Upload 3 files
Browse filesTASKS cleaning, formatting, rehashing the scraped html, transform to xml, make xsd
so this is the thinking
1. Scraped the HTML from hf template model card, cleaned HTML ( output filename: htmlclean,txt and hatmlclean.html)
2. transform html to xlm (output filename:data.xml)
3. produced XSD from XML (but it does not look good yet)
- data.xml +1585 -0
- htmlclean.html +308 -0
- htmlclean.txt +308 -0
data.xml
ADDED
@@ -0,0 +1,1585 @@
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1 |
+
<?xml version="1.0" encoding="utf-8" ?>
|
2 |
+
<office:document-content
|
3 |
+
xmlns:office="urn:oasis:names:tc:opendocument:
|
4 |
+
xmlns:office:1.0"
|
5 |
+
xmlns:style="urn:oasis:names:tc:opendocument:
|
6 |
+
xmlns:style:1.0"
|
7 |
+
xmlns:text="urn:oasis:names:tc:opendocument:
|
8 |
+
xmlns:text:1.0"
|
9 |
+
xmlns:table="urn:oasis:names:tc:opendocument:
|
10 |
+
xmlns:table:1.0"
|
11 |
+
xmlns:draw="urn:oasis:names:tc:opendocument:
|
12 |
+
xmlns:drawing:1.0"
|
13 |
+
xmlns:fo="urn:oasis:names:tc:opendocument:
|
14 |
+
xmlns:xsl-fo-compatible:1.0"
|
15 |
+
xmlns:xlink="http://www.w3.org/1999/xlink"
|
16 |
+
xmlns:dc="http://purl.org/dc/elements/1.1/"
|
17 |
+
xmlns:meta="urn:oasis:names:tc:opendocument:
|
18 |
+
xmlns:meta:1.0"
|
19 |
+
xmlns:number="urn:oasis:names:tc:opendocument:
|
20 |
+
xmlns:datastyle:1.0"
|
21 |
+
xmlns:svg="urn:oasis:names:tc:opendocument:
|
22 |
+
xmlns:svg-compatible:1.0"
|
23 |
+
xmlns:chart="urn:oasis:names:tc:opendocument:
|
24 |
+
xmlns:chart:1.0"
|
25 |
+
xmlns:dr3d="urn:oasis:names:tc:opendocument:
|
26 |
+
xmlns:dr3d:1.0"
|
27 |
+
xmlns:math="http://www.w3.org/1998/Math/MathML"
|
28 |
+
xmlns:form="urn:oasis:names:tc:opendocument:
|
29 |
+
xmlns:form:1.0"
|
30 |
+
xmlns:script="urn:oasis:names:tc:opendocument:
|
31 |
+
xmlns:script:1.0"
|
32 |
+
xmlns:ooo="http://openoffice.org/2004/office"
|
33 |
+
xmlns:ooow="http://openoffice.org/2004/writer"
|
34 |
+
xmlns:oooc="http://openoffice.org/2004/calc"
|
35 |
+
xmlns:dom="http://www.w3.org/2001/xml-events"
|
36 |
+
xmlns:xforms="http://www.w3.org/2002/xforms"
|
37 |
+
xmlns:xsd="http://www.w3.org/2001/XMLSchema"
|
38 |
+
xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" office:version="1.2">
|
39 |
+
<office:font-face-decls>
|
40 |
+
<style:font-face style:name="Courier New" style:font-family-generic="modern" style:font-pitch="fixed" svg:font-family="'Courier New'" />
|
41 |
+
</office:font-face-decls>
|
42 |
+
<office:automatic-styles>
|
43 |
+
<text:list-style style:name="L1">
|
44 |
+
<text:list-level-style-bullet text:level="1" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
|
45 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
46 |
+
<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="0.5in" fo:text-indent="-0.25in" fo:margin-left="0.5in" />
|
47 |
+
</style:list-level-properties>
|
48 |
+
</text:list-level-style-bullet>
|
49 |
+
<text:list-level-style-bullet text:level="2" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
|
50 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
51 |
+
<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="0.75in" fo:text-indent="-0.25in" fo:margin-left="0.75in" />
|
52 |
+
</style:list-level-properties>
|
53 |
+
</text:list-level-style-bullet>
|
54 |
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<text:list-level-style-bullet text:level="3" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
|
55 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
56 |
+
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|
57 |
+
</style:list-level-properties>
|
58 |
+
</text:list-level-style-bullet>
|
59 |
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<text:list-level-style-bullet text:level="4" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
|
60 |
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
61 |
+
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|
62 |
+
</style:list-level-properties>
|
63 |
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</text:list-level-style-bullet>
|
64 |
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|
65 |
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
66 |
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<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="1.5in" fo:text-indent="-0.25in" fo:margin-left="1.5in" />
|
67 |
+
</style:list-level-properties>
|
68 |
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</text:list-level-style-bullet>
|
69 |
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|
70 |
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
71 |
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<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="1.75in" fo:text-indent="-0.25in" fo:margin-left="1.75in" />
|
72 |
+
</style:list-level-properties>
|
73 |
+
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|
74 |
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|
75 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
76 |
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|
77 |
+
</style:list-level-properties>
|
78 |
+
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|
79 |
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80 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
81 |
+
<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="2.25in" fo:text-indent="-0.25in" fo:margin-left="2.25in" />
|
82 |
+
</style:list-level-properties>
|
83 |
+
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|
84 |
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|
85 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
86 |
+
<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="2.5in" fo:text-indent="-0.25in" fo:margin-left="2.5in" />
|
87 |
+
</style:list-level-properties>
|
88 |
+
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|
89 |
+
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|
90 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
91 |
+
<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="2.75in" fo:text-indent="-0.25in" fo:margin-left="2.75in" />
|
92 |
+
</style:list-level-properties>
|
93 |
+
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|
94 |
+
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|
95 |
+
<text:list-style style:name="L2">
|
96 |
+
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|
97 |
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<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
98 |
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|
99 |
+
</style:list-level-properties>
|
100 |
+
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|
101 |
+
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|
102 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
103 |
+
<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="0.75in" fo:text-indent="-0.25in" fo:margin-left="0.75in" />
|
104 |
+
</style:list-level-properties>
|
105 |
+
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|
106 |
+
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|
107 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
108 |
+
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|
109 |
+
</style:list-level-properties>
|
110 |
+
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|
111 |
+
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|
112 |
+
<style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
|
113 |
+
<style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="1.25in" fo:text-indent="-0.25in" fo:margin-left="1.25in" />
|
114 |
+
</style:list-level-properties>
|
115 |
+
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|
116 |
+
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|
117 |
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118 |
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|
119 |
+
</style:list-level-properties>
|
120 |
+
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|
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122 |
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124 |
+
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|
125 |
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127 |
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128 |
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|
129 |
+
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|
130 |
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132 |
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134 |
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135 |
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136 |
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137 |
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|
139 |
+
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|
140 |
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142 |
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144 |
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|
145 |
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|
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147 |
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149 |
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150 |
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151 |
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152 |
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154 |
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156 |
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157 |
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159 |
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160 |
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166 |
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Overview:</text:span> Provide the model name and a 1-2 sentence summary
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640 |
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Overview:</text:span> This section addresses questions around how the
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642 |
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the foreseeable users of the model (including those affected by the
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643 |
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model), and describes uses that are considered out of scope or misuse of
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the model. Note this section is not intended to include the license
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645 |
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usage details. For that, link directly to the license.
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Details
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<text:span text:style-name="T1">Section
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656 |
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Overview:</text:span> This section provides basic information about what
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the model is, its current status, where it came from. It should be
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useful for anyone who wants to reference the model.
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659 |
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<text:bookmark-start text:name="model-description" /> Model
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Description
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677 |
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678 |
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679 |
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was introduced in a paper, if an implementation is available, and the
|
680 |
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creators. Any copyright should be attributed here. General information
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681 |
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about training procedures, parameters, important disclaimers can also be
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mentioned in this section.</text:span>
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(and ideally link to) the people who built the
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model.</text:span>
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699 |
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700 |
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by:</text:span>
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|
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(and ideally link to) the funding sources that financially,
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computationally, or otherwise supported or enabled this
|
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|
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(and ideally link to) the people/organization making the model available
|
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online.</text:span>
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type:</text:span>
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Supervision/Learning Method</text:span>
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Machine Learning Type</text:span>
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Modality</text:span>
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|
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[NLP]:
|
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|
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|
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|
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this field when the system uses or processes natural (human)
|
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language..</text:span>
|
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|
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|
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|
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|
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|
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|
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|
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|
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<text:span text:style-name="T1">Finetuned
|
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From Model [optional]:</text:span>
|
800 |
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<text:span text:style-name="Source_Text">base_model</text:span>
|
801 |
+
</text:p>
|
802 |
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|
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|
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|
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<text:p text:style-name="Text_20_body">
|
806 |
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<text:span text:style-name="T2">**
|
807 |
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this model has another model as its base, link to that model
|
808 |
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here.</text:span>
|
809 |
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|
810 |
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<text:p text:style-name="Text_20_body"></text:p>
|
811 |
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|
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|
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|
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|
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|
816 |
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|
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<text:bookmark-start text:name="model-sources-optional" /> Model
|
818 |
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Sources
|
819 |
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optional
|
820 |
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<text:bookmark-end text:name="model-sources-optional" />
|
821 |
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|
822 |
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|
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|
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|
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|
828 |
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|
829 |
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|
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|
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|
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|
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|
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<text:p text:style-name="P8">
|
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<text:span text:style-name="T1">Paper
|
836 |
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[optional]:</text:span>
|
837 |
+
<text:span text:style-name="Source_Text">paper</text:span>
|
838 |
+
</text:p>
|
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|
840 |
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<text:list-item>
|
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|
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|
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|
844 |
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|
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<text:span text:style-name="T1">Demo
|
846 |
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[optional]:</text:span>
|
847 |
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<text:span text:style-name="Source_Text">demo</text:span>
|
848 |
+
</text:p>
|
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|
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|
851 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
852 |
+
<text:p text:style-name="Text_20_body">
|
853 |
+
<text:span text:style-name="T2">Provide
|
854 |
+
sources for the user to see the model and its details. Additional kinds
|
855 |
+
of resources – training logs, lessons learned, etc. – belong in the
|
856 |
+
</text:span>
|
857 |
+
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/en/model-card-annotated#more-information-optional" office:name="">
|
858 |
+
<text:span text:style-name="Definition">
|
859 |
+
<text:span text:style-name="T2">More
|
860 |
+
Information</text:span>
|
861 |
+
</text:span>
|
862 |
+
</text:a>
|
863 |
+
<text:span text:style-name="T2">
|
864 |
+
section. If you include one thing for this section, link to the
|
865 |
+
repository.</text:span>
|
866 |
+
</text:p>
|
867 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
868 |
+
<text:h text:style-name="Heading_20_1" text:outline-level="1">
|
869 |
+
<text:bookmark-start text:name="uses" /> Uses
|
870 |
+
<text:bookmark-end text:name="uses" />
|
871 |
+
</text:h>
|
872 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
873 |
+
<text:p text:style-name="Text_20_body">
|
874 |
+
<text:span text:style-name="T1">Section
|
875 |
+
Overview:</text:span> questions around how the model is intended to be
|
876 |
+
used in different applied contexts, discusses the foreseeable users of
|
877 |
+
the model (including those ... by the model). intended to include the
|
878 |
+
license usage details. For that, link directly to the license.
|
879 |
+
</text:p>
|
880 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
881 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
882 |
+
<text:bookmark-start text:name="section-2" />
|
883 |
+
<text:line-break />
|
884 |
+
<text:bookmark-end text:name="section-2" />
|
885 |
+
</text:h>
|
886 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
887 |
+
<text:bookmark-start text:name="direct-use" /> Direct
|
888 |
+
Use
|
889 |
+
<text:bookmark-end text:name="direct-use" />
|
890 |
+
</text:h>
|
891 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
892 |
+
<text:p text:style-name="Text_20_body">
|
893 |
+
<text:span text:style-name="Source_Text">direct_use</text:span>
|
894 |
+
</text:p>
|
895 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
896 |
+
<text:p text:style-name="Text_20_body">
|
897 |
+
<text:span text:style-name="T2">Explain
|
898 |
+
how the model can be used without fine-tuning, post-processing, or
|
899 |
+
plugging into a pipeline. An example code snippet is
|
900 |
+
recommended.</text:span>
|
901 |
+
</text:p>
|
902 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
903 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
904 |
+
<text:bookmark-start text:name="section-3" />
|
905 |
+
<text:line-break />
|
906 |
+
<text:bookmark-end text:name="section-3" />
|
907 |
+
</text:h>
|
908 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
909 |
+
<text:bookmark-start text:name="downstream-use-optional" /> Downstream
|
910 |
+
Use
|
911 |
+
optional
|
912 |
+
<text:bookmark-end text:name="downstream-use-optional" />
|
913 |
+
</text:h>
|
914 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
915 |
+
<text:p text:style-name="Text_20_body">
|
916 |
+
<text:span text:style-name="Source_Text">downstream_use</text:span>
|
917 |
+
</text:p>
|
918 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
919 |
+
<text:p text:style-name="Text_20_body">
|
920 |
+
<text:span text:style-name="T2">Explain
|
921 |
+
how this model can be used and fine-tuned for a task or when plugged
|
922 |
+
into a larger ecosystem or app. An example code snippet is
|
923 |
+
recommended.</text:span>
|
924 |
+
</text:p>
|
925 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
926 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
927 |
+
<text:bookmark-start text:name="section-4" />
|
928 |
+
<text:line-break />
|
929 |
+
<text:bookmark-end text:name="section-4" />
|
930 |
+
</text:h>
|
931 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
932 |
+
<text:bookmark-start text:name="out-of-scope-use" /> Out-of-Scope
|
933 |
+
Use
|
934 |
+
<text:bookmark-end text:name="out-of-scope-use" />
|
935 |
+
</text:h>
|
936 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
937 |
+
<text:p text:style-name="Text_20_body">
|
938 |
+
<text:span text:style-name="Source_Text">out_of_scope_use</text:span>
|
939 |
+
</text:p>
|
940 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
941 |
+
<text:p text:style-name="Text_20_body">
|
942 |
+
<text:span text:style-name="T2">List
|
943 |
+
how the model may foreseeably be misused (used in a way it will not work
|
944 |
+
for) and address what users ought not do with the
|
945 |
+
model.</text:span>
|
946 |
+
</text:p>
|
947 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
948 |
+
<text:h text:style-name="Heading_20_1" text:outline-level="1">
|
949 |
+
<text:bookmark-start text:name="bias-risks-and-limitations" /> Bias,
|
950 |
+
Risks, and
|
951 |
+
Limitations
|
952 |
+
<text:bookmark-end text:name="bias-risks-and-limitations" />
|
953 |
+
</text:h>
|
954 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
955 |
+
<text:p text:style-name="Text_20_body">
|
956 |
+
<text:span text:style-name="T1">Section
|
957 |
+
Overview:</text:span> This section identifies harms, misunderstandings,
|
958 |
+
and technical and sociotechnical limitations. It also provides potential
|
959 |
+
mitigations. Bias, risks, and limitations can sometimes be
|
960 |
+
inseparable/refer to the same issues. Generally, bias and risks are
|
961 |
+
sociotechnical, while limitations are technical:
|
962 |
+
</text:p>
|
963 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
964 |
+
<text:list text:style-name="L9">
|
965 |
+
<text:list-item>
|
966 |
+
<text:p text:style-name="P9">A
|
967 |
+
|
968 |
+
<text:span text:style-name="T1">bias</text:span> is a stereotype or
|
969 |
+
disproportionate performance (skew) for some
|
970 |
+
subpopulations.
|
971 |
+
</text:p>
|
972 |
+
</text:list-item>
|
973 |
+
<text:list-item>
|
974 |
+
<text:p text:style-name="P9"></text:p>
|
975 |
+
</text:list-item>
|
976 |
+
<text:list-item>
|
977 |
+
<text:p text:style-name="P9">A
|
978 |
+
|
979 |
+
<text:span text:style-name="T1">risk</text:span> is a
|
980 |
+
socially-sensitive issue that the model might cause.
|
981 |
+
</text:p>
|
982 |
+
</text:list-item>
|
983 |
+
<text:list-item>
|
984 |
+
<text:p text:style-name="P9"></text:p>
|
985 |
+
</text:list-item>
|
986 |
+
<text:list-item>
|
987 |
+
<text:p text:style-name="P9">A
|
988 |
+
|
989 |
+
<text:span text:style-name="T1">limitation</text:span> is a likely
|
990 |
+
failure to be addressed following the listed
|
991 |
+
Recommendations.
|
992 |
+
</text:p>
|
993 |
+
</text:list-item>
|
994 |
+
</text:list>
|
995 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
996 |
+
<text:p text:style-name="Text_20_body">
|
997 |
+
<text:span text:style-name="Source_Text">bias_risks_limitations</text:span>
|
998 |
+
</text:p>
|
999 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1000 |
+
<text:p text:style-name="Text_20_body">
|
1001 |
+
<text:span text:style-name="T2">What
|
1002 |
+
are the known or foreseeable issues stemming from this
|
1003 |
+
model?</text:span>
|
1004 |
+
</text:p>
|
1005 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1006 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1007 |
+
<text:bookmark-start text:name="section-5" />
|
1008 |
+
<text:line-break />
|
1009 |
+
<text:bookmark-end text:name="section-5" />
|
1010 |
+
</text:h>
|
1011 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1012 |
+
<text:bookmark-start text:name="recommendations" /> Recommendations
|
1013 |
+
<text:bookmark-end text:name="recommendations" />
|
1014 |
+
</text:h>
|
1015 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1016 |
+
<text:p text:style-name="Text_20_body">
|
1017 |
+
<text:span text:style-name="Source_Text">bias_recommendations</text:span>
|
1018 |
+
</text:p>
|
1019 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1020 |
+
<text:p text:style-name="Text_20_body">
|
1021 |
+
<text:span text:style-name="T2">What
|
1022 |
+
are recommendations with respect to the foreseeable issues? This can
|
1023 |
+
include everything from “downsample your image” to filtering explicit
|
1024 |
+
content..</text:span>
|
1025 |
+
</text:p>
|
1026 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1027 |
+
<text:h text:style-name="Heading_20_1" text:outline-level="1">
|
1028 |
+
<text:bookmark-start text:name="training-details" /> Training
|
1029 |
+
Details
|
1030 |
+
<text:bookmark-end text:name="training-details" />
|
1031 |
+
</text:h>
|
1032 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1033 |
+
<text:p text:style-name="Text_20_body">
|
1034 |
+
<text:span text:style-name="T1">Section
|
1035 |
+
Overview:</text:span> This section provides information to describe and
|
1036 |
+
replicate training, including the training data, the speed and size of
|
1037 |
+
training elements, and the environmental impact of training.
|
1038 |
+
|
1039 |
+
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/en/model-card-annotated#technical-specifications-optional" office:name="">
|
1040 |
+
<text:span text:style-name="Definition">Technical
|
1041 |
+
Specifications</text:span>
|
1042 |
+
</text:a> as well, and content here should
|
1043 |
+
link to that section when it is relevant to the training procedure.
|
1044 |
+
useful for people who want to learn more about the model inputs
|
1045 |
+
training footprint. for anyone who wants to know the basics of what the
|
1046 |
+
model is learning.
|
1047 |
+
</text:p>
|
1048 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1049 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1050 |
+
<text:bookmark-start text:name="section-6" />
|
1051 |
+
<text:line-break />
|
1052 |
+
<text:bookmark-end text:name="section-6" />
|
1053 |
+
</text:h>
|
1054 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1055 |
+
<text:bookmark-start text:name="training-data" /> Training
|
1056 |
+
Data
|
1057 |
+
<text:bookmark-end text:name="training-data" />
|
1058 |
+
</text:h>
|
1059 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1060 |
+
<text:p text:style-name="Text_20_body">
|
1061 |
+
<text:span text:style-name="Source_Text">training_data</text:span>
|
1062 |
+
</text:p>
|
1063 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1064 |
+
<text:p text:style-name="Text_20_body">
|
1065 |
+
<text:span text:style-name="T2">Write
|
1066 |
+
1-2 sentences related to data pre-processing or additional filtering
|
1067 |
+
</text:span>
|
1068 |
+
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/en/model-card-annotated#more-information-optional" office:name="">
|
1069 |
+
<text:span text:style-name="Definition">
|
1070 |
+
<text:span text:style-name="T2">More
|
1071 |
+
Information</text:span>
|
1072 |
+
</text:span>
|
1073 |
+
</text:a>
|
1074 |
+
<text:span text:style-name="T2">.</text:span>
|
1075 |
+
</text:p>
|
1076 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1077 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1078 |
+
<text:bookmark-start text:name="section-7" />
|
1079 |
+
<text:line-break />
|
1080 |
+
<text:bookmark-end text:name="section-7" />
|
1081 |
+
</text:h>
|
1082 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1083 |
+
<text:bookmark-start text:name="procedure-optional" />
|
1084 |
+
Procedure
|
1085 |
+
optional
|
1086 |
+
<text:bookmark-end text:name="procedure-optional" />
|
1087 |
+
</text:h>
|
1088 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1089 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1090 |
+
<text:bookmark-start text:name="section-8" />
|
1091 |
+
<text:line-break />
|
1092 |
+
<text:bookmark-end text:name="section-8" />
|
1093 |
+
</text:h>
|
1094 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1095 |
+
<text:bookmark-start text:name="preprocessing" /> Preprocessing
|
1096 |
+
<text:bookmark-end text:name="preprocessing" />
|
1097 |
+
</text:h>
|
1098 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1099 |
+
<text:p text:style-name="Text_20_body">
|
1100 |
+
<text:span text:style-name="Source_Text">preprocessing</text:span>
|
1101 |
+
</text:p>
|
1102 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1103 |
+
<text:p text:style-name="Text_20_body">
|
1104 |
+
<text:span text:style-name="T2">Detail
|
1105 |
+
tokenization, resizing/rewriting (depending on the modality),
|
1106 |
+
etc.</text:span>
|
1107 |
+
</text:p>
|
1108 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1109 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1110 |
+
<text:bookmark-start text:name="section-9" />
|
1111 |
+
<text:line-break />
|
1112 |
+
<text:bookmark-end text:name="section-9" />
|
1113 |
+
</text:h>
|
1114 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1115 |
+
<text:bookmark-start text:name="speeds-sizes-times" /> Speeds,
|
1116 |
+
Sizes,
|
1117 |
+
Times
|
1118 |
+
<text:bookmark-end text:name="speeds-sizes-times" />
|
1119 |
+
</text:h>
|
1120 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1121 |
+
<text:p text:style-name="Text_20_body">
|
1122 |
+
<text:span text:style-name="Source_Text">speeds_sizes_times</text:span>
|
1123 |
+
</text:p>
|
1124 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1125 |
+
<text:p text:style-name="Text_20_body">
|
1126 |
+
<text:span text:style-name="T2">Detail
|
1127 |
+
throughput, start/end time, checkpoint sizes, etc.</text:span>
|
1128 |
+
</text:p>
|
1129 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1130 |
+
<text:h text:style-name="Heading_20_1" text:outline-level="1">
|
1131 |
+
<text:bookmark-start text:name="evaluation" /> Evaluation
|
1132 |
+
<text:bookmark-end text:name="evaluation" />
|
1133 |
+
</text:h>
|
1134 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1135 |
+
<text:p text:style-name="Text_20_body">
|
1136 |
+
<text:span text:style-name="T1">Section
|
1137 |
+
Overview:</text:span> evaluation protocols. Target fairness metrics
|
1138 |
+
should be decided based on errors are more likely to be identified in
|
1139 |
+
light of the model use. specify model’s evaluation results in a
|
1140 |
+
structured way in the model card metadata. parsed and displayed in a
|
1141 |
+
widget on the model page. See
|
1142 |
+
|
1143 |
+
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/model-cards#evaluation-results" office:name="">
|
1144 |
+
<text:span text:style-name="Definition">https://huggingface.co/docs/hub/model-cards#evaluation-results</text:span>
|
1145 |
+
</text:a>.
|
1146 |
+
</text:p>
|
1147 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1148 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1149 |
+
<text:bookmark-start text:name="section-10" />
|
1150 |
+
<text:line-break />
|
1151 |
+
<text:bookmark-end text:name="section-10" />
|
1152 |
+
</text:h>
|
1153 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1154 |
+
<text:bookmark-start text:name="data-factors-metrics" />
|
1155 |
+
Data, Factors &
|
1156 |
+
Metrics
|
1157 |
+
<text:bookmark-end text:name="data-factors-metrics" />
|
1158 |
+
</text:h>
|
1159 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1160 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1161 |
+
<text:bookmark-start text:name="section-11" />
|
1162 |
+
<text:line-break />
|
1163 |
+
<text:bookmark-end text:name="section-11" />
|
1164 |
+
</text:h>
|
1165 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1166 |
+
<text:bookmark-start text:name="testing-data" /> Testing
|
1167 |
+
Data
|
1168 |
+
<text:bookmark-end text:name="testing-data" />
|
1169 |
+
</text:h>
|
1170 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1171 |
+
<text:p text:style-name="Text_20_body">
|
1172 |
+
<text:span text:style-name="Source_Text">testing_data</text:span>
|
1173 |
+
</text:p>
|
1174 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1175 |
+
<text:p text:style-name="Text_20_body">
|
1176 |
+
<text:span text:style-name="T2">Ideally
|
1177 |
+
this links to a Dataset Card for testing data.</text:span>
|
1178 |
+
</text:p>
|
1179 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1180 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1181 |
+
<text:bookmark-start text:name="section-12" />
|
1182 |
+
<text:line-break />
|
1183 |
+
<text:bookmark-end text:name="section-12" />
|
1184 |
+
</text:h>
|
1185 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1186 |
+
<text:bookmark-start text:name="factors" /> Factors
|
1187 |
+
<text:bookmark-end text:name="factors" />
|
1188 |
+
</text:h>
|
1189 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1190 |
+
<text:p text:style-name="Text_20_body">
|
1191 |
+
<text:span text:style-name="Source_Text">testing_factors</text:span>
|
1192 |
+
</text:p>
|
1193 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1194 |
+
<text:p text:style-name="Text_20_body">
|
1195 |
+
<text:span text:style-name="T2">What
|
1196 |
+
are the foreseeable circumstances that will influence how the model
|
1197 |
+
behaves? This includes domain and context, as well as population
|
1198 |
+
subgroups. Evaluation should ideally be
|
1199 |
+
</text:span>
|
1200 |
+
<text:span text:style-name="T3">disaggregated</text:span>
|
1201 |
+
<text:span text:style-name="T2">
|
1202 |
+
across factors in order to uncover disparities in
|
1203 |
+
performance.</text:span>
|
1204 |
+
</text:p>
|
1205 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1206 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1207 |
+
<text:bookmark-start text:name="section-13" />
|
1208 |
+
<text:line-break />
|
1209 |
+
<text:bookmark-end text:name="section-13" />
|
1210 |
+
</text:h>
|
1211 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1212 |
+
<text:bookmark-start text:name="metrics" /> Metrics
|
1213 |
+
<text:bookmark-end text:name="metrics" />
|
1214 |
+
</text:h>
|
1215 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1216 |
+
<text:p text:style-name="Text_20_body">
|
1217 |
+
<text:span text:style-name="Source_Text">testing_metrics</text:span>
|
1218 |
+
</text:p>
|
1219 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1220 |
+
<text:p text:style-name="Text_20_body">
|
1221 |
+
<text:span text:style-name="T2">metrics
|
1222 |
+
for evaluation in light of tradeoffs between different
|
1223 |
+
errors?</text:span>
|
1224 |
+
</text:p>
|
1225 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1226 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1227 |
+
<text:bookmark-start text:name="section-14" />
|
1228 |
+
<text:line-break />
|
1229 |
+
<text:bookmark-end text:name="section-14" />
|
1230 |
+
</text:h>
|
1231 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1232 |
+
<text:bookmark-start text:name="results" /> Results
|
1233 |
+
<text:bookmark-end text:name="results" />
|
1234 |
+
</text:h>
|
1235 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1236 |
+
<text:p text:style-name="Text_20_body">
|
1237 |
+
<text:span text:style-name="Source_Text">results</text:span>
|
1238 |
+
</text:p>
|
1239 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1240 |
+
<text:p text:style-name="Text_20_body">
|
1241 |
+
<text:span text:style-name="T2">Results
|
1242 |
+
based on the Factors and Metrics defined above.</text:span>
|
1243 |
+
</text:p>
|
1244 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1245 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1246 |
+
<text:bookmark-start text:name="section-15" />
|
1247 |
+
<text:line-break />
|
1248 |
+
<text:bookmark-end text:name="section-15" />
|
1249 |
+
</text:h>
|
1250 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1251 |
+
<text:bookmark-start text:name="summary" /> Summary
|
1252 |
+
<text:bookmark-end text:name="summary" />
|
1253 |
+
</text:h>
|
1254 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1255 |
+
<text:p text:style-name="Text_20_body">
|
1256 |
+
<text:span text:style-name="Source_Text">results_summary</text:span>
|
1257 |
+
</text:p>
|
1258 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1259 |
+
<text:p text:style-name="Text_20_body">
|
1260 |
+
<text:span text:style-name="T2">What
|
1261 |
+
do the results say? This can function as a kind of tl;dr for general
|
1262 |
+
audiences..</text:span>
|
1263 |
+
</text:p>
|
1264 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1265 |
+
<text:h text:style-name="Heading_20_1" text:outline-level="1">
|
1266 |
+
<text:bookmark-start text:name="model-examination-optional" /> Model
|
1267 |
+
Examination
|
1268 |
+
optional
|
1269 |
+
<text:bookmark-end text:name="model-examination-optional" />
|
1270 |
+
</text:h>
|
1271 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1272 |
+
<text:p text:style-name="Text_20_body">
|
1273 |
+
<text:span text:style-name="T1">Section
|
1274 |
+
Overview:</text:span> examination
|
1275 |
+
</text:p>
|
1276 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1277 |
+
<text:p text:style-name="Text_20_body">
|
1278 |
+
<text:span text:style-name="Source_Text">model_examination</text:span>
|
1279 |
+
</text:p>
|
1280 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1281 |
+
<text:h text:style-name="Heading_20_1" text:outline-level="1">
|
1282 |
+
<text:bookmark-start text:name="environmental-impact" /> Environmental
|
1283 |
+
Impact
|
1284 |
+
<text:bookmark-end text:name="environmental-impact" />
|
1285 |
+
</text:h>
|
1286 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1287 |
+
<text:p text:style-name="Text_20_body">
|
1288 |
+
<text:span text:style-name="T1">Section
|
1289 |
+
Overview:</text:span> Summarizes the information necessary to calculate
|
1290 |
+
environmental impacts .
|
1291 |
+
</text:p>
|
1292 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1293 |
+
<text:list text:style-name="L10">
|
1294 |
+
<text:list-item>
|
1295 |
+
<text:p text:style-name="P10">
|
1296 |
+
<text:span text:style-name="T1">Hardware
|
1297 |
+
Type:</text:span>
|
1298 |
+
<text:span text:style-name="Source_Text">hardware_type</text:span>
|
1299 |
+
</text:p>
|
1300 |
+
</text:list-item>
|
1301 |
+
<text:list-item>
|
1302 |
+
<text:p text:style-name="P10"></text:p>
|
1303 |
+
</text:list-item>
|
1304 |
+
<text:list-item>
|
1305 |
+
<text:p text:style-name="P10">
|
1306 |
+
<text:span text:style-name="T1">Hours
|
1307 |
+
used:</text:span>
|
1308 |
+
<text:span text:style-name="Source_Text">hours_used</text:span>
|
1309 |
+
</text:p>
|
1310 |
+
</text:list-item>
|
1311 |
+
<text:list-item>
|
1312 |
+
<text:p text:style-name="P10"></text:p>
|
1313 |
+
</text:list-item>
|
1314 |
+
<text:list-item>
|
1315 |
+
<text:p text:style-name="P10">
|
1316 |
+
<text:span text:style-name="T1">Cloud
|
1317 |
+
Provider:</text:span>
|
1318 |
+
<text:span text:style-name="Source_Text">cloud_provider</text:span>
|
1319 |
+
</text:p>
|
1320 |
+
</text:list-item>
|
1321 |
+
<text:list-item>
|
1322 |
+
<text:p text:style-name="P10"></text:p>
|
1323 |
+
</text:list-item>
|
1324 |
+
<text:list-item>
|
1325 |
+
<text:p text:style-name="P10">
|
1326 |
+
<text:span text:style-name="T1">Compute
|
1327 |
+
Region:</text:span>
|
1328 |
+
<text:span text:style-name="Source_Text">cloud_region</text:span>
|
1329 |
+
</text:p>
|
1330 |
+
</text:list-item>
|
1331 |
+
<text:list-item>
|
1332 |
+
<text:p text:style-name="P10"></text:p>
|
1333 |
+
</text:list-item>
|
1334 |
+
<text:list-item>
|
1335 |
+
<text:p text:style-name="P10">
|
1336 |
+
<text:span text:style-name="T1">Carbon
|
1337 |
+
Emitted:</text:span>
|
1338 |
+
<text:span text:style-name="Source_Text">co2_emitted</text:span>
|
1339 |
+
</text:p>
|
1340 |
+
</text:list-item>
|
1341 |
+
</text:list>
|
1342 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1343 |
+
<text:p text:style-name="Text_20_body">
|
1344 |
+
<text:span text:style-name="T2">Carbon
|
1345 |
+
emissions can be estimated using the
|
1346 |
+
</text:span>
|
1347 |
+
<text:a xlink:type="simple" xlink:href="https://mlco2.github.io/impact#compute" office:name="">
|
1348 |
+
<text:span text:style-name="Definition">
|
1349 |
+
<text:span text:style-name="T2">Machine
|
1350 |
+
Learning Impact
|
1351 |
+
calculator</text:span>
|
1352 |
+
</text:span>
|
1353 |
+
</text:a>
|
1354 |
+
<text:span text:style-name="T2">
|
1355 |
+
presented in
|
1356 |
+
</text:span>
|
1357 |
+
<text:a xlink:type="simple" xlink:href="https://arxiv.org/abs/1910.09700" office:name="">
|
1358 |
+
<text:span text:style-name="Definition">
|
1359 |
+
<text:span text:style-name="T2">source</text:span>
|
1360 |
+
</text:span>
|
1361 |
+
</text:a>
|
1362 |
+
<text:span text:style-name="T2">.</text:span>
|
1363 |
+
</text:p>
|
1364 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1365 |
+
<text:h text:style-name="Heading_20_1" text:outline-level="1">
|
1366 |
+
<text:bookmark-start text:name="technical-specifications-optional" /> Technical
|
1367 |
+
Specifications
|
1368 |
+
optional
|
1369 |
+
<text:bookmark-end text:name="technical-specifications-optional" />
|
1370 |
+
</text:h>
|
1371 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1372 |
+
<text:p text:style-name="Text_20_body">
|
1373 |
+
<text:span text:style-name="T1">Section
|
1374 |
+
Overview:</text:span> This section includes details about the model
|
1375 |
+
architecture, and the compute infrastructure.
|
1376 |
+
</text:p>
|
1377 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1378 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1379 |
+
<text:bookmark-start text:name="section-16" />
|
1380 |
+
<text:line-break />
|
1381 |
+
<text:bookmark-end text:name="section-16" />
|
1382 |
+
</text:h>
|
1383 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1384 |
+
<text:bookmark-start text:name="model-architecture-and-objective" /> Model
|
1385 |
+
Architecture and
|
1386 |
+
Objective
|
1387 |
+
<text:bookmark-end text:name="model-architecture-and-objective" />
|
1388 |
+
</text:h>
|
1389 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1390 |
+
<text:p text:style-name="Text_20_body">
|
1391 |
+
<text:span text:style-name="Source_Text">model_specs</text:span>
|
1392 |
+
</text:p>
|
1393 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1394 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1395 |
+
<text:bookmark-start text:name="section-17" />
|
1396 |
+
<text:line-break />
|
1397 |
+
<text:bookmark-end text:name="section-17" />
|
1398 |
+
</text:h>
|
1399 |
+
<text:h text:style-name="Heading_20_2" text:outline-level="2">
|
1400 |
+
<text:bookmark-start text:name="compute-infrastructure" /> Compute
|
1401 |
+
Infrastructure
|
1402 |
+
<text:bookmark-end text:name="compute-infrastructure" />
|
1403 |
+
</text:h>
|
1404 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1405 |
+
<text:p text:style-name="Text_20_body">
|
1406 |
+
<text:span text:style-name="Source_Text">compute_infrastructure</text:span>
|
1407 |
+
</text:p>
|
1408 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1409 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1410 |
+
<text:bookmark-start text:name="section-18" />
|
1411 |
+
<text:line-break />
|
1412 |
+
<text:bookmark-end text:name="section-18" />
|
1413 |
+
</text:h>
|
1414 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1415 |
+
<text:bookmark-start text:name="hardware" /> Hardware
|
1416 |
+
<text:bookmark-end text:name="hardware" />
|
1417 |
+
</text:h>
|
1418 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1419 |
+
<text:p text:style-name="Text_20_body">
|
1420 |
+
<text:span text:style-name="Source_Text">hardware_requirements</text:span>
|
1421 |
+
</text:p>
|
1422 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1423 |
+
<text:p text:style-name="Text_20_body">
|
1424 |
+
<text:span text:style-name="T2">What
|
1425 |
+
are the minimum hardware requirements, e.g. processing, storage, and
|
1426 |
+
memory requirements?</text:span>
|
1427 |
+
</text:p>
|
1428 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1429 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1430 |
+
<text:bookmark-start text:name="section-19" />
|
1431 |
+
<text:line-break />
|
1432 |
+
<text:bookmark-end text:name="section-19" />
|
1433 |
+
</text:h>
|
1434 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1435 |
+
<text:bookmark-start text:name="software" /> Software
|
1436 |
+
<text:bookmark-end text:name="software" />
|
1437 |
+
</text:h>
|
1438 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1439 |
+
<text:p text:style-name="Text_20_body">
|
1440 |
+
<text:span text:style-name="Source_Text">software</text:span>
|
1441 |
+
</text:p>
|
1442 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1443 |
+
<text:h text:style-name="Heading_20_1" text:outline-level="1">
|
1444 |
+
<text:bookmark-start text:name="optional" /> optional
|
1445 |
+
<text:bookmark-end text:name="optional" />
|
1446 |
+
</text:h>
|
1447 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1448 |
+
<text:p text:style-name="Text_20_body">
|
1449 |
+
<text:span text:style-name="T1">Section
|
1450 |
+
Overview:</text:span> The developers’ preferred citation for this
|
1451 |
+
model.
|
1452 |
+
</text:p>
|
1453 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1454 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1455 |
+
<text:bookmark-start text:name="section-20" />
|
1456 |
+
<text:line-break />
|
1457 |
+
<text:bookmark-end text:name="section-20" />
|
1458 |
+
</text:h>
|
1459 |
+
<text:h text:style-name="Heading_20_3" text:outline-level="3">
|
1460 |
+
<text:bookmark-start text:name="bibtex" /> BibTeX
|
1461 |
+
<text:bookmark-end text:name="bibtex" />
|
1462 |
+
</text:h>
|
1463 |
+
<text:p text:style-name="First_20_paragraph"></text:p>
|
1464 |
+
<text:p text:style-name="Text_20_body">
|
1465 |
+
<text:span text:style-name="Source_Text">citation_bibtex</text:span>
|
1466 |
+
</text:p>
|
1467 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1468 |
+
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|
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|
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audiences.</text:span>
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|
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|
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|
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+
Overview:</text:span> contact
|
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</text:p>
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|
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|
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|
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+
<text:bookmark-start text:name="how-to-get-started-with-the-model" /> How
|
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+
to Get Started with the
|
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+
Model
|
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+
<text:bookmark-end text:name="how-to-get-started-with-the-model" />
|
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+
</text:h>
|
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|
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<text:p text:style-name="Text_20_body">
|
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+
<text:span text:style-name="T1">Section
|
1561 |
+
Overview:</text:span> Provides a code snippet to show how to use the
|
1562 |
+
model.
|
1563 |
+
</text:p>
|
1564 |
+
<text:p text:style-name="Text_20_body"></text:p>
|
1565 |
+
<text:p text:style-name="Text_20_body">
|
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+
<text:span text:style-name="Source_Text">get_started_code</text:span>
|
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+
</text:p>
|
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<text:p text:style-name="Text_20_body"></text:p>
|
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|
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|
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|
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|
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|
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|
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|
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|
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<text:p text:style-name="Text_20_body">
|
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+
<text:a xlink:type="simple" xlink:href="https://huggingface.co/docs/hub/en/model-cards" office:name="">
|
1579 |
+
<text:span text:style-name="Definition">←Model
|
1580 |
+
Cards</text:span>
|
1581 |
+
</text:a>
|
1582 |
+
</text:p>
|
1583 |
+
</office:text>
|
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+
</office:body>
|
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+
</office:document-content>
|
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|
1 |
+
<!DOCTYPE html>
|
2 |
+
<html>
|
3 |
+
<head>
|
4 |
+
<title>HTML Charset</title>
|
5 |
+
<meta charset="utf-8">
|
6 |
+
</head>
|
7 |
+
<body>
|
8 |
+
<h1>Model Name</h1>
|
9 |
+
<p> </p>
|
10 |
+
<p><strong>Section Overview:</strong> Provide the model name and a 1-2 sentence summary of what the model is.</p>
|
11 |
+
<p> </p>
|
12 |
+
<p><code>model_id</code></p>
|
13 |
+
<p> </p>
|
14 |
+
<p><code>model_summary</code></p>
|
15 |
+
<p> </p>
|
16 |
+
<h1> Table of Contents</h1>
|
17 |
+
<p> </p>
|
18 |
+
<p><strong>Section Overview:</strong> This section addresses questions around how the model is intended to be used in different applied contexts, discusses the foreseeable users of the model (including those affected by the model), and describes uses that are considered out of scope or misuse of the model. Note this section is not intended to include the license usage details. For that, link directly to the license.</p>
|
19 |
+
<p> </p>
|
20 |
+
<h1> Model Details</h1>
|
21 |
+
<p> </p>
|
22 |
+
<p><strong>Section Overview:</strong> This section provides basic information about what the model is, its current status, where it came from. It should be useful for anyone who wants to reference the model.</p>
|
23 |
+
<p> </p>
|
24 |
+
<h2><br></h2>
|
25 |
+
<h2> Model Description</h2>
|
26 |
+
<p> </p>
|
27 |
+
<p><code>model_description</code></p>
|
28 |
+
<p> </p>
|
29 |
+
<p><em>Provide details about the model. This includes the architecture, version, if it was introduced in a paper, if an implementation is available, and the creators. Any copyright should be attributed here. General information about training procedures, parameters, important disclaimers can also be mentioned in this section.</em></p>
|
30 |
+
<p> </p>
|
31 |
+
<ul>
|
32 |
+
<li><strong>Developed by:</strong> <code>developers</code></li>
|
33 |
+
</ul>
|
34 |
+
<p> </p>
|
35 |
+
<p><em>List (and ideally link to) the people who built the model.</em></p>
|
36 |
+
<p> </p>
|
37 |
+
<ul>
|
38 |
+
<li><strong>Funded by:</strong> <code>funded_by</code></li>
|
39 |
+
</ul>
|
40 |
+
<p> </p>
|
41 |
+
<p><em>List (and ideally link to) the funding sources that financially, computationally, or otherwise supported or enabled this model.</em></p>
|
42 |
+
<p> </p>
|
43 |
+
<ul>
|
44 |
+
<li><strong>Shared by [optional]:</strong> <code>shared_by</code></li>
|
45 |
+
</ul>
|
46 |
+
<p> </p>
|
47 |
+
<p><em>List (and ideally link to) the people/organization making the model available online.</em></p>
|
48 |
+
<p> </p>
|
49 |
+
<ul>
|
50 |
+
<li><strong>Model type:</strong> <code>model_type</code></li>
|
51 |
+
</ul>
|
52 |
+
<p> </p>
|
53 |
+
<p><em>You can name the “type” as:</em></p>
|
54 |
+
<p> </p>
|
55 |
+
<p><em>1. Supervision/Learning Method</em></p>
|
56 |
+
<p> </p>
|
57 |
+
<p><em>2. Machine Learning Type</em></p>
|
58 |
+
<p> </p>
|
59 |
+
<p><em>3. Modality</em></p>
|
60 |
+
<p> </p>
|
61 |
+
<ul>
|
62 |
+
<li><strong>Language(s)</strong> [NLP]: <code>language</code></li>
|
63 |
+
</ul>
|
64 |
+
<p> </p>
|
65 |
+
<p><em>Use this field when the system uses or processes natural (human) language..</em></p>
|
66 |
+
<p> </p>
|
67 |
+
<ul>
|
68 |
+
<li><strong>License:</strong> <code>license</code></li>
|
69 |
+
</ul>
|
70 |
+
<p> </p>
|
71 |
+
<p><em>Name and link to the license being used.</em></p>
|
72 |
+
<p> </p>
|
73 |
+
<ul>
|
74 |
+
<li><strong>Finetuned From Model [optional]:</strong> <code>base_model</code></li>
|
75 |
+
</ul>
|
76 |
+
<p> </p>
|
77 |
+
<p><em>** this model has another model as its base, link to that model here.</em></p>
|
78 |
+
<p> </p>
|
79 |
+
<h2><br></h2>
|
80 |
+
<h2> Model Sources optional</h2>
|
81 |
+
<p> </p>
|
82 |
+
<ul>
|
83 |
+
<li><strong>Repository:</strong> <code>repo</code></li>
|
84 |
+
<li> </li>
|
85 |
+
<li><strong>Paper [optional]:</strong> <code>paper</code></li>
|
86 |
+
<li> </li>
|
87 |
+
<li><strong>Demo [optional]:</strong> <code>demo</code></li>
|
88 |
+
</ul>
|
89 |
+
<p> </p>
|
90 |
+
<p><em>Provide sources for the user to see the model and its details. Additional kinds of resources – training logs, lessons learned, etc. – belong in the <a href="https://huggingface.co/docs/hub/en/model-card-annotated#more-information-optional">More Information</a> section. If you include one thing for this section, link to the repository.</em></p>
|
91 |
+
<p> </p>
|
92 |
+
<h1> Uses</h1>
|
93 |
+
<p> </p>
|
94 |
+
<p><strong>Section Overview:</strong> questions around how the model is intended to be used in different applied contexts, discusses the foreseeable users of the model (including those ... by the model). intended to include the license usage details. For that, link directly to the license.</p>
|
95 |
+
<p> </p>
|
96 |
+
<h2><br></h2>
|
97 |
+
<h2> Direct Use</h2>
|
98 |
+
<p> </p>
|
99 |
+
<p><code>direct_use</code></p>
|
100 |
+
<p> </p>
|
101 |
+
<p><em>Explain how the model can be used without fine-tuning, post-processing, or plugging into a pipeline. An example code snippet is recommended.</em></p>
|
102 |
+
<p> </p>
|
103 |
+
<h2><br></h2>
|
104 |
+
<h2> Downstream Use optional</h2>
|
105 |
+
<p> </p>
|
106 |
+
<p><code>downstream_use</code></p>
|
107 |
+
<p> </p>
|
108 |
+
<p><em>Explain how this model can be used and fine-tuned for a task or when plugged into a larger ecosystem or app. An example code snippet is recommended.</em></p>
|
109 |
+
<p> </p>
|
110 |
+
<h2><br></h2>
|
111 |
+
<h2> Out-of-Scope Use</h2>
|
112 |
+
<p> </p>
|
113 |
+
<p><code>out_of_scope_use</code></p>
|
114 |
+
<p> </p>
|
115 |
+
<p><em>List how the model may foreseeably be misused (used in a way it will not work for) and address what users ought not do with the model.</em></p>
|
116 |
+
<p> </p>
|
117 |
+
<h1> Bias, Risks, and Limitations</h1>
|
118 |
+
<p> </p>
|
119 |
+
<p><strong>Section Overview:</strong> This section identifies harms, misunderstandings, and technical and sociotechnical limitations. It also provides potential mitigations. Bias, risks, and limitations can sometimes be inseparable/refer to the same issues. Generally, bias and risks are sociotechnical, while limitations are technical:</p>
|
120 |
+
<p> </p>
|
121 |
+
<ul>
|
122 |
+
<li>A <strong>bias</strong> is a stereotype or disproportionate performance (skew) for some subpopulations.</li>
|
123 |
+
<li> </li>
|
124 |
+
<li>A <strong>risk</strong> is a socially-sensitive issue that the model might cause.</li>
|
125 |
+
<li> </li>
|
126 |
+
<li>A <strong>limitation</strong> is a likely failure to be addressed following the listed Recommendations.</li>
|
127 |
+
</ul>
|
128 |
+
<p> </p>
|
129 |
+
<p><code>bias_risks_limitations</code></p>
|
130 |
+
<p> </p>
|
131 |
+
<p><em>What are the known or foreseeable issues stemming from this model?</em></p>
|
132 |
+
<p> </p>
|
133 |
+
<h2><br></h2>
|
134 |
+
<h2> Recommendations</h2>
|
135 |
+
<p> </p>
|
136 |
+
<p><code>bias_recommendations</code></p>
|
137 |
+
<p> </p>
|
138 |
+
<p><em>What are recommendations with respect to the foreseeable issues? This can include everything from “downsample your image” to filtering explicit content..</em></p>
|
139 |
+
<p> </p>
|
140 |
+
<h1> Training Details</h1>
|
141 |
+
<p> </p>
|
142 |
+
<p><strong>Section Overview:</strong> This section provides information to describe and replicate training, including the training data, the speed and size of training elements, and the environmental impact of training. <a href="https://huggingface.co/docs/hub/en/model-card-annotated#technical-specifications-optional">Technical Specifications</a> as well, and content here should link to that section when it is relevant to the training procedure. useful for people who want to learn more about the model inputs training footprint. for anyone who wants to know the basics of what the model is learning.</p>
|
143 |
+
<p> </p>
|
144 |
+
<h2><br></h2>
|
145 |
+
<h2> Training Data</h2>
|
146 |
+
<p> </p>
|
147 |
+
<p><code>training_data</code></p>
|
148 |
+
<p> </p>
|
149 |
+
<p><em>Write 1-2 sentences related to data pre-processing or additional filtering <a href="https://huggingface.co/docs/hub/en/model-card-annotated#more-information-optional">More Information</a>.</em></p>
|
150 |
+
<p> </p>
|
151 |
+
<h2><br></h2>
|
152 |
+
<h2> Procedure optional</h2>
|
153 |
+
<p> </p>
|
154 |
+
<h3><br></h3>
|
155 |
+
<h3> Preprocessing</h3>
|
156 |
+
<p> </p>
|
157 |
+
<p><code>preprocessing</code></p>
|
158 |
+
<p> </p>
|
159 |
+
<p><em>Detail tokenization, resizing/rewriting (depending on the modality), etc.</em></p>
|
160 |
+
<p> </p>
|
161 |
+
<h3><br></h3>
|
162 |
+
<h3> Speeds, Sizes, Times</h3>
|
163 |
+
<p> </p>
|
164 |
+
<p><code>speeds_sizes_times</code></p>
|
165 |
+
<p> </p>
|
166 |
+
<p><em>Detail throughput, start/end time, checkpoint sizes, etc.</em></p>
|
167 |
+
<p> </p>
|
168 |
+
<h1> Evaluation</h1>
|
169 |
+
<p> </p>
|
170 |
+
<p><strong>Section Overview:</strong> evaluation protocols. Target fairness metrics should be decided based on errors are more likely to be identified in light of the model use. specify model’s evaluation results in a structured way in the model card metadata. parsed and displayed in a widget on the model page. See <a href="https://huggingface.co/docs/hub/model-cards#evaluation-results" rel="nofollow">https://huggingface.co/docs/hub/model-cards#evaluation-results</a>.</p>
|
171 |
+
<p> </p>
|
172 |
+
<h2><br></h2>
|
173 |
+
<h2> Data, Factors & Metrics</h2>
|
174 |
+
<p> </p>
|
175 |
+
<h3><br></h3>
|
176 |
+
<h3> Testing Data</h3>
|
177 |
+
<p> </p>
|
178 |
+
<p><code>testing_data</code></p>
|
179 |
+
<p> </p>
|
180 |
+
<p><em>Ideally this links to a Dataset Card for testing data.</em></p>
|
181 |
+
<p> </p>
|
182 |
+
<h3><br></h3>
|
183 |
+
<h3> Factors</h3>
|
184 |
+
<p> </p>
|
185 |
+
<p><code>testing_factors</code></p>
|
186 |
+
<p> </p>
|
187 |
+
<p><em>What are the foreseeable circumstances that will influence how the model behaves? This includes domain and context, as well as population subgroups. Evaluation should ideally be <strong>disaggregated</strong> across factors in order to uncover disparities in performance.</em></p>
|
188 |
+
<p> </p>
|
189 |
+
<h3><br></h3>
|
190 |
+
<h3> Metrics</h3>
|
191 |
+
<p> </p>
|
192 |
+
<p><code>testing_metrics</code></p>
|
193 |
+
<p> </p>
|
194 |
+
<p><em> metrics for evaluation in light of tradeoffs between different errors?</em></p>
|
195 |
+
<p> </p>
|
196 |
+
<h2><br></h2>
|
197 |
+
<h2> Results</h2>
|
198 |
+
<p> </p>
|
199 |
+
<p><code>results</code></p>
|
200 |
+
<p> </p>
|
201 |
+
<p><em>Results based on the Factors and Metrics defined above.</em></p>
|
202 |
+
<p> </p>
|
203 |
+
<h3><br></h3>
|
204 |
+
<h3> Summary</h3>
|
205 |
+
<p> </p>
|
206 |
+
<p><code>results_summary</code></p>
|
207 |
+
<p> </p>
|
208 |
+
<p><em>What do the results say? This can function as a kind of tl;dr for general audiences..</em></p>
|
209 |
+
<p> </p>
|
210 |
+
<h1> Model Examination optional</h1>
|
211 |
+
<p> </p>
|
212 |
+
<p><strong>Section Overview:</strong> examination</p>
|
213 |
+
<p> </p>
|
214 |
+
<p><code>model_examination</code></p>
|
215 |
+
<p> </p>
|
216 |
+
<h1> Environmental Impact</h1>
|
217 |
+
<p> </p>
|
218 |
+
<p><strong>Section Overview:</strong> Summarizes the information necessary to calculate environmental impacts .</p>
|
219 |
+
<p> </p>
|
220 |
+
<ul>
|
221 |
+
<li><strong>Hardware Type:</strong> <code>hardware_type</code></li>
|
222 |
+
<li> </li>
|
223 |
+
<li><strong>Hours used:</strong> <code>hours_used</code></li>
|
224 |
+
<li> </li>
|
225 |
+
<li><strong>Cloud Provider:</strong> <code>cloud_provider</code></li>
|
226 |
+
<li> </li>
|
227 |
+
<li><strong>Compute Region:</strong> <code>cloud_region</code></li>
|
228 |
+
<li> </li>
|
229 |
+
<li><strong>Carbon Emitted:</strong> <code>co2_emitted</code></li>
|
230 |
+
</ul>
|
231 |
+
<p> </p>
|
232 |
+
<p><em>Carbon emissions can be estimated using the <a href="https://mlco2.github.io/impact#compute" rel="nofollow">Machine Learning Impact calculator</a> presented in <a href="https://arxiv.org/abs/1910.09700" rel="nofollow">source</a>.</em></p>
|
233 |
+
<p> </p>
|
234 |
+
<h1> Technical Specifications optional</h1>
|
235 |
+
<p> </p>
|
236 |
+
<p><strong>Section Overview:</strong> This section includes details about the model architecture, and the compute infrastructure. </p>
|
237 |
+
<p> </p>
|
238 |
+
<h2><br></h2>
|
239 |
+
<h2> Model Architecture and Objective</h2>
|
240 |
+
<p> </p>
|
241 |
+
<p><code>model_specs</code></p>
|
242 |
+
<p> </p>
|
243 |
+
<h2><br></h2>
|
244 |
+
<h2> Compute Infrastructure</h2>
|
245 |
+
<p> </p>
|
246 |
+
<p><code>compute_infrastructure</code></p>
|
247 |
+
<p> </p>
|
248 |
+
<h3><br></h3>
|
249 |
+
<h3> Hardware</h3>
|
250 |
+
<p> </p>
|
251 |
+
<p><code>hardware_requirements</code></p>
|
252 |
+
<p> </p>
|
253 |
+
<p><em>What are the minimum hardware requirements, e.g. processing, storage, and memory requirements?</em></p>
|
254 |
+
<p> </p>
|
255 |
+
<h3><br></h3>
|
256 |
+
<h3> Software</h3>
|
257 |
+
<p> </p>
|
258 |
+
<p><code>software</code></p>
|
259 |
+
<p> </p>
|
260 |
+
<h1> optional</h1>
|
261 |
+
<p> </p>
|
262 |
+
<p><strong>Section Overview:</strong> The developers’ preferred citation for this model. </p>
|
263 |
+
<p> </p>
|
264 |
+
<h3><br></h3>
|
265 |
+
<h3> BibTeX</h3>
|
266 |
+
<p> </p>
|
267 |
+
<p><code>citation_bibtex</code></p>
|
268 |
+
<p> </p>
|
269 |
+
<h3><br></h3>
|
270 |
+
<h3> APA</h3>
|
271 |
+
<p> </p>
|
272 |
+
<p><code>citation_apa</code></p>
|
273 |
+
<p> </p>
|
274 |
+
<h1> Glossary optional</h1>
|
275 |
+
<p> </p>
|
276 |
+
<p><strong>Section Overview:</strong> This section defines common terms and how metrics are calculated.</p>
|
277 |
+
<p> </p>
|
278 |
+
<p><code>glossary</code></p>
|
279 |
+
<p> </p>
|
280 |
+
<p><em>Clearly define terms in order to be accessible across audiences.</em></p>
|
281 |
+
<p> </p>
|
282 |
+
<h1> More Information optional</h1>
|
283 |
+
<p> </p>
|
284 |
+
<p><strong>Section Overview:</strong> lessons learned and more .</p>
|
285 |
+
<p> </p>
|
286 |
+
<p><code>more_information</code></p>
|
287 |
+
<p> </p>
|
288 |
+
<h1> Model Card Authors optional</h1>
|
289 |
+
<p> </p>
|
290 |
+
<p><strong>Section Overview:</strong> who create the model card, .</p>
|
291 |
+
<p> </p>
|
292 |
+
<p><code>model_card_authors</code></p>
|
293 |
+
<p> </p>
|
294 |
+
<h1> Model Card Contact</h1>
|
295 |
+
<p> </p>
|
296 |
+
<p><strong>Section Overview:</strong> contact</p>
|
297 |
+
<p> </p>
|
298 |
+
<p><code>model_card_contact</code></p>
|
299 |
+
<p> </p>
|
300 |
+
<div>
|
301 |
+
<h1> How to Get Started with the Model</h1> <p><strong>Section Overview:</strong> Provides a code snippet to show how to use the model.</p> <p><code>get_started_code</code></p> <p><br></p> <div aria-live="assertive" aria-atomic="true"><br></div>
|
302 |
+
</div>
|
303 |
+
<p> </p>
|
304 |
+
<div>
|
305 |
+
<div><a href="https://huggingface.co/docs/hub/en/model-cards"><span>←</span>Model Cards</a></div>
|
306 |
+
</div>
|
307 |
+
</body>
|
308 |
+
</html>
|
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|
1 |
+
<!DOCTYPE html>
|
2 |
+
<html>
|
3 |
+
<head>
|
4 |
+
<title>HTML Charset</title>
|
5 |
+
<meta charset="utf-8">
|
6 |
+
</head>
|
7 |
+
<body>
|
8 |
+
<h1>Model Name</h1>
|
9 |
+
<p> </p>
|
10 |
+
<p><strong>Section Overview:</strong> Provide the model name and a 1-2 sentence summary of what the model is.</p>
|
11 |
+
<p> </p>
|
12 |
+
<p><code>model_id</code></p>
|
13 |
+
<p> </p>
|
14 |
+
<p><code>model_summary</code></p>
|
15 |
+
<p> </p>
|
16 |
+
<h1> Table of Contents</h1>
|
17 |
+
<p> </p>
|
18 |
+
<p><strong>Section Overview:</strong> This section addresses questions around how the model is intended to be used in different applied contexts, discusses the foreseeable users of the model (including those affected by the model), and describes uses that are considered out of scope or misuse of the model. Note this section is not intended to include the license usage details. For that, link directly to the license.</p>
|
19 |
+
<p> </p>
|
20 |
+
<h1> Model Details</h1>
|
21 |
+
<p> </p>
|
22 |
+
<p><strong>Section Overview:</strong> This section provides basic information about what the model is, its current status, where it came from. It should be useful for anyone who wants to reference the model.</p>
|
23 |
+
<p> </p>
|
24 |
+
<h2><br></h2>
|
25 |
+
<h2> Model Description</h2>
|
26 |
+
<p> </p>
|
27 |
+
<p><code>model_description</code></p>
|
28 |
+
<p> </p>
|
29 |
+
<p><em>Provide details about the model. This includes the architecture, version, if it was introduced in a paper, if an implementation is available, and the creators. Any copyright should be attributed here. General information about training procedures, parameters, important disclaimers can also be mentioned in this section.</em></p>
|
30 |
+
<p> </p>
|
31 |
+
<ul>
|
32 |
+
<li><strong>Developed by:</strong> <code>developers</code></li>
|
33 |
+
</ul>
|
34 |
+
<p> </p>
|
35 |
+
<p><em>List (and ideally link to) the people who built the model.</em></p>
|
36 |
+
<p> </p>
|
37 |
+
<ul>
|
38 |
+
<li><strong>Funded by:</strong> <code>funded_by</code></li>
|
39 |
+
</ul>
|
40 |
+
<p> </p>
|
41 |
+
<p><em>List (and ideally link to) the funding sources that financially, computationally, or otherwise supported or enabled this model.</em></p>
|
42 |
+
<p> </p>
|
43 |
+
<ul>
|
44 |
+
<li><strong>Shared by [optional]:</strong> <code>shared_by</code></li>
|
45 |
+
</ul>
|
46 |
+
<p> </p>
|
47 |
+
<p><em>List (and ideally link to) the people/organization making the model available online.</em></p>
|
48 |
+
<p> </p>
|
49 |
+
<ul>
|
50 |
+
<li><strong>Model type:</strong> <code>model_type</code></li>
|
51 |
+
</ul>
|
52 |
+
<p> </p>
|
53 |
+
<p><em>You can name the “type” as:</em></p>
|
54 |
+
<p> </p>
|
55 |
+
<p><em>1. Supervision/Learning Method</em></p>
|
56 |
+
<p> </p>
|
57 |
+
<p><em>2. Machine Learning Type</em></p>
|
58 |
+
<p> </p>
|
59 |
+
<p><em>3. Modality</em></p>
|
60 |
+
<p> </p>
|
61 |
+
<ul>
|
62 |
+
<li><strong>Language(s)</strong> [NLP]: <code>language</code></li>
|
63 |
+
</ul>
|
64 |
+
<p> </p>
|
65 |
+
<p><em>Use this field when the system uses or processes natural (human) language..</em></p>
|
66 |
+
<p> </p>
|
67 |
+
<ul>
|
68 |
+
<li><strong>License:</strong> <code>license</code></li>
|
69 |
+
</ul>
|
70 |
+
<p> </p>
|
71 |
+
<p><em>Name and link to the license being used.</em></p>
|
72 |
+
<p> </p>
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<ul>
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<li><strong>Finetuned From Model [optional]:</strong> <code>base_model</code></li>
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</ul>
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<p> </p>
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<p><em>** this model has another model as its base, link to that model here.</em></p>
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<p> </p>
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<h2><br></h2>
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<h2> Model Sources optional</h2>
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<p> </p>
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<ul>
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<li><strong>Repository:</strong> <code>repo</code></li>
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<li> </li>
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<li><strong>Paper [optional]:</strong> <code>paper</code></li>
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<li> </li>
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<li><strong>Demo [optional]:</strong> <code>demo</code></li>
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</ul>
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<p> </p>
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<p><em>Provide sources for the user to see the model and its details. Additional kinds of resources – training logs, lessons learned, etc. – belong in the <a href="https://huggingface.co/docs/hub/en/model-card-annotated#more-information-optional">More Information</a> section. If you include one thing for this section, link to the repository.</em></p>
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<p> </p>
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<h1> Uses</h1>
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<p> </p>
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<p><strong>Section Overview:</strong> questions around how the model is intended to be used in different applied contexts, discusses the foreseeable users of the model (including those ... by the model). intended to include the license usage details. For that, link directly to the license.</p>
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<p> </p>
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<h2><br></h2>
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<h2> Direct Use</h2>
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<p> </p>
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<p><code>direct_use</code></p>
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<p> </p>
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<p><em>Explain how the model can be used without fine-tuning, post-processing, or plugging into a pipeline. An example code snippet is recommended.</em></p>
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<p> </p>
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<h2><br></h2>
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<h2> Downstream Use optional</h2>
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<p> </p>
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<p><code>downstream_use</code></p>
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<p> </p>
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<p><em>Explain how this model can be used and fine-tuned for a task or when plugged into a larger ecosystem or app. An example code snippet is recommended.</em></p>
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<p> </p>
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<h2><br></h2>
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<h2> Out-of-Scope Use</h2>
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<p> </p>
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<p><code>out_of_scope_use</code></p>
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<p> </p>
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<p><em>List how the model may foreseeably be misused (used in a way it will not work for) and address what users ought not do with the model.</em></p>
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<p> </p>
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<h1> Bias, Risks, and Limitations</h1>
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<p> </p>
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<p><strong>Section Overview:</strong> This section identifies harms, misunderstandings, and technical and sociotechnical limitations. It also provides potential mitigations. Bias, risks, and limitations can sometimes be inseparable/refer to the same issues. Generally, bias and risks are sociotechnical, while limitations are technical:</p>
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<p> </p>
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<ul>
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<li>A <strong>bias</strong> is a stereotype or disproportionate performance (skew) for some subpopulations.</li>
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<li> </li>
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<li>A <strong>risk</strong> is a socially-sensitive issue that the model might cause.</li>
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<li> </li>
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<li>A <strong>limitation</strong> is a likely failure to be addressed following the listed Recommendations.</li>
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</ul>
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<p> </p>
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<p><code>bias_risks_limitations</code></p>
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<p> </p>
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<p><em>What are the known or foreseeable issues stemming from this model?</em></p>
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<p> </p>
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<h2><br></h2>
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<h2> Recommendations</h2>
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<p> </p>
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<p><code>bias_recommendations</code></p>
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<p> </p>
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<p><em>What are recommendations with respect to the foreseeable issues? This can include everything from “downsample your image” to filtering explicit content..</em></p>
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<p> </p>
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<h1> Training Details</h1>
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<p> </p>
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<p><strong>Section Overview:</strong> This section provides information to describe and replicate training, including the training data, the speed and size of training elements, and the environmental impact of training. <a href="https://huggingface.co/docs/hub/en/model-card-annotated#technical-specifications-optional">Technical Specifications</a> as well, and content here should link to that section when it is relevant to the training procedure. useful for people who want to learn more about the model inputs training footprint. for anyone who wants to know the basics of what the model is learning.</p>
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<p> </p>
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<h2><br></h2>
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<h2> Training Data</h2>
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<p> </p>
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<p><code>training_data</code></p>
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<p> </p>
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<p><em>Write 1-2 sentences related to data pre-processing or additional filtering <a href="https://huggingface.co/docs/hub/en/model-card-annotated#more-information-optional">More Information</a>.</em></p>
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<p> </p>
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<h2><br></h2>
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<h2> Procedure optional</h2>
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<p> </p>
|
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<h3><br></h3>
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<h3> Preprocessing</h3>
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<p> </p>
|
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<p><code>preprocessing</code></p>
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<p> </p>
|
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<p><em>Detail tokenization, resizing/rewriting (depending on the modality), etc.</em></p>
|
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<p> </p>
|
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<h3><br></h3>
|
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<h3> Speeds, Sizes, Times</h3>
|
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<p> </p>
|
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<p><code>speeds_sizes_times</code></p>
|
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<p> </p>
|
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<p><em>Detail throughput, start/end time, checkpoint sizes, etc.</em></p>
|
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<p> </p>
|
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<h1> Evaluation</h1>
|
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<p> </p>
|
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<p><strong>Section Overview:</strong> evaluation protocols. Target fairness metrics should be decided based on errors are more likely to be identified in light of the model use. specify model’s evaluation results in a structured way in the model card metadata. parsed and displayed in a widget on the model page. See <a href="https://huggingface.co/docs/hub/model-cards#evaluation-results" rel="nofollow">https://huggingface.co/docs/hub/model-cards#evaluation-results</a>.</p>
|
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<p> </p>
|
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<h2><br></h2>
|
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<h2> Data, Factors & Metrics</h2>
|
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<p> </p>
|
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<h3><br></h3>
|
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<h3> Testing Data</h3>
|
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<p> </p>
|
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<p><code>testing_data</code></p>
|
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+
<p> </p>
|
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<p><em>Ideally this links to a Dataset Card for testing data.</em></p>
|
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<p> </p>
|
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<h3><br></h3>
|
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<h3> Factors</h3>
|
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+
<p> </p>
|
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+
<p><code>testing_factors</code></p>
|
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<p> </p>
|
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+
<p><em>What are the foreseeable circumstances that will influence how the model behaves? This includes domain and context, as well as population subgroups. Evaluation should ideally be <strong>disaggregated</strong> across factors in order to uncover disparities in performance.</em></p>
|
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<p> </p>
|
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<h3><br></h3>
|
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<h3> Metrics</h3>
|
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+
<p> </p>
|
192 |
+
<p><code>testing_metrics</code></p>
|
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+
<p> </p>
|
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+
<p><em> metrics for evaluation in light of tradeoffs between different errors?</em></p>
|
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+
<p> </p>
|
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+
<h2><br></h2>
|
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<h2> Results</h2>
|
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<p> </p>
|
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+
<p><code>results</code></p>
|
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<p> </p>
|
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<p><em>Results based on the Factors and Metrics defined above.</em></p>
|
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+
<p> </p>
|
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+
<h3><br></h3>
|
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+
<h3> Summary</h3>
|
205 |
+
<p> </p>
|
206 |
+
<p><code>results_summary</code></p>
|
207 |
+
<p> </p>
|
208 |
+
<p><em>What do the results say? This can function as a kind of tl;dr for general audiences..</em></p>
|
209 |
+
<p> </p>
|
210 |
+
<h1> Model Examination optional</h1>
|
211 |
+
<p> </p>
|
212 |
+
<p><strong>Section Overview:</strong> examination</p>
|
213 |
+
<p> </p>
|
214 |
+
<p><code>model_examination</code></p>
|
215 |
+
<p> </p>
|
216 |
+
<h1> Environmental Impact</h1>
|
217 |
+
<p> </p>
|
218 |
+
<p><strong>Section Overview:</strong> Summarizes the information necessary to calculate environmental impacts .</p>
|
219 |
+
<p> </p>
|
220 |
+
<ul>
|
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+
<li><strong>Hardware Type:</strong> <code>hardware_type</code></li>
|
222 |
+
<li> </li>
|
223 |
+
<li><strong>Hours used:</strong> <code>hours_used</code></li>
|
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+
<li> </li>
|
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+
<li><strong>Cloud Provider:</strong> <code>cloud_provider</code></li>
|
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+
<li> </li>
|
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+
<li><strong>Compute Region:</strong> <code>cloud_region</code></li>
|
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+
<li> </li>
|
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+
<li><strong>Carbon Emitted:</strong> <code>co2_emitted</code></li>
|
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+
</ul>
|
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+
<p> </p>
|
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+
<p><em>Carbon emissions can be estimated using the <a href="https://mlco2.github.io/impact#compute" rel="nofollow">Machine Learning Impact calculator</a> presented in <a href="https://arxiv.org/abs/1910.09700" rel="nofollow">source</a>.</em></p>
|
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<p> </p>
|
234 |
+
<h1> Technical Specifications optional</h1>
|
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+
<p> </p>
|
236 |
+
<p><strong>Section Overview:</strong> This section includes details about the model architecture, and the compute infrastructure. </p>
|
237 |
+
<p> </p>
|
238 |
+
<h2><br></h2>
|
239 |
+
<h2> Model Architecture and Objective</h2>
|
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+
<p> </p>
|
241 |
+
<p><code>model_specs</code></p>
|
242 |
+
<p> </p>
|
243 |
+
<h2><br></h2>
|
244 |
+
<h2> Compute Infrastructure</h2>
|
245 |
+
<p> </p>
|
246 |
+
<p><code>compute_infrastructure</code></p>
|
247 |
+
<p> </p>
|
248 |
+
<h3><br></h3>
|
249 |
+
<h3> Hardware</h3>
|
250 |
+
<p> </p>
|
251 |
+
<p><code>hardware_requirements</code></p>
|
252 |
+
<p> </p>
|
253 |
+
<p><em>What are the minimum hardware requirements, e.g. processing, storage, and memory requirements?</em></p>
|
254 |
+
<p> </p>
|
255 |
+
<h3><br></h3>
|
256 |
+
<h3> Software</h3>
|
257 |
+
<p> </p>
|
258 |
+
<p><code>software</code></p>
|
259 |
+
<p> </p>
|
260 |
+
<h1> optional</h1>
|
261 |
+
<p> </p>
|
262 |
+
<p><strong>Section Overview:</strong> The developers’ preferred citation for this model. </p>
|
263 |
+
<p> </p>
|
264 |
+
<h3><br></h3>
|
265 |
+
<h3> BibTeX</h3>
|
266 |
+
<p> </p>
|
267 |
+
<p><code>citation_bibtex</code></p>
|
268 |
+
<p> </p>
|
269 |
+
<h3><br></h3>
|
270 |
+
<h3> APA</h3>
|
271 |
+
<p> </p>
|
272 |
+
<p><code>citation_apa</code></p>
|
273 |
+
<p> </p>
|
274 |
+
<h1> Glossary optional</h1>
|
275 |
+
<p> </p>
|
276 |
+
<p><strong>Section Overview:</strong> This section defines common terms and how metrics are calculated.</p>
|
277 |
+
<p> </p>
|
278 |
+
<p><code>glossary</code></p>
|
279 |
+
<p> </p>
|
280 |
+
<p><em>Clearly define terms in order to be accessible across audiences.</em></p>
|
281 |
+
<p> </p>
|
282 |
+
<h1> More Information optional</h1>
|
283 |
+
<p> </p>
|
284 |
+
<p><strong>Section Overview:</strong> lessons learned and more .</p>
|
285 |
+
<p> </p>
|
286 |
+
<p><code>more_information</code></p>
|
287 |
+
<p> </p>
|
288 |
+
<h1> Model Card Authors optional</h1>
|
289 |
+
<p> </p>
|
290 |
+
<p><strong>Section Overview:</strong> who create the model card, .</p>
|
291 |
+
<p> </p>
|
292 |
+
<p><code>model_card_authors</code></p>
|
293 |
+
<p> </p>
|
294 |
+
<h1> Model Card Contact</h1>
|
295 |
+
<p> </p>
|
296 |
+
<p><strong>Section Overview:</strong> contact</p>
|
297 |
+
<p> </p>
|
298 |
+
<p><code>model_card_contact</code></p>
|
299 |
+
<p> </p>
|
300 |
+
<div>
|
301 |
+
<h1> How to Get Started with the Model</h1> <p><strong>Section Overview:</strong> Provides a code snippet to show how to use the model.</p> <p><code>get_started_code</code></p> <p><br></p> <div aria-live="assertive" aria-atomic="true"><br></div>
|
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</div>
|
303 |
+
<p> </p>
|
304 |
+
<div>
|
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<div><a href="https://huggingface.co/docs/hub/en/model-cards"><span>←</span>Model Cards</a></div>
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</div>
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</body>
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