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1 | 1 | # -*- coding: utf-8 -*- |
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2 | 2 | """Top-level display functions for displaying object in different formats.""" |
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3 | 3 | |
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4 | 4 | # Copyright (c) IPython Development Team. |
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5 | 5 | # Distributed under the terms of the Modified BSD License. |
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6 | 6 | |
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7 | 7 | |
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8 | 8 | from binascii import b2a_hex, b2a_base64, hexlify |
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9 | 9 | import json |
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10 | 10 | import mimetypes |
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11 | 11 | import os |
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12 | 12 | import struct |
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13 | 13 | import sys |
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14 | 14 | import warnings |
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15 | 15 | from copy import deepcopy |
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16 | 16 | |
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17 | 17 | from IPython.utils.py3compat import cast_unicode |
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18 | 18 | from IPython.testing.skipdoctest import skip_doctest |
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19 | 19 | |
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20 | 20 | __all__ = ['display', 'display_pretty', 'display_html', 'display_markdown', |
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21 | 21 | 'display_svg', 'display_png', 'display_jpeg', 'display_latex', 'display_json', |
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22 | 22 | 'display_javascript', 'display_pdf', 'DisplayObject', 'TextDisplayObject', |
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23 | 23 | 'Pretty', 'HTML', 'Markdown', 'Math', 'Latex', 'SVG', 'ProgressBar', 'JSON', |
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24 | 24 | 'GeoJSON', 'Javascript', 'Image', 'clear_output', 'set_matplotlib_formats', |
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25 | 25 | 'set_matplotlib_close', 'publish_display_data', 'update_display', 'DisplayHandle', |
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26 | 26 | 'Video'] |
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27 | 27 | |
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28 | 28 | #----------------------------------------------------------------------------- |
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29 | 29 | # utility functions |
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30 | 30 | #----------------------------------------------------------------------------- |
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31 | 31 | |
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32 | 32 | def _safe_exists(path): |
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33 | 33 | """Check path, but don't let exceptions raise""" |
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34 | 34 | try: |
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35 | 35 | return os.path.exists(path) |
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36 | 36 | except Exception: |
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37 | 37 | return False |
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38 | 38 | |
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39 | 39 | def _merge(d1, d2): |
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40 | 40 | """Like update, but merges sub-dicts instead of clobbering at the top level. |
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41 | 41 | |
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42 | 42 | Updates d1 in-place |
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43 | 43 | """ |
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44 | 44 | |
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45 | 45 | if not isinstance(d2, dict) or not isinstance(d1, dict): |
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46 | 46 | return d2 |
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47 | 47 | for key, value in d2.items(): |
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48 | 48 | d1[key] = _merge(d1.get(key), value) |
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49 | 49 | return d1 |
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50 | 50 | |
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51 | 51 | def _display_mimetype(mimetype, objs, raw=False, metadata=None): |
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52 | 52 | """internal implementation of all display_foo methods |
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53 | 53 | |
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54 | 54 | Parameters |
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55 | 55 | ---------- |
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56 | 56 | mimetype : str |
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57 | 57 | The mimetype to be published (e.g. 'image/png') |
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58 | 58 | objs : tuple of objects |
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59 | 59 | The Python objects to display, or if raw=True raw text data to |
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60 | 60 | display. |
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61 | 61 | raw : bool |
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62 | 62 | Are the data objects raw data or Python objects that need to be |
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63 | 63 | formatted before display? [default: False] |
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64 | 64 | metadata : dict (optional) |
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65 | 65 | Metadata to be associated with the specific mimetype output. |
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66 | 66 | """ |
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67 | 67 | if metadata: |
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68 | 68 | metadata = {mimetype: metadata} |
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69 | 69 | if raw: |
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70 | 70 | # turn list of pngdata into list of { 'image/png': pngdata } |
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71 | 71 | objs = [ {mimetype: obj} for obj in objs ] |
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72 | 72 | display(*objs, raw=raw, metadata=metadata, include=[mimetype]) |
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73 | 73 | |
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74 | 74 | #----------------------------------------------------------------------------- |
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75 | 75 | # Main functions |
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76 | 76 | #----------------------------------------------------------------------------- |
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77 | 77 | |
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78 | 78 | # use * to indicate transient is keyword-only |
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79 | 79 | def publish_display_data(data, metadata=None, source=None, *, transient=None, **kwargs): |
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80 | 80 | """Publish data and metadata to all frontends. |
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81 | 81 | |
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82 | 82 | See the ``display_data`` message in the messaging documentation for |
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83 | 83 | more details about this message type. |
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84 | 84 | |
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85 | 85 | Keys of data and metadata can be any mime-type. |
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86 | 86 | |
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87 | 87 | Parameters |
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88 | 88 | ---------- |
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89 | 89 | data : dict |
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90 | 90 | A dictionary having keys that are valid MIME types (like |
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91 | 91 | 'text/plain' or 'image/svg+xml') and values that are the data for |
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92 | 92 | that MIME type. The data itself must be a JSON'able data |
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93 | 93 | structure. Minimally all data should have the 'text/plain' data, |
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94 | 94 | which can be displayed by all frontends. If more than the plain |
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95 | 95 | text is given, it is up to the frontend to decide which |
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96 | 96 | representation to use. |
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97 | 97 | metadata : dict |
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98 | 98 | A dictionary for metadata related to the data. This can contain |
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99 | 99 | arbitrary key, value pairs that frontends can use to interpret |
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100 | 100 | the data. mime-type keys matching those in data can be used |
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101 | 101 | to specify metadata about particular representations. |
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102 | 102 | source : str, deprecated |
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103 | 103 | Unused. |
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104 | 104 | transient : dict, keyword-only |
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105 | 105 | A dictionary of transient data, such as display_id. |
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106 | 106 | """ |
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107 | 107 | from IPython.core.interactiveshell import InteractiveShell |
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108 | 108 | |
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109 | 109 | display_pub = InteractiveShell.instance().display_pub |
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110 | 110 | |
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111 | 111 | # only pass transient if supplied, |
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112 | 112 | # to avoid errors with older ipykernel. |
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113 | 113 | # TODO: We could check for ipykernel version and provide a detailed upgrade message. |
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114 | 114 | if transient: |
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115 | 115 | kwargs['transient'] = transient |
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116 | 116 | |
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117 | 117 | display_pub.publish( |
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118 | 118 | data=data, |
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119 | 119 | metadata=metadata, |
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120 | 120 | **kwargs |
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121 | 121 | ) |
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122 | 122 | |
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123 | 123 | |
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124 | 124 | def _new_id(): |
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125 | 125 | """Generate a new random text id with urandom""" |
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126 | 126 | return b2a_hex(os.urandom(16)).decode('ascii') |
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127 | 127 | |
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128 | 128 | |
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129 | 129 | def display(*objs, include=None, exclude=None, metadata=None, transient=None, display_id=None, **kwargs): |
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130 | 130 | """Display a Python object in all frontends. |
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131 | 131 | |
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132 | 132 | By default all representations will be computed and sent to the frontends. |
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133 | 133 | Frontends can decide which representation is used and how. |
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134 | 134 | |
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135 | 135 | In terminal IPython this will be similar to using :func:`print`, for use in richer |
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136 | 136 | frontends see Jupyter notebook examples with rich display logic. |
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137 | 137 | |
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138 | 138 | Parameters |
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139 | 139 | ---------- |
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140 | 140 | objs : tuple of objects |
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141 | 141 | The Python objects to display. |
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142 | 142 | raw : bool, optional |
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143 | 143 | Are the objects to be displayed already mimetype-keyed dicts of raw display data, |
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144 | 144 | or Python objects that need to be formatted before display? [default: False] |
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145 | 145 | include : list, tuple or set, optional |
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146 | 146 | A list of format type strings (MIME types) to include in the |
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147 | 147 | format data dict. If this is set *only* the format types included |
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148 | 148 | in this list will be computed. |
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149 | 149 | exclude : list, tuple or set, optional |
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150 | 150 | A list of format type strings (MIME types) to exclude in the format |
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151 | 151 | data dict. If this is set all format types will be computed, |
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152 | 152 | except for those included in this argument. |
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153 | 153 | metadata : dict, optional |
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154 | 154 | A dictionary of metadata to associate with the output. |
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155 | 155 | mime-type keys in this dictionary will be associated with the individual |
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156 | 156 | representation formats, if they exist. |
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157 | 157 | transient : dict, optional |
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158 | 158 | A dictionary of transient data to associate with the output. |
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159 | 159 | Data in this dict should not be persisted to files (e.g. notebooks). |
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160 | 160 | display_id : str, bool optional |
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161 | 161 | Set an id for the display. |
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162 | 162 | This id can be used for updating this display area later via update_display. |
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163 | 163 | If given as `True`, generate a new `display_id` |
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164 | 164 | kwargs: additional keyword-args, optional |
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165 | 165 | Additional keyword-arguments are passed through to the display publisher. |
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166 | 166 | |
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167 | 167 | Returns |
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168 | 168 | ------- |
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169 | 169 | |
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170 | 170 | handle: DisplayHandle |
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171 | 171 | Returns a handle on updatable displays for use with :func:`update_display`, |
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172 | 172 | if `display_id` is given. Returns :any:`None` if no `display_id` is given |
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173 | 173 | (default). |
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174 | 174 | |
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175 | 175 | Examples |
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176 | 176 | -------- |
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177 | 177 | |
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178 | 178 | >>> class Json(object): |
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179 | 179 | ... def __init__(self, json): |
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180 | 180 | ... self.json = json |
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181 | 181 | ... def _repr_pretty_(self, pp, cycle): |
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182 | 182 | ... import json |
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183 | 183 | ... pp.text(json.dumps(self.json, indent=2)) |
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184 | 184 | ... def __repr__(self): |
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185 | 185 | ... return str(self.json) |
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186 | 186 | ... |
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187 | 187 | |
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188 | 188 | >>> d = Json({1:2, 3: {4:5}}) |
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189 | 189 | |
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190 | 190 | >>> print(d) |
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191 | 191 | {1: 2, 3: {4: 5}} |
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192 | 192 | |
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193 | 193 | >>> display(d) |
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194 | 194 | { |
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195 | 195 | "1": 2, |
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196 | 196 | "3": { |
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197 | 197 | "4": 5 |
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198 | 198 | } |
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199 | 199 | } |
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200 | 200 | |
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201 | 201 | >>> def int_formatter(integer, pp, cycle): |
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202 | 202 | ... pp.text('I'*integer) |
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203 | 203 | |
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204 | 204 | >>> plain = get_ipython().display_formatter.formatters['text/plain'] |
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205 | 205 | >>> plain.for_type(int, int_formatter) |
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206 | 206 | <function _repr_pprint at 0x...> |
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207 | 207 | >>> display(7-5) |
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208 | 208 | II |
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209 | 209 | |
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210 | 210 | >>> del plain.type_printers[int] |
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211 | 211 | >>> display(7-5) |
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212 | 212 | 2 |
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213 | 213 | |
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214 | 214 | See Also |
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215 | 215 | -------- |
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216 | 216 | |
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217 | 217 | :func:`update_display` |
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218 | 218 | |
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219 | 219 | Notes |
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220 | 220 | ----- |
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221 | 221 | |
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222 | 222 | In Python, objects can declare their textual representation using the |
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223 | 223 | `__repr__` method. IPython expands on this idea and allows objects to declare |
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224 | 224 | other, rich representations including: |
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225 | 225 | |
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226 | 226 | - HTML |
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227 | 227 | - JSON |
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228 | 228 | - PNG |
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229 | 229 | - JPEG |
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230 | 230 | - SVG |
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231 | 231 | - LaTeX |
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232 | 232 | |
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233 | 233 | A single object can declare some or all of these representations; all are |
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234 | 234 | handled by IPython's display system. |
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235 | 235 | |
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236 | 236 | The main idea of the first approach is that you have to implement special |
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237 | 237 | display methods when you define your class, one for each representation you |
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238 | 238 | want to use. Here is a list of the names of the special methods and the |
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239 | 239 | values they must return: |
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240 | 240 | |
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241 | 241 | - `_repr_html_`: return raw HTML as a string |
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242 | 242 | - `_repr_json_`: return a JSONable dict |
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243 | 243 | - `_repr_jpeg_`: return raw JPEG data |
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244 | 244 | - `_repr_png_`: return raw PNG data |
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245 | 245 | - `_repr_svg_`: return raw SVG data as a string |
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246 | 246 | - `_repr_latex_`: return LaTeX commands in a string surrounded by "$". |
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247 | 247 | - `_repr_mimebundle_`: return a full mimebundle containing the mapping |
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248 | 248 | from all mimetypes to data. |
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249 | 249 | Use this for any mime-type not listed above. |
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250 | 250 | |
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251 | 251 | When you are directly writing your own classes, you can adapt them for |
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252 | 252 | display in IPython by following the above approach. But in practice, you |
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253 | 253 | often need to work with existing classes that you can't easily modify. |
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254 | 254 | |
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255 |
You can refer to the documentation on |
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256 |
register custom formatters for already existing types |
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255 | You can refer to the documentation on integrating with the display system in | |
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256 | order to register custom formatters for already existing types | |
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257 | (:ref:`integrating_rich_display`). | |
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257 | 258 | |
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258 | 259 | .. versionadded:: 5.4 display available without import |
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259 | 260 | .. versionadded:: 6.1 display available without import |
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260 | 261 | |
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261 | 262 | Since IPython 5.4 and 6.1 :func:`display` is automatically made available to |
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262 | 263 | the user without import. If you are using display in a document that might |
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263 | 264 | be used in a pure python context or with older version of IPython, use the |
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264 | 265 | following import at the top of your file:: |
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265 | 266 | |
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266 | 267 | from IPython.display import display |
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267 | 268 | |
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268 | 269 | """ |
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269 | 270 | from IPython.core.interactiveshell import InteractiveShell |
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270 | 271 | |
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271 | 272 | if not InteractiveShell.initialized(): |
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272 | 273 | # Directly print objects. |
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273 | 274 | print(*objs) |
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274 | 275 | return |
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275 | 276 | |
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276 | 277 | raw = kwargs.pop('raw', False) |
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277 | 278 | if transient is None: |
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278 | 279 | transient = {} |
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279 | 280 | if metadata is None: |
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280 | 281 | metadata={} |
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281 | 282 | if display_id: |
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282 | 283 | if display_id is True: |
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283 | 284 | display_id = _new_id() |
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284 | 285 | transient['display_id'] = display_id |
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285 | 286 | if kwargs.get('update') and 'display_id' not in transient: |
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286 | 287 | raise TypeError('display_id required for update_display') |
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287 | 288 | if transient: |
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288 | 289 | kwargs['transient'] = transient |
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289 | 290 | |
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290 | 291 | if not raw: |
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291 | 292 | format = InteractiveShell.instance().display_formatter.format |
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292 | 293 | |
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293 | 294 | for obj in objs: |
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294 | 295 | if raw: |
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295 | 296 | publish_display_data(data=obj, metadata=metadata, **kwargs) |
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296 | 297 | else: |
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297 | 298 | format_dict, md_dict = format(obj, include=include, exclude=exclude) |
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298 | 299 | if not format_dict: |
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299 | 300 | # nothing to display (e.g. _ipython_display_ took over) |
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300 | 301 | continue |
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301 | 302 | if metadata: |
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302 | 303 | # kwarg-specified metadata gets precedence |
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303 | 304 | _merge(md_dict, metadata) |
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304 | 305 | publish_display_data(data=format_dict, metadata=md_dict, **kwargs) |
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305 | 306 | if display_id: |
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306 | 307 | return DisplayHandle(display_id) |
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307 | 308 | |
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308 | 309 | |
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309 | 310 | # use * for keyword-only display_id arg |
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310 | 311 | def update_display(obj, *, display_id, **kwargs): |
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311 | 312 | """Update an existing display by id |
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312 | 313 | |
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313 | 314 | Parameters |
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314 | 315 | ---------- |
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315 | 316 | |
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316 | 317 | obj: |
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317 | 318 | The object with which to update the display |
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318 | 319 | display_id: keyword-only |
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319 | 320 | The id of the display to update |
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320 | 321 | |
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321 | 322 | See Also |
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322 | 323 | -------- |
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323 | 324 | |
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324 | 325 | :func:`display` |
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325 | 326 | """ |
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326 | 327 | kwargs['update'] = True |
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327 | 328 | display(obj, display_id=display_id, **kwargs) |
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328 | 329 | |
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329 | 330 | |
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330 | 331 | class DisplayHandle(object): |
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331 | 332 | """A handle on an updatable display |
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332 | 333 | |
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333 | 334 | Call `.update(obj)` to display a new object. |
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334 | 335 | |
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335 | 336 | Call `.display(obj`) to add a new instance of this display, |
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336 | 337 | and update existing instances. |
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337 | 338 | |
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338 | 339 | See Also |
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339 | 340 | -------- |
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340 | 341 | |
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341 | 342 | :func:`display`, :func:`update_display` |
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342 | 343 | |
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343 | 344 | """ |
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344 | 345 | |
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345 | 346 | def __init__(self, display_id=None): |
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346 | 347 | if display_id is None: |
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347 | 348 | display_id = _new_id() |
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348 | 349 | self.display_id = display_id |
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349 | 350 | |
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350 | 351 | def __repr__(self): |
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351 | 352 | return "<%s display_id=%s>" % (self.__class__.__name__, self.display_id) |
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352 | 353 | |
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353 | 354 | def display(self, obj, **kwargs): |
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354 | 355 | """Make a new display with my id, updating existing instances. |
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355 | 356 | |
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356 | 357 | Parameters |
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357 | 358 | ---------- |
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358 | 359 | |
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359 | 360 | obj: |
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360 | 361 | object to display |
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361 | 362 | **kwargs: |
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362 | 363 | additional keyword arguments passed to display |
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363 | 364 | """ |
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364 | 365 | display(obj, display_id=self.display_id, **kwargs) |
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365 | 366 | |
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366 | 367 | def update(self, obj, **kwargs): |
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367 | 368 | """Update existing displays with my id |
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368 | 369 | |
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369 | 370 | Parameters |
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370 | 371 | ---------- |
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371 | 372 | |
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372 | 373 | obj: |
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373 | 374 | object to display |
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374 | 375 | **kwargs: |
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375 | 376 | additional keyword arguments passed to update_display |
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376 | 377 | """ |
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377 | 378 | update_display(obj, display_id=self.display_id, **kwargs) |
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378 | 379 | |
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379 | 380 | |
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380 | 381 | def display_pretty(*objs, **kwargs): |
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381 | 382 | """Display the pretty (default) representation of an object. |
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382 | 383 | |
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383 | 384 | Parameters |
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384 | 385 | ---------- |
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385 | 386 | objs : tuple of objects |
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386 | 387 | The Python objects to display, or if raw=True raw text data to |
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387 | 388 | display. |
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388 | 389 | raw : bool |
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389 | 390 | Are the data objects raw data or Python objects that need to be |
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390 | 391 | formatted before display? [default: False] |
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391 | 392 | metadata : dict (optional) |
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392 | 393 | Metadata to be associated with the specific mimetype output. |
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393 | 394 | """ |
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394 | 395 | _display_mimetype('text/plain', objs, **kwargs) |
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395 | 396 | |
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396 | 397 | |
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397 | 398 | def display_html(*objs, **kwargs): |
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398 | 399 | """Display the HTML representation of an object. |
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399 | 400 | |
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400 | 401 | Note: If raw=False and the object does not have a HTML |
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401 | 402 | representation, no HTML will be shown. |
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402 | 403 | |
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403 | 404 | Parameters |
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404 | 405 | ---------- |
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405 | 406 | objs : tuple of objects |
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406 | 407 | The Python objects to display, or if raw=True raw HTML data to |
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407 | 408 | display. |
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408 | 409 | raw : bool |
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409 | 410 | Are the data objects raw data or Python objects that need to be |
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410 | 411 | formatted before display? [default: False] |
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411 | 412 | metadata : dict (optional) |
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412 | 413 | Metadata to be associated with the specific mimetype output. |
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413 | 414 | """ |
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414 | 415 | _display_mimetype('text/html', objs, **kwargs) |
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415 | 416 | |
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416 | 417 | |
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417 | 418 | def display_markdown(*objs, **kwargs): |
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418 | 419 | """Displays the Markdown representation of an object. |
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419 | 420 | |
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420 | 421 | Parameters |
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421 | 422 | ---------- |
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422 | 423 | objs : tuple of objects |
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423 | 424 | The Python objects to display, or if raw=True raw markdown data to |
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424 | 425 | display. |
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425 | 426 | raw : bool |
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426 | 427 | Are the data objects raw data or Python objects that need to be |
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427 | 428 | formatted before display? [default: False] |
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428 | 429 | metadata : dict (optional) |
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429 | 430 | Metadata to be associated with the specific mimetype output. |
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430 | 431 | """ |
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431 | 432 | |
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432 | 433 | _display_mimetype('text/markdown', objs, **kwargs) |
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433 | 434 | |
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434 | 435 | |
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435 | 436 | def display_svg(*objs, **kwargs): |
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436 | 437 | """Display the SVG representation of an object. |
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437 | 438 | |
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438 | 439 | Parameters |
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439 | 440 | ---------- |
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440 | 441 | objs : tuple of objects |
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441 | 442 | The Python objects to display, or if raw=True raw svg data to |
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442 | 443 | display. |
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443 | 444 | raw : bool |
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444 | 445 | Are the data objects raw data or Python objects that need to be |
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445 | 446 | formatted before display? [default: False] |
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446 | 447 | metadata : dict (optional) |
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447 | 448 | Metadata to be associated with the specific mimetype output. |
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448 | 449 | """ |
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449 | 450 | _display_mimetype('image/svg+xml', objs, **kwargs) |
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450 | 451 | |
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451 | 452 | |
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452 | 453 | def display_png(*objs, **kwargs): |
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453 | 454 | """Display the PNG representation of an object. |
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454 | 455 | |
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455 | 456 | Parameters |
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456 | 457 | ---------- |
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457 | 458 | objs : tuple of objects |
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458 | 459 | The Python objects to display, or if raw=True raw png data to |
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459 | 460 | display. |
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460 | 461 | raw : bool |
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461 | 462 | Are the data objects raw data or Python objects that need to be |
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462 | 463 | formatted before display? [default: False] |
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463 | 464 | metadata : dict (optional) |
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464 | 465 | Metadata to be associated with the specific mimetype output. |
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465 | 466 | """ |
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466 | 467 | _display_mimetype('image/png', objs, **kwargs) |
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467 | 468 | |
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468 | 469 | |
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469 | 470 | def display_jpeg(*objs, **kwargs): |
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470 | 471 | """Display the JPEG representation of an object. |
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471 | 472 | |
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472 | 473 | Parameters |
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473 | 474 | ---------- |
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474 | 475 | objs : tuple of objects |
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475 | 476 | The Python objects to display, or if raw=True raw JPEG data to |
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476 | 477 | display. |
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477 | 478 | raw : bool |
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478 | 479 | Are the data objects raw data or Python objects that need to be |
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479 | 480 | formatted before display? [default: False] |
|
480 | 481 | metadata : dict (optional) |
|
481 | 482 | Metadata to be associated with the specific mimetype output. |
|
482 | 483 | """ |
|
483 | 484 | _display_mimetype('image/jpeg', objs, **kwargs) |
|
484 | 485 | |
|
485 | 486 | |
|
486 | 487 | def display_latex(*objs, **kwargs): |
|
487 | 488 | """Display the LaTeX representation of an object. |
|
488 | 489 | |
|
489 | 490 | Parameters |
|
490 | 491 | ---------- |
|
491 | 492 | objs : tuple of objects |
|
492 | 493 | The Python objects to display, or if raw=True raw latex data to |
|
493 | 494 | display. |
|
494 | 495 | raw : bool |
|
495 | 496 | Are the data objects raw data or Python objects that need to be |
|
496 | 497 | formatted before display? [default: False] |
|
497 | 498 | metadata : dict (optional) |
|
498 | 499 | Metadata to be associated with the specific mimetype output. |
|
499 | 500 | """ |
|
500 | 501 | _display_mimetype('text/latex', objs, **kwargs) |
|
501 | 502 | |
|
502 | 503 | |
|
503 | 504 | def display_json(*objs, **kwargs): |
|
504 | 505 | """Display the JSON representation of an object. |
|
505 | 506 | |
|
506 | 507 | Note that not many frontends support displaying JSON. |
|
507 | 508 | |
|
508 | 509 | Parameters |
|
509 | 510 | ---------- |
|
510 | 511 | objs : tuple of objects |
|
511 | 512 | The Python objects to display, or if raw=True raw json data to |
|
512 | 513 | display. |
|
513 | 514 | raw : bool |
|
514 | 515 | Are the data objects raw data or Python objects that need to be |
|
515 | 516 | formatted before display? [default: False] |
|
516 | 517 | metadata : dict (optional) |
|
517 | 518 | Metadata to be associated with the specific mimetype output. |
|
518 | 519 | """ |
|
519 | 520 | _display_mimetype('application/json', objs, **kwargs) |
|
520 | 521 | |
|
521 | 522 | |
|
522 | 523 | def display_javascript(*objs, **kwargs): |
|
523 | 524 | """Display the Javascript representation of an object. |
|
524 | 525 | |
|
525 | 526 | Parameters |
|
526 | 527 | ---------- |
|
527 | 528 | objs : tuple of objects |
|
528 | 529 | The Python objects to display, or if raw=True raw javascript data to |
|
529 | 530 | display. |
|
530 | 531 | raw : bool |
|
531 | 532 | Are the data objects raw data or Python objects that need to be |
|
532 | 533 | formatted before display? [default: False] |
|
533 | 534 | metadata : dict (optional) |
|
534 | 535 | Metadata to be associated with the specific mimetype output. |
|
535 | 536 | """ |
|
536 | 537 | _display_mimetype('application/javascript', objs, **kwargs) |
|
537 | 538 | |
|
538 | 539 | |
|
539 | 540 | def display_pdf(*objs, **kwargs): |
|
540 | 541 | """Display the PDF representation of an object. |
|
541 | 542 | |
|
542 | 543 | Parameters |
|
543 | 544 | ---------- |
|
544 | 545 | objs : tuple of objects |
|
545 | 546 | The Python objects to display, or if raw=True raw javascript data to |
|
546 | 547 | display. |
|
547 | 548 | raw : bool |
|
548 | 549 | Are the data objects raw data or Python objects that need to be |
|
549 | 550 | formatted before display? [default: False] |
|
550 | 551 | metadata : dict (optional) |
|
551 | 552 | Metadata to be associated with the specific mimetype output. |
|
552 | 553 | """ |
|
553 | 554 | _display_mimetype('application/pdf', objs, **kwargs) |
|
554 | 555 | |
|
555 | 556 | |
|
556 | 557 | #----------------------------------------------------------------------------- |
|
557 | 558 | # Smart classes |
|
558 | 559 | #----------------------------------------------------------------------------- |
|
559 | 560 | |
|
560 | 561 | |
|
561 | 562 | class DisplayObject(object): |
|
562 | 563 | """An object that wraps data to be displayed.""" |
|
563 | 564 | |
|
564 | 565 | _read_flags = 'r' |
|
565 | 566 | _show_mem_addr = False |
|
566 | 567 | metadata = None |
|
567 | 568 | |
|
568 | 569 | def __init__(self, data=None, url=None, filename=None, metadata=None): |
|
569 | 570 | """Create a display object given raw data. |
|
570 | 571 | |
|
571 | 572 | When this object is returned by an expression or passed to the |
|
572 | 573 | display function, it will result in the data being displayed |
|
573 | 574 | in the frontend. The MIME type of the data should match the |
|
574 | 575 | subclasses used, so the Png subclass should be used for 'image/png' |
|
575 | 576 | data. If the data is a URL, the data will first be downloaded |
|
576 | 577 | and then displayed. If |
|
577 | 578 | |
|
578 | 579 | Parameters |
|
579 | 580 | ---------- |
|
580 | 581 | data : unicode, str or bytes |
|
581 | 582 | The raw data or a URL or file to load the data from |
|
582 | 583 | url : unicode |
|
583 | 584 | A URL to download the data from. |
|
584 | 585 | filename : unicode |
|
585 | 586 | Path to a local file to load the data from. |
|
586 | 587 | metadata : dict |
|
587 | 588 | Dict of metadata associated to be the object when displayed |
|
588 | 589 | """ |
|
589 | 590 | if data is not None and isinstance(data, str): |
|
590 | 591 | if data.startswith('http') and url is None: |
|
591 | 592 | url = data |
|
592 | 593 | filename = None |
|
593 | 594 | data = None |
|
594 | 595 | elif _safe_exists(data) and filename is None: |
|
595 | 596 | url = None |
|
596 | 597 | filename = data |
|
597 | 598 | data = None |
|
598 | 599 | |
|
599 | 600 | self.data = data |
|
600 | 601 | self.url = url |
|
601 | 602 | self.filename = filename |
|
602 | 603 | |
|
603 | 604 | if metadata is not None: |
|
604 | 605 | self.metadata = metadata |
|
605 | 606 | elif self.metadata is None: |
|
606 | 607 | self.metadata = {} |
|
607 | 608 | |
|
608 | 609 | self.reload() |
|
609 | 610 | self._check_data() |
|
610 | 611 | |
|
611 | 612 | def __repr__(self): |
|
612 | 613 | if not self._show_mem_addr: |
|
613 | 614 | cls = self.__class__ |
|
614 | 615 | r = "<%s.%s object>" % (cls.__module__, cls.__name__) |
|
615 | 616 | else: |
|
616 | 617 | r = super(DisplayObject, self).__repr__() |
|
617 | 618 | return r |
|
618 | 619 | |
|
619 | 620 | def _check_data(self): |
|
620 | 621 | """Override in subclasses if there's something to check.""" |
|
621 | 622 | pass |
|
622 | 623 | |
|
623 | 624 | def _data_and_metadata(self): |
|
624 | 625 | """shortcut for returning metadata with shape information, if defined""" |
|
625 | 626 | if self.metadata: |
|
626 | 627 | return self.data, deepcopy(self.metadata) |
|
627 | 628 | else: |
|
628 | 629 | return self.data |
|
629 | 630 | |
|
630 | 631 | def reload(self): |
|
631 | 632 | """Reload the raw data from file or URL.""" |
|
632 | 633 | if self.filename is not None: |
|
633 | 634 | with open(self.filename, self._read_flags) as f: |
|
634 | 635 | self.data = f.read() |
|
635 | 636 | elif self.url is not None: |
|
636 | 637 | try: |
|
637 | 638 | # Deferred import |
|
638 | 639 | from urllib.request import urlopen |
|
639 | 640 | response = urlopen(self.url) |
|
640 | 641 | self.data = response.read() |
|
641 | 642 | # extract encoding from header, if there is one: |
|
642 | 643 | encoding = None |
|
643 | 644 | for sub in response.headers['content-type'].split(';'): |
|
644 | 645 | sub = sub.strip() |
|
645 | 646 | if sub.startswith('charset'): |
|
646 | 647 | encoding = sub.split('=')[-1].strip() |
|
647 | 648 | break |
|
648 | 649 | # decode data, if an encoding was specified |
|
649 | 650 | if encoding: |
|
650 | 651 | self.data = self.data.decode(encoding, 'replace') |
|
651 | 652 | except: |
|
652 | 653 | self.data = None |
|
653 | 654 | |
|
654 | 655 | class TextDisplayObject(DisplayObject): |
|
655 | 656 | """Validate that display data is text""" |
|
656 | 657 | def _check_data(self): |
|
657 | 658 | if self.data is not None and not isinstance(self.data, str): |
|
658 | 659 | raise TypeError("%s expects text, not %r" % (self.__class__.__name__, self.data)) |
|
659 | 660 | |
|
660 | 661 | class Pretty(TextDisplayObject): |
|
661 | 662 | |
|
662 | 663 | def _repr_pretty_(self, pp, cycle): |
|
663 | 664 | return pp.text(self.data) |
|
664 | 665 | |
|
665 | 666 | |
|
666 | 667 | class HTML(TextDisplayObject): |
|
667 | 668 | |
|
668 | 669 | def _repr_html_(self): |
|
669 | 670 | return self.data |
|
670 | 671 | |
|
671 | 672 | def __html__(self): |
|
672 | 673 | """ |
|
673 | 674 | This method exists to inform other HTML-using modules (e.g. Markupsafe, |
|
674 | 675 | htmltag, etc) that this object is HTML and does not need things like |
|
675 | 676 | special characters (<>&) escaped. |
|
676 | 677 | """ |
|
677 | 678 | return self._repr_html_() |
|
678 | 679 | |
|
679 | 680 | |
|
680 | 681 | class Markdown(TextDisplayObject): |
|
681 | 682 | |
|
682 | 683 | def _repr_markdown_(self): |
|
683 | 684 | return self.data |
|
684 | 685 | |
|
685 | 686 | |
|
686 | 687 | class Math(TextDisplayObject): |
|
687 | 688 | |
|
688 | 689 | def _repr_latex_(self): |
|
689 | 690 | s = self.data.strip('$') |
|
690 | 691 | return "$$%s$$" % s |
|
691 | 692 | |
|
692 | 693 | |
|
693 | 694 | class Latex(TextDisplayObject): |
|
694 | 695 | |
|
695 | 696 | def _repr_latex_(self): |
|
696 | 697 | return self.data |
|
697 | 698 | |
|
698 | 699 | |
|
699 | 700 | class SVG(DisplayObject): |
|
700 | 701 | |
|
701 | 702 | _read_flags = 'rb' |
|
702 | 703 | # wrap data in a property, which extracts the <svg> tag, discarding |
|
703 | 704 | # document headers |
|
704 | 705 | _data = None |
|
705 | 706 | |
|
706 | 707 | @property |
|
707 | 708 | def data(self): |
|
708 | 709 | return self._data |
|
709 | 710 | |
|
710 | 711 | @data.setter |
|
711 | 712 | def data(self, svg): |
|
712 | 713 | if svg is None: |
|
713 | 714 | self._data = None |
|
714 | 715 | return |
|
715 | 716 | # parse into dom object |
|
716 | 717 | from xml.dom import minidom |
|
717 | 718 | x = minidom.parseString(svg) |
|
718 | 719 | # get svg tag (should be 1) |
|
719 | 720 | found_svg = x.getElementsByTagName('svg') |
|
720 | 721 | if found_svg: |
|
721 | 722 | svg = found_svg[0].toxml() |
|
722 | 723 | else: |
|
723 | 724 | # fallback on the input, trust the user |
|
724 | 725 | # but this is probably an error. |
|
725 | 726 | pass |
|
726 | 727 | svg = cast_unicode(svg) |
|
727 | 728 | self._data = svg |
|
728 | 729 | |
|
729 | 730 | def _repr_svg_(self): |
|
730 | 731 | return self._data_and_metadata() |
|
731 | 732 | |
|
732 | 733 | class ProgressBar(DisplayObject): |
|
733 | 734 | """Progressbar supports displaying a progressbar like element |
|
734 | 735 | """ |
|
735 | 736 | def __init__(self, total): |
|
736 | 737 | """Creates a new progressbar |
|
737 | 738 | |
|
738 | 739 | Parameters |
|
739 | 740 | ---------- |
|
740 | 741 | total : int |
|
741 | 742 | maximum size of the progressbar |
|
742 | 743 | """ |
|
743 | 744 | self.total = total |
|
744 | 745 | self._progress = 0 |
|
745 | 746 | self.html_width = '60ex' |
|
746 | 747 | self.text_width = 60 |
|
747 | 748 | self._display_id = hexlify(os.urandom(8)).decode('ascii') |
|
748 | 749 | |
|
749 | 750 | def __repr__(self): |
|
750 | 751 | fraction = self.progress / self.total |
|
751 | 752 | filled = '=' * int(fraction * self.text_width) |
|
752 | 753 | rest = ' ' * (self.text_width - len(filled)) |
|
753 | 754 | return '[{}{}] {}/{}'.format( |
|
754 | 755 | filled, rest, |
|
755 | 756 | self.progress, self.total, |
|
756 | 757 | ) |
|
757 | 758 | |
|
758 | 759 | def _repr_html_(self): |
|
759 | 760 | return "<progress style='width:{}' max='{}' value='{}'></progress>".format( |
|
760 | 761 | self.html_width, self.total, self.progress) |
|
761 | 762 | |
|
762 | 763 | def display(self): |
|
763 | 764 | display(self, display_id=self._display_id) |
|
764 | 765 | |
|
765 | 766 | def update(self): |
|
766 | 767 | display(self, display_id=self._display_id, update=True) |
|
767 | 768 | |
|
768 | 769 | @property |
|
769 | 770 | def progress(self): |
|
770 | 771 | return self._progress |
|
771 | 772 | |
|
772 | 773 | @progress.setter |
|
773 | 774 | def progress(self, value): |
|
774 | 775 | self._progress = value |
|
775 | 776 | self.update() |
|
776 | 777 | |
|
777 | 778 | def __iter__(self): |
|
778 | 779 | self.display() |
|
779 | 780 | self._progress = -1 # First iteration is 0 |
|
780 | 781 | return self |
|
781 | 782 | |
|
782 | 783 | def __next__(self): |
|
783 | 784 | """Returns current value and increments display by one.""" |
|
784 | 785 | self.progress += 1 |
|
785 | 786 | if self.progress < self.total: |
|
786 | 787 | return self.progress |
|
787 | 788 | else: |
|
788 | 789 | raise StopIteration() |
|
789 | 790 | |
|
790 | 791 | class JSON(DisplayObject): |
|
791 | 792 | """JSON expects a JSON-able dict or list |
|
792 | 793 | |
|
793 | 794 | not an already-serialized JSON string. |
|
794 | 795 | |
|
795 | 796 | Scalar types (None, number, string) are not allowed, only dict or list containers. |
|
796 | 797 | """ |
|
797 | 798 | # wrap data in a property, which warns about passing already-serialized JSON |
|
798 | 799 | _data = None |
|
799 | 800 | def __init__(self, data=None, url=None, filename=None, expanded=False, metadata=None, **kwargs): |
|
800 | 801 | """Create a JSON display object given raw data. |
|
801 | 802 | |
|
802 | 803 | Parameters |
|
803 | 804 | ---------- |
|
804 | 805 | data : dict or list |
|
805 | 806 | JSON data to display. Not an already-serialized JSON string. |
|
806 | 807 | Scalar types (None, number, string) are not allowed, only dict |
|
807 | 808 | or list containers. |
|
808 | 809 | url : unicode |
|
809 | 810 | A URL to download the data from. |
|
810 | 811 | filename : unicode |
|
811 | 812 | Path to a local file to load the data from. |
|
812 | 813 | expanded : boolean |
|
813 | 814 | Metadata to control whether a JSON display component is expanded. |
|
814 | 815 | metadata: dict |
|
815 | 816 | Specify extra metadata to attach to the json display object. |
|
816 | 817 | """ |
|
817 | 818 | self.metadata = {'expanded': expanded} |
|
818 | 819 | if metadata: |
|
819 | 820 | self.metadata.update(metadata) |
|
820 | 821 | if kwargs: |
|
821 | 822 | self.metadata.update(kwargs) |
|
822 | 823 | super(JSON, self).__init__(data=data, url=url, filename=filename) |
|
823 | 824 | |
|
824 | 825 | def _check_data(self): |
|
825 | 826 | if self.data is not None and not isinstance(self.data, (dict, list)): |
|
826 | 827 | raise TypeError("%s expects JSONable dict or list, not %r" % (self.__class__.__name__, self.data)) |
|
827 | 828 | |
|
828 | 829 | @property |
|
829 | 830 | def data(self): |
|
830 | 831 | return self._data |
|
831 | 832 | |
|
832 | 833 | @data.setter |
|
833 | 834 | def data(self, data): |
|
834 | 835 | if isinstance(data, str): |
|
835 | 836 | if getattr(self, 'filename', None) is None: |
|
836 | 837 | warnings.warn("JSON expects JSONable dict or list, not JSON strings") |
|
837 | 838 | data = json.loads(data) |
|
838 | 839 | self._data = data |
|
839 | 840 | |
|
840 | 841 | def _data_and_metadata(self): |
|
841 | 842 | return self.data, self.metadata |
|
842 | 843 | |
|
843 | 844 | def _repr_json_(self): |
|
844 | 845 | return self._data_and_metadata() |
|
845 | 846 | |
|
846 | 847 | _css_t = """$("head").append($("<link/>").attr({ |
|
847 | 848 | rel: "stylesheet", |
|
848 | 849 | type: "text/css", |
|
849 | 850 | href: "%s" |
|
850 | 851 | })); |
|
851 | 852 | """ |
|
852 | 853 | |
|
853 | 854 | _lib_t1 = """$.getScript("%s", function () { |
|
854 | 855 | """ |
|
855 | 856 | _lib_t2 = """}); |
|
856 | 857 | """ |
|
857 | 858 | |
|
858 | 859 | class GeoJSON(JSON): |
|
859 | 860 | """GeoJSON expects JSON-able dict |
|
860 | 861 | |
|
861 | 862 | not an already-serialized JSON string. |
|
862 | 863 | |
|
863 | 864 | Scalar types (None, number, string) are not allowed, only dict containers. |
|
864 | 865 | """ |
|
865 | 866 | |
|
866 | 867 | def __init__(self, *args, **kwargs): |
|
867 | 868 | """Create a GeoJSON display object given raw data. |
|
868 | 869 | |
|
869 | 870 | Parameters |
|
870 | 871 | ---------- |
|
871 | 872 | data : dict or list |
|
872 | 873 | VegaLite data. Not an already-serialized JSON string. |
|
873 | 874 | Scalar types (None, number, string) are not allowed, only dict |
|
874 | 875 | or list containers. |
|
875 | 876 | url_template : string |
|
876 | 877 | Leaflet TileLayer URL template: http://leafletjs.com/reference.html#url-template |
|
877 | 878 | layer_options : dict |
|
878 | 879 | Leaflet TileLayer options: http://leafletjs.com/reference.html#tilelayer-options |
|
879 | 880 | url : unicode |
|
880 | 881 | A URL to download the data from. |
|
881 | 882 | filename : unicode |
|
882 | 883 | Path to a local file to load the data from. |
|
883 | 884 | metadata: dict |
|
884 | 885 | Specify extra metadata to attach to the json display object. |
|
885 | 886 | |
|
886 | 887 | Examples |
|
887 | 888 | -------- |
|
888 | 889 | |
|
889 | 890 | The following will display an interactive map of Mars with a point of |
|
890 | 891 | interest on frontend that do support GeoJSON display. |
|
891 | 892 | |
|
892 | 893 | >>> from IPython.display import GeoJSON |
|
893 | 894 | |
|
894 | 895 | >>> GeoJSON(data={ |
|
895 | 896 | ... "type": "Feature", |
|
896 | 897 | ... "geometry": { |
|
897 | 898 | ... "type": "Point", |
|
898 | 899 | ... "coordinates": [-81.327, 296.038] |
|
899 | 900 | ... } |
|
900 | 901 | ... }, |
|
901 | 902 | ... url_template="http://s3-eu-west-1.amazonaws.com/whereonmars.cartodb.net/{basemap_id}/{z}/{x}/{y}.png", |
|
902 | 903 | ... layer_options={ |
|
903 | 904 | ... "basemap_id": "celestia_mars-shaded-16k_global", |
|
904 | 905 | ... "attribution" : "Celestia/praesepe", |
|
905 | 906 | ... "minZoom" : 0, |
|
906 | 907 | ... "maxZoom" : 18, |
|
907 | 908 | ... }) |
|
908 | 909 | <IPython.core.display.GeoJSON object> |
|
909 | 910 | |
|
910 | 911 | In the terminal IPython, you will only see the text representation of |
|
911 | 912 | the GeoJSON object. |
|
912 | 913 | |
|
913 | 914 | """ |
|
914 | 915 | |
|
915 | 916 | super(GeoJSON, self).__init__(*args, **kwargs) |
|
916 | 917 | |
|
917 | 918 | |
|
918 | 919 | def _ipython_display_(self): |
|
919 | 920 | bundle = { |
|
920 | 921 | 'application/geo+json': self.data, |
|
921 | 922 | 'text/plain': '<IPython.display.GeoJSON object>' |
|
922 | 923 | } |
|
923 | 924 | metadata = { |
|
924 | 925 | 'application/geo+json': self.metadata |
|
925 | 926 | } |
|
926 | 927 | display(bundle, metadata=metadata, raw=True) |
|
927 | 928 | |
|
928 | 929 | class Javascript(TextDisplayObject): |
|
929 | 930 | |
|
930 | 931 | def __init__(self, data=None, url=None, filename=None, lib=None, css=None): |
|
931 | 932 | """Create a Javascript display object given raw data. |
|
932 | 933 | |
|
933 | 934 | When this object is returned by an expression or passed to the |
|
934 | 935 | display function, it will result in the data being displayed |
|
935 | 936 | in the frontend. If the data is a URL, the data will first be |
|
936 | 937 | downloaded and then displayed. |
|
937 | 938 | |
|
938 | 939 | In the Notebook, the containing element will be available as `element`, |
|
939 | 940 | and jQuery will be available. Content appended to `element` will be |
|
940 | 941 | visible in the output area. |
|
941 | 942 | |
|
942 | 943 | Parameters |
|
943 | 944 | ---------- |
|
944 | 945 | data : unicode, str or bytes |
|
945 | 946 | The Javascript source code or a URL to download it from. |
|
946 | 947 | url : unicode |
|
947 | 948 | A URL to download the data from. |
|
948 | 949 | filename : unicode |
|
949 | 950 | Path to a local file to load the data from. |
|
950 | 951 | lib : list or str |
|
951 | 952 | A sequence of Javascript library URLs to load asynchronously before |
|
952 | 953 | running the source code. The full URLs of the libraries should |
|
953 | 954 | be given. A single Javascript library URL can also be given as a |
|
954 | 955 | string. |
|
955 | 956 | css: : list or str |
|
956 | 957 | A sequence of css files to load before running the source code. |
|
957 | 958 | The full URLs of the css files should be given. A single css URL |
|
958 | 959 | can also be given as a string. |
|
959 | 960 | """ |
|
960 | 961 | if isinstance(lib, str): |
|
961 | 962 | lib = [lib] |
|
962 | 963 | elif lib is None: |
|
963 | 964 | lib = [] |
|
964 | 965 | if isinstance(css, str): |
|
965 | 966 | css = [css] |
|
966 | 967 | elif css is None: |
|
967 | 968 | css = [] |
|
968 | 969 | if not isinstance(lib, (list,tuple)): |
|
969 | 970 | raise TypeError('expected sequence, got: %r' % lib) |
|
970 | 971 | if not isinstance(css, (list,tuple)): |
|
971 | 972 | raise TypeError('expected sequence, got: %r' % css) |
|
972 | 973 | self.lib = lib |
|
973 | 974 | self.css = css |
|
974 | 975 | super(Javascript, self).__init__(data=data, url=url, filename=filename) |
|
975 | 976 | |
|
976 | 977 | def _repr_javascript_(self): |
|
977 | 978 | r = '' |
|
978 | 979 | for c in self.css: |
|
979 | 980 | r += _css_t % c |
|
980 | 981 | for l in self.lib: |
|
981 | 982 | r += _lib_t1 % l |
|
982 | 983 | r += self.data |
|
983 | 984 | r += _lib_t2*len(self.lib) |
|
984 | 985 | return r |
|
985 | 986 | |
|
986 | 987 | # constants for identifying png/jpeg data |
|
987 | 988 | _PNG = b'\x89PNG\r\n\x1a\n' |
|
988 | 989 | _JPEG = b'\xff\xd8' |
|
989 | 990 | |
|
990 | 991 | def _pngxy(data): |
|
991 | 992 | """read the (width, height) from a PNG header""" |
|
992 | 993 | ihdr = data.index(b'IHDR') |
|
993 | 994 | # next 8 bytes are width/height |
|
994 | 995 | return struct.unpack('>ii', data[ihdr+4:ihdr+12]) |
|
995 | 996 | |
|
996 | 997 | def _jpegxy(data): |
|
997 | 998 | """read the (width, height) from a JPEG header""" |
|
998 | 999 | # adapted from http://www.64lines.com/jpeg-width-height |
|
999 | 1000 | |
|
1000 | 1001 | idx = 4 |
|
1001 | 1002 | while True: |
|
1002 | 1003 | block_size = struct.unpack('>H', data[idx:idx+2])[0] |
|
1003 | 1004 | idx = idx + block_size |
|
1004 | 1005 | if data[idx:idx+2] == b'\xFF\xC0': |
|
1005 | 1006 | # found Start of Frame |
|
1006 | 1007 | iSOF = idx |
|
1007 | 1008 | break |
|
1008 | 1009 | else: |
|
1009 | 1010 | # read another block |
|
1010 | 1011 | idx += 2 |
|
1011 | 1012 | |
|
1012 | 1013 | h, w = struct.unpack('>HH', data[iSOF+5:iSOF+9]) |
|
1013 | 1014 | return w, h |
|
1014 | 1015 | |
|
1015 | 1016 | def _gifxy(data): |
|
1016 | 1017 | """read the (width, height) from a GIF header""" |
|
1017 | 1018 | return struct.unpack('<HH', data[6:10]) |
|
1018 | 1019 | |
|
1019 | 1020 | |
|
1020 | 1021 | class Image(DisplayObject): |
|
1021 | 1022 | |
|
1022 | 1023 | _read_flags = 'rb' |
|
1023 | 1024 | _FMT_JPEG = u'jpeg' |
|
1024 | 1025 | _FMT_PNG = u'png' |
|
1025 | 1026 | _FMT_GIF = u'gif' |
|
1026 | 1027 | _ACCEPTABLE_EMBEDDINGS = [_FMT_JPEG, _FMT_PNG, _FMT_GIF] |
|
1027 | 1028 | _MIMETYPES = { |
|
1028 | 1029 | _FMT_PNG: 'image/png', |
|
1029 | 1030 | _FMT_JPEG: 'image/jpeg', |
|
1030 | 1031 | _FMT_GIF: 'image/gif', |
|
1031 | 1032 | } |
|
1032 | 1033 | |
|
1033 | 1034 | def __init__(self, data=None, url=None, filename=None, format=None, |
|
1034 | 1035 | embed=None, width=None, height=None, retina=False, |
|
1035 | 1036 | unconfined=False, metadata=None): |
|
1036 | 1037 | """Create a PNG/JPEG/GIF image object given raw data. |
|
1037 | 1038 | |
|
1038 | 1039 | When this object is returned by an input cell or passed to the |
|
1039 | 1040 | display function, it will result in the image being displayed |
|
1040 | 1041 | in the frontend. |
|
1041 | 1042 | |
|
1042 | 1043 | Parameters |
|
1043 | 1044 | ---------- |
|
1044 | 1045 | data : unicode, str or bytes |
|
1045 | 1046 | The raw image data or a URL or filename to load the data from. |
|
1046 | 1047 | This always results in embedded image data. |
|
1047 | 1048 | url : unicode |
|
1048 | 1049 | A URL to download the data from. If you specify `url=`, |
|
1049 | 1050 | the image data will not be embedded unless you also specify `embed=True`. |
|
1050 | 1051 | filename : unicode |
|
1051 | 1052 | Path to a local file to load the data from. |
|
1052 | 1053 | Images from a file are always embedded. |
|
1053 | 1054 | format : unicode |
|
1054 | 1055 | The format of the image data (png/jpeg/jpg/gif). If a filename or URL is given |
|
1055 | 1056 | for format will be inferred from the filename extension. |
|
1056 | 1057 | embed : bool |
|
1057 | 1058 | Should the image data be embedded using a data URI (True) or be |
|
1058 | 1059 | loaded using an <img> tag. Set this to True if you want the image |
|
1059 | 1060 | to be viewable later with no internet connection in the notebook. |
|
1060 | 1061 | |
|
1061 | 1062 | Default is `True`, unless the keyword argument `url` is set, then |
|
1062 | 1063 | default value is `False`. |
|
1063 | 1064 | |
|
1064 | 1065 | Note that QtConsole is not able to display images if `embed` is set to `False` |
|
1065 | 1066 | width : int |
|
1066 | 1067 | Width in pixels to which to constrain the image in html |
|
1067 | 1068 | height : int |
|
1068 | 1069 | Height in pixels to which to constrain the image in html |
|
1069 | 1070 | retina : bool |
|
1070 | 1071 | Automatically set the width and height to half of the measured |
|
1071 | 1072 | width and height. |
|
1072 | 1073 | This only works for embedded images because it reads the width/height |
|
1073 | 1074 | from image data. |
|
1074 | 1075 | For non-embedded images, you can just set the desired display width |
|
1075 | 1076 | and height directly. |
|
1076 | 1077 | unconfined: bool |
|
1077 | 1078 | Set unconfined=True to disable max-width confinement of the image. |
|
1078 | 1079 | metadata: dict |
|
1079 | 1080 | Specify extra metadata to attach to the image. |
|
1080 | 1081 | |
|
1081 | 1082 | Examples |
|
1082 | 1083 | -------- |
|
1083 | 1084 | # embedded image data, works in qtconsole and notebook |
|
1084 | 1085 | # when passed positionally, the first arg can be any of raw image data, |
|
1085 | 1086 | # a URL, or a filename from which to load image data. |
|
1086 | 1087 | # The result is always embedding image data for inline images. |
|
1087 | 1088 | Image('http://www.google.fr/images/srpr/logo3w.png') |
|
1088 | 1089 | Image('/path/to/image.jpg') |
|
1089 | 1090 | Image(b'RAW_PNG_DATA...') |
|
1090 | 1091 | |
|
1091 | 1092 | # Specifying Image(url=...) does not embed the image data, |
|
1092 | 1093 | # it only generates `<img>` tag with a link to the source. |
|
1093 | 1094 | # This will not work in the qtconsole or offline. |
|
1094 | 1095 | Image(url='http://www.google.fr/images/srpr/logo3w.png') |
|
1095 | 1096 | |
|
1096 | 1097 | """ |
|
1097 | 1098 | if filename is not None: |
|
1098 | 1099 | ext = self._find_ext(filename) |
|
1099 | 1100 | elif url is not None: |
|
1100 | 1101 | ext = self._find_ext(url) |
|
1101 | 1102 | elif data is None: |
|
1102 | 1103 | raise ValueError("No image data found. Expecting filename, url, or data.") |
|
1103 | 1104 | elif isinstance(data, str) and ( |
|
1104 | 1105 | data.startswith('http') or _safe_exists(data) |
|
1105 | 1106 | ): |
|
1106 | 1107 | ext = self._find_ext(data) |
|
1107 | 1108 | else: |
|
1108 | 1109 | ext = None |
|
1109 | 1110 | |
|
1110 | 1111 | if format is None: |
|
1111 | 1112 | if ext is not None: |
|
1112 | 1113 | if ext == u'jpg' or ext == u'jpeg': |
|
1113 | 1114 | format = self._FMT_JPEG |
|
1114 | 1115 | elif ext == u'png': |
|
1115 | 1116 | format = self._FMT_PNG |
|
1116 | 1117 | elif ext == u'gif': |
|
1117 | 1118 | format = self._FMT_GIF |
|
1118 | 1119 | else: |
|
1119 | 1120 | format = ext.lower() |
|
1120 | 1121 | elif isinstance(data, bytes): |
|
1121 | 1122 | # infer image type from image data header, |
|
1122 | 1123 | # only if format has not been specified. |
|
1123 | 1124 | if data[:2] == _JPEG: |
|
1124 | 1125 | format = self._FMT_JPEG |
|
1125 | 1126 | |
|
1126 | 1127 | # failed to detect format, default png |
|
1127 | 1128 | if format is None: |
|
1128 | 1129 | format = self._FMT_PNG |
|
1129 | 1130 | |
|
1130 | 1131 | if format.lower() == 'jpg': |
|
1131 | 1132 | # jpg->jpeg |
|
1132 | 1133 | format = self._FMT_JPEG |
|
1133 | 1134 | |
|
1134 | 1135 | self.format = format.lower() |
|
1135 | 1136 | self.embed = embed if embed is not None else (url is None) |
|
1136 | 1137 | |
|
1137 | 1138 | if self.embed and self.format not in self._ACCEPTABLE_EMBEDDINGS: |
|
1138 | 1139 | raise ValueError("Cannot embed the '%s' image format" % (self.format)) |
|
1139 | 1140 | if self.embed: |
|
1140 | 1141 | self._mimetype = self._MIMETYPES.get(self.format) |
|
1141 | 1142 | |
|
1142 | 1143 | self.width = width |
|
1143 | 1144 | self.height = height |
|
1144 | 1145 | self.retina = retina |
|
1145 | 1146 | self.unconfined = unconfined |
|
1146 | 1147 | super(Image, self).__init__(data=data, url=url, filename=filename, |
|
1147 | 1148 | metadata=metadata) |
|
1148 | 1149 | |
|
1149 | 1150 | if self.width is None and self.metadata.get('width', {}): |
|
1150 | 1151 | self.width = metadata['width'] |
|
1151 | 1152 | |
|
1152 | 1153 | if self.height is None and self.metadata.get('height', {}): |
|
1153 | 1154 | self.height = metadata['height'] |
|
1154 | 1155 | |
|
1155 | 1156 | if retina: |
|
1156 | 1157 | self._retina_shape() |
|
1157 | 1158 | |
|
1158 | 1159 | |
|
1159 | 1160 | def _retina_shape(self): |
|
1160 | 1161 | """load pixel-doubled width and height from image data""" |
|
1161 | 1162 | if not self.embed: |
|
1162 | 1163 | return |
|
1163 | 1164 | if self.format == self._FMT_PNG: |
|
1164 | 1165 | w, h = _pngxy(self.data) |
|
1165 | 1166 | elif self.format == self._FMT_JPEG: |
|
1166 | 1167 | w, h = _jpegxy(self.data) |
|
1167 | 1168 | elif self.format == self._FMT_GIF: |
|
1168 | 1169 | w, h = _gifxy(self.data) |
|
1169 | 1170 | else: |
|
1170 | 1171 | # retina only supports png |
|
1171 | 1172 | return |
|
1172 | 1173 | self.width = w // 2 |
|
1173 | 1174 | self.height = h // 2 |
|
1174 | 1175 | |
|
1175 | 1176 | def reload(self): |
|
1176 | 1177 | """Reload the raw data from file or URL.""" |
|
1177 | 1178 | if self.embed: |
|
1178 | 1179 | super(Image,self).reload() |
|
1179 | 1180 | if self.retina: |
|
1180 | 1181 | self._retina_shape() |
|
1181 | 1182 | |
|
1182 | 1183 | def _repr_html_(self): |
|
1183 | 1184 | if not self.embed: |
|
1184 | 1185 | width = height = klass = '' |
|
1185 | 1186 | if self.width: |
|
1186 | 1187 | width = ' width="%d"' % self.width |
|
1187 | 1188 | if self.height: |
|
1188 | 1189 | height = ' height="%d"' % self.height |
|
1189 | 1190 | if self.unconfined: |
|
1190 | 1191 | klass = ' class="unconfined"' |
|
1191 | 1192 | return u'<img src="{url}"{width}{height}{klass}/>'.format( |
|
1192 | 1193 | url=self.url, |
|
1193 | 1194 | width=width, |
|
1194 | 1195 | height=height, |
|
1195 | 1196 | klass=klass, |
|
1196 | 1197 | ) |
|
1197 | 1198 | |
|
1198 | 1199 | def _repr_mimebundle_(self, include=None, exclude=None): |
|
1199 | 1200 | """Return the image as a mimebundle |
|
1200 | 1201 | |
|
1201 | 1202 | Any new mimetype support should be implemented here. |
|
1202 | 1203 | """ |
|
1203 | 1204 | if self.embed: |
|
1204 | 1205 | mimetype = self._mimetype |
|
1205 | 1206 | data, metadata = self._data_and_metadata(always_both=True) |
|
1206 | 1207 | if metadata: |
|
1207 | 1208 | metadata = {mimetype: metadata} |
|
1208 | 1209 | return {mimetype: data}, metadata |
|
1209 | 1210 | else: |
|
1210 | 1211 | return {'text/html': self._repr_html_()} |
|
1211 | 1212 | |
|
1212 | 1213 | def _data_and_metadata(self, always_both=False): |
|
1213 | 1214 | """shortcut for returning metadata with shape information, if defined""" |
|
1214 | 1215 | b64_data = b2a_base64(self.data).decode('ascii') |
|
1215 | 1216 | md = {} |
|
1216 | 1217 | if self.metadata: |
|
1217 | 1218 | md.update(self.metadata) |
|
1218 | 1219 | if self.width: |
|
1219 | 1220 | md['width'] = self.width |
|
1220 | 1221 | if self.height: |
|
1221 | 1222 | md['height'] = self.height |
|
1222 | 1223 | if self.unconfined: |
|
1223 | 1224 | md['unconfined'] = self.unconfined |
|
1224 | 1225 | if md or always_both: |
|
1225 | 1226 | return b64_data, md |
|
1226 | 1227 | else: |
|
1227 | 1228 | return b64_data |
|
1228 | 1229 | |
|
1229 | 1230 | def _repr_png_(self): |
|
1230 | 1231 | if self.embed and self.format == self._FMT_PNG: |
|
1231 | 1232 | return self._data_and_metadata() |
|
1232 | 1233 | |
|
1233 | 1234 | def _repr_jpeg_(self): |
|
1234 | 1235 | if self.embed and self.format == self._FMT_JPEG: |
|
1235 | 1236 | return self._data_and_metadata() |
|
1236 | 1237 | |
|
1237 | 1238 | def _find_ext(self, s): |
|
1238 | 1239 | return s.split('.')[-1].lower() |
|
1239 | 1240 | |
|
1240 | 1241 | |
|
1241 | 1242 | class Video(DisplayObject): |
|
1242 | 1243 | |
|
1243 | 1244 | def __init__(self, data=None, url=None, filename=None, embed=False, mimetype=None): |
|
1244 | 1245 | """Create a video object given raw data or an URL. |
|
1245 | 1246 | |
|
1246 | 1247 | When this object is returned by an input cell or passed to the |
|
1247 | 1248 | display function, it will result in the video being displayed |
|
1248 | 1249 | in the frontend. |
|
1249 | 1250 | |
|
1250 | 1251 | Parameters |
|
1251 | 1252 | ---------- |
|
1252 | 1253 | data : unicode, str or bytes |
|
1253 | 1254 | The raw video data or a URL or filename to load the data from. |
|
1254 | 1255 | Raw data will require passing `embed=True`. |
|
1255 | 1256 | url : unicode |
|
1256 | 1257 | A URL for the video. If you specify `url=`, |
|
1257 | 1258 | the image data will not be embedded. |
|
1258 | 1259 | filename : unicode |
|
1259 | 1260 | Path to a local file containing the video. |
|
1260 | 1261 | Will be interpreted as a local URL unless `embed=True`. |
|
1261 | 1262 | embed : bool |
|
1262 | 1263 | Should the video be embedded using a data URI (True) or be |
|
1263 | 1264 | loaded using a <video> tag (False). |
|
1264 | 1265 | |
|
1265 | 1266 | Since videos are large, embedding them should be avoided, if possible. |
|
1266 | 1267 | You must confirm embedding as your intention by passing `embed=True`. |
|
1267 | 1268 | |
|
1268 | 1269 | Local files can be displayed with URLs without embedding the content, via:: |
|
1269 | 1270 | |
|
1270 | 1271 | Video('./video.mp4') |
|
1271 | 1272 | |
|
1272 | 1273 | mimetype: unicode |
|
1273 | 1274 | Specify the mimetype for embedded videos. |
|
1274 | 1275 | Default will be guessed from file extension, if available. |
|
1275 | 1276 | |
|
1276 | 1277 | Examples |
|
1277 | 1278 | -------- |
|
1278 | 1279 | |
|
1279 | 1280 | Video('https://archive.org/download/Sita_Sings_the_Blues/Sita_Sings_the_Blues_small.mp4') |
|
1280 | 1281 | Video('path/to/video.mp4') |
|
1281 | 1282 | Video('path/to/video.mp4', embed=True) |
|
1282 | 1283 | Video(b'raw-videodata', embed=True) |
|
1283 | 1284 | """ |
|
1284 | 1285 | if url is None and isinstance(data, str) and data.startswith(('http:', 'https:')): |
|
1285 | 1286 | url = data |
|
1286 | 1287 | data = None |
|
1287 | 1288 | elif os.path.exists(data): |
|
1288 | 1289 | filename = data |
|
1289 | 1290 | data = None |
|
1290 | 1291 | |
|
1291 | 1292 | if data and not embed: |
|
1292 | 1293 | msg = ''.join([ |
|
1293 | 1294 | "To embed videos, you must pass embed=True ", |
|
1294 | 1295 | "(this may make your notebook files huge)\n", |
|
1295 | 1296 | "Consider passing Video(url='...')", |
|
1296 | 1297 | ]) |
|
1297 | 1298 | raise ValueError(msg) |
|
1298 | 1299 | |
|
1299 | 1300 | self.mimetype = mimetype |
|
1300 | 1301 | self.embed = embed |
|
1301 | 1302 | super(Video, self).__init__(data=data, url=url, filename=filename) |
|
1302 | 1303 | |
|
1303 | 1304 | def _repr_html_(self): |
|
1304 | 1305 | # External URLs and potentially local files are not embedded into the |
|
1305 | 1306 | # notebook output. |
|
1306 | 1307 | if not self.embed: |
|
1307 | 1308 | url = self.url if self.url is not None else self.filename |
|
1308 | 1309 | output = """<video src="{0}" controls> |
|
1309 | 1310 | Your browser does not support the <code>video</code> element. |
|
1310 | 1311 | </video>""".format(url) |
|
1311 | 1312 | return output |
|
1312 | 1313 | |
|
1313 | 1314 | # Embedded videos are base64-encoded. |
|
1314 | 1315 | mimetype = self.mimetype |
|
1315 | 1316 | if self.filename is not None: |
|
1316 | 1317 | if not mimetype: |
|
1317 | 1318 | mimetype, _ = mimetypes.guess_type(self.filename) |
|
1318 | 1319 | |
|
1319 | 1320 | with open(self.filename, 'rb') as f: |
|
1320 | 1321 | video = f.read() |
|
1321 | 1322 | else: |
|
1322 | 1323 | video = self.data |
|
1323 | 1324 | if isinstance(video, str): |
|
1324 | 1325 | # unicode input is already b64-encoded |
|
1325 | 1326 | b64_video = video |
|
1326 | 1327 | else: |
|
1327 | 1328 | b64_video = b2a_base64(video).decode('ascii').rstrip() |
|
1328 | 1329 | |
|
1329 | 1330 | output = """<video controls> |
|
1330 | 1331 | <source src="data:{0};base64,{1}" type="{0}"> |
|
1331 | 1332 | Your browser does not support the video tag. |
|
1332 | 1333 | </video>""".format(mimetype, b64_video) |
|
1333 | 1334 | return output |
|
1334 | 1335 | |
|
1335 | 1336 | def reload(self): |
|
1336 | 1337 | # TODO |
|
1337 | 1338 | pass |
|
1338 | 1339 | |
|
1339 | 1340 | |
|
1340 | 1341 | def clear_output(wait=False): |
|
1341 | 1342 | """Clear the output of the current cell receiving output. |
|
1342 | 1343 | |
|
1343 | 1344 | Parameters |
|
1344 | 1345 | ---------- |
|
1345 | 1346 | wait : bool [default: false] |
|
1346 | 1347 | Wait to clear the output until new output is available to replace it.""" |
|
1347 | 1348 | from IPython.core.interactiveshell import InteractiveShell |
|
1348 | 1349 | if InteractiveShell.initialized(): |
|
1349 | 1350 | InteractiveShell.instance().display_pub.clear_output(wait) |
|
1350 | 1351 | else: |
|
1351 | 1352 | print('\033[2K\r', end='') |
|
1352 | 1353 | sys.stdout.flush() |
|
1353 | 1354 | print('\033[2K\r', end='') |
|
1354 | 1355 | sys.stderr.flush() |
|
1355 | 1356 | |
|
1356 | 1357 | |
|
1357 | 1358 | @skip_doctest |
|
1358 | 1359 | def set_matplotlib_formats(*formats, **kwargs): |
|
1359 | 1360 | """Select figure formats for the inline backend. Optionally pass quality for JPEG. |
|
1360 | 1361 | |
|
1361 | 1362 | For example, this enables PNG and JPEG output with a JPEG quality of 90%:: |
|
1362 | 1363 | |
|
1363 | 1364 | In [1]: set_matplotlib_formats('png', 'jpeg', quality=90) |
|
1364 | 1365 | |
|
1365 | 1366 | To set this in your config files use the following:: |
|
1366 | 1367 | |
|
1367 | 1368 | c.InlineBackend.figure_formats = {'png', 'jpeg'} |
|
1368 | 1369 | c.InlineBackend.print_figure_kwargs.update({'quality' : 90}) |
|
1369 | 1370 | |
|
1370 | 1371 | Parameters |
|
1371 | 1372 | ---------- |
|
1372 | 1373 | *formats : strs |
|
1373 | 1374 | One or more figure formats to enable: 'png', 'retina', 'jpeg', 'svg', 'pdf'. |
|
1374 | 1375 | **kwargs : |
|
1375 | 1376 | Keyword args will be relayed to ``figure.canvas.print_figure``. |
|
1376 | 1377 | """ |
|
1377 | 1378 | from IPython.core.interactiveshell import InteractiveShell |
|
1378 | 1379 | from IPython.core.pylabtools import select_figure_formats |
|
1379 | 1380 | # build kwargs, starting with InlineBackend config |
|
1380 | 1381 | kw = {} |
|
1381 | 1382 | from ipykernel.pylab.config import InlineBackend |
|
1382 | 1383 | cfg = InlineBackend.instance() |
|
1383 | 1384 | kw.update(cfg.print_figure_kwargs) |
|
1384 | 1385 | kw.update(**kwargs) |
|
1385 | 1386 | shell = InteractiveShell.instance() |
|
1386 | 1387 | select_figure_formats(shell, formats, **kw) |
|
1387 | 1388 | |
|
1388 | 1389 | @skip_doctest |
|
1389 | 1390 | def set_matplotlib_close(close=True): |
|
1390 | 1391 | """Set whether the inline backend closes all figures automatically or not. |
|
1391 | 1392 | |
|
1392 | 1393 | By default, the inline backend used in the IPython Notebook will close all |
|
1393 | 1394 | matplotlib figures automatically after each cell is run. This means that |
|
1394 | 1395 | plots in different cells won't interfere. Sometimes, you may want to make |
|
1395 | 1396 | a plot in one cell and then refine it in later cells. This can be accomplished |
|
1396 | 1397 | by:: |
|
1397 | 1398 | |
|
1398 | 1399 | In [1]: set_matplotlib_close(False) |
|
1399 | 1400 | |
|
1400 | 1401 | To set this in your config files use the following:: |
|
1401 | 1402 | |
|
1402 | 1403 | c.InlineBackend.close_figures = False |
|
1403 | 1404 | |
|
1404 | 1405 | Parameters |
|
1405 | 1406 | ---------- |
|
1406 | 1407 | close : bool |
|
1407 | 1408 | Should all matplotlib figures be automatically closed after each cell is |
|
1408 | 1409 | run? |
|
1409 | 1410 | """ |
|
1410 | 1411 | from ipykernel.pylab.config import InlineBackend |
|
1411 | 1412 | cfg = InlineBackend.instance() |
|
1412 | 1413 | cfg.close_figures = close |
@@ -1,54 +1,88 b'' | |||
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1 | 1 | .. _integrating: |
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2 | 2 | |
|
3 | 3 | ===================================== |
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4 | 4 | Integrating your objects with IPython |
|
5 | 5 | ===================================== |
|
6 | 6 | |
|
7 | 7 | Tab completion |
|
8 | 8 | ============== |
|
9 | 9 | |
|
10 | 10 | To change the attributes displayed by tab-completing your object, define a |
|
11 | 11 | ``__dir__(self)`` method for it. For more details, see the documentation of the |
|
12 | 12 | built-in `dir() function <http://docs.python.org/library/functions.html#dir>`_. |
|
13 | 13 | |
|
14 | 14 | You can also customise key completions for your objects, e.g. pressing tab after |
|
15 | 15 | ``obj["a``. To do so, define a method ``_ipython_key_completions_()``, which |
|
16 | 16 | returns a list of objects which are possible keys in a subscript expression |
|
17 | 17 | ``obj[key]``. |
|
18 | 18 | |
|
19 | 19 | .. versionadded:: 5.0 |
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20 | 20 | Custom key completions |
|
21 | 21 | |
|
22 | .. _integrating_rich_display: | |
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23 | ||
|
22 | 24 | Rich display |
|
23 | 25 | ============ |
|
24 | 26 | |
|
25 | 27 | The notebook and the Qt console can display richer representations of objects. |
|
26 | 28 | To use this, you can define any of a number of ``_repr_*_()`` methods. Note that |
|
27 | 29 | these are surrounded by single, not double underscores. |
|
28 | 30 | |
|
29 | 31 | Both the notebook and the Qt console can display ``svg``, ``png`` and ``jpeg`` |
|
30 | 32 | representations. The notebook can also display ``html``, ``javascript``, |
|
31 |
and ``latex``. If the methods don't exist, or return ``None``, it |
|
|
32 | back to a standard ``repr()``. | |
|
33 | ``markdown`` and ``latex``. If the methods don't exist, or return ``None``, it | |
|
34 | falls back to a standard ``repr()``. | |
|
33 | 35 | |
|
34 | 36 | For example:: |
|
35 | 37 | |
|
36 | 38 | class Shout(object): |
|
37 | 39 | def __init__(self, text): |
|
38 | 40 | self.text = text |
|
39 | 41 | |
|
40 | 42 | def _repr_html_(self): |
|
41 | 43 | return "<h1>" + self.text + "</h1>" |
|
42 | 44 | |
|
45 | There are also two more powerful display methods: | |
|
46 | ||
|
47 | .. class:: MyObject | |
|
48 | ||
|
49 | .. method:: _repr_mimebundle_(include=None, exclude=None) | |
|
50 | ||
|
51 | Should return a dictionary of multiple formats, keyed by mimetype, or a tuple | |
|
52 | of two dictionaries: *data, metadata*. If this returns something, other | |
|
53 | ``_repr_*_`` methods are ignored. The method should take keyword arguments | |
|
54 | ``include`` and ``exclude``, though it is not required to respect them. | |
|
55 | ||
|
56 | .. method:: _ipython_display_() | |
|
57 | ||
|
58 | Displays the object as a side effect; the return value is ignored. If this | |
|
59 | is defined, all other display methods are ignored. | |
|
60 | ||
|
61 | Formatters for third-party types | |
|
62 | -------------------------------- | |
|
63 | ||
|
64 | The user can also register formatters for types without modifying the class:: | |
|
65 | ||
|
66 | from bar import Foo | |
|
67 | ||
|
68 | def foo_html(obj): | |
|
69 | return '<marquee>Foo object %s</marquee>' % obj.name | |
|
70 | ||
|
71 | html_formatter = get_ipython().display_formatter.formatters['text/html'] | |
|
72 | html_formatter.for_type(Foo, foo_html) | |
|
73 | ||
|
74 | # Or register a type without importing it - this does the same as above: | |
|
75 | html_formatter.for_type_by_name('bar.Foo', foo_html) | |
|
76 | ||
|
43 | 77 | Custom exception tracebacks |
|
44 | 78 | =========================== |
|
45 | 79 | |
|
46 | 80 | Rarely, you might want to display a custom traceback when reporting an |
|
47 | 81 | exception. To do this, define the custom traceback using |
|
48 | 82 | `_render_traceback_(self)` method which returns a list of strings, one string |
|
49 | 83 | for each line of the traceback. For example, the `ipyparallel |
|
50 | 84 | <http://ipyparallel.readthedocs.io/>`__ a parallel computing framework for |
|
51 | 85 | IPython, does this to display errors from multiple engines. |
|
52 | 86 | |
|
53 | 87 | Please be conservative in using this feature; by replacing the default traceback |
|
54 | 88 | you may hide important information from the user. |
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