From c18c5fd383c206cfe236e93163d69895691e7697 Mon Sep 17 00:00:00 2001
From: fehiepsi <fehiepsi@gmail.com>
Date: Wed, 1 Jun 2022 22:49:47 +0700
Subject: [PATCH] Use : for param domain when render

---
 pyro/infer/inspect.py                 |   2 +-
 tutorial/source/model_rendering.ipynb | 390 +++++++++++++-------------
 2 files changed, 193 insertions(+), 199 deletions(-)

diff --git a/pyro/infer/inspect.py b/pyro/infer/inspect.py
index 9bb5ca2520..851e31fd39 100644
--- a/pyro/infer/inspect.py
+++ b/pyro/infer/inspect.py
@@ -516,7 +516,7 @@ def render_graph(
                 dist_label += rf"{rv} ~ {rv_dist}\l"
 
             if "constraint" in data and data["constraint"]:
-                dist_label += rf"{rv} ∈ {data['constraint']}\l"
+                dist_label += rf"{rv} : {data['constraint']}\l"
 
         graph.node("distribution_description_node", label=dist_label, shape="plaintext")
 
diff --git a/tutorial/source/model_rendering.ipynb b/tutorial/source/model_rendering.ipynb
index 63eb278bb3..861a947469 100644
--- a/tutorial/source/model_rendering.ipynb
+++ b/tutorial/source/model_rendering.ipynb
@@ -12,7 +12,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": 1,
    "id": "8a068eb0",
    "metadata": {},
    "outputs": [],
@@ -40,7 +40,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 2,
    "id": "855a7d8f",
    "metadata": {},
    "outputs": [],
@@ -54,7 +54,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 3,
    "id": "e1e9628e",
    "metadata": {},
    "outputs": [
@@ -64,63 +64,62 @@
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        "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\n",
        " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\n",
-       "<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n",
+       "<!-- Generated by graphviz version 4.0.0 (0)\n",
        " -->\n",
-       "<!-- Title: %3 Pages: 1 -->\n",
+       "<!-- Pages: 1 -->\n",
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        "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 223)\">\n",
-       "<title>%3</title>\n",
-       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-223 101,-223 101,4 -4,4\"/>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"-4,4 -4,-223 101,-223 101,4 -4,4\"/>\n",
        "<g id=\"clust1\" class=\"cluster\">\n",
        "<title>cluster_N</title>\n",
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-       "<text text-anchor=\"middle\" x=\"76\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">N</text>\n",
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+       "<text text-anchor=\"middle\" x=\"76\" y=\"-15.8\" font-family=\"Times,serif\" font-size=\"14.00\">N</text>\n",
        "</g>\n",
        "<!-- m -->\n",
        "<g id=\"node1\" class=\"node\">\n",
        "<title>m</title>\n",
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-       "<text text-anchor=\"middle\" x=\"54\" y=\"-197.3\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">m</text>\n",
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+       "<text text-anchor=\"middle\" x=\"54\" y=\"-197.3\" font-family=\"Times,serif\" font-size=\"14.00\">m</text>\n",
        "</g>\n",
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        "<title>sd</title>\n",
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       ],
       "text/plain": [
-       "<graphviz.graphs.Digraph at 0x7f55785408e0>"
+       "<graphviz.graphs.Digraph at 0x10e78fdf0>"
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-     "execution_count": 24,
+     "execution_count": 3,
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      "output_type": "execute_result"
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@@ -141,7 +140,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 4,
    "id": "700a0917",
    "metadata": {},
    "outputs": [],
@@ -162,7 +161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 5,
    "id": "01a4b74b",
    "metadata": {},
    "outputs": [],
@@ -228,7 +227,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 6,
    "id": "311896af",
    "metadata": {},
    "outputs": [
@@ -238,91 +237,90 @@
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@@ -334,7 +332,7 @@
   },
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+   "execution_count": 7,
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@@ -344,91 +342,90 @@
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+       "<polygon fill=\"black\" stroke=\"black\" points=\"47.95,-85.05 48.41,-74.47 41.45,-82.45 47.95,-85.05\"/>\n",
        "</g>\n",
-       "<!-- mu -->\n",
+       "<!-- sigma -->\n",
        "<g id=\"node3\" class=\"node\">\n",
-       "<title>mu</title>\n",
-       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"41.5,-304 22.5,-304 22.5,-289 41.5,-289 41.5,-304\"/>\n",
-       "<text text-anchor=\"middle\" x=\"32\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">mu</text>\n",
+       "<title>sigma</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"49,-304 15,-304 15,-289 49,-289 49,-304\"/>\n",
+       "<text text-anchor=\"middle\" x=\"32\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\">sigma</text>\n",
        "</g>\n",
-       "<!-- mu&#45;&gt;x -->\n",
+       "<!-- sigma&#45;&gt;x -->\n",
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-       "<title>mu&#45;&gt;x</title>\n",
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+       "<title>sigma&#45;&gt;x</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M33.58,-288.78C36.5,-276.38 42.87,-249.32 47.72,-228.69\"/>\n",
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        "</g>\n",
-       "<!-- sigma -->\n",
+       "<!-- mu -->\n",
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-       "<title>sigma</title>\n",
-       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"94,-304 60,-304 60,-289 94,-289 94,-304\"/>\n",
-       "<text text-anchor=\"middle\" x=\"77\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">sigma</text>\n",
+       "<title>mu</title>\n",
+       "<polygon fill=\"white\" stroke=\"transparent\" points=\"86.5,-304 67.5,-304 67.5,-289 86.5,-289 86.5,-304\"/>\n",
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        "</g>\n",
-       "<!-- sigma&#45;&gt;x -->\n",
+       "<!-- mu&#45;&gt;x -->\n",
        "<g id=\"edge5\" class=\"edge\">\n",
-       "<title>sigma&#45;&gt;x</title>\n",
-       "<path fill=\"none\" stroke=\"#000000\" d=\"M75.1178,-288.6848C71.9973,-275.7278 65.6071,-249.1945 60.6691,-228.6914\"/>\n",
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+       "<title>mu&#45;&gt;x</title>\n",
+       "<path fill=\"none\" stroke=\"black\" d=\"M75.35,-288.78C72.3,-276.38 65.64,-249.32 60.56,-228.69\"/>\n",
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        "<title>distribution_description_node</title>\n",
-       "<text text-anchor=\"start\" x=\"120\" y=\"-322.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">x ~ Normal</text>\n",
-       "<text text-anchor=\"start\" x=\"120\" y=\"-307.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">y ~ LogNormal</text>\n",
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-       "<text text-anchor=\"start\" x=\"120\" y=\"-277.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">sigma ∈ GreaterThan(lower_bound=0.0)</text>\n",
-       "<text text-anchor=\"start\" x=\"120\" y=\"-262.8\" font-family=\"Times,serif\" font-size=\"14.00\" fill=\"#000000\">mu ∈ Real()</text>\n",
+       "<text text-anchor=\"start\" x=\"112.5\" y=\"-322.8\" font-family=\"Times,serif\" font-size=\"14.00\">x ~ Normal</text>\n",
+       "<text text-anchor=\"start\" x=\"112.5\" y=\"-307.8\" font-family=\"Times,serif\" font-size=\"14.00\">y ~ LogNormal</text>\n",
+       "<text text-anchor=\"start\" x=\"112.5\" y=\"-292.8\" font-family=\"Times,serif\" font-size=\"14.00\">z ~ Normal</text>\n",
+       "<text text-anchor=\"start\" x=\"112.5\" y=\"-277.8\" font-family=\"Times,serif\" font-size=\"14.00\">sigma : GreaterThan(lower_bound=0.0)</text>\n",
+       "<text text-anchor=\"start\" x=\"112.5\" y=\"-262.8\" font-family=\"Times,serif\" font-size=\"14.00\">mu : Real()</text>\n",
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        "</g>\n",
        "</svg>\n"
       ],
       "text/plain": [
-       "<graphviz.graphs.Digraph at 0x7f549e76adc0>"
+       "<graphviz.graphs.Digraph at 0x139a05150>"
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      },
-     "execution_count": 31,
+     "execution_count": 10,
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@@ -713,7 +708,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": 11,
    "id": "9f1a4ebf",
    "metadata": {},
    "outputs": [],
@@ -731,7 +726,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": 12,
    "id": "8514d7df",
    "metadata": {},
    "outputs": [
@@ -741,67 +736,66 @@
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-       "<!-- Generated by graphviz version 2.40.1 (20161225.0304)\n",
+       "<!-- Generated by graphviz version 4.0.0 (0)\n",
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-       "<!-- Title: %3 Pages: 1 -->\n",
+       "<!-- Pages: 1 -->\n",
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-       "<title>%3</title>\n",
-       "<polygon fill=\"#ffffff\" stroke=\"transparent\" points=\"-4,4 -4,-281 106,-281 106,4 -4,4\"/>\n",
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       ],
       "text/plain": [
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+       "<graphviz.graphs.Digraph at 0x10e8a75e0>"
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@@ -813,9 +807,9 @@
  ],
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   "kernelspec": {
-   "display_name": "Python [conda env:root] *",
+   "display_name": "Python 3 (ipykernel)",
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-   "name": "conda-root-py"
+   "name": "python3"
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@@ -827,7 +821,7 @@
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+   "version": "3.10.4"
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