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@ronwalf
Last active August 4, 2019 21:04
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PYMC3 Jupyter notebook examining interactions between Mixtures and Lognormal
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Sampling from a learned lognormal mixture\n",
"This journal details my attempts to sample from a mixture of zeros and a lognormal distribution. So far, there's not a solution that works."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running on PyMC3 v3.7\n"
]
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import theano\n",
"import theano.tensor as tt\n",
"import pymc3 as pm\n",
"\n",
"import seaborn as sns\n",
"\n",
"\n",
"from pandas.plotting import register_matplotlib_converters\n",
"register_matplotlib_converters()\n",
"print('Running on PyMC3 v{}'.format(pm.__version__))\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc9613d2b38>"
]
},
"execution_count": 2,
"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": [
"\n",
"DELTA =0.0001 # Delta from Zero used for taking logs of data with zeros\n",
"LOGMEAN = -2 # Delta from Zero used for taking logs of data with zeros\n",
"LOGSTD = 0.8\n",
"samples = np.concatenate((np.random.lognormal(LOGMEAN, LOGSTD,8000),np.zeros(2000)))\n",
"samples_log = np.log(samples+DELTA)\n",
"sns.distplot(samples)\n",
"sns.distplot(samples_log)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mixture of normal and zero data\n",
"This is the closest solution to working. We can take the log of the data to create a mixture between a constant (zero + delta) and lognormal dist. The model learns the appropriate values, but only samples from the lognormal side of the distribution."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [output, w, sd, mu]\n",
"Sampling 4 chains: 100%|██████████| 24000/24000 [04:21<00:00, 91.95draws/s] \n"
]
}
],
"source": [
"with pm.Model() as model_test:\n",
" \n",
" mu = pm.Normal(\"mu\", mu=LOGMEAN, sd=LOGSTD/len(samples_log))\n",
" sd = pm.InverseGamma(\"sd\", mu=LOGSTD, sd=LOGSTD)\n",
" nonzero = pm.Normal.dist(mu=mu, sd=sd)\n",
" \n",
" zero = pm.Constant.dist(np.log(0+DELTA))\n",
" w = pm.Dirichlet('w', a=np.array([1,1]))\n",
" obs = pm.Mixture(\"obs\", w=w, comp_dists=[zero, nonzero], observed=samples_log)\n",
" output = pm.Mixture(\"output\", w=w, comp_dists=[zero, nonzero])\n",
" dist = pm.Deterministic(\"dist\", np.exp(output) - DELTA)\n",
" \n",
" trace = pm.sample(1000, tune=5000, cores=4)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>mean</th>\n",
" <th>sd</th>\n",
" <th>mc_error</th>\n",
" <th>hpd_2.5</th>\n",
" <th>hpd_97.5</th>\n",
" <th>n_eff</th>\n",
" <th>Rhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>w__0</th>\n",
" <td>0.200013</td>\n",
" <td>0.004070</td>\n",
" <td>0.000049</td>\n",
" <td>0.192448</td>\n",
" <td>0.208336</td>\n",
" <td>7543.050674</td>\n",
" <td>0.999624</td>\n",
" </tr>\n",
" <tr>\n",
" <th>w__1</th>\n",
" <td>0.799987</td>\n",
" <td>0.004070</td>\n",
" <td>0.000049</td>\n",
" <td>0.791664</td>\n",
" <td>0.807552</td>\n",
" <td>7543.050674</td>\n",
" <td>0.999624</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mu</th>\n",
" <td>-2.000000</td>\n",
" <td>0.000082</td>\n",
" <td>0.000001</td>\n",
" <td>-2.000167</td>\n",
" <td>-1.999850</td>\n",
" <td>5587.573821</td>\n",
" <td>0.999833</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sd</th>\n",
" <td>0.792502</td>\n",
" <td>0.006299</td>\n",
" <td>0.000080</td>\n",
" <td>0.780436</td>\n",
" <td>0.804819</td>\n",
" <td>7791.570117</td>\n",
" <td>1.000138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>output</th>\n",
" <td>-2.004438</td>\n",
" <td>0.812120</td>\n",
" <td>0.008950</td>\n",
" <td>-3.539274</td>\n",
" <td>-0.379687</td>\n",
" <td>7837.224238</td>\n",
" <td>0.999634</td>\n",
" </tr>\n",
" <tr>\n",
" <th>dist</th>\n",
" <td>0.186628</td>\n",
" <td>0.177166</td>\n",
" <td>0.002445</td>\n",
" <td>0.008760</td>\n",
" <td>0.492773</td>\n",
" <td>4983.830000</td>\n",
" <td>0.999590</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd mc_error hpd_2.5 hpd_97.5 n_eff \\\n",
"w__0 0.200013 0.004070 0.000049 0.192448 0.208336 7543.050674 \n",
"w__1 0.799987 0.004070 0.000049 0.791664 0.807552 7543.050674 \n",
"mu -2.000000 0.000082 0.000001 -2.000167 -1.999850 5587.573821 \n",
"sd 0.792502 0.006299 0.000080 0.780436 0.804819 7791.570117 \n",
"output -2.004438 0.812120 0.008950 -3.539274 -0.379687 7837.224238 \n",
"dist 0.186628 0.177166 0.002445 0.008760 0.492773 4983.830000 \n",
"\n",
" Rhat \n",
"w__0 0.999624 \n",
"w__1 0.999624 \n",
"mu 0.999833 \n",
"sd 1.000138 \n",
"output 0.999634 \n",
"dist 0.999590 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 12 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"_ = pm.traceplot(trace, [\"w\", \"mu\", \"sd\", \"output\", \"dist\"])\n",
"pm.summary(trace, [\"w\", \"mu\", \"sd\", \"output\", \"dist\"])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc938273c88>"
]
},
"execution_count": 5,
"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": [
"sns.distplot(trace['dist'])\n",
"sns.distplot(samples)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7fc93808def0>"
]
},
"execution_count": 6,
"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": [
"sns.distplot(trace['output'])\n",
"sns.distplot(samples_log)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Mixture of zeros and lognormal\n",
"Working directly with the lognormal distributions has been more problematic. If we drop the zeros, we can learn the correct values of the lognormal distribution.\n",
"If we try to learn the distribution we get:\n",
"```\n",
"Bad initial energy, check any log probabilities that are inf or -inf, nan or very small:\n",
"log_obs NaN\n",
"```\n",
"If we add some delta to the zeros to ward off NaN probabilities in the lognormal dist, we just get plain old \"`Bad initial energy`\" errors.\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (4 chains in 4 jobs)\n",
"NUTS: [sd_ln, mu_ln]\n",
"Sampling 4 chains: 100%|██████████| 8000/8000 [00:02<00:00, 2936.07draws/s]\n"
]
}
],
"source": [
"with pm.Model() as ln_model_test:\n",
" \n",
" mu_ln = pm.Normal(\"mu_ln\", mu=LOGSTD, sd=LOGSTD)\n",
" sd_ln = pm.InverseGamma(\"sd_ln\", mu=LOGSTD, sd=LOGSTD)\n",
" nonzero = pm.Lognormal(\"nonzero\", mu=mu_ln, sd=sd_ln, observed=samples[np.nonzero(samples)])\n",
" \n",
" ln_trace = pm.sample(1000, tune=1000, cores=4)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>mean</th>\n",
" <th>sd</th>\n",
" <th>mc_error</th>\n",
" <th>hpd_2.5</th>\n",
" <th>hpd_97.5</th>\n",
" <th>n_eff</th>\n",
" <th>Rhat</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>mu_ln</th>\n",
" <td>-2.007226</td>\n",
" <td>0.008704</td>\n",
" <td>0.000141</td>\n",
" <td>-2.024112</td>\n",
" <td>-1.990223</td>\n",
" <td>3994.722169</td>\n",
" <td>1.000352</td>\n",
" </tr>\n",
" <tr>\n",
" <th>sd_ln</th>\n",
" <td>0.793292</td>\n",
" <td>0.006268</td>\n",
" <td>0.000103</td>\n",
" <td>0.781582</td>\n",
" <td>0.805758</td>\n",
" <td>3505.200534</td>\n",
" <td>1.000090</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" mean sd mc_error hpd_2.5 hpd_97.5 n_eff Rhat\n",
"mu_ln -2.007226 0.008704 0.000141 -2.024112 -1.990223 3994.722169 1.000352\n",
"sd_ln 0.793292 0.006268 0.000103 0.781582 0.805758 3505.200534 1.000090"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"_ = pm.traceplot(ln_trace)\n",
"pm.summary(ln_trace)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (7 chains in 7 jobs)\n",
"NUTS: [log_dist, w, sd_ln, mu_ln]\n",
"Sampling 7 chains: 1%| | 292/42000 [00:01<04:56, 140.65draws/s]/home/ronwalf/.virtualenvs/budget/lib/python3.6/site-packages/numpy/core/fromnumeric.py:3118: RuntimeWarning: Mean of empty slice.\n",
" out=out, **kwargs)\n",
"Sampling 7 chains: 1%| | 301/42000 [00:02<05:35, 124.41draws/s]\n",
"Bad initial energy, check any log probabilities that are inf or -inf, nan or very small:\n",
"Series([], )\n"
]
},
{
"ename": "ParallelSamplingError",
"evalue": "Bad initial energy",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mRemoteTraceback\u001b[0m Traceback (most recent call last)",
"\u001b[0;31mRemoteTraceback\u001b[0m: \n\"\"\"\nTraceback (most recent call last):\n File \"/home/ronwalf/.virtualenvs/budget/lib/python3.6/site-packages/pymc3/parallel_sampling.py\", line 160, in _start_loop\n point, stats = self._compute_point()\n File \"/home/ronwalf/.virtualenvs/budget/lib/python3.6/site-packages/pymc3/parallel_sampling.py\", line 191, in _compute_point\n point, stats = self._step_method.step(self._point)\n File \"/home/ronwalf/.virtualenvs/budget/lib/python3.6/site-packages/pymc3/step_methods/arraystep.py\", line 247, in step\n apoint, stats = self.astep(array)\n File \"/home/ronwalf/.virtualenvs/budget/lib/python3.6/site-packages/pymc3/step_methods/hmc/base_hmc.py\", line 144, in astep\n raise SamplingError(\"Bad initial energy\")\npymc3.exceptions.SamplingError: Bad initial energy\n\"\"\"",
"\nThe above exception was the direct cause of the following exception:\n",
"\u001b[0;31mSamplingError\u001b[0m Traceback (most recent call last)",
"\u001b[0;31mSamplingError\u001b[0m: Bad initial energy",
"\nThe above exception was the direct cause of the following exception:\n",
"\u001b[0;31mParallelSamplingError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-11-1f056805ffa5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 11\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 12\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 13\u001b[0;31m \u001b[0mln_trace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpm\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtune\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m5000\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcores\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m7\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m~/.virtualenvs/budget/lib/python3.6/site-packages/pymc3/sampling.py\u001b[0m in \u001b[0;36msample\u001b[0;34m(draws, step, init, n_init, start, trace, chain_idx, chains, cores, tune, progressbar, model, random_seed, discard_tuned_samples, compute_convergence_checks, **kwargs)\u001b[0m\n\u001b[1;32m 435\u001b[0m \u001b[0m_print_step_hierarchy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 436\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 437\u001b[0;31m \u001b[0mtrace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_mp_sample\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m**\u001b[0m\u001b[0msample_args\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 438\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mpickle\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPickleError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 439\u001b[0m \u001b[0m_log\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarning\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Could not pickle model, sampling singlethreaded.\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.virtualenvs/budget/lib/python3.6/site-packages/pymc3/sampling.py\u001b[0m in \u001b[0;36m_mp_sample\u001b[0;34m(draws, tune, step, chains, cores, chain, random_seed, start, progressbar, trace, model, **kwargs)\u001b[0m\n\u001b[1;32m 967\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 968\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0msampler\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 969\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mdraw\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msampler\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 970\u001b[0m \u001b[0mtrace\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtraces\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchain\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0mchain\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 971\u001b[0m if (trace.supports_sampler_stats\n",
"\u001b[0;32m~/.virtualenvs/budget/lib/python3.6/site-packages/pymc3/parallel_sampling.py\u001b[0m in \u001b[0;36m__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 391\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 392\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_active\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 393\u001b[0;31m \u001b[0mdraw\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mProcessAdapter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrecv_draw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_active\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 394\u001b[0m \u001b[0mproc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mis_last\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtuning\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstats\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwarns\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdraw\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 395\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_progress\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m~/.virtualenvs/budget/lib/python3.6/site-packages/pymc3/parallel_sampling.py\u001b[0m in \u001b[0;36mrecv_draw\u001b[0;34m(processes, timeout)\u001b[0m\n\u001b[1;32m 295\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 296\u001b[0m \u001b[0merror\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mRuntimeError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Chain %s failed.\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0mproc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mchain\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 297\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0merror\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mold_error\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 298\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mmsg\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"writing_done\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 299\u001b[0m \u001b[0mproc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_readable\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mParallelSamplingError\u001b[0m: Bad initial energy"
]
}
],
"source": [
"with pm.Model() as ln_model_test:\n",
" \n",
" mu_ln = pm.Normal(\"mu_ln\", mu=LOGMEAN, sd=LOGSTD)\n",
" sd_ln = pm.InverseGamma(\"sd_ln\", mu=LOGSTD, sd=LOGSTD)\n",
" nonzero = pm.Lognormal.dist(mu=mu_ln, sd=sd_ln)\n",
" \n",
" zero = pm.Constant.dist(DELTA)\n",
" w = pm.Dirichlet('w', a=np.array([1,1]))\n",
" log_obs = pm.Mixture(\"log_obs\", w=w, comp_dists=[zero, nonzero], observed=samples+DELTA)\n",
" log_dist = pm.Mixture(\"log_dist\", w=w, comp_dists=[zero, nonzero])\n",
" \n",
" \n",
" ln_trace = pm.sample(1000, tune=5000, cores=7)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"_ = pm.traceplot(ln_trace)\n",
"pm.summary(ln_trace)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "budget",
"language": "python",
"name": "budget"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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