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ADVI comparisons in PyMC3 and PyMC4
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import arviz as az\n",
"import itertools\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import pandas as pd\n",
"import pymc3 as pm3\n",
"import pymc4 as pm4\n",
"import seaborn as sns\n",
"import tensorflow as tf\n",
"import tensorflow_probability as tfp"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%config InlineBackend.figure_format = 'retina'\n",
"\n",
"RANDOM_SEED = 42\n",
"np.random.seed(RANDOM_SEED)\n",
"pm3.set_tt_rng(RANDOM_SEED)\n",
"tf.random.set_seed(RANDOM_SEED)\n",
"\n",
"az.style.use('arviz-darkgrid')\n",
"dtype = tf.float32\n",
"tfb = tfp.bijectors\n",
"tfd = tfp.distributions"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Utility functions"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def get_bounds(pm3_samples, pm4_samples):\n",
" x_max, y_max = 0, 0\n",
" samples = itertools.chain(pm3_samples.values(), pm4_samples.values())\n",
" for x_draws, y_draws in samples:\n",
" x_max = max(x_max, np.abs(x_draws).max())\n",
" y_max = max(y_max, np.abs(y_draws).max())\n",
" top = max(x_max, y_max)\n",
" return (-top, top)\n",
"\n",
"\n",
"def plot_approx(engine, samples, bounds):\n",
" fig, axes = plt.subplots(1, 3, figsize=(13.5, 4), squeeze=False, sharey=True)\n",
" fig.suptitle(engine, fontsize=20, y=1.03)\n",
" for (label, (x, y)), ax in zip(samples.items(), axes.ravel()):\n",
" ax.plot(x, y, 'o', alpha=0.5)\n",
" ax.set_title(\" \".join(label.split(\"_\")).title())\n",
" ax.axes.set_xlim(bounds)\n",
" ax.axes.set_ylim(bounds)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2-d Gaussian"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"mu = np.zeros(2, dtype=np.float32)\n",
"cov = np.array([[1e-2, 0.], [0., 1e2]], dtype=np.float32)\n",
"iterations = 30000\n",
"N = 1000\n",
"multivariate_samples = np.random.multivariate_normal(mu, cov, size=N)\n",
"\n",
"pm3_samples, pm4_samples = dict(), dict()\n",
"pm3_samples['Ground Truth'] = pm4_samples['Ground Truth'] = (multivariate_samples[:, 0], multivariate_samples[:, 1])\n",
"methods = ['advi', 'fullrank_advi']\n",
"\n",
"pm3_opt = pm3.adagrad(learning_rate=0.1)\n",
"pm4_opt = pm4.adagrad(learning_rate=0.1)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='30000' class='' max='30000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [30000/30000 00:04<00:00 Average Loss = 0.0018352]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Finished [100%]: Average Loss = 0.0017398\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='30000' class='' max='30000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [30000/30000 00:16<00:00 Average Loss = 0.0014968]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Finished [100%]: Average Loss = 0.0015137\n"
]
}
],
"source": [
"# PyMC3\n",
"\n",
"for method in methods:\n",
" with pm3.Model() as model:\n",
" density = pm3.MvNormal('density', mu, cov, shape=2)\n",
" trace = pm3.fit(n=iterations, method=method, obj_optimizer=pm3_opt)\n",
" x, y = trace.sample(N)['density'].T\n",
" pm3_samples[method] = (x, y)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow/python/ops/linalg/linear_operator_lower_triangular.py:158: calling LinearOperator.__init__ (from tensorflow.python.ops.linalg.linear_operator) with graph_parents is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Do not pass `graph_parents`. They will no longer be used.\n",
"WARNING:tensorflow:From /usr/local/lib/python3.7/site-packages/tensorflow_probability/python/math/minimize.py:77: calling <lambda> (from tensorflow_probability.python.vi.optimization) with loss is deprecated and will be removed after 2020-07-01.\n",
"Instructions for updating:\n",
"The signature for `trace_fn`s passed to `minimize` has changed. Trace functions now take a single `traceable_quantities` argument, which is a `tfp.math.MinimizeTraceableQuantities` namedtuple containing `traceable_quantities.loss`, `traceable_quantities.gradients`, etc. Please update your `trace_fn` definition.\n"
]
}
],
"source": [
"# PyMC4\n",
"\n",
"@pm4.model\n",
"def model():\n",
" density = yield pm4.MvNormal('density', mu, cov)\n",
" \n",
"for method in methods:\n",
" trace = pm4.fit(model(), num_steps=iterations, method=method, optimizer=pm4_opt)\n",
" samples = trace.approximation.sample(N)\n",
" samples = np.squeeze(samples.posterior['model/density'].values, axis=0)\n",
" pm4_samples[method] = (samples[:, 0], samples[:, 1])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1350x400 with 3 Axes>"
]
},
"metadata": {
"image/png": {
"height": 405,
"width": 1112
}
},
"output_type": "display_data"
},
{
"data": {
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"text/plain": [
"<Figure size 1350x400 with 3 Axes>"
]
},
"metadata": {
"image/png": {
"height": 405,
"width": 1112
}
},
"output_type": "display_data"
}
],
"source": [
"# Plots\n",
"\n",
"bounds = get_bounds(pm3_samples, pm4_samples)\n",
"plot_approx('PyMC3', pm3_samples, bounds)\n",
"plot_approx('PyMC4', pm4_samples, bounds)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Strongly correlated Gaussian"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"mu = np.zeros(2, dtype=np.float32)\n",
"cov = np.array([[50.05, -49.95], [-49.95, 50.05]], dtype=np.float32)\n",
"iterations = 30000\n",
"N = 1000\n",
"multivariate_samples = np.random.multivariate_normal(mu, cov, size=N)\n",
"\n",
"pm3_samples, pm4_samples = dict(), dict()\n",
"pm3_samples['Ground Truth'] = pm4_samples['Ground Truth'] = (multivariate_samples[:, 0], multivariate_samples[:, 1])\n",
"methods = ['advi', 'fullrank_advi']"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='30000' class='' max='30000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [30000/30000 00:09<00:00 Average Loss = 2.7392]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Finished [100%]: Average Loss = 2.7421\n"
]
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='30000' class='' max='30000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [30000/30000 00:13<00:00 Average Loss = 0.38174]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Finished [100%]: Average Loss = 0.37869\n"
]
}
],
"source": [
"# PyMC3\n",
"# On experimenting, pm3.adam gives nan\n",
"\n",
"for method in methods:\n",
" with pm3.Model() as model:\n",
" density = pm3.MvNormal('density', mu, cov, shape=2)\n",
" trace = pm3.fit(n=iterations, method=method, obj_optimizer=pm3_opt)\n",
" x, y = trace.sample(N)['density'].T\n",
" pm3_samples[method] = (x, y)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# PyMC4\n",
"\n",
"@pm4.model\n",
"def model():\n",
" density = yield pm4.MvNormal('density', mu, cov)\n",
" \n",
"for method in methods:\n",
" trace = pm4.fit(model(), num_steps=iterations, method=method, optimizer=pm4.adam(learning_rate=0.1))\n",
" samples = trace.approximation.sample(N)\n",
" samples = np.squeeze(samples.posterior['model/density'].values, axis=0)\n",
" pm4_samples[method] = (samples[:, 0], samples[:, 1])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1350x400 with 3 Axes>"
]
},
"metadata": {
"image/png": {
"height": 405,
"width": 1112
}
},
"output_type": "display_data"
},
{
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"text/plain": [
"<Figure size 1350x400 with 3 Axes>"
]
},
"metadata": {
"image/png": {
"height": 405,
"width": 1112
}
},
"output_type": "display_data"
}
],
"source": [
"# Plots\n",
"\n",
"bounds = get_bounds(pm3_samples, pm4_samples)\n",
"plot_approx('PyMC3', pm3_samples, bounds)\n",
"plot_approx('PyMC4', pm4_samples, bounds)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## TODO - Complete the Mixtures comparison"
]
}
],
"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": "3.7.7"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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