24810734, 159.17166113,\n",
       "       168.58147573, 165.40821459, 171.35394964, 173.87407238,\n",
       "       179.22706088, 166.71486301, 174.7288786 , 157.28080941,\n",
       "       168.71824022, 177.41278431, 167.2151184 , 172.36206358,\n",
       "       177.33305001, 177.32156779, 176.04602104, 169.14535898,\n",
       "       170.87299068, 167.74043636, 175.89172299, 186.73672361,\n",
       "       170.53339711, 166.03487849, 170.25299356, 155.4751568 ,\n",
       "       171.7345454 , 163.71990251, 169.04243617, 170.12802434,\n",
       "       175.28789788, 171.50688007, 175.88706156, 159.87932946,\n",
       "       160.18618703, 169.2935726 , 166.16230286, 168.98766344,\n",
       "       172.47814233, 169.75140882, 173.96016814, 180.81961163,\n",
       "       163.18034566, 169.50758586, 172.15578199, 168.54050866,\n",
       "       177.23660513, 153.19682456, 184.21422535, 162.00158098,\n",
       "       171.48318371, 174.93304437, 164.50195352, 173.23441816,\n",
       "       174.92959758, 173.66455578, 163.51621981, 184.05490066,\n",
       "       171.58873779, 161.93138624, 174.42385612, 170.27658881,\n",
       "       173.25074628, 145.05538338, 179.24773931, 171.06841387,\n",
       "       171.1517068 , 166.98933016, 175.37158115, 176.89443889,\n",
       "       171.89585094, 179.74390335, 170.55889619, 167.20024794,\n",
       "       162.80504609, 165.90697252, 175.71615749, 169.42637064,\n",
       "       167.5866379 , 173.69801702, 162.51707852, 166.41683084])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def leapfrog(theta, p, h_prime):\n",
    "    half_next_p = p - (epsilon * h_prime(theta)) / 2\n",
    "    next_theta = theta + epsilon * half_next_p\n",
    "    next_p = half_next_p - (epsilon * h_prime(next_theta)) / 2\n",
    "    return (next_p, next_theta)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hamiltonian(theta, p, h):\n",
    "    return (\n",
    "        h(theta)\n",
    "        + (\n",
    "            np.sum(p ** 2) # 各次元がもつ運動エネルギーの足し合わせ\n",
    "             / 2\n",
    "        )\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def r(theta1, p1, theta2, p2, h):\n",
    "    return (\n",
    "        np.exp(hamiltonian(theta1, p1, h) - hamiltonian(theta2, p2, h))\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hmc(h, h_prime):\n",
    "    data = np.empty((N, len(initial)))\n",
    "    data[0] = initial\n",
    "    accept_count = 1 # data[0] は受容とみなす\n",
    "    for i in range(1, N):\n",
    "        if not i % 1000: # 進捗用\n",
    "            sys.stdout.write(\"%s / %s %s %%  \\r\" % (i, N, np.round(100 * (i / N), decimals=2)))\n",
    "            \n",
    "        start_p = p = np.random.normal(0, 1, len(initial))\n",
    "        start_theta = theta = data[i - 1]\n",
    "\n",
    "        for _ in range(L):\n",
    "            p, theta = leapfrog(theta, p, h_prime)\n",
    "\n",
    "        if np.random.rand() < r(start_theta, start_p, theta, p, h):\n",
    "            data[i] = theta\n",
    "            accept_count = accept_count + 1\n",
    "        else:\n",
    "            data[i] = start_theta\n",
    "            \n",
    "    print(\"\\nacceptance ratio: %s \" % str(accept_count / N))\n",
    "    \n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100000 / 100100 99.9 %  \n",
      "acceptance ratio: 0.99998001998002 \n"
     ]
    }
   ],
   "source": [
    "def h(theta):\n",
    "    \"\"\"\n",
    "    目標分布(事後確率)関数の対数関数のマイナス。必ずスカラー値を返却させる\n",
    "    \"\"\"\n",
    "    [mu, sigma2] = theta\n",
    "    return ((n * np.log(sigma2)/(-2)) - (np.sum((x_data - mu) ** 2) / (2 * sigma2))) * -1\n",
    "\n",
    "def h_prime(theta):\n",
    "    \"\"\"\n",
    "    目標分布関数の対数関数の微分のマイナス\n",
    "    \"\"\"\n",
    "    [mu, sigma2] = theta\n",
    "    ret = np.empty(2)\n",
    "    \n",
    "    # d/dμ\n",
    "    ret[0] = np.sum(x_data - mu) / sigma2\n",
    "\n",
    "    # d/dσ^2\n",
    "    ret[1] = -n / (2 * sigma2) + np.sum((x_data - mu) ** 2) / (2 * sigma2 * sigma2)\n",
    "    return -ret\n",
    "\n",
    "data = hmc(\n",
    "    h,\n",
    "    h_prime\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb1454a2310>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 平均のトレースプロット\n",
    "pd.DataFrame(data[B:,0]).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb146a9f350>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分散のトレースプロット\n",
    "pd.DataFrame(data[B:,1]).plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.JointGrid at 0x7fb14c637f90>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fig = plt.figure()\n",
    "# ax = fig.add_subplot(1,1,1)\n",
    "sns.jointplot(data[B:,0], data[B:,1], s=0.001)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}