##// END OF EJS Templates
Fix a typo: plot_to_latex -> poly_to_latex...
Gökhan Karabulut -
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@@ -1,1556 +1,1556 b''
1 {
1 {
2 "cells": [
2 "cells": [
3 {
3 {
4 "cell_type": "markdown",
4 "cell_type": "markdown",
5 "metadata": {},
5 "metadata": {},
6 "source": [
6 "source": [
7 "# Custom Display Logic"
7 "# Custom Display Logic"
8 ]
8 ]
9 },
9 },
10 {
10 {
11 "cell_type": "markdown",
11 "cell_type": "markdown",
12 "metadata": {},
12 "metadata": {},
13 "source": [
13 "source": [
14 "## Overview"
14 "## Overview"
15 ]
15 ]
16 },
16 },
17 {
17 {
18 "cell_type": "markdown",
18 "cell_type": "markdown",
19 "metadata": {},
19 "metadata": {},
20 "source": [
20 "source": [
21 "As described in the [Rich Output](Rich Output.ipynb) tutorial, the IPython display system can display rich representations of objects in the following formats:\n",
21 "As described in the [Rich Output](Rich Output.ipynb) tutorial, the IPython display system can display rich representations of objects in the following formats:\n",
22 "\n",
22 "\n",
23 "* JavaScript\n",
23 "* JavaScript\n",
24 "* HTML\n",
24 "* HTML\n",
25 "* PNG\n",
25 "* PNG\n",
26 "* JPEG\n",
26 "* JPEG\n",
27 "* SVG\n",
27 "* SVG\n",
28 "* LaTeX\n",
28 "* LaTeX\n",
29 "* PDF\n",
29 "* PDF\n",
30 "\n",
30 "\n",
31 "This Notebook shows how you can add custom display logic to your own classes, so that they can be displayed using these rich representations. There are two ways of accomplishing this:\n",
31 "This Notebook shows how you can add custom display logic to your own classes, so that they can be displayed using these rich representations. There are two ways of accomplishing this:\n",
32 "\n",
32 "\n",
33 "1. Implementing special display methods such as `_repr_html_` when you define your class.\n",
33 "1. Implementing special display methods such as `_repr_html_` when you define your class.\n",
34 "2. Registering a display function for a particular existing class.\n",
34 "2. Registering a display function for a particular existing class.\n",
35 "\n",
35 "\n",
36 "This Notebook describes and illustrates both approaches."
36 "This Notebook describes and illustrates both approaches."
37 ]
37 ]
38 },
38 },
39 {
39 {
40 "cell_type": "markdown",
40 "cell_type": "markdown",
41 "metadata": {},
41 "metadata": {},
42 "source": [
42 "source": [
43 "Import the IPython display functions."
43 "Import the IPython display functions."
44 ]
44 ]
45 },
45 },
46 {
46 {
47 "cell_type": "code",
47 "cell_type": "code",
48 "execution_count": 1,
48 "execution_count": 1,
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49 "metadata": {
50 "collapsed": false
50 "collapsed": false
51 },
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52 "outputs": [],
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53 "source": [
53 "source": [
54 "from IPython.display import (\n",
54 "from IPython.display import (\n",
55 " display, display_html, display_png, display_svg\n",
55 " display, display_html, display_png, display_svg\n",
56 ")"
56 ")"
57 ]
57 ]
58 },
58 },
59 {
59 {
60 "cell_type": "markdown",
60 "cell_type": "markdown",
61 "metadata": {},
61 "metadata": {},
62 "source": [
62 "source": [
63 "Parts of this notebook need the matplotlib inline backend:"
63 "Parts of this notebook need the matplotlib inline backend:"
64 ]
64 ]
65 },
65 },
66 {
66 {
67 "cell_type": "code",
67 "cell_type": "code",
68 "execution_count": 2,
68 "execution_count": 2,
69 "metadata": {
69 "metadata": {
70 "collapsed": false
70 "collapsed": false
71 },
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72 "outputs": [],
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73 "source": [
74 "%matplotlib inline\n",
74 "%matplotlib inline\n",
75 "import numpy as np\n",
75 "import numpy as np\n",
76 "import matplotlib.pyplot as plt"
76 "import matplotlib.pyplot as plt"
77 ]
77 ]
78 },
78 },
79 {
79 {
80 "cell_type": "markdown",
80 "cell_type": "markdown",
81 "metadata": {},
81 "metadata": {},
82 "source": [
82 "source": [
83 "## Special display methods"
83 "## Special display methods"
84 ]
84 ]
85 },
85 },
86 {
86 {
87 "cell_type": "markdown",
87 "cell_type": "markdown",
88 "metadata": {},
88 "metadata": {},
89 "source": [
89 "source": [
90 "The main idea of the first approach is that you have to implement special display methods when you define your class, one for each representation you want to use. Here is a list of the names of the special methods and the values they must return:\n",
90 "The main idea of the first approach is that you have to implement special display methods when you define your class, one for each representation you want to use. Here is a list of the names of the special methods and the values they must return:\n",
91 "\n",
91 "\n",
92 "* `_repr_html_`: return raw HTML as a string\n",
92 "* `_repr_html_`: return raw HTML as a string\n",
93 "* `_repr_json_`: return a JSONable dict\n",
93 "* `_repr_json_`: return a JSONable dict\n",
94 "* `_repr_jpeg_`: return raw JPEG data\n",
94 "* `_repr_jpeg_`: return raw JPEG data\n",
95 "* `_repr_png_`: return raw PNG data\n",
95 "* `_repr_png_`: return raw PNG data\n",
96 "* `_repr_svg_`: return raw SVG data as a string\n",
96 "* `_repr_svg_`: return raw SVG data as a string\n",
97 "* `_repr_latex_`: return LaTeX commands in a string surrounded by \"$\"."
97 "* `_repr_latex_`: return LaTeX commands in a string surrounded by \"$\"."
98 ]
98 ]
99 },
99 },
100 {
100 {
101 "cell_type": "markdown",
101 "cell_type": "markdown",
102 "metadata": {},
102 "metadata": {},
103 "source": [
103 "source": [
104 "As an illustration, we build a class that holds data generated by sampling a Gaussian distribution with given mean and standard deviation. Here is the definition of the `Gaussian` class, which has a custom PNG and LaTeX representation."
104 "As an illustration, we build a class that holds data generated by sampling a Gaussian distribution with given mean and standard deviation. Here is the definition of the `Gaussian` class, which has a custom PNG and LaTeX representation."
105 ]
105 ]
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106 },
107 {
107 {
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108 "cell_type": "code",
109 "execution_count": 3,
109 "execution_count": 3,
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110 "metadata": {
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111 "collapsed": false
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114 "source": [
115 "from IPython.core.pylabtools import print_figure\n",
115 "from IPython.core.pylabtools import print_figure\n",
116 "from IPython.display import Image, SVG, Math\n",
116 "from IPython.display import Image, SVG, Math\n",
117 "\n",
117 "\n",
118 "class Gaussian(object):\n",
118 "class Gaussian(object):\n",
119 " \"\"\"A simple object holding data sampled from a Gaussian distribution.\n",
119 " \"\"\"A simple object holding data sampled from a Gaussian distribution.\n",
120 " \"\"\"\n",
120 " \"\"\"\n",
121 " def __init__(self, mean=0.0, std=1, size=1000):\n",
121 " def __init__(self, mean=0.0, std=1, size=1000):\n",
122 " self.data = np.random.normal(mean, std, size)\n",
122 " self.data = np.random.normal(mean, std, size)\n",
123 " self.mean = mean\n",
123 " self.mean = mean\n",
124 " self.std = std\n",
124 " self.std = std\n",
125 " self.size = size\n",
125 " self.size = size\n",
126 " # For caching plots that may be expensive to compute\n",
126 " # For caching plots that may be expensive to compute\n",
127 " self._png_data = None\n",
127 " self._png_data = None\n",
128 " \n",
128 " \n",
129 " def _figure_data(self, format):\n",
129 " def _figure_data(self, format):\n",
130 " fig, ax = plt.subplots()\n",
130 " fig, ax = plt.subplots()\n",
131 " ax.hist(self.data, bins=50)\n",
131 " ax.hist(self.data, bins=50)\n",
132 " ax.set_title(self._repr_latex_())\n",
132 " ax.set_title(self._repr_latex_())\n",
133 " ax.set_xlim(-10.0,10.0)\n",
133 " ax.set_xlim(-10.0,10.0)\n",
134 " data = print_figure(fig, format)\n",
134 " data = print_figure(fig, format)\n",
135 " # We MUST close the figure, otherwise IPython's display machinery\n",
135 " # We MUST close the figure, otherwise IPython's display machinery\n",
136 " # will pick it up and send it as output, resulting in a double display\n",
136 " # will pick it up and send it as output, resulting in a double display\n",
137 " plt.close(fig)\n",
137 " plt.close(fig)\n",
138 " return data\n",
138 " return data\n",
139 " \n",
139 " \n",
140 " def _repr_png_(self):\n",
140 " def _repr_png_(self):\n",
141 " if self._png_data is None:\n",
141 " if self._png_data is None:\n",
142 " self._png_data = self._figure_data('png')\n",
142 " self._png_data = self._figure_data('png')\n",
143 " return self._png_data\n",
143 " return self._png_data\n",
144 " \n",
144 " \n",
145 " def _repr_latex_(self):\n",
145 " def _repr_latex_(self):\n",
146 " return r'$\\mathcal{N}(\\mu=%.2g, \\sigma=%.2g),\\ N=%d$' % (self.mean,\n",
146 " return r'$\\mathcal{N}(\\mu=%.2g, \\sigma=%.2g),\\ N=%d$' % (self.mean,\n",
147 " self.std, self.size)"
147 " self.std, self.size)"
148 ]
148 ]
149 },
149 },
150 {
150 {
151 "cell_type": "markdown",
151 "cell_type": "markdown",
152 "metadata": {},
152 "metadata": {},
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153 "source": [
154 "Create an instance of the Gaussian distribution and return it to display the default representation:"
154 "Create an instance of the Gaussian distribution and return it to display the default representation:"
155 ]
155 ]
156 },
156 },
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289 ],
289 ],
290 "text/latex": [
290 "text/latex": [
291 "$\\mathcal{N}(\\mu=2, \\sigma=1),\\ N=1000$"
291 "$\\mathcal{N}(\\mu=2, \\sigma=1),\\ N=1000$"
292 ],
292 ],
293 "text/plain": [
293 "text/plain": [
294 "<__main__.Gaussian at 0x10665a4e0>"
294 "<__main__.Gaussian at 0x10665a4e0>"
295 ]
295 ]
296 },
296 },
297 "execution_count": 4,
297 "execution_count": 4,
298 "metadata": {},
298 "metadata": {},
299 "output_type": "execute_result"
299 "output_type": "execute_result"
300 }
300 }
301 ],
301 ],
302 "source": [
302 "source": [
303 "x = Gaussian(2.0, 1.0)\n",
303 "x = Gaussian(2.0, 1.0)\n",
304 "x"
304 "x"
305 ]
305 ]
306 },
306 },
307 {
307 {
308 "cell_type": "markdown",
308 "cell_type": "markdown",
309 "metadata": {},
309 "metadata": {},
310 "source": [
310 "source": [
311 "You can also pass the object to the `display` function to display the default representation:"
311 "You can also pass the object to the `display` function to display the default representation:"
312 ]
312 ]
313 },
313 },
314 {
314 {
315 "cell_type": "code",
315 "cell_type": "code",
316 "execution_count": 5,
316 "execution_count": 5,
317 "metadata": {
317 "metadata": {
318 "collapsed": false
318 "collapsed": false
319 },
319 },
320 "outputs": [
320 "outputs": [
321 {
321 {
322 "data": {
322 "data": {
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442 "TGJCKE9Sa31trfUzxs2vS3LvLOth7ixtObU0IfS4W05BktRad9Zarxh///z8Q/iGT9JaO5xka631\n",
443 "gvGhq5LcudI1pyJEDUnSWnsgyR/VWv9XknuS/FRrzfbvLPd/kry51vr2JI+21vbMuB7miC2nWKP7\n",
443 "gvGhq5LcudI1pyJEDUnSWnsgyR/VWv9XknuS/FRrzfbvLPd/kry51vr2JI+21vbMuB7miC2nWKP7\n",
444 "klxVa92T5Pokr5ttOcyxpfnb1ya5ffw36Hmttd9e6SLbvgAAdPCwTQCADkIUAEAHIQoAoIMQBQDQ\n",
444 "klxVa92T5Pokr5ttOcyxpfnb1ya5ffw36Hmttd9e6SLbvgAAdPCwTQCADkIUAEAHIQoAoIMQBQDQ\n",
445 "QYgCAOggRAEAdBCiAAA6CFEAAB2EKACADv8fn0xUCxJB1sMAAAAASUVORK5CYII=\n"
445 "QYgCAOggRAEAdBCiAAA6CFEAAB2EKACADv8fn0xUCxJB1sMAAAAASUVORK5CYII=\n"
446 ],
446 ],
447 "text/latex": [
447 "text/latex": [
448 "$\\mathcal{N}(\\mu=2, \\sigma=1),\\ N=1000$"
448 "$\\mathcal{N}(\\mu=2, \\sigma=1),\\ N=1000$"
449 ],
449 ],
450 "text/plain": [
450 "text/plain": [
451 "<__main__.Gaussian at 0x10665a4e0>"
451 "<__main__.Gaussian at 0x10665a4e0>"
452 ]
452 ]
453 },
453 },
454 "metadata": {},
454 "metadata": {},
455 "output_type": "display_data"
455 "output_type": "display_data"
456 }
456 }
457 ],
457 ],
458 "source": [
458 "source": [
459 "display(x)"
459 "display(x)"
460 ]
460 ]
461 },
461 },
462 {
462 {
463 "cell_type": "markdown",
463 "cell_type": "markdown",
464 "metadata": {},
464 "metadata": {},
465 "source": [
465 "source": [
466 "Use `display_png` to view the PNG representation:"
466 "Use `display_png` to view the PNG representation:"
467 ]
467 ]
468 },
468 },
469 {
469 {
470 "cell_type": "code",
470 "cell_type": "code",
471 "execution_count": 6,
471 "execution_count": 6,
472 "metadata": {
472 "metadata": {
473 "collapsed": false
473 "collapsed": false
474 },
474 },
475 "outputs": [
475 "outputs": [
476 {
476 {
477 "data": {
477 "data": {
478 "image/png": [
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601 ]
601 ]
602 },
602 },
603 "metadata": {},
603 "metadata": {},
604 "output_type": "display_data"
604 "output_type": "display_data"
605 }
605 }
606 ],
606 ],
607 "source": [
607 "source": [
608 "display_png(x)"
608 "display_png(x)"
609 ]
609 ]
610 },
610 },
611 {
611 {
612 "cell_type": "markdown",
612 "cell_type": "markdown",
613 "metadata": {},
613 "metadata": {},
614 "source": [
614 "source": [
615 "<div class=\"alert alert-success\">\n",
615 "<div class=\"alert alert-success\">\n",
616 "It is important to note a subtle different between <code>display</code> and <code>display_png</code>. The former computes <em>all</em> representations of the object, and lets the notebook UI decide which to display. The later only computes the PNG representation.\n",
616 "It is important to note a subtle different between <code>display</code> and <code>display_png</code>. The former computes <em>all</em> representations of the object, and lets the notebook UI decide which to display. The later only computes the PNG representation.\n",
617 "</div>"
617 "</div>"
618 ]
618 ]
619 },
619 },
620 {
620 {
621 "cell_type": "markdown",
621 "cell_type": "markdown",
622 "metadata": {},
622 "metadata": {},
623 "source": [
623 "source": [
624 "Create a new Gaussian with different parameters:"
624 "Create a new Gaussian with different parameters:"
625 ]
625 ]
626 },
626 },
627 {
627 {
628 "cell_type": "code",
628 "cell_type": "code",
629 "execution_count": 7,
629 "execution_count": 7,
630 "metadata": {
630 "metadata": {
631 "collapsed": false
631 "collapsed": false
632 },
632 },
633 "outputs": [
633 "outputs": [
634 {
634 {
635 "data": {
635 "data": {
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762 "AABJRU5ErkJggg==\n"
763 ],
763 ],
764 "text/latex": [
764 "text/latex": [
765 "$\\mathcal{N}(\\mu=0, \\sigma=2),\\ N=2000$"
765 "$\\mathcal{N}(\\mu=0, \\sigma=2),\\ N=2000$"
766 ],
766 ],
767 "text/plain": [
767 "text/plain": [
768 "<__main__.Gaussian at 0x106ab8c18>"
768 "<__main__.Gaussian at 0x106ab8c18>"
769 ]
769 ]
770 },
770 },
771 "execution_count": 7,
771 "execution_count": 7,
772 "metadata": {},
772 "metadata": {},
773 "output_type": "execute_result"
773 "output_type": "execute_result"
774 }
774 }
775 ],
775 ],
776 "source": [
776 "source": [
777 "x2 = Gaussian(0, 2, 2000)\n",
777 "x2 = Gaussian(0, 2, 2000)\n",
778 "x2"
778 "x2"
779 ]
779 ]
780 },
780 },
781 {
781 {
782 "cell_type": "markdown",
782 "cell_type": "markdown",
783 "metadata": {},
783 "metadata": {},
784 "source": [
784 "source": [
785 "You can then compare the two Gaussians by displaying their histograms:"
785 "You can then compare the two Gaussians by displaying their histograms:"
786 ]
786 ]
787 },
787 },
788 {
788 {
789 "cell_type": "code",
789 "cell_type": "code",
790 "execution_count": 8,
790 "execution_count": 8,
791 "metadata": {
791 "metadata": {
792 "collapsed": false
792 "collapsed": false
793 },
793 },
794 "outputs": [
794 "outputs": [
795 {
795 {
796 "data": {
796 "data": {
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1037 "r82TOMBGttgwYWJh0vWkZY/VS5K8J0lqrSdKKR8vpTyn1vqXDd+Dc/SZz58+c/j438zb9sgXHzu9\n",
1038 "2L1nWxzvhsmJEzftP/y8hdqWVCjAOnK2KQ8WJl0/Wgari5IcnXX82eE5wWoN+a7nXnhq5/lP/fx8\n",
1038 "2L1nWxzvhsmJEzftP/y8hdqWVCjAOnK2KQ8WJl0/Wgari5IcnXX82eE5wWoN+a7nXnhq5/lP/fx8\n",
1039 "bc++cOtTRl0PAKwnXd/3TV6olHJzkttrrR8dHr8jyc211k/Mvu7uu+9u84YAACNw1VVXzTs3eT4t\n",
1039 "bc++cOtTRl0PAKwnXd/3TV6olHJzkttrrR8dHr8jyc211k/Mvu7uu+9u84YAACNw1VVXzTs3eT4t\n",
1040 "e6zuTvKaJB8tpWxPctncULXU4gAAxkmzBUJrrb+XJKWUDyX5QJI3tnptAIBx0GwoEABgo7OlDQBA\n",
1040 "e6zuTvKaJB8tpWxPctncULXU4gAAxkmzBUJrrb+XJKWUDyX5QJI3tnptAIBx0GwoEABgo7OlDQBA\n",
1041 "I4IVAEAjghUAQCMj3SuwlPKdSX4zyTfXWj8zPPf6JN+fQch7S631/aOsibWvlLIng4chPjM89fpa\n",
1041 "I4IVAEAjghUAQCMj3SuwlPKdSX4zyTfXWj8zPPf6JN+fQch7S631/aOsibWvlLIng4chPjM89fpa\n",
1042 "65+uXkWsNbbTYilKKceSzPwM+WCt9ZbVrIe1Zbiywe1J7qm13lJKuSzJu5KcSfJAkutqrQtOUB9Z\n",
1042 "65+uXkWsNbbTYilKKceSzPwM+WCt9ZbVrIe1Zbiywe1J7qm13lJKuSzJu5KcSfJAkutqrQtOUB9Z\n",
1043 "sCqlfHWS1ybZn6QbntuV5Ipa64tKKVuS7C+l/G6tdf6lwdmo+iQ/W2v9zdUuhLXHdlosw8Fa6ytW\n",
1043 "sCqlfHWS1ybZn6QbntuV5Ipa64tKKVuS7C+l/G6tdf6lwdmo+iQ/W2v9zdUuhLXHdlosw8Fa6ytW\n",
1044 "uwjWrJszWN3g6cPjW5NcXWudKqVcn+SaJLctdPPIhgJrrZ+stb42yekM/qFMku9K8t5h+6NJfifJ\n",
1044 "uwjWrJszWN3g6cPjW5NcXWudKqVcn+SaJLctdPPIhgJrrZ+stb42yekM/qFMku9K8t5h+6NJfifJ\n",
1045 "5aOqibHy46WUPy6l3LrahbDmPGE7rSQfL6U8Z3VLYo37xlLKvaWUu0spz1rtYlhbaq3XJflYkpRS\n",
1045 "5aOqibHy46WUPy6l3LrahbDmPGE7rSQfL6U8Z3VLYo37xlLKvaWUu0spz1rtYlhbaq3XJflYkpRS\n",
1046 "tiV5pNY6NWy+LcnkYvc377EqpXxdkl+ac/rhWuueeS6/KMlHZx3PbIPDBrTQn50k/6rW+u7hNb9c\n",
1046 "tiV5pNY6NWy+LcnkYvc377EqpXxdkl+ac/rhWuueeS6/KMlHZx3PbIPDBrTQn50k/6rW+u7hNb9c\n",
1047 "SnnZzLppENtpsXTPrbWeLqV8e5K3JLl2tQtizbowybFZx0dzlpzSPFjVWv88yZPtYj2WZMes42ck\n",
1047 "SnnZzLppENtpsXTPrbWeLqV8e5K3JLl2tQtizbowybFZx0dzlpzSPFjVWv88yZPtYj2WZMes42ck\n",
1048 "+YvWNTEenuSfnd9K8i1JBCtmzPwc+avh8Y48MWjBE9RaTw9//eNSyo6zXc+GdjxPDFI78sSg9SVW\n",
1048 "+YvWNTEenuSfnd9K8i1JBCtmzPwc+avh8Y48MWjBE9RaTw9//eNSyo6zXc+GdjxPDFI78sSg9SVW\n",
1049 "66nAmW1t9id5dZKUUp6S5JVJTDrlCUopbyqlPHN4+D1J7lvNelhzZrbTmpl0Ou92WpAkpZTLSylX\n",
1049 "66nAmW1t9id5dZKUUp6S5JVJTDrlCUopbyqlPHN4+D1J7lvNelhzZrbTmpl0Ou92WpAkpZTLSylX\n",
1050 "D7//1vxtIIcvUWs9lWRbKeXi4alrk9y12D2rFaz6JKm1PpjkD0spf5Dk3iRvq7VOr1JNrF3/K8n7\n",
1050 "D7//1vxtIIcvUWs9lWRbKeXi4alrk9y12D2rFaz6JKm1PpjkD0spf5Dk3iRvq7VOr1JNrF3/K8n7\n",
1051 "Syn3JDlWaz2wyvWwhthOiyW6P8m1pZQDSW5M8ubVLYc1bGY++PVJ7hj+G/Q1tdb3LnaTLW0AABqx\n",
1051 "Syn3JDlWaz2wyvWwhthOiyW6P8m1pZQDSW5M8ubVLYc1bGY++PVJ7hj+G/Q1tdb3LnaTLW0AABqx\n",
1052 "QCgAQCOCFQBAI4IVAEAjghUAQCOCFQBAI4IVAEAjghUAQCOCFQBAI4IVAEAj/x8Ld0kx4zM3zgAA\n",
1052 "QCgAQCOCFQBAI4IVAEAjghUAQCOCFQBAI4IVAEAjghUAQCOCFQBAI4IVAEAj/x8Ld0kx4zM3zgAA\n",
1053 "AABJRU5ErkJggg==\n"
1053 "AABJRU5ErkJggg==\n"
1054 ]
1054 ]
1055 },
1055 },
1056 "metadata": {},
1056 "metadata": {},
1057 "output_type": "display_data"
1057 "output_type": "display_data"
1058 }
1058 }
1059 ],
1059 ],
1060 "source": [
1060 "source": [
1061 "display_png(x)\n",
1061 "display_png(x)\n",
1062 "display_png(x2)"
1062 "display_png(x2)"
1063 ]
1063 ]
1064 },
1064 },
1065 {
1065 {
1066 "cell_type": "markdown",
1066 "cell_type": "markdown",
1067 "metadata": {},
1067 "metadata": {},
1068 "source": [
1068 "source": [
1069 "Note that like `print`, you can call any of the `display` functions multiple times in a cell."
1069 "Note that like `print`, you can call any of the `display` functions multiple times in a cell."
1070 ]
1070 ]
1071 },
1071 },
1072 {
1072 {
1073 "cell_type": "markdown",
1073 "cell_type": "markdown",
1074 "metadata": {},
1074 "metadata": {},
1075 "source": [
1075 "source": [
1076 "## Adding IPython display support to existing objects"
1076 "## Adding IPython display support to existing objects"
1077 ]
1077 ]
1078 },
1078 },
1079 {
1079 {
1080 "cell_type": "markdown",
1080 "cell_type": "markdown",
1081 "metadata": {},
1081 "metadata": {},
1082 "source": [
1082 "source": [
1083 "When you are directly writing your own classes, you can adapt them for display in IPython by following the above approach. But in practice, you often need to work with existing classes that you can't easily modify. We now illustrate how to add rich output capabilities to existing objects. We will use the NumPy polynomials and change their default representation to be a formatted LaTeX expression."
1083 "When you are directly writing your own classes, you can adapt them for display in IPython by following the above approach. But in practice, you often need to work with existing classes that you can't easily modify. We now illustrate how to add rich output capabilities to existing objects. We will use the NumPy polynomials and change their default representation to be a formatted LaTeX expression."
1084 ]
1084 ]
1085 },
1085 },
1086 {
1086 {
1087 "cell_type": "markdown",
1087 "cell_type": "markdown",
1088 "metadata": {},
1088 "metadata": {},
1089 "source": [
1089 "source": [
1090 "First, consider how a NumPy polynomial object renders by default:"
1090 "First, consider how a NumPy polynomial object renders by default:"
1091 ]
1091 ]
1092 },
1092 },
1093 {
1093 {
1094 "cell_type": "code",
1094 "cell_type": "code",
1095 "execution_count": 9,
1095 "execution_count": 9,
1096 "metadata": {
1096 "metadata": {
1097 "collapsed": false
1097 "collapsed": false
1098 },
1098 },
1099 "outputs": [
1099 "outputs": [
1100 {
1100 {
1101 "data": {
1101 "data": {
1102 "text/plain": [
1102 "text/plain": [
1103 "Polynomial([ 1., 2., 3.], [-10., 10.], [-1, 1])"
1103 "Polynomial([ 1., 2., 3.], [-10., 10.], [-1, 1])"
1104 ]
1104 ]
1105 },
1105 },
1106 "execution_count": 9,
1106 "execution_count": 9,
1107 "metadata": {},
1107 "metadata": {},
1108 "output_type": "execute_result"
1108 "output_type": "execute_result"
1109 }
1109 }
1110 ],
1110 ],
1111 "source": [
1111 "source": [
1112 "p = np.polynomial.Polynomial([1,2,3], [-10, 10])\n",
1112 "p = np.polynomial.Polynomial([1,2,3], [-10, 10])\n",
1113 "p"
1113 "p"
1114 ]
1114 ]
1115 },
1115 },
1116 {
1116 {
1117 "cell_type": "markdown",
1117 "cell_type": "markdown",
1118 "metadata": {},
1118 "metadata": {},
1119 "source": [
1119 "source": [
1120 "Next, define a function that pretty-prints a polynomial as a LaTeX string:"
1120 "Next, define a function that pretty-prints a polynomial as a LaTeX string:"
1121 ]
1121 ]
1122 },
1122 },
1123 {
1123 {
1124 "cell_type": "code",
1124 "cell_type": "code",
1125 "execution_count": 10,
1125 "execution_count": 10,
1126 "metadata": {
1126 "metadata": {
1127 "collapsed": false
1127 "collapsed": false
1128 },
1128 },
1129 "outputs": [],
1129 "outputs": [],
1130 "source": [
1130 "source": [
1131 "def poly_to_latex(p):\n",
1131 "def poly_to_latex(p):\n",
1132 " terms = ['%.2g' % p.coef[0]]\n",
1132 " terms = ['%.2g' % p.coef[0]]\n",
1133 " if len(p) > 1:\n",
1133 " if len(p) > 1:\n",
1134 " term = 'x'\n",
1134 " term = 'x'\n",
1135 " c = p.coef[1]\n",
1135 " c = p.coef[1]\n",
1136 " if c!=1:\n",
1136 " if c!=1:\n",
1137 " term = ('%.2g ' % c) + term\n",
1137 " term = ('%.2g ' % c) + term\n",
1138 " terms.append(term)\n",
1138 " terms.append(term)\n",
1139 " if len(p) > 2:\n",
1139 " if len(p) > 2:\n",
1140 " for i in range(2, len(p)):\n",
1140 " for i in range(2, len(p)):\n",
1141 " term = 'x^%d' % i\n",
1141 " term = 'x^%d' % i\n",
1142 " c = p.coef[i]\n",
1142 " c = p.coef[i]\n",
1143 " if c!=1:\n",
1143 " if c!=1:\n",
1144 " term = ('%.2g ' % c) + term\n",
1144 " term = ('%.2g ' % c) + term\n",
1145 " terms.append(term)\n",
1145 " terms.append(term)\n",
1146 " px = '$P(x)=%s$' % '+'.join(terms)\n",
1146 " px = '$P(x)=%s$' % '+'.join(terms)\n",
1147 " dom = r', $x \\in [%.2g,\\ %.2g]$' % tuple(p.domain)\n",
1147 " dom = r', $x \\in [%.2g,\\ %.2g]$' % tuple(p.domain)\n",
1148 " return px+dom"
1148 " return px+dom"
1149 ]
1149 ]
1150 },
1150 },
1151 {
1151 {
1152 "cell_type": "markdown",
1152 "cell_type": "markdown",
1153 "metadata": {},
1153 "metadata": {},
1154 "source": [
1154 "source": [
1155 "This produces, on our polynomial ``p``, the following:"
1155 "This produces, on our polynomial ``p``, the following:"
1156 ]
1156 ]
1157 },
1157 },
1158 {
1158 {
1159 "cell_type": "code",
1159 "cell_type": "code",
1160 "execution_count": 11,
1160 "execution_count": 11,
1161 "metadata": {
1161 "metadata": {
1162 "collapsed": false
1162 "collapsed": false
1163 },
1163 },
1164 "outputs": [
1164 "outputs": [
1165 {
1165 {
1166 "data": {
1166 "data": {
1167 "text/plain": [
1167 "text/plain": [
1168 "'$P(x)=1+2 x+3 x^2$, $x \\\\in [-10,\\\\ 10]$'"
1168 "'$P(x)=1+2 x+3 x^2$, $x \\\\in [-10,\\\\ 10]$'"
1169 ]
1169 ]
1170 },
1170 },
1171 "execution_count": 11,
1171 "execution_count": 11,
1172 "metadata": {},
1172 "metadata": {},
1173 "output_type": "execute_result"
1173 "output_type": "execute_result"
1174 }
1174 }
1175 ],
1175 ],
1176 "source": [
1176 "source": [
1177 "poly_to_latex(p)"
1177 "poly_to_latex(p)"
1178 ]
1178 ]
1179 },
1179 },
1180 {
1180 {
1181 "cell_type": "markdown",
1181 "cell_type": "markdown",
1182 "metadata": {},
1182 "metadata": {},
1183 "source": [
1183 "source": [
1184 "You can render this string using the `Latex` class:"
1184 "You can render this string using the `Latex` class:"
1185 ]
1185 ]
1186 },
1186 },
1187 {
1187 {
1188 "cell_type": "code",
1188 "cell_type": "code",
1189 "execution_count": 12,
1189 "execution_count": 12,
1190 "metadata": {
1190 "metadata": {
1191 "collapsed": false
1191 "collapsed": false
1192 },
1192 },
1193 "outputs": [
1193 "outputs": [
1194 {
1194 {
1195 "data": {
1195 "data": {
1196 "text/latex": [
1196 "text/latex": [
1197 "$P(x)=1+2 x+3 x^2$, $x \\in [-10,\\ 10]$"
1197 "$P(x)=1+2 x+3 x^2$, $x \\in [-10,\\ 10]$"
1198 ],
1198 ],
1199 "text/plain": [
1199 "text/plain": [
1200 "<IPython.core.display.Latex object>"
1200 "<IPython.core.display.Latex object>"
1201 ]
1201 ]
1202 },
1202 },
1203 "execution_count": 12,
1203 "execution_count": 12,
1204 "metadata": {},
1204 "metadata": {},
1205 "output_type": "execute_result"
1205 "output_type": "execute_result"
1206 }
1206 }
1207 ],
1207 ],
1208 "source": [
1208 "source": [
1209 "from IPython.display import Latex\n",
1209 "from IPython.display import Latex\n",
1210 "Latex(poly_to_latex(p))"
1210 "Latex(poly_to_latex(p))"
1211 ]
1211 ]
1212 },
1212 },
1213 {
1213 {
1214 "cell_type": "markdown",
1214 "cell_type": "markdown",
1215 "metadata": {},
1215 "metadata": {},
1216 "source": [
1216 "source": [
1217 "However, you can configure IPython to do this automatically by registering the `Polynomial` class and the `plot_to_latex` function with an IPython display formatter. Let's look at the default formatters provided by IPython:"
1217 "However, you can configure IPython to do this automatically by registering the `Polynomial` class and the `poly_to_latex` function with an IPython display formatter. Let's look at the default formatters provided by IPython:"
1218 ]
1218 ]
1219 },
1219 },
1220 {
1220 {
1221 "cell_type": "code",
1221 "cell_type": "code",
1222 "execution_count": 13,
1222 "execution_count": 13,
1223 "metadata": {
1223 "metadata": {
1224 "collapsed": false
1224 "collapsed": false
1225 },
1225 },
1226 "outputs": [
1226 "outputs": [
1227 {
1227 {
1228 "name": "stdout",
1228 "name": "stdout",
1229 "output_type": "stream",
1229 "output_type": "stream",
1230 "text": [
1230 "text": [
1231 " image/png : PNGFormatter\n",
1231 " image/png : PNGFormatter\n",
1232 " application/pdf : PDFFormatter\n",
1232 " application/pdf : PDFFormatter\n",
1233 " text/html : HTMLFormatter\n",
1233 " text/html : HTMLFormatter\n",
1234 " image/jpeg : JPEGFormatter\n",
1234 " image/jpeg : JPEGFormatter\n",
1235 " text/plain : PlainTextFormatter\n",
1235 " text/plain : PlainTextFormatter\n",
1236 " text/markdown : MarkdownFormatter\n",
1236 " text/markdown : MarkdownFormatter\n",
1237 " application/json : JSONFormatter\n",
1237 " application/json : JSONFormatter\n",
1238 " application/javascript : JavascriptFormatter\n",
1238 " application/javascript : JavascriptFormatter\n",
1239 " text/latex : LatexFormatter\n",
1239 " text/latex : LatexFormatter\n",
1240 " image/svg+xml : SVGFormatter\n"
1240 " image/svg+xml : SVGFormatter\n"
1241 ]
1241 ]
1242 }
1242 }
1243 ],
1243 ],
1244 "source": [
1244 "source": [
1245 "ip = get_ipython()\n",
1245 "ip = get_ipython()\n",
1246 "for mime, formatter in ip.display_formatter.formatters.items():\n",
1246 "for mime, formatter in ip.display_formatter.formatters.items():\n",
1247 " print('%24s : %s' % (mime, formatter.__class__.__name__))"
1247 " print('%24s : %s' % (mime, formatter.__class__.__name__))"
1248 ]
1248 ]
1249 },
1249 },
1250 {
1250 {
1251 "cell_type": "markdown",
1251 "cell_type": "markdown",
1252 "metadata": {},
1252 "metadata": {},
1253 "source": [
1253 "source": [
1254 "The `formatters` attribute is a dictionary keyed by MIME types. To define a custom LaTeX display function, you want a handle on the `text/latex` formatter:"
1254 "The `formatters` attribute is a dictionary keyed by MIME types. To define a custom LaTeX display function, you want a handle on the `text/latex` formatter:"
1255 ]
1255 ]
1256 },
1256 },
1257 {
1257 {
1258 "cell_type": "code",
1258 "cell_type": "code",
1259 "execution_count": 14,
1259 "execution_count": 14,
1260 "metadata": {
1260 "metadata": {
1261 "collapsed": false
1261 "collapsed": false
1262 },
1262 },
1263 "outputs": [],
1263 "outputs": [],
1264 "source": [
1264 "source": [
1265 "ip = get_ipython()\n",
1265 "ip = get_ipython()\n",
1266 "latex_f = ip.display_formatter.formatters['text/latex']"
1266 "latex_f = ip.display_formatter.formatters['text/latex']"
1267 ]
1267 ]
1268 },
1268 },
1269 {
1269 {
1270 "cell_type": "markdown",
1270 "cell_type": "markdown",
1271 "metadata": {},
1271 "metadata": {},
1272 "source": [
1272 "source": [
1273 "The formatter object has a couple of methods for registering custom display functions for existing types."
1273 "The formatter object has a couple of methods for registering custom display functions for existing types."
1274 ]
1274 ]
1275 },
1275 },
1276 {
1276 {
1277 "cell_type": "code",
1277 "cell_type": "code",
1278 "execution_count": 15,
1278 "execution_count": 15,
1279 "metadata": {
1279 "metadata": {
1280 "collapsed": false
1280 "collapsed": false
1281 },
1281 },
1282 "outputs": [
1282 "outputs": [
1283 {
1283 {
1284 "name": "stdout",
1284 "name": "stdout",
1285 "output_type": "stream",
1285 "output_type": "stream",
1286 "text": [
1286 "text": [
1287 "Help on method for_type in module IPython.core.formatters:\n",
1287 "Help on method for_type in module IPython.core.formatters:\n",
1288 "\n",
1288 "\n",
1289 "for_type(typ, func=None) method of IPython.core.formatters.LatexFormatter instance\n",
1289 "for_type(typ, func=None) method of IPython.core.formatters.LatexFormatter instance\n",
1290 " Add a format function for a given type.\n",
1290 " Add a format function for a given type.\n",
1291 " \n",
1291 " \n",
1292 " Parameters\n",
1292 " Parameters\n",
1293 " -----------\n",
1293 " -----------\n",
1294 " typ : type or '__module__.__name__' string for a type\n",
1294 " typ : type or '__module__.__name__' string for a type\n",
1295 " The class of the object that will be formatted using `func`.\n",
1295 " The class of the object that will be formatted using `func`.\n",
1296 " func : callable\n",
1296 " func : callable\n",
1297 " A callable for computing the format data.\n",
1297 " A callable for computing the format data.\n",
1298 " `func` will be called with the object to be formatted,\n",
1298 " `func` will be called with the object to be formatted,\n",
1299 " and will return the raw data in this formatter's format.\n",
1299 " and will return the raw data in this formatter's format.\n",
1300 " Subclasses may use a different call signature for the\n",
1300 " Subclasses may use a different call signature for the\n",
1301 " `func` argument.\n",
1301 " `func` argument.\n",
1302 " \n",
1302 " \n",
1303 " If `func` is None or not specified, there will be no change,\n",
1303 " If `func` is None or not specified, there will be no change,\n",
1304 " only returning the current value.\n",
1304 " only returning the current value.\n",
1305 " \n",
1305 " \n",
1306 " Returns\n",
1306 " Returns\n",
1307 " -------\n",
1307 " -------\n",
1308 " oldfunc : callable\n",
1308 " oldfunc : callable\n",
1309 " The currently registered callable.\n",
1309 " The currently registered callable.\n",
1310 " If you are registering a new formatter,\n",
1310 " If you are registering a new formatter,\n",
1311 " this will be the previous value (to enable restoring later).\n",
1311 " this will be the previous value (to enable restoring later).\n",
1312 "\n"
1312 "\n"
1313 ]
1313 ]
1314 }
1314 }
1315 ],
1315 ],
1316 "source": [
1316 "source": [
1317 "help(latex_f.for_type)"
1317 "help(latex_f.for_type)"
1318 ]
1318 ]
1319 },
1319 },
1320 {
1320 {
1321 "cell_type": "code",
1321 "cell_type": "code",
1322 "execution_count": 16,
1322 "execution_count": 16,
1323 "metadata": {
1323 "metadata": {
1324 "collapsed": false
1324 "collapsed": false
1325 },
1325 },
1326 "outputs": [
1326 "outputs": [
1327 {
1327 {
1328 "name": "stdout",
1328 "name": "stdout",
1329 "output_type": "stream",
1329 "output_type": "stream",
1330 "text": [
1330 "text": [
1331 "Help on method for_type_by_name in module IPython.core.formatters:\n",
1331 "Help on method for_type_by_name in module IPython.core.formatters:\n",
1332 "\n",
1332 "\n",
1333 "for_type_by_name(type_module, type_name, func=None) method of IPython.core.formatters.LatexFormatter instance\n",
1333 "for_type_by_name(type_module, type_name, func=None) method of IPython.core.formatters.LatexFormatter instance\n",
1334 " Add a format function for a type specified by the full dotted\n",
1334 " Add a format function for a type specified by the full dotted\n",
1335 " module and name of the type, rather than the type of the object.\n",
1335 " module and name of the type, rather than the type of the object.\n",
1336 " \n",
1336 " \n",
1337 " Parameters\n",
1337 " Parameters\n",
1338 " ----------\n",
1338 " ----------\n",
1339 " type_module : str\n",
1339 " type_module : str\n",
1340 " The full dotted name of the module the type is defined in, like\n",
1340 " The full dotted name of the module the type is defined in, like\n",
1341 " ``numpy``.\n",
1341 " ``numpy``.\n",
1342 " type_name : str\n",
1342 " type_name : str\n",
1343 " The name of the type (the class name), like ``dtype``\n",
1343 " The name of the type (the class name), like ``dtype``\n",
1344 " func : callable\n",
1344 " func : callable\n",
1345 " A callable for computing the format data.\n",
1345 " A callable for computing the format data.\n",
1346 " `func` will be called with the object to be formatted,\n",
1346 " `func` will be called with the object to be formatted,\n",
1347 " and will return the raw data in this formatter's format.\n",
1347 " and will return the raw data in this formatter's format.\n",
1348 " Subclasses may use a different call signature for the\n",
1348 " Subclasses may use a different call signature for the\n",
1349 " `func` argument.\n",
1349 " `func` argument.\n",
1350 " \n",
1350 " \n",
1351 " If `func` is None or unspecified, there will be no change,\n",
1351 " If `func` is None or unspecified, there will be no change,\n",
1352 " only returning the current value.\n",
1352 " only returning the current value.\n",
1353 " \n",
1353 " \n",
1354 " Returns\n",
1354 " Returns\n",
1355 " -------\n",
1355 " -------\n",
1356 " oldfunc : callable\n",
1356 " oldfunc : callable\n",
1357 " The currently registered callable.\n",
1357 " The currently registered callable.\n",
1358 " If you are registering a new formatter,\n",
1358 " If you are registering a new formatter,\n",
1359 " this will be the previous value (to enable restoring later).\n",
1359 " this will be the previous value (to enable restoring later).\n",
1360 "\n"
1360 "\n"
1361 ]
1361 ]
1362 }
1362 }
1363 ],
1363 ],
1364 "source": [
1364 "source": [
1365 "help(latex_f.for_type_by_name)"
1365 "help(latex_f.for_type_by_name)"
1366 ]
1366 ]
1367 },
1367 },
1368 {
1368 {
1369 "cell_type": "markdown",
1369 "cell_type": "markdown",
1370 "metadata": {},
1370 "metadata": {},
1371 "source": [
1371 "source": [
1372 "In this case, we will use `for_type_by_name` to register `poly_to_latex` as the display function for the `Polynomial` type:"
1372 "In this case, we will use `for_type_by_name` to register `poly_to_latex` as the display function for the `Polynomial` type:"
1373 ]
1373 ]
1374 },
1374 },
1375 {
1375 {
1376 "cell_type": "code",
1376 "cell_type": "code",
1377 "execution_count": 17,
1377 "execution_count": 17,
1378 "metadata": {
1378 "metadata": {
1379 "collapsed": false
1379 "collapsed": false
1380 },
1380 },
1381 "outputs": [],
1381 "outputs": [],
1382 "source": [
1382 "source": [
1383 "latex_f.for_type_by_name('numpy.polynomial.polynomial',\n",
1383 "latex_f.for_type_by_name('numpy.polynomial.polynomial',\n",
1384 " 'Polynomial', poly_to_latex)"
1384 " 'Polynomial', poly_to_latex)"
1385 ]
1385 ]
1386 },
1386 },
1387 {
1387 {
1388 "cell_type": "markdown",
1388 "cell_type": "markdown",
1389 "metadata": {},
1389 "metadata": {},
1390 "source": [
1390 "source": [
1391 "Once the custom display function has been registered, all NumPy `Polynomial` instances will be represented by their LaTeX form instead:"
1391 "Once the custom display function has been registered, all NumPy `Polynomial` instances will be represented by their LaTeX form instead:"
1392 ]
1392 ]
1393 },
1393 },
1394 {
1394 {
1395 "cell_type": "code",
1395 "cell_type": "code",
1396 "execution_count": 18,
1396 "execution_count": 18,
1397 "metadata": {
1397 "metadata": {
1398 "collapsed": false
1398 "collapsed": false
1399 },
1399 },
1400 "outputs": [
1400 "outputs": [
1401 {
1401 {
1402 "data": {
1402 "data": {
1403 "text/latex": [
1403 "text/latex": [
1404 "$P(x)=1+2 x+3 x^2$, $x \\in [-10,\\ 10]$"
1404 "$P(x)=1+2 x+3 x^2$, $x \\in [-10,\\ 10]$"
1405 ],
1405 ],
1406 "text/plain": [
1406 "text/plain": [
1407 "Polynomial([ 1., 2., 3.], [-10., 10.], [-1, 1])"
1407 "Polynomial([ 1., 2., 3.], [-10., 10.], [-1, 1])"
1408 ]
1408 ]
1409 },
1409 },
1410 "execution_count": 18,
1410 "execution_count": 18,
1411 "metadata": {},
1411 "metadata": {},
1412 "output_type": "execute_result"
1412 "output_type": "execute_result"
1413 }
1413 }
1414 ],
1414 ],
1415 "source": [
1415 "source": [
1416 "p"
1416 "p"
1417 ]
1417 ]
1418 },
1418 },
1419 {
1419 {
1420 "cell_type": "code",
1420 "cell_type": "code",
1421 "execution_count": 19,
1421 "execution_count": 19,
1422 "metadata": {
1422 "metadata": {
1423 "collapsed": false
1423 "collapsed": false
1424 },
1424 },
1425 "outputs": [
1425 "outputs": [
1426 {
1426 {
1427 "data": {
1427 "data": {
1428 "text/latex": [
1428 "text/latex": [
1429 "$P(x)=-20+71 x+-15 x^2+x^3$, $x \\in [-1,\\ 1]$"
1429 "$P(x)=-20+71 x+-15 x^2+x^3$, $x \\in [-1,\\ 1]$"
1430 ],
1430 ],
1431 "text/plain": [
1431 "text/plain": [
1432 "Polynomial([-20., 71., -15., 1.], [-1, 1], [-1, 1])"
1432 "Polynomial([-20., 71., -15., 1.], [-1, 1], [-1, 1])"
1433 ]
1433 ]
1434 },
1434 },
1435 "execution_count": 19,
1435 "execution_count": 19,
1436 "metadata": {},
1436 "metadata": {},
1437 "output_type": "execute_result"
1437 "output_type": "execute_result"
1438 }
1438 }
1439 ],
1439 ],
1440 "source": [
1440 "source": [
1441 "p2 = np.polynomial.Polynomial([-20, 71, -15, 1])\n",
1441 "p2 = np.polynomial.Polynomial([-20, 71, -15, 1])\n",
1442 "p2"
1442 "p2"
1443 ]
1443 ]
1444 },
1444 },
1445 {
1445 {
1446 "cell_type": "markdown",
1446 "cell_type": "markdown",
1447 "metadata": {},
1447 "metadata": {},
1448 "source": [
1448 "source": [
1449 "## More complex display with `_ipython_display_`"
1449 "## More complex display with `_ipython_display_`"
1450 ]
1450 ]
1451 },
1451 },
1452 {
1452 {
1453 "cell_type": "markdown",
1453 "cell_type": "markdown",
1454 "metadata": {},
1454 "metadata": {},
1455 "source": [
1455 "source": [
1456 "Rich output special methods and functions can only display one object or MIME type at a time. Sometimes this is not enough if you want to display multiple objects or MIME types at once. An example of this would be to use an HTML representation to put some HTML elements in the DOM and then use a JavaScript representation to add events to those elements.\n",
1456 "Rich output special methods and functions can only display one object or MIME type at a time. Sometimes this is not enough if you want to display multiple objects or MIME types at once. An example of this would be to use an HTML representation to put some HTML elements in the DOM and then use a JavaScript representation to add events to those elements.\n",
1457 "\n",
1457 "\n",
1458 "**IPython 2.0** recognizes another display method, `_ipython_display_`, which allows your objects to take complete control of displaying themselves. If this method is defined, IPython will call it, and make no effort to display the object using the above described `_repr_*_` methods for custom display functions. It's a way for you to say \"Back off, IPython, I can display this myself.\" Most importantly, your `_ipython_display_` method can make multiple calls to the top-level `display` functions to accomplish its goals.\n",
1458 "**IPython 2.0** recognizes another display method, `_ipython_display_`, which allows your objects to take complete control of displaying themselves. If this method is defined, IPython will call it, and make no effort to display the object using the above described `_repr_*_` methods for custom display functions. It's a way for you to say \"Back off, IPython, I can display this myself.\" Most importantly, your `_ipython_display_` method can make multiple calls to the top-level `display` functions to accomplish its goals.\n",
1459 "\n",
1459 "\n",
1460 "Here is an object that uses `display_html` and `display_javascript` to make a plot using the [Flot](http://www.flotcharts.org/) JavaScript plotting library:"
1460 "Here is an object that uses `display_html` and `display_javascript` to make a plot using the [Flot](http://www.flotcharts.org/) JavaScript plotting library:"
1461 ]
1461 ]
1462 },
1462 },
1463 {
1463 {
1464 "cell_type": "code",
1464 "cell_type": "code",
1465 "execution_count": 20,
1465 "execution_count": 20,
1466 "metadata": {
1466 "metadata": {
1467 "collapsed": false
1467 "collapsed": false
1468 },
1468 },
1469 "outputs": [],
1469 "outputs": [],
1470 "source": [
1470 "source": [
1471 "import json\n",
1471 "import json\n",
1472 "import uuid\n",
1472 "import uuid\n",
1473 "from IPython.display import display_javascript, display_html, display\n",
1473 "from IPython.display import display_javascript, display_html, display\n",
1474 "\n",
1474 "\n",
1475 "class FlotPlot(object):\n",
1475 "class FlotPlot(object):\n",
1476 " def __init__(self, x, y):\n",
1476 " def __init__(self, x, y):\n",
1477 " self.x = x\n",
1477 " self.x = x\n",
1478 " self.y = y\n",
1478 " self.y = y\n",
1479 " self.uuid = str(uuid.uuid4())\n",
1479 " self.uuid = str(uuid.uuid4())\n",
1480 " \n",
1480 " \n",
1481 " def _ipython_display_(self):\n",
1481 " def _ipython_display_(self):\n",
1482 " json_data = json.dumps(list(zip(self.x, self.y)))\n",
1482 " json_data = json.dumps(list(zip(self.x, self.y)))\n",
1483 " display_html('<div id=\"{}\" style=\"height: 300px; width:80%;\"></div>'.format(self.uuid),\n",
1483 " display_html('<div id=\"{}\" style=\"height: 300px; width:80%;\"></div>'.format(self.uuid),\n",
1484 " raw=True\n",
1484 " raw=True\n",
1485 " )\n",
1485 " )\n",
1486 " display_javascript(\"\"\"\n",
1486 " display_javascript(\"\"\"\n",
1487 " require([\"//cdnjs.cloudflare.com/ajax/libs/flot/0.8.2/jquery.flot.min.js\"], function() {\n",
1487 " require([\"//cdnjs.cloudflare.com/ajax/libs/flot/0.8.2/jquery.flot.min.js\"], function() {\n",
1488 " var line = JSON.parse(\"%s\");\n",
1488 " var line = JSON.parse(\"%s\");\n",
1489 " console.log(line);\n",
1489 " console.log(line);\n",
1490 " $.plot(\"#%s\", [line]);\n",
1490 " $.plot(\"#%s\", [line]);\n",
1491 " });\n",
1491 " });\n",
1492 " \"\"\" % (json_data, self.uuid), raw=True)\n"
1492 " \"\"\" % (json_data, self.uuid), raw=True)\n"
1493 ]
1493 ]
1494 },
1494 },
1495 {
1495 {
1496 "cell_type": "code",
1496 "cell_type": "code",
1497 "execution_count": 21,
1497 "execution_count": 21,
1498 "metadata": {
1498 "metadata": {
1499 "collapsed": false
1499 "collapsed": false
1500 },
1500 },
1501 "outputs": [
1501 "outputs": [
1502 {
1502 {
1503 "data": {
1503 "data": {
1504 "text/html": [
1504 "text/html": [
1505 "<div id=\"4ad544ff-a161-4493-ba2c-f99531e317bd\" style=\"height: 300px; width:80%;\"></div>"
1505 "<div id=\"4ad544ff-a161-4493-ba2c-f99531e317bd\" style=\"height: 300px; width:80%;\"></div>"
1506 ]
1506 ]
1507 },
1507 },
1508 "metadata": {},
1508 "metadata": {},
1509 "output_type": "display_data"
1509 "output_type": "display_data"
1510 },
1510 },
1511 {
1511 {
1512 "data": {
1512 "data": {
1513 "application/javascript": [
1513 "application/javascript": [
1514 "\n",
1514 "\n",
1515 " require([\"//cdnjs.cloudflare.com/ajax/libs/flot/0.8.2/jquery.flot.min.js\"], function() {\n",
1515 " require([\"//cdnjs.cloudflare.com/ajax/libs/flot/0.8.2/jquery.flot.min.js\"], function() {\n",
1516 " var line = JSON.parse(\"[[0.0, 0.0], [0.20408163265306123, 0.20266793654820095], [0.40816326530612246, 0.39692414892492234], [0.6122448979591837, 0.5747060412161791], [0.8163265306122449, 0.7286347834693503], [1.0204081632653061, 0.8523215697196184], [1.2244897959183674, 0.9406327851124867], [1.4285714285714286, 0.9899030763721239], [1.6326530612244898, 0.9980874821347183], [1.836734693877551, 0.9648463089837632], [2.0408163265306123, 0.8915592304110037], [2.2448979591836737, 0.7812680235262639], [2.4489795918367347, 0.6385503202266021], [2.6530612244897958, 0.469329612777201], [2.857142857142857, 0.28062939951435684], [3.0612244897959187, 0.0802816748428135], [3.2653061224489797, -0.12339813736217871], [3.4693877551020407, -0.3219563150726187], [3.673469387755102, -0.5071517094845144], [3.8775510204081636, -0.6712977935519321], [4.081632653061225, -0.8075816909683364], [4.285714285714286, -0.9103469443107828], [4.4897959183673475, -0.9753282860670456], [4.6938775510204085, -0.9998286683840896], [4.8979591836734695, -0.9828312039256306], [5.1020408163265305, -0.9250413717382029], [5.3061224489795915, -0.8288577363730427], [5.510204081632653, -0.6982723955653996], [5.714285714285714, -0.5387052883861563], [5.918367346938775, -0.35677924089893803], [6.122448979591837, -0.16004508604325057], [6.326530612244898, 0.04333173336868346], [6.530612244897959, 0.2449100710119793], [6.73469387755102, 0.4363234264718193], [6.938775510204081, 0.6096271964908323], [7.142857142857143, 0.7576284153927202], [7.346938775510204, 0.8741842988197335], [7.551020408163265, 0.9544571997387519], [7.755102040816327, 0.9951153947776636], [7.959183673469388, 0.9944713672636168], [8.16326530612245, 0.9525518475314604], [8.36734693877551, 0.8710967034823207], [8.571428571428571, 0.7534867274396376], [8.775510204081632, 0.6046033165061543], [8.979591836734695, 0.43062587038273736], [9.183673469387756, 0.23877531564403087], [9.387755102040817, 0.03701440148506237], [9.591836734693878, -0.1662827938487564], [9.795918367346939, -0.3626784288265488], [10.0, -0.5440211108893699]]\");\n",
1516 " var line = JSON.parse(\"[[0.0, 0.0], [0.20408163265306123, 0.20266793654820095], [0.40816326530612246, 0.39692414892492234], [0.6122448979591837, 0.5747060412161791], [0.8163265306122449, 0.7286347834693503], [1.0204081632653061, 0.8523215697196184], [1.2244897959183674, 0.9406327851124867], [1.4285714285714286, 0.9899030763721239], [1.6326530612244898, 0.9980874821347183], [1.836734693877551, 0.9648463089837632], [2.0408163265306123, 0.8915592304110037], [2.2448979591836737, 0.7812680235262639], [2.4489795918367347, 0.6385503202266021], [2.6530612244897958, 0.469329612777201], [2.857142857142857, 0.28062939951435684], [3.0612244897959187, 0.0802816748428135], [3.2653061224489797, -0.12339813736217871], [3.4693877551020407, -0.3219563150726187], [3.673469387755102, -0.5071517094845144], [3.8775510204081636, -0.6712977935519321], [4.081632653061225, -0.8075816909683364], [4.285714285714286, -0.9103469443107828], [4.4897959183673475, -0.9753282860670456], [4.6938775510204085, -0.9998286683840896], [4.8979591836734695, -0.9828312039256306], [5.1020408163265305, -0.9250413717382029], [5.3061224489795915, -0.8288577363730427], [5.510204081632653, -0.6982723955653996], [5.714285714285714, -0.5387052883861563], [5.918367346938775, -0.35677924089893803], [6.122448979591837, -0.16004508604325057], [6.326530612244898, 0.04333173336868346], [6.530612244897959, 0.2449100710119793], [6.73469387755102, 0.4363234264718193], [6.938775510204081, 0.6096271964908323], [7.142857142857143, 0.7576284153927202], [7.346938775510204, 0.8741842988197335], [7.551020408163265, 0.9544571997387519], [7.755102040816327, 0.9951153947776636], [7.959183673469388, 0.9944713672636168], [8.16326530612245, 0.9525518475314604], [8.36734693877551, 0.8710967034823207], [8.571428571428571, 0.7534867274396376], [8.775510204081632, 0.6046033165061543], [8.979591836734695, 0.43062587038273736], [9.183673469387756, 0.23877531564403087], [9.387755102040817, 0.03701440148506237], [9.591836734693878, -0.1662827938487564], [9.795918367346939, -0.3626784288265488], [10.0, -0.5440211108893699]]\");\n",
1517 " console.log(line);\n",
1517 " console.log(line);\n",
1518 " $.plot(\"#4ad544ff-a161-4493-ba2c-f99531e317bd\", [line]);\n",
1518 " $.plot(\"#4ad544ff-a161-4493-ba2c-f99531e317bd\", [line]);\n",
1519 " });\n",
1519 " });\n",
1520 " "
1520 " "
1521 ]
1521 ]
1522 },
1522 },
1523 "metadata": {},
1523 "metadata": {},
1524 "output_type": "display_data"
1524 "output_type": "display_data"
1525 }
1525 }
1526 ],
1526 ],
1527 "source": [
1527 "source": [
1528 "import numpy as np\n",
1528 "import numpy as np\n",
1529 "x = np.linspace(0,10)\n",
1529 "x = np.linspace(0,10)\n",
1530 "y = np.sin(x)\n",
1530 "y = np.sin(x)\n",
1531 "FlotPlot(x, np.sin(x))"
1531 "FlotPlot(x, np.sin(x))"
1532 ]
1532 ]
1533 }
1533 }
1534 ],
1534 ],
1535 "metadata": {
1535 "metadata": {
1536 "kernelspec": {
1536 "kernelspec": {
1537 "display_name": "Python 3",
1537 "display_name": "Python 3",
1538 "language": "python",
1538 "language": "python",
1539 "name": "python3"
1539 "name": "python3"
1540 },
1540 },
1541 "language_info": {
1541 "language_info": {
1542 "codemirror_mode": {
1542 "codemirror_mode": {
1543 "name": "ipython",
1543 "name": "ipython",
1544 "version": 3
1544 "version": 3
1545 },
1545 },
1546 "file_extension": ".py",
1546 "file_extension": ".py",
1547 "mimetype": "text/x-python",
1547 "mimetype": "text/x-python",
1548 "name": "python",
1548 "name": "python",
1549 "nbconvert_exporter": "python",
1549 "nbconvert_exporter": "python",
1550 "pygments_lexer": "ipython3",
1550 "pygments_lexer": "ipython3",
1551 "version": "3.4.2"
1551 "version": "3.4.2"
1552 }
1552 }
1553 },
1553 },
1554 "nbformat": 4,
1554 "nbformat": 4,
1555 "nbformat_minor": 0
1555 "nbformat_minor": 0
1556 }
1556 }
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