Skip to content

Instantly share code, notes, and snippets.

@chartl
Last active April 26, 2019 19:04
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save chartl/75b154fbe5a610e112383585e9fe843c to your computer and use it in GitHub Desktop.
Save chartl/75b154fbe5a610e112383585e9fe843c to your computer and use it in GitHub Desktop.
Random effect with empirical marginals
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"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": [
"import numpy as np\n",
"import pandas as pd\n",
"import scipy as sp\n",
"import scipy.stats\n",
"import theano\n",
"import theano.tensor as tt\n",
"import pymc3 as pm\n",
"import matplotlib\n",
"from matplotlib import pyplot as plt\n",
"import seaborn as sbn\n",
"\n",
"ROMAN_COLORS = ['#e6194b', '#3cb44b', '#ffe119', '#4363d8', '#f58231', '#911eb4', '#46f0f0', '#f032e6', '#bcf60c', '#fabebe', '#008080', '#e6beff', '#9a6324', '#fffac8', '#800000', '#aaffc3', '#808000', '#ffd8b1', '#000075', '#808080','#000000']\n",
"\n",
"corr=0.4\n",
"_sigma=np.array([[1,corr,corr],[corr,1,corr],[corr, corr, 1]])\n",
"n_sample=10\n",
"N_posterior=1000\n",
"\n",
"x_covar_obs = np.random.multivariate_normal((0,0,0),_sigma,size=n_sample)\n",
"x_migration_density = sp.stats.semicircular.rvs(size=(N_posterior,))\n",
"# shift and scale this density for the various samples\n",
"scl, sft = 1 + 0.5 * np.random.normal(size=n_sample)**2, np.random.normal(0, 2, size=n_sample)\n",
"sample_densities = [scl[i]*x_migration_density + sft[i] for i in range(n_sample)]\n",
"# sample from these for the unobserved migrations\n",
"x_migration_unobs = np.array([np.random.choice(sample_densities[i]) for i in range(n_sample)])\n",
"\n",
"beta_obs = np.array([-0.5, 0.1, 0.2])\n",
"beta_unobs = np.array(0.3)\n",
"err_sd = 0.5\n",
"\n",
"y = -0.4 + np.dot(x_covar_obs, beta_obs) + beta_unobs * x_migration_unobs\n",
"y += np.random.normal(0, err_sd, size=(n_sample,))\n",
"\n",
"for j in range(n_sample):\n",
" sbn.kdeplot(sample_densities[j], color=ROMAN_COLORS[j])\n",
" plt.axvline(x_migration_unobs[j], color=ROMAN_COLORS[j])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Multiprocess sampling (9 chains in 3 jobs)\n",
"NUTS: [err_sd, intercept, sample_9, sample_8, sample_7, sample_6, sample_5, sample_4, sample_3, sample_2, sample_1, sample_0, random, fixed]\n",
"Sampling 9 chains: 100%|██████████| 11250/11250 [01:05<00:00, 78.00draws/s] \n",
"There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n",
"There were 3 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n",
"There was 1 divergence after tuning. Increase `target_accept` or reparameterize.\n",
"There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
"The number of effective samples is smaller than 25% for some parameters.\n"
]
},
{
"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": [
"def gen_interp(name, vals, h=0.2, hw=1.5, k=25, plot=True):\n",
" xmx, xmn = np.max(vals), np.min(vals)\n",
" xrange = xmx - xmn\n",
" x_interp = np.linspace(xmn-h*xrange, xmx+h*xrange, k)\n",
" y_interp = np.concatenate([[0], sp.stats.gaussian_kde(vals)(x_interp), [0]])\n",
" w = hw*xrange\n",
" x_interp = np.concatenate([[xmn-w], x_interp, [xmx+w]])\n",
" if plot:\n",
" plt.plot(x_interp, y_interp)\n",
" return pm.Interpolated(name, x_interp, y_interp)\n",
"\n",
"X, Y = theano.shared(x_covar_obs), theano.shared(y)\n",
"with pm.Model() as mod:\n",
" fixeff = pm.Normal('fixed', 0., 1., shape=(3,))\n",
" randeff = pm.Normal('random', 0., 1.)\n",
" migration_rnd = tt.zeros(n_sample, dtype=theano.config.floatX)\n",
" for j in range(n_sample):\n",
" migration_rnd = tt.set_subtensor(migration_rnd[j], \n",
" gen_interp('sample_%d' % j, sample_densities[j]))\n",
" intercept = pm.Normal('intercept', 0., 1.)\n",
" err_sd = pm.HalfNormal('err_sd', 1.)\n",
" y_pred = pm.Deterministic('y', tt.dot(X, fixeff) + migration_rnd * randeff + intercept)\n",
" y_obs = pm.Normal('lik', mu=y_pred, sd=err_sd, observed=Y)\n",
" trace = pm.sample(500, tune=750, chains=9, cores=3, nuts_kwargs={'target_accept': 0.9, 'max_treedepth': 20})\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"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(trace, ['sample_0', 'sample_1', 'random']);"
]
},
{
"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": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.7.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment