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1 | { |
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1 | { | |
2 | "metadata": { |
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2 | "metadata": { | |
3 | "name": "Parallel Magics" |
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3 | "name": "Parallel Magics" | |
4 | }, |
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4 | }, | |
5 | "nbformat": 3, |
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5 | "nbformat": 3, | |
6 | "worksheets": [ |
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6 | "worksheets": [ | |
7 | { |
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7 | { | |
8 | "cells": [ |
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8 | "cells": [ | |
9 | { |
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9 | { | |
10 | "cell_type": "heading", |
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10 | "cell_type": "heading", | |
11 | "level": 1, |
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11 | "level": 1, | |
12 | "source": [ |
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12 | "source": [ | |
13 | "Using Parallel Magics" |
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13 | "Using Parallel Magics" | |
14 | ] |
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14 | ] | |
15 | }, |
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15 | }, | |
16 | { |
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16 | { | |
17 | "cell_type": "markdown", |
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17 | "cell_type": "markdown", | |
18 | "source": [ |
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18 | "source": [ | |
19 | "IPython has a few magics for working with your engines.", |
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19 | "IPython has a few magics for working with your engines.", | |
20 | "", |
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20 | "", | |
21 | "This assumes you have started an IPython cluster, either with the notebook interface,", |
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21 | "This assumes you have started an IPython cluster, either with the notebook interface,", | |
22 | "or the `ipcluster/controller/engine` commands." |
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22 | "or the `ipcluster/controller/engine` commands." | |
23 | ] |
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23 | ] | |
24 | }, |
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24 | }, | |
25 | { |
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25 | { | |
26 | "cell_type": "code", |
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26 | "cell_type": "code", | |
27 | "collapsed": false, |
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27 | "collapsed": false, | |
28 | "input": [ |
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28 | "input": [ | |
29 | "from IPython import parallel", |
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29 | "from IPython import parallel", | |
30 | "rc = parallel.Client()", |
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30 | "rc = parallel.Client()", | |
31 | "dv = rc[:]", |
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31 | "dv = rc[:]", | |
32 | "dv.block = True", |
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32 | "dv.block = True", | |
33 | "dv" |
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33 | "dv" | |
34 | ], |
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34 | ], | |
35 | "language": "python", |
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35 | "language": "python", | |
36 | "outputs": [] |
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36 | "outputs": [] | |
37 | }, |
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37 | }, | |
38 | { |
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38 | { | |
39 | "cell_type": "markdown", |
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39 | "cell_type": "markdown", | |
40 | "source": [ |
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40 | "source": [ | |
41 | "The parallel magics come from the `parallelmagics` IPython extension.", |
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41 | "The parallel magics come from the `parallelmagics` IPython extension.", | |
42 | "The magics are set to work with a particular View object,", |
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42 | "The magics are set to work with a particular View object,", | |
43 | "so to activate them, you call the `activate()` method on a particular view:" |
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43 | "so to activate them, you call the `activate()` method on a particular view:" | |
44 | ] |
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44 | ] | |
45 | }, |
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45 | }, | |
46 | { |
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46 | { | |
47 | "cell_type": "code", |
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47 | "cell_type": "code", | |
48 | "collapsed": true, |
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48 | "collapsed": true, | |
49 | "input": [ |
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49 | "input": [ | |
50 | "dv.activate()" |
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50 | "dv.activate()" | |
51 | ], |
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51 | ], | |
52 | "language": "python", |
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52 | "language": "python", | |
53 | "outputs": [] |
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53 | "outputs": [] | |
54 | }, |
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54 | }, | |
55 | { |
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55 | { | |
56 | "cell_type": "markdown", |
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56 | "cell_type": "markdown", | |
57 | "source": [ |
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57 | "source": [ | |
58 | "Now we can execute code remotely with `%px`:" |
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58 | "Now we can execute code remotely with `%px`:" | |
59 | ] |
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59 | ] | |
60 | }, |
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60 | }, | |
61 | { |
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61 | { | |
62 | "cell_type": "code", |
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62 | "cell_type": "code", | |
63 | "collapsed": false, |
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63 | "collapsed": false, | |
64 | "input": [ |
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64 | "input": [ | |
65 | "%px a=5" |
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65 | "%px a=5" | |
66 | ], |
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66 | ], | |
67 | "language": "python", |
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67 | "language": "python", | |
68 | "outputs": [] |
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68 | "outputs": [] | |
69 | }, |
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69 | }, | |
70 | { |
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70 | { | |
71 | "cell_type": "code", |
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71 | "cell_type": "code", | |
72 | "collapsed": false, |
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72 | "collapsed": false, | |
73 | "input": [ |
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73 | "input": [ | |
74 | "%px print a" |
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74 | "%px print a" | |
75 | ], |
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75 | ], | |
76 | "language": "python", |
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76 | "language": "python", | |
77 | "outputs": [] |
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77 | "outputs": [] | |
78 | }, |
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78 | }, | |
79 | { |
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79 | { | |
80 | "cell_type": "code", |
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80 | "cell_type": "code", | |
81 | "collapsed": false, |
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81 | "collapsed": false, | |
82 | "input": [ |
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82 | "input": [ | |
83 | "%px a" |
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83 | "%px a" | |
84 | ], |
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84 | ], | |
85 | "language": "python", |
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85 | "language": "python", | |
86 | "outputs": [] |
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86 | "outputs": [] | |
87 | }, |
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87 | }, | |
88 | { |
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88 | { | |
89 | "cell_type": "code", |
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89 | "cell_type": "code", | |
90 | "collapsed": false, |
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90 | "collapsed": false, | |
91 | "input": [ |
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91 | "input": [ | |
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92 | "with dv.sync_imports():", | |||
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93 | " import sys" | |||
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94 | ], | |||
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95 | "language": "python", | |||
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96 | "outputs": [] | |||
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97 | }, | |||
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98 | { | |||
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99 | "cell_type": "code", | |||
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100 | "collapsed": false, | |||
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101 | "input": [ | |||
92 | "%px print >> sys.stderr, \"ERROR\"" |
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102 | "%px print >> sys.stderr, \"ERROR\"" | |
93 | ], |
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103 | ], | |
94 | "language": "python", |
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104 | "language": "python", | |
95 | "outputs": [] |
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105 | "outputs": [] | |
96 | }, |
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106 | }, | |
97 | { |
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107 | { | |
98 | "cell_type": "markdown", |
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108 | "cell_type": "markdown", | |
99 | "source": [ |
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109 | "source": [ | |
100 | "You don't have to wait for results:" |
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110 | "You don't have to wait for results:" | |
101 | ] |
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111 | ] | |
102 | }, |
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112 | }, | |
103 | { |
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113 | { | |
104 | "cell_type": "code", |
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114 | "cell_type": "code", | |
105 | "collapsed": true, |
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115 | "collapsed": true, | |
106 | "input": [ |
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116 | "input": [ | |
107 | "dv.block = False" |
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117 | "dv.block = False" | |
108 | ], |
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118 | ], | |
109 | "language": "python", |
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119 | "language": "python", | |
110 | "outputs": [] |
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120 | "outputs": [] | |
111 | }, |
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121 | }, | |
112 | { |
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122 | { | |
113 | "cell_type": "code", |
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123 | "cell_type": "code", | |
114 | "collapsed": false, |
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124 | "collapsed": false, | |
115 | "input": [ |
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125 | "input": [ | |
116 | "%px import time", |
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126 | "%px import time", | |
117 | "%px time.sleep(5)", |
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127 | "%px time.sleep(5)", | |
118 | "%px time.time()" |
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128 | "%px time.time()" | |
119 | ], |
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129 | ], | |
120 | "language": "python", |
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130 | "language": "python", | |
121 | "outputs": [] |
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131 | "outputs": [] | |
122 | }, |
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132 | }, | |
123 | { |
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133 | { | |
124 | "cell_type": "markdown", |
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134 | "cell_type": "markdown", | |
125 | "source": [ |
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135 | "source": [ | |
126 | "But you will notice that this didn't output the result of the last command.", |
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136 | "But you will notice that this didn't output the result of the last command.", | |
127 | "For this, we have `%result`, which displays the output of the latest request:" |
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137 | "For this, we have `%result`, which displays the output of the latest request:" | |
128 | ] |
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138 | ] | |
129 | }, |
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139 | }, | |
130 | { |
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140 | { | |
131 | "cell_type": "code", |
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141 | "cell_type": "code", | |
132 | "collapsed": false, |
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142 | "collapsed": false, | |
133 | "input": [ |
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143 | "input": [ | |
134 | "%result" |
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144 | "%result" | |
135 | ], |
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145 | ], | |
136 | "language": "python", |
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146 | "language": "python", | |
137 | "outputs": [] |
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147 | "outputs": [] | |
138 | }, |
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148 | }, | |
139 | { |
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149 | { | |
140 | "cell_type": "markdown", |
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150 | "cell_type": "markdown", | |
141 | "source": [ |
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151 | "source": [ | |
142 | "Remember, an IPython engine is IPython, so you can do magics remotely as well!" |
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152 | "Remember, an IPython engine is IPython, so you can do magics remotely as well!" | |
143 | ] |
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153 | ] | |
144 | }, |
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154 | }, | |
145 | { |
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155 | { | |
146 | "cell_type": "code", |
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156 | "cell_type": "code", | |
147 | "collapsed": false, |
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157 | "collapsed": false, | |
148 | "input": [ |
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158 | "input": [ | |
149 | "dv.block = True", |
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159 | "dv.block = True", | |
150 | "%px %pylab inline" |
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160 | "%px %pylab inline" | |
151 | ], |
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161 | ], | |
152 | "language": "python", |
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162 | "language": "python", | |
153 | "outputs": [] |
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163 | "outputs": [] | |
154 | }, |
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164 | }, | |
155 | { |
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165 | { | |
156 | "cell_type": "markdown", |
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166 | "cell_type": "markdown", | |
157 | "source": [ |
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167 | "source": [ | |
158 | "`%%px` can also be used as a cell magic, for submitting whole blocks.", |
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168 | "`%%px` can also be used as a cell magic, for submitting whole blocks.", | |
159 | "This one acceps `--block` and `--noblock` flags to specify", |
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169 | "This one acceps `--block` and `--noblock` flags to specify", | |
160 | "the blocking behavior, though the default is unchanged.", |
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170 | "the blocking behavior, though the default is unchanged.", | |
161 | "" |
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171 | "" | |
162 | ] |
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172 | ] | |
163 | }, |
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173 | }, | |
164 | { |
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174 | { | |
165 | "cell_type": "code", |
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175 | "cell_type": "code", | |
166 | "collapsed": true, |
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176 | "collapsed": true, | |
167 | "input": [ |
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177 | "input": [ | |
168 | "dv.scatter('id', dv.targets, flatten=True)", |
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178 | "dv.scatter('id', dv.targets, flatten=True)", | |
169 | "dv['stride'] = len(dv)" |
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179 | "dv['stride'] = len(dv)" | |
170 | ], |
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180 | ], | |
171 | "language": "python", |
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181 | "language": "python", | |
172 | "outputs": [] |
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182 | "outputs": [] | |
173 | }, |
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183 | }, | |
174 | { |
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184 | { | |
175 | "cell_type": "code", |
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185 | "cell_type": "code", | |
176 | "collapsed": false, |
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186 | "collapsed": false, | |
177 | "input": [ |
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187 | "input": [ | |
178 | "%%px --noblock", |
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188 | "%%px --noblock", | |
179 | "x = linspace(0,pi,1000)", |
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189 | "x = linspace(0,pi,1000)", | |
180 | "for n in range(id,12, stride):", |
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190 | "for n in range(id,12, stride):", | |
181 | " print n", |
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191 | " print n", | |
182 | " plt.plot(x,sin(n*x))", |
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192 | " plt.plot(x,sin(n*x))", | |
183 | "plt.title(\"Plot %i\" % id)" |
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193 | "plt.title(\"Plot %i\" % id)" | |
184 | ], |
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194 | ], | |
185 | "language": "python", |
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195 | "language": "python", | |
186 | "outputs": [] |
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196 | "outputs": [] | |
187 | }, |
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197 | }, | |
188 | { |
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198 | { | |
189 | "cell_type": "code", |
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199 | "cell_type": "code", | |
190 | "collapsed": false, |
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200 | "collapsed": false, | |
191 | "input": [ |
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201 | "input": [ | |
192 | "%result" |
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202 | "%result" | |
193 | ], |
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203 | ], | |
194 | "language": "python", |
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204 | "language": "python", | |
195 | "outputs": [] |
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205 | "outputs": [] | |
196 | }, |
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206 | }, | |
197 | { |
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207 | { | |
198 | "cell_type": "markdown", |
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208 | "cell_type": "markdown", | |
199 | "source": [ |
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209 | "source": [ | |
200 | "It also lets you choose some amount of the grouping of the outputs with `--group-outputs`:", |
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210 | "It also lets you choose some amount of the grouping of the outputs with `--group-outputs`:", | |
201 | "", |
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211 | "", | |
202 | "The choices are:", |
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212 | "The choices are:", | |
203 | "", |
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213 | "", | |
204 | "* `engine` - all of an engine's output is collected together", |
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214 | "* `engine` - all of an engine's output is collected together", | |
205 | "* `type` - where stdout of each engine is grouped, etc. (the default)", |
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215 | "* `type` - where stdout of each engine is grouped, etc. (the default)", | |
206 | "* `order` - same as `type`, but individual displaypub outputs are interleaved.", |
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216 | "* `order` - same as `type`, but individual displaypub outputs are interleaved.", | |
207 | " That is, it will output the first plot from each engine, then the second from each,", |
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217 | " That is, it will output the first plot from each engine, then the second from each,", | |
208 | " etc." |
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218 | " etc." | |
209 | ] |
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219 | ] | |
210 | }, |
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220 | }, | |
211 | { |
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221 | { | |
212 | "cell_type": "code", |
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222 | "cell_type": "code", | |
213 | "collapsed": false, |
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223 | "collapsed": false, | |
214 | "input": [ |
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224 | "input": [ | |
215 | "%%px --group-outputs=engine", |
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225 | "%%px --group-outputs=engine", | |
216 | "x = linspace(0,pi,1000)", |
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226 | "x = linspace(0,pi,1000)", | |
217 | "for n in range(id,12, stride):", |
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227 | "for n in range(id,12, stride):", | |
218 | " print n", |
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228 | " print n", | |
219 | " plt.figure()", |
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229 | " plt.figure()", | |
220 | " plt.plot(x,sin(n*x))", |
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230 | " plt.plot(x,sin(n*x))", | |
221 | "plt.title(\"Plot %i\" % id)" |
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231 | "plt.title(\"Plot %i\" % id)" | |
222 | ], |
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232 | ], | |
223 | "language": "python", |
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233 | "language": "python", | |
224 | "outputs": [] |
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234 | "outputs": [] | |
225 | }, |
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235 | }, | |
226 | { |
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236 | { | |
227 | "cell_type": "markdown", |
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237 | "cell_type": "markdown", | |
228 | "source": [ |
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238 | "source": [ | |
229 | "When you specify 'order', then individual display outputs (e.g. plots) will be interleaved:" |
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239 | "When you specify 'order', then individual display outputs (e.g. plots) will be interleaved:" | |
230 | ] |
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240 | ] | |
231 | }, |
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241 | }, | |
232 | { |
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242 | { | |
233 | "cell_type": "code", |
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243 | "cell_type": "code", | |
234 | "collapsed": false, |
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244 | "collapsed": false, | |
235 | "input": [ |
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245 | "input": [ | |
236 | "%%px --group-outputs=order", |
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246 | "%%px --group-outputs=order", | |
237 | "x = linspace(0,pi,1000)", |
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247 | "x = linspace(0,pi,1000)", | |
238 | "for n in range(id,12, stride):", |
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248 | "for n in range(id,12, stride):", | |
239 | " print n", |
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249 | " print n", | |
240 | " plt.figure()", |
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250 | " plt.figure()", | |
241 | " plt.plot(x,sin(n*x))", |
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251 | " plt.plot(x,sin(n*x))", | |
242 | "plt.title(\"Plot %i\" % id)" |
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252 | "plt.title(\"Plot %i\" % id)" | |
243 | ], |
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253 | ], | |
244 | "language": "python", |
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254 | "language": "python", | |
245 | "outputs": [] |
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255 | "outputs": [] | |
246 | }, |
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256 | }, | |
247 | { |
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257 | { | |
248 | "cell_type": "heading", |
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258 | "cell_type": "heading", | |
249 | "level": 2, |
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259 | "level": 2, | |
250 | "source": [ |
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260 | "source": [ | |
251 | "Single-engine views" |
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261 | "Single-engine views" | |
252 | ] |
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262 | ] | |
253 | }, |
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263 | }, | |
254 | { |
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264 | { | |
255 | "cell_type": "markdown", |
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265 | "cell_type": "markdown", | |
256 | "source": [ |
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266 | "source": [ | |
257 | "When a DirectView has a single target, the output is a bit simpler (no prefixes on stdout/err, etc.):" |
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267 | "When a DirectView has a single target, the output is a bit simpler (no prefixes on stdout/err, etc.):" | |
258 | ] |
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268 | ] | |
259 | }, |
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269 | }, | |
260 | { |
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270 | { | |
261 | "cell_type": "code", |
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271 | "cell_type": "code", | |
262 | "collapsed": true, |
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272 | "collapsed": true, | |
263 | "input": [ |
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273 | "input": [ | |
264 | "def generate_output():", |
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274 | "def generate_output():", | |
265 | " \"\"\"function for testing output", |
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275 | " \"\"\"function for testing output", | |
266 | " ", |
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276 | " ", | |
267 | " publishes two outputs of each type, and returns something", |
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277 | " publishes two outputs of each type, and returns something", | |
268 | " \"\"\"", |
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278 | " \"\"\"", | |
269 | " ", |
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279 | " ", | |
270 | " import sys,os", |
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280 | " import sys,os", | |
271 | " from IPython.core.display import display, HTML, Math", |
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281 | " from IPython.core.display import display, HTML, Math", | |
272 | " ", |
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282 | " ", | |
273 | " print \"stdout\"", |
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283 | " print \"stdout\"", | |
274 | " print >> sys.stderr, \"stderr\"", |
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284 | " print >> sys.stderr, \"stderr\"", | |
275 | " ", |
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285 | " ", | |
276 | " display(HTML(\"<b>HTML</b>\"))", |
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286 | " display(HTML(\"<b>HTML</b>\"))", | |
277 | " ", |
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287 | " ", | |
278 | " print \"stdout2\"", |
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288 | " print \"stdout2\"", | |
279 | " print >> sys.stderr, \"stderr2\"", |
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289 | " print >> sys.stderr, \"stderr2\"", | |
280 | " ", |
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290 | " ", | |
281 | " display(Math(r\"\\alpha=\\beta\"))", |
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291 | " display(Math(r\"\\alpha=\\beta\"))", | |
282 | " ", |
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292 | " ", | |
283 | " return os.getpid()", |
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293 | " return os.getpid()", | |
284 | "", |
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294 | "", | |
285 | "dv['generate_output'] = generate_output" |
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295 | "dv['generate_output'] = generate_output" | |
286 | ], |
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296 | ], | |
287 | "language": "python", |
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297 | "language": "python", | |
288 | "outputs": [] |
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298 | "outputs": [] | |
289 | }, |
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299 | }, | |
290 | { |
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300 | { | |
291 | "cell_type": "code", |
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301 | "cell_type": "code", | |
292 | "collapsed": true, |
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302 | "collapsed": true, | |
293 | "input": [ |
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303 | "input": [ | |
294 | "e0 = rc[-1]", |
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304 | "e0 = rc[-1]", | |
295 | "e0.block = True", |
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305 | "e0.block = True", | |
296 | "e0.activate()" |
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306 | "e0.activate()" | |
297 | ], |
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307 | ], | |
298 | "language": "python", |
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308 | "language": "python", | |
299 | "outputs": [] |
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309 | "outputs": [] | |
300 | }, |
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310 | }, | |
301 | { |
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311 | { | |
302 | "cell_type": "code", |
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312 | "cell_type": "code", | |
303 | "collapsed": false, |
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313 | "collapsed": false, | |
304 | "input": [ |
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314 | "input": [ | |
305 | "%px generate_output()" |
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315 | "%px generate_output()" | |
306 | ], |
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316 | ], | |
307 | "language": "python", |
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317 | "language": "python", | |
308 | "outputs": [] |
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318 | "outputs": [] | |
309 | } |
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319 | } | |
310 | ] |
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320 | ] | |
311 | } |
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321 | } | |
312 | ] |
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322 | ] | |
313 | } No newline at end of file |
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323 | } |
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