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Further improvements to puppy steps
{
"cells": [
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import pymc3 as pm\n",
"import numpy as np\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>date</th>\n",
" <th>actual</th>\n",
" <th>goal</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2018-07-29</td>\n",
" <td>9250.0</td>\n",
" <td>7140.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2018-07-30</td>\n",
" <td>6392.0</td>\n",
" <td>7360.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2018-07-31</td>\n",
" <td>5668.0</td>\n",
" <td>7270.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2018-08-01</td>\n",
" <td>10286.0</td>\n",
" <td>6950.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2018-08-02</td>\n",
" <td>5396.0</td>\n",
" <td>7290.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>2018-08-03</td>\n",
" <td>7667.0</td>\n",
" <td>7100.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>2018-08-04</td>\n",
" <td>4581.0</td>\n",
" <td>7160.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>2018-08-05</td>\n",
" <td>7215.0</td>\n",
" <td>6910.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>2018-08-06</td>\n",
" <td>7395.0</td>\n",
" <td>6940.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>2018-08-07</td>\n",
" <td>4319.0</td>\n",
" <td>7040.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>2018-08-08</td>\n",
" <td>5623.0</td>\n",
" <td>6770.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>2018-08-09</td>\n",
" <td>20134.0</td>\n",
" <td>6540.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>2018-08-10</td>\n",
" <td>9746.0</td>\n",
" <td>7900.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>2018-08-11</td>\n",
" <td>8088.0</td>\n",
" <td>8270.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>2018-08-12</td>\n",
" <td>7811.0</td>\n",
" <td>8260.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>2018-08-13</td>\n",
" <td>8404.0</td>\n",
" <td>8170.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>2018-08-14</td>\n",
" <td>8319.0</td>\n",
" <td>8200.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>2018-08-15</td>\n",
" <td>9623.0</td>\n",
" <td>8230.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>2018-08-16</td>\n",
" <td>11532.0</td>\n",
" <td>8510.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>2018-08-17</td>\n",
" <td>12866.0</td>\n",
" <td>9120.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>2018-08-18</td>\n",
" <td>15264.0</td>\n",
" <td>9870.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>2018-08-19</td>\n",
" <td>7928.0</td>\n",
" <td>10950.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>2018-08-20</td>\n",
" <td>7826.0</td>\n",
" <td>10650.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>2018-08-21</td>\n",
" <td>7215.0</td>\n",
" <td>10090.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>2018-08-22</td>\n",
" <td>6048.0</td>\n",
" <td>9520.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>2018-08-23</td>\n",
" <td>13348.0</td>\n",
" <td>8830.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>2018-08-24</td>\n",
" <td>9543.0</td>\n",
" <td>9290.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>2018-08-25</td>\n",
" <td>8965.0</td>\n",
" <td>9340.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>2018-08-26</td>\n",
" <td>13843.0</td>\n",
" <td>9310.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>2018-08-27</td>\n",
" <td>7699.0</td>\n",
" <td>9770.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>89</th>\n",
" <td>2018-10-26</td>\n",
" <td>7992.0</td>\n",
" <td>7360.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>90</th>\n",
" <td>2018-10-27</td>\n",
" <td>10579.0</td>\n",
" <td>7490.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>91</th>\n",
" <td>2018-10-28</td>\n",
" <td>8129.0</td>\n",
" <td>8110.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>92</th>\n",
" <td>2018-10-29</td>\n",
" <td>7968.0</td>\n",
" <td>8120.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>93</th>\n",
" <td>2018-10-30</td>\n",
" <td>6177.0</td>\n",
" <td>8110.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>94</th>\n",
" <td>2018-10-31</td>\n",
" <td>7392.0</td>\n",
" <td>7730.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>95</th>\n",
" <td>2018-11-01</td>\n",
" <td>10781.0</td>\n",
" <td>7670.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>96</th>\n",
" <td>2018-11-02</td>\n",
" <td>10336.0</td>\n",
" <td>7990.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>97</th>\n",
" <td>2018-11-03</td>\n",
" <td>9968.0</td>\n",
" <td>8460.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>98</th>\n",
" <td>2018-11-04</td>\n",
" <td>8312.0</td>\n",
" <td>8770.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>99</th>\n",
" <td>2018-11-05</td>\n",
" <td>15125.0</td>\n",
" <td>8730.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>100</th>\n",
" <td>2018-11-06</td>\n",
" <td>9489.0</td>\n",
" <td>9370.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>101</th>\n",
" <td>2018-11-07</td>\n",
" <td>8466.0</td>\n",
" <td>9400.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>102</th>\n",
" <td>2018-11-08</td>\n",
" <td>12449.0</td>\n",
" <td>9310.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>103</th>\n",
" <td>2018-11-09</td>\n",
" <td>7286.0</td>\n",
" <td>9630.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>104</th>\n",
" <td>2018-11-10</td>\n",
" <td>8243.0</td>\n",
" <td>9400.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>105</th>\n",
" <td>2018-11-11</td>\n",
" <td>7090.0</td>\n",
" <td>9170.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>106</th>\n",
" <td>2018-11-12</td>\n",
" <td>8836.0</td>\n",
" <td>8760.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>107</th>\n",
" <td>2018-11-13</td>\n",
" <td>7840.0</td>\n",
" <td>8770.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>108</th>\n",
" <td>2018-11-14</td>\n",
" <td>11211.0</td>\n",
" <td>8680.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>109</th>\n",
" <td>2018-11-15</td>\n",
" <td>7271.0</td>\n",
" <td>8940.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>110</th>\n",
" <td>2018-11-16</td>\n",
" <td>6350.0</td>\n",
" <td>8780.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>111</th>\n",
" <td>2018-11-17</td>\n",
" <td>7323.0</td>\n",
" <td>8300.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>112</th>\n",
" <td>2018-11-18</td>\n",
" <td>11588.0</td>\n",
" <td>8110.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>113</th>\n",
" <td>2018-11-19</td>\n",
" <td>6180.0</td>\n",
" <td>8460.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>114</th>\n",
" <td>2018-11-20</td>\n",
" <td>7871.0</td>\n",
" <td>8240.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>115</th>\n",
" <td>2018-11-21</td>\n",
" <td>11628.0</td>\n",
" <td>8170.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>116</th>\n",
" <td>2018-11-22</td>\n",
" <td>7888.0</td>\n",
" <td>8520.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>117</th>\n",
" <td>2018-11-23</td>\n",
" <td>10532.0</td>\n",
" <td>8460.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>118</th>\n",
" <td>2018-11-24</td>\n",
" <td>11999.0</td>\n",
" <td>8670.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>119 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" date actual goal\n",
"0 2018-07-29 9250.0 7140.0\n",
"1 2018-07-30 6392.0 7360.0\n",
"2 2018-07-31 5668.0 7270.0\n",
"3 2018-08-01 10286.0 6950.0\n",
"4 2018-08-02 5396.0 7290.0\n",
"5 2018-08-03 7667.0 7100.0\n",
"6 2018-08-04 4581.0 7160.0\n",
"7 2018-08-05 7215.0 6910.0\n",
"8 2018-08-06 7395.0 6940.0\n",
"9 2018-08-07 4319.0 7040.0\n",
"10 2018-08-08 5623.0 6770.0\n",
"11 2018-08-09 20134.0 6540.0\n",
"12 2018-08-10 9746.0 7900.0\n",
"13 2018-08-11 8088.0 8270.0\n",
"14 2018-08-12 7811.0 8260.0\n",
"15 2018-08-13 8404.0 8170.0\n",
"16 2018-08-14 8319.0 8200.0\n",
"17 2018-08-15 9623.0 8230.0\n",
"18 2018-08-16 11532.0 8510.0\n",
"19 2018-08-17 12866.0 9120.0\n",
"20 2018-08-18 15264.0 9870.0\n",
"21 2018-08-19 7928.0 10950.0\n",
"22 2018-08-20 7826.0 10650.0\n",
"23 2018-08-21 7215.0 10090.0\n",
"24 2018-08-22 6048.0 9520.0\n",
"25 2018-08-23 13348.0 8830.0\n",
"26 2018-08-24 9543.0 9290.0\n",
"27 2018-08-25 8965.0 9340.0\n",
"28 2018-08-26 13843.0 9310.0\n",
"29 2018-08-27 7699.0 9770.0\n",
".. ... ... ...\n",
"89 2018-10-26 7992.0 7360.0\n",
"90 2018-10-27 10579.0 7490.0\n",
"91 2018-10-28 8129.0 8110.0\n",
"92 2018-10-29 7968.0 8120.0\n",
"93 2018-10-30 6177.0 8110.0\n",
"94 2018-10-31 7392.0 7730.0\n",
"95 2018-11-01 10781.0 7670.0\n",
"96 2018-11-02 10336.0 7990.0\n",
"97 2018-11-03 9968.0 8460.0\n",
"98 2018-11-04 8312.0 8770.0\n",
"99 2018-11-05 15125.0 8730.0\n",
"100 2018-11-06 9489.0 9370.0\n",
"101 2018-11-07 8466.0 9400.0\n",
"102 2018-11-08 12449.0 9310.0\n",
"103 2018-11-09 7286.0 9630.0\n",
"104 2018-11-10 8243.0 9400.0\n",
"105 2018-11-11 7090.0 9170.0\n",
"106 2018-11-12 8836.0 8760.0\n",
"107 2018-11-13 7840.0 8770.0\n",
"108 2018-11-14 11211.0 8680.0\n",
"109 2018-11-15 7271.0 8940.0\n",
"110 2018-11-16 6350.0 8780.0\n",
"111 2018-11-17 7323.0 8300.0\n",
"112 2018-11-18 11588.0 8110.0\n",
"113 2018-11-19 6180.0 8460.0\n",
"114 2018-11-20 7871.0 8240.0\n",
"115 2018-11-21 11628.0 8170.0\n",
"116 2018-11-22 7888.0 8520.0\n",
"117 2018-11-23 10532.0 8460.0\n",
"118 2018-11-24 11999.0 8670.0\n",
"\n",
"[119 rows x 3 columns]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv('http://www.jtash.com/step-data.txt')\n",
"data"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/peadarcoyle/Code/pymc3/pymc3/tuning/starting.py:61: UserWarning: find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.\n",
" warnings.warn('find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.')\n",
"logp = -1,139.2, ||grad|| = 0.10198: 100%|██████████| 14/14 [00:00<00:00, 98.31it/s] \n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">NUTS: [sd, mu]\n",
">Metropolis: [tau]\n",
"Sampling 4 chains: 100%|██████████| 40000/40000 [00:21<00:00, 1867.05draws/s]\n",
"The acceptance probability does not match the target. It is 0.8793619756383884, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The acceptance probability does not match the target. It is 0.8880913169636945, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The number of effective samples is smaller than 10% for some parameters.\n"
]
}
],
"source": [
"with pm.Model() as model:\n",
"\n",
" # parameterize the priors with sample mean and standard deviation\n",
" alpha = 1 / data.actual.mean()\n",
" beta = 1 / data.actual.std()\n",
"\n",
" # normal distribution priors - mu and std for before and after\n",
" mu = pm.Exponential('mu', lam=alpha, shape=[2,])\n",
" sd = pm.Exponential('sd', lam=beta, shape=[2,])\n",
"\n",
" t = np.arange(data.shape[0])\n",
" tau = pm.DiscreteUniform('tau', lower=0, upper=t.max())\n",
" _mu = pm.math.switch(tau > t, mu[0], mu[1])\n",
" _sd = pm.math.switch(tau > t, sd[0], sd[1])\n",
"\n",
" observation = pm.Normal('observation', mu=_mu, sd=_sd, observed=data.actual)\n",
"\n",
" start = pm.find_MAP()\n",
" trace = pm.sample(draws=5000, tune=5000, start=start)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/peadarcoyle/miniconda3/envs/ppp/lib/python3.5/site-packages/matplotlib/axes/_base.py:3455: MatplotlibDeprecationWarning: \n",
"The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n",
" alternative='`bottom`', obj_type='argument')\n"
]
},
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1c22676048>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c2269e240>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c223a5a90>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c223b1cc0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c223bfef0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c226b2160>]],\n",
" dtype=object)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(trace)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">NUTS: [sd, mu]\n",
">Metropolis: [tau]\n",
"Sampling 4 chains: 100%|██████████| 40000/40000 [00:20<00:00, 1948.49draws/s]\n",
"There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 27 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The acceptance probability does not match the target. It is 0.6544112413456672, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The number of effective samples is smaller than 10% for some parameters.\n"
]
}
],
"source": [
"with pm.Model() as model2:\n",
"\n",
" # parameterize the priors with sample mean and standard deviation\n",
" alpha = 1 / data.actual.mean()\n",
" beta = 1 / data.actual.std()\n",
"\n",
" # normal distribution priors - mu and std for before and after\n",
" mu = pm.Exponential('mu', lam=alpha, shape=[2,])\n",
" sd = pm.Exponential('sd', lam=beta, shape=[2,])\n",
"\n",
" t = np.arange(data.shape[0])\n",
" tau = pm.DiscreteUniform('tau', lower=0, upper=t.max())\n",
" _mu = pm.math.switch(tau > t, mu[0], mu[1])\n",
" _sd = pm.math.switch(tau > t, sd[0], sd[1])\n",
"\n",
" observation = pm.Normal('observation', mu=_mu, sd=_sd, observed=data.actual)\n",
"\n",
" trace2 = pm.sample(draws=5000, tune=5000)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1c2342f0f0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c23440080>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c234522b0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c234624e0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c233b0f98>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c233bb208>]],\n",
" dtype=object)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(trace2)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">NUTS: [nu, sd, mu]\n",
">Metropolis: [tau]\n",
"Sampling 4 chains: 100%|██████████| 64000/64000 [00:44<00:00, 1440.54draws/s]\n",
"There were 76 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 78 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 689 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The acceptance probability does not match the target. It is 0.7112239827823811, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"There were 9 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The acceptance probability does not match the target. It is 0.8905256354254103, but should be close to 0.8. Try to increase the number of tuning steps.\n",
"The number of effective samples is smaller than 10% for some parameters.\n"
]
}
],
"source": [
"with pm.Model() as model3:\n",
"\n",
" # parameterize the priors with sample mean and standard deviation and a derived metric\n",
" alpha = 1 / data.actual.mean()\n",
" beta = 1 / data.actual.std()\n",
" gamma = (alpha+beta/2)\n",
"\n",
" # normal distribution priors - mu and std for before and after\n",
" mu = pm.Exponential('mu', lam=alpha, shape=[2,])\n",
" sd = pm.Exponential('sd', lam=beta, shape=[2,])\n",
" nu = pm.Exponential('nu', lam=gamma, testval=.1)\n",
"\n",
"\n",
" t = np.arange(data.shape[0])\n",
" tau = pm.DiscreteUniform('tau', lower=0, upper=t.max())\n",
" _mu = pm.math.switch(tau > t, mu[0], mu[1])\n",
" _sd = pm.math.switch(tau > t, sd[0], sd[1])\n",
" \n",
" # StudentT has other parameters too. \n",
" observation = pm.StudentT('observation', nu=nu, mu=_mu, sd=_sd, observed=data.actual)\n",
"\n",
" trace3 = pm.sample(draws=8000, tune=8000, target_accept=0.99)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/peadarcoyle/miniconda3/envs/ppp/lib/python3.5/site-packages/matplotlib/axes/_base.py:3455: MatplotlibDeprecationWarning: \n",
"The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n",
" alternative='`bottom`', obj_type='argument')\n"
]
},
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1c243a31d0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c2425fda0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c230f5a20>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10998e748>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c1d858438>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c21f5f278>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c23f0ae80>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c22ee1358>]],\n",
" dtype=object)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x576 with 8 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(trace3)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Multiprocess sampling (4 chains in 4 jobs)\n",
"CompoundStep\n",
">NUTS: [Z_latent, nu, sd, mu]\n",
">Metropolis: [tau]\n",
"Sampling 4 chains: 100%|██████████| 64000/64000 [05:49<00:00, 182.89draws/s]\n",
"There were 323 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 1012 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 295 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 399 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The number of effective samples is smaller than 10% for some parameters.\n"
]
}
],
"source": [
"\n",
"import theano.tensor as tt\n",
"with pm.Model() as marginal:\n",
" # parameterize the priors with sample mean and standard deviation and a derived metric\n",
" alpha = 1 / data.actual.mean()\n",
" beta = 1 / data.actual.std()\n",
" gamma = (alpha+beta/2)\n",
"\n",
" # normal distribution priors - mu and std for before and after\n",
" mu = pm.Exponential('mu', lam=alpha, shape=[2,])\n",
" sd = pm.Exponential('sd', lam=beta, shape=[2,])\n",
" nu = pm.Exponential('nu', lam=gamma, testval=.1)\n",
" Z_latent = pm.Uniform('Z_latent', 0., 1., shape=[2,])\n",
" lam = pm.Deterministic('lambda', Z_latent.mean())\n",
" Z = pm.Deterministic('Z',\n",
" pm.theanof.tt_rng().binomial(\n",
" n=1, p=Z_latent, size=(2,)))\n",
"\n",
" tau = pm.DiscreteUniform('tau', lower=0, upper=t.max())\n",
" mix_logp = pm.math.logsumexp(\n",
" tt.log(1. - Z_latent) + tau, axis=0)\n",
" tau_marginal = pm.Potential('tau_marginal', mix_logp)\n",
" _mu = pm.math.switch(tau_marginal > t, mu[0], mu[1])\n",
" _sd = pm.math.switch(tau_marginal > t, sd[0], sd[1])\n",
"\n",
" # StudentT has other parameters too. \n",
" observation = pm.StudentT('observation', nu=nu, mu=_mu, sd=_sd, observed=data.actual)\n",
"\n",
" trace_marginal = pm.sample(draws=8000, tune=8000, target_accept=0.99)\n"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/peadarcoyle/miniconda3/envs/ppp/lib/python3.5/site-packages/matplotlib/axes/_base.py:3455: MatplotlibDeprecationWarning: \n",
"The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n",
" alternative='`bottom`', obj_type='argument')\n"
]
},
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x1c29a9e5c0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c29bde7f0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c29b64390>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c29bfd400>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c29c0d630>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c29c1e860>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c29c30a90>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c29c41cc0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c29c52ef0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c29c67160>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c29c79390>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c29c8a5c0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x1c29c9c7f0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1c29caea20>]],\n",
" dtype=object)"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x1008 with 14 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pm.traceplot(trace_marginal)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python [conda env:ppp]",
"language": "python",
"name": "conda-env-ppp-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.5.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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