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@larryshamalama
Created August 2, 2022 21:15
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "7fb302b0",
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pymc as pm\n",
"import matplotlib.pyplot as plt\n",
"import arviz as az\n",
"\n",
"%config InlineBackend.figure_format = \"retina\"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "f4c3fff2",
"metadata": {},
"outputs": [],
"source": [
"RANDOM_SEED = 8927\n",
"rng = np.random.default_rng(RANDOM_SEED)\n",
"\n",
"k = 3\n",
"ndata = 5000\n",
"centers = np.array([17, 45, 100])\n",
"idx = rng.integers(0, k, ndata)\n",
"x = rng.poisson(lam=centers[idx], size=ndata)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "93d389ea",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 280,
"width": 424
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"_ = plt.hist(x, 100)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "ec7c389d",
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Auto-assigning NUTS sampler...\n",
"Initializing NUTS using jitter+adapt_diag...\n",
"Sequential sampling (1 chains in 1 job)\n",
"NUTS: [p, centers]\n"
]
},
{
"data": {
"text/html": [
"\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:not([value]), progress:not([value])::-webkit-progress-bar {\n",
" background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
"</style>\n"
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <progress value='6000' class='' max='6000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [6000/6000 00:24&lt;00:00 Sampling chain 0, 0 divergences]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Sampling 1 chain for 1_000 tune and 5_000 draw iterations (1_000 + 5_000 draws total) took 24 seconds.\n"
]
}
],
"source": [
"with pm.Model() as model_2:\n",
" p = pm.Dirichlet(\"p\", np.array([1, 1, 1]))\n",
" centers = pm.Uniform(\"centers\", lower=1, upper=140, shape=3)\n",
" obs = pm.Mixture(\"obs\", w=p, comp_dists=pm.Poisson.dist(centers), observed=x)\n",
" \n",
" trace = pm.sample(draws=5000, tune=1000, chains=1)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "643af959",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 864x288 with 4 Axes>"
]
},
"metadata": {
"image/png": {
"height": 279,
"width": 856
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"_ = az.plot_trace(trace)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "b562c5ff",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1490.4x662.4 with 6 Axes>"
]
},
"metadata": {
"image/png": {
"height": 653,
"width": 1476
},
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"_ = az.plot_posterior(trace)\n",
"plt.tight_layout()"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "26f8990a",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "pymc-dev",
"language": "python",
"name": "pymc-dev"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.5"
}
},
"nbformat": 4,
"nbformat_minor": 5
}
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