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TASKS 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)

Files changed (3) hide show
  1. data.xml +1585 -0
  2. htmlclean.html +308 -0
  3. htmlclean.txt +308 -0
data.xml ADDED
@@ -0,0 +1,1585 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ <?xml version="1.0" encoding="utf-8" ?>
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+ <office:document-content
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+ xmlns:office="urn:oasis:names:tc:opendocument:
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+ xmlns:office:1.0"
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+ xmlns:style="urn:oasis:names:tc:opendocument:
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+ xmlns:style:1.0"
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+ xmlns:text="urn:oasis:names:tc:opendocument:
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+ xmlns:text:1.0"
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+ xmlns:table="urn:oasis:names:tc:opendocument:
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+ xmlns:table:1.0"
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+ xmlns:draw="urn:oasis:names:tc:opendocument:
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+ xmlns:drawing:1.0"
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+ xmlns:fo="urn:oasis:names:tc:opendocument:
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+ xmlns:xsl-fo-compatible:1.0"
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+ xmlns:xlink="http://www.w3.org/1999/xlink"
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+ xmlns:dc="http://purl.org/dc/elements/1.1/"
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+ xmlns:meta="urn:oasis:names:tc:opendocument:
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+ xmlns:meta:1.0"
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+ xmlns:number="urn:oasis:names:tc:opendocument:
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+ xmlns:datastyle:1.0"
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+ xmlns:svg="urn:oasis:names:tc:opendocument:
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+ xmlns:svg-compatible:1.0"
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+ xmlns:chart="urn:oasis:names:tc:opendocument:
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+ xmlns:chart:1.0"
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+ xmlns:dr3d="urn:oasis:names:tc:opendocument:
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+ xmlns:dr3d:1.0"
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+ xmlns:math="http://www.w3.org/1998/Math/MathML"
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+ xmlns:form="urn:oasis:names:tc:opendocument:
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+ xmlns:form:1.0"
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+ xmlns:script="urn:oasis:names:tc:opendocument:
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+ xmlns:script:1.0"
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+ xmlns:ooo="http://openoffice.org/2004/office"
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+ xmlns:ooow="http://openoffice.org/2004/writer"
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+ xmlns:oooc="http://openoffice.org/2004/calc"
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+ xmlns:dom="http://www.w3.org/2001/xml-events"
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+ xmlns:xforms="http://www.w3.org/2002/xforms"
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+ xmlns:xsd="http://www.w3.org/2001/XMLSchema"
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+ xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" office:version="1.2">
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+ <office:font-face-decls>
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+ <style:font-face style:name="Courier New" style:font-family-generic="modern" style:font-pitch="fixed" svg:font-family="'Courier New'" />
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+ </office:font-face-decls>
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+ <office:automatic-styles>
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+ <text:list-style style:name="L1">
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+ <text:list-level-style-bullet text:level="1" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
48
+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="2" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
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+ <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>
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+ </text:list-level-style-bullet>
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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">
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+ <style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="1.0in" fo:text-indent="-0.25in" fo:margin-left="1.0in" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
59
+ <text:list-level-style-bullet text:level="4" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
60
+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
62
+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="5" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="6" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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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>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="7" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="2.0in" fo:text-indent="-0.25in" fo:margin-left="2.0in" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="8" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="9" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="10" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ </text:list-style>
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+ <text:list-style style:name="L2">
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+ <text:list-level-style-bullet text:level="1" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="2" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="3" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="1.0in" fo:text-indent="-0.25in" fo:margin-left="1.0in" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="4" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="5" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="6" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="7" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="2.0in" fo:text-indent="-0.25in" fo:margin-left="2.0in" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="8" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="9" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
139
+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
141
+ <text:list-level-style-bullet text:level="10" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
144
+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ </text:list-style>
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+ <text:list-style style:name="L3">
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+ <text:list-level-style-bullet text:level="1" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
151
+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="2" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
155
+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="3" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="1.0in" fo:text-indent="-0.25in" fo:margin-left="1.0in" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="4" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <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" />
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+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
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+ <text:list-level-style-bullet text:level="5" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
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+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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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" />
171
+ </style:list-level-properties>
172
+ </text:list-level-style-bullet>
173
+ <text:list-level-style-bullet text:level="6" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
174
+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
175
+ <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" />
176
+ </style:list-level-properties>
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+ </text:list-level-style-bullet>
178
+ <text:list-level-style-bullet text:level="7" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="•">
179
+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
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+ <style:list-level-label-alignment text:label-followed-by="listtab" text:list-tab-stop-position="2.0in" fo:text-indent="-0.25in" fo:margin-left="2.0in" />
181
+ </style:list-level-properties>
182
+ </text:list-level-style-bullet>
183
+ <text:list-level-style-bullet text:level="8" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="◦">
184
+ <style:list-level-properties text:list-level-position-and-space-mode="label-alignment" fo:text-align="right">
185
+ <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" />
186
+ </style:list-level-properties>
187
+ </text:list-level-style-bullet>
188
+ <text:list-level-style-bullet text:level="9" text:style-name="Bullet_20_Symbols" style:num-suffix="." text:bullet-char="▪">
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+ </office:automatic-styles>
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+ <office:text>
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+ <text:p text:style-name="Title">HTML Charset</text:p>
612
+ <text:h text:style-name="Heading_20_1" text:outline-level="1">
613
+ <text:bookmark-start text:name="model-name" />Model
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+ Name
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+ <text:bookmark-end text:name="model-name" />
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+ </text:h>
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+ <text:p text:style-name="First_20_paragraph"></text:p>
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+ <text:p text:style-name="Text_20_body">
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+ <text:span text:style-name="T1">Section
620
+ Overview:</text:span>  Provide the model name and a 1-2 sentence summary
621
+ of what the model is.
622
+ </text:p>
623
+ <text:p text:style-name="Text_20_body"></text:p>
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+ <text:p text:style-name="Text_20_body">
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+ <text:h text:style-name="Heading_20_1" text:outline-level="1">
633
+ <text:bookmark-start text:name="table-of-contents" /> Table
634
+ of Contents
635
+ <text:bookmark-end text:name="table-of-contents" />
636
+ </text:h>
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+ <text:p text:style-name="First_20_paragraph"></text:p>
638
+ <text:p text:style-name="Text_20_body">
639
+ <text:span text:style-name="T1">Section
640
+ Overview:</text:span> This section addresses questions around how the
641
+ model is intended to be used in different applied contexts, discusses
642
+ the foreseeable users of the model (including those affected by the
643
+ model), and describes uses that are considered out of scope or misuse of
644
+ the model. Note this section is not intended to include the license
645
+ usage details. For that, link directly to the license.
646
+ </text:p>
647
+ <text:p text:style-name="Text_20_body"></text:p>
648
+ <text:h text:style-name="Heading_20_1" text:outline-level="1">
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+ <text:bookmark-start text:name="model-details" /> Model
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+ Details
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652
+ </text:h>
653
+ <text:p text:style-name="First_20_paragraph"></text:p>
654
+ <text:p text:style-name="Text_20_body">
655
+ <text:span text:style-name="T1">Section
656
+ Overview:</text:span> This section provides basic information about what
657
+ the model is, its current status, where it came from. It should be
658
+ useful for anyone who wants to reference the model.
659
+ </text:p>
660
+ <text:p text:style-name="Text_20_body"></text:p>
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663
+ <text:line-break />
664
+ <text:bookmark-end text:name="section" />
665
+ </text:h>
666
+ <text:h text:style-name="Heading_20_2" text:outline-level="2">
667
+ <text:bookmark-start text:name="model-description" /> Model
668
+ Description
669
+ <text:bookmark-end text:name="model-description" />
670
+ </text:h>
671
+ <text:p text:style-name="First_20_paragraph"></text:p>
672
+ <text:p text:style-name="Text_20_body">
673
+ <text:span text:style-name="Source_Text">model_description</text:span>
674
+ </text:p>
675
+ <text:p text:style-name="Text_20_body"></text:p>
676
+ <text:p text:style-name="Text_20_body">
677
+ <text:span text:style-name="T2">Provide
678
+ details about the model. This includes the architecture, version, if it
679
+ was introduced in a paper, if an implementation is available, and the
680
+ creators. Any copyright should be attributed here. General information
681
+ about training procedures, parameters, important disclaimers can also be
682
+ mentioned in this section.</text:span>
683
+ </text:p>
684
+ <text:p text:style-name="Text_20_body"></text:p>
685
+ <text:list text:style-name="L1">
686
+ <text:list-item>
687
+ <text:p text:style-name="P1">
688
+ <text:span text:style-name="T1">Developed
689
+ by:</text:span>
690
+ <text:span text:style-name="Source_Text">developers</text:span>
691
+ </text:p>
692
+ </text:list-item>
693
+ </text:list>
694
+ <text:p text:style-name="First_20_paragraph"></text:p>
695
+ <text:p text:style-name="Text_20_body">
696
+ <text:span text:style-name="T2">List
697
+ (and ideally link to) the people who built the
698
+ model.</text:span>
699
+ </text:p>
700
+ <text:p text:style-name="Text_20_body"></text:p>
701
+ <text:list text:style-name="L2">
702
+ <text:list-item>
703
+ <text:p text:style-name="P2">
704
+ <text:span text:style-name="T1">Funded
705
+ by:</text:span>
706
+ <text:span text:style-name="Source_Text">funded_by</text:span>
707
+ </text:p>
708
+ </text:list-item>
709
+ </text:list>
710
+ <text:p text:style-name="First_20_paragraph"></text:p>
711
+ <text:p text:style-name="Text_20_body">
712
+ <text:span text:style-name="T2">List
713
+ (and ideally link to)  the funding sources that financially,
714
+ computationally, or otherwise supported  or enabled this
715
+ model.</text:span>
716
+ </text:p>
717
+ <text:p text:style-name="Text_20_body"></text:p>
718
+ <text:list text:style-name="L3">
719
+ <text:list-item>
720
+ <text:p text:style-name="P3">
721
+ <text:span text:style-name="T1">Shared
722
+ by [optional]:</text:span>
723
+ <text:span text:style-name="Source_Text">shared_by</text:span>
724
+ </text:p>
725
+ </text:list-item>
726
+ </text:list>
727
+ <text:p text:style-name="First_20_paragraph"></text:p>
728
+ <text:p text:style-name="Text_20_body">
729
+ <text:span text:style-name="T2">List
730
+ (and ideally link to) the people/organization making the model available
731
+ online.</text:span>
732
+ </text:p>
733
+ <text:p text:style-name="Text_20_body"></text:p>
734
+ <text:list text:style-name="L4">
735
+ <text:list-item>
736
+ <text:p text:style-name="P4">
737
+ <text:span text:style-name="T1">Model
738
+ type:</text:span>
739
+ <text:span text:style-name="Source_Text">model_type</text:span>
740
+ </text:p>
741
+ </text:list-item>
742
+ </text:list>
743
+ <text:p text:style-name="First_20_paragraph"></text:p>
744
+ <text:p text:style-name="Text_20_body">
745
+ <text:span text:style-name="T2">You
746
+ can name the “type” as:</text:span>
747
+ </text:p>
748
+ <text:p text:style-name="Text_20_body"></text:p>
749
+ <text:p text:style-name="Text_20_body">
750
+ <text:span text:style-name="T2">1.
751
+ Supervision/Learning Method</text:span>
752
+ </text:p>
753
+ <text:p text:style-name="Text_20_body"></text:p>
754
+ <text:p text:style-name="Text_20_body">
755
+ <text:span text:style-name="T2">2.
756
+ Machine Learning Type</text:span>
757
+ </text:p>
758
+ <text:p text:style-name="Text_20_body"></text:p>
759
+ <text:p text:style-name="Text_20_body">
760
+ <text:span text:style-name="T2">3.
761
+ Modality</text:span>
762
+ </text:p>
763
+ <text:p text:style-name="Text_20_body"></text:p>
764
+ <text:list text:style-name="L5">
765
+ <text:list-item>
766
+ <text:p text:style-name="P5">
767
+ <text:span text:style-name="T1">Language(s)</text:span>
768
+ [NLP]:
769
+
770
+ <text:span text:style-name="Source_Text">language</text:span>
771
+ </text:p>
772
+ </text:list-item>
773
+ </text:list>
774
+ <text:p text:style-name="First_20_paragraph"></text:p>
775
+ <text:p text:style-name="Text_20_body">
776
+ <text:span text:style-name="T2">Use
777
+ this field when the system uses or processes natural (human)
778
+ language..</text:span>
779
+ </text:p>
780
+ <text:p text:style-name="Text_20_body"></text:p>
781
+ <text:list text:style-name="L6">
782
+ <text:list-item>
783
+ <text:p text:style-name="P6">
784
+ <text:span text:style-name="T1">License:</text:span>
785
+ <text:span text:style-name="Source_Text">license</text:span>
786
+ </text:p>
787
+ </text:list-item>
788
+ </text:list>
789
+ <text:p text:style-name="First_20_paragraph"></text:p>
790
+ <text:p text:style-name="Text_20_body">
791
+ <text:span text:style-name="T2">Name
792
+ and link to the license being used.</text:span>
793
+ </text:p>
794
+ <text:p text:style-name="Text_20_body"></text:p>
795
+ <text:list text:style-name="L7">
796
+ <text:list-item>
797
+ <text:p text:style-name="P7">
798
+ <text:span text:style-name="T1">Finetuned
799
+ From Model [optional]:</text:span>
800
+ <text:span text:style-name="Source_Text">base_model</text:span>
801
+ </text:p>
802
+ </text:list-item>
803
+ </text:list>
804
+ <text:p text:style-name="First_20_paragraph"></text:p>
805
+ <text:p text:style-name="Text_20_body">
806
+ <text:span text:style-name="T2">**
807
+ this model has another model as its base, link to that model
808
+ here.</text:span>
809
+ </text:p>
810
+ <text:p text:style-name="Text_20_body"></text:p>
811
+ <text:h text:style-name="Heading_20_2" text:outline-level="2">
812
+ <text:bookmark-start text:name="section-1" />
813
+ <text:line-break />
814
+ <text:bookmark-end text:name="section-1" />
815
+ </text:h>
816
+ <text:h text:style-name="Heading_20_2" text:outline-level="2">
817
+ <text:bookmark-start text:name="model-sources-optional" /> Model
818
+ Sources
819
+ optional
820
+ <text:bookmark-end text:name="model-sources-optional" />
821
+ </text:h>
822
+ <text:p text:style-name="First_20_paragraph"></text:p>
823
+ <text:list text:style-name="L8">
824
+ <text:list-item>
825
+ <text:p text:style-name="P8">
826
+ <text:span text:style-name="T1">Repository:</text:span>
827
+ <text:span text:style-name="Source_Text">repo</text:span>
828
+ </text:p>
829
+ </text:list-item>
830
+ <text:list-item>
831
+ <text:p text:style-name="P8"></text:p>
832
+ </text:list-item>
833
+ <text:list-item>
834
+ <text:p text:style-name="P8">
835
+ <text:span text:style-name="T1">Paper
836
+ [optional]:</text:span>
837
+ <text:span text:style-name="Source_Text">paper</text:span>
838
+ </text:p>
839
+ </text:list-item>
840
+ <text:list-item>
841
+ <text:p text:style-name="P8"></text:p>
842
+ </text:list-item>
843
+ <text:list-item>
844
+ <text:p text:style-name="P8">
845
+ <text:span text:style-name="T1">Demo
846
+ [optional]:</text:span>
847
+ <text:span text:style-name="Source_Text">demo</text:span>
848
+ </text:p>
849
+ </text:list-item>
850
+ </text:list>
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 &amp;
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
+ <text:h text:style-name="Heading_20_3" text:outline-level="3">
1469
+ <text:bookmark-start text:name="section-21" />
1470
+ <text:line-break />
1471
+ <text:bookmark-end text:name="section-21" />
1472
+ </text:h>
1473
+ <text:h text:style-name="Heading_20_3" text:outline-level="3">
1474
+ <text:bookmark-start text:name="apa" /> APA
1475
+ <text:bookmark-end text:name="apa" />
1476
+ </text:h>
1477
+ <text:p text:style-name="First_20_paragraph"></text:p>
1478
+ <text:p text:style-name="Text_20_body">
1479
+ <text:span text:style-name="Source_Text">citation_apa</text:span>
1480
+ </text:p>
1481
+ <text:p text:style-name="Text_20_body"></text:p>
1482
+ <text:h text:style-name="Heading_20_1" text:outline-level="1">
1483
+ <text:bookmark-start text:name="glossary-optional" /> Glossary
1484
+ optional
1485
+ <text:bookmark-end text:name="glossary-optional" />
1486
+ </text:h>
1487
+ <text:p text:style-name="First_20_paragraph"></text:p>
1488
+ <text:p text:style-name="Text_20_body">
1489
+ <text:span text:style-name="T1">Section
1490
+ Overview:</text:span> This section defines common terms and how metrics
1491
+ are calculated.
1492
+ </text:p>
1493
+ <text:p text:style-name="Text_20_body"></text:p>
1494
+ <text:p text:style-name="Text_20_body">
1495
+ <text:span text:style-name="Source_Text">glossary</text:span>
1496
+ </text:p>
1497
+ <text:p text:style-name="Text_20_body"></text:p>
1498
+ <text:p text:style-name="Text_20_body">
1499
+ <text:span text:style-name="T2">Clearly
1500
+ define terms in order to be accessible across
1501
+ audiences.</text:span>
1502
+ </text:p>
1503
+ <text:p text:style-name="Text_20_body"></text:p>
1504
+ <text:h text:style-name="Heading_20_1" text:outline-level="1">
1505
+ <text:bookmark-start text:name="more-information-optional" /> More
1506
+ Information
1507
+ optional
1508
+ <text:bookmark-end text:name="more-information-optional" />
1509
+ </text:h>
1510
+ <text:p text:style-name="First_20_paragraph"></text:p>
1511
+ <text:p text:style-name="Text_20_body">
1512
+ <text:span text:style-name="T1">Section
1513
+ Overview:</text:span> lessons learned and more .
1514
+ </text:p>
1515
+ <text:p text:style-name="Text_20_body"></text:p>
1516
+ <text:p text:style-name="Text_20_body">
1517
+ <text:span text:style-name="Source_Text">more_information</text:span>
1518
+ </text:p>
1519
+ <text:p text:style-name="Text_20_body"></text:p>
1520
+ <text:h text:style-name="Heading_20_1" text:outline-level="1">
1521
+ <text:bookmark-start text:name="model-card-authors-optional" /> Model
1522
+ Card Authors
1523
+ optional
1524
+ <text:bookmark-end text:name="model-card-authors-optional" />
1525
+ </text:h>
1526
+ <text:p text:style-name="First_20_paragraph"></text:p>
1527
+ <text:p text:style-name="Text_20_body">
1528
+ <text:span text:style-name="T1">Section
1529
+ Overview:</text:span> who create the model card, .
1530
+ </text:p>
1531
+ <text:p text:style-name="Text_20_body"></text:p>
1532
+ <text:p text:style-name="Text_20_body">
1533
+ <text:span text:style-name="Source_Text">model_card_authors</text:span>
1534
+ </text:p>
1535
+ <text:p text:style-name="Text_20_body"></text:p>
1536
+ <text:h text:style-name="Heading_20_1" text:outline-level="1">
1537
+ <text:bookmark-start text:name="model-card-contact" /> Model
1538
+ Card
1539
+ Contact
1540
+ <text:bookmark-end text:name="model-card-contact" />
1541
+ </text:h>
1542
+ <text:p text:style-name="First_20_paragraph"></text:p>
1543
+ <text:p text:style-name="Text_20_body">
1544
+ <text:span text:style-name="T1">Section
1545
+ Overview:</text:span> contact
1546
+ </text:p>
1547
+ <text:p text:style-name="Text_20_body"></text:p>
1548
+ <text:p text:style-name="Text_20_body">
1549
+ <text:span text:style-name="Source_Text">model_card_contact</text:span>
1550
+ </text:p>
1551
+ <text:p text:style-name="Text_20_body"></text:p>
1552
+ <text:h text:style-name="Heading_20_1" text:outline-level="1">
1553
+ <text:bookmark-start text:name="how-to-get-started-with-the-model" /> How
1554
+ to Get Started with the
1555
+ Model
1556
+ <text:bookmark-end text:name="how-to-get-started-with-the-model" />
1557
+ </text:h>
1558
+ <text:p text:style-name="First_20_paragraph"></text:p>
1559
+ <text:p text:style-name="Text_20_body">
1560
+ <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">
1566
+ <text:span text:style-name="Source_Text">get_started_code</text:span>
1567
+ </text:p>
1568
+ <text:p text:style-name="Text_20_body"></text:p>
1569
+ <text:p text:style-name="Text_20_body">
1570
+ <text:line-break />
1571
+ </text:p>
1572
+ <text:p text:style-name="Text_20_body"></text:p>
1573
+ <text:p text:style-name="Text_20_body">
1574
+ <text:line-break />
1575
+ </text:p>
1576
+ <text:p text:style-name="Text_20_body"></text:p>
1577
+ <text:p text:style-name="Text_20_body">
1578
+ <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>
1584
+ </office:body>
1585
+ </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>&nbsp;</p>
10
+ <p><strong>Section Overview:</strong>&nbsp; Provide the model name and a 1-2 sentence summary of what the model is.</p>
11
+ <p>&nbsp;</p>
12
+ <p><code>model_id</code></p>
13
+ <p>&nbsp;</p>
14
+ <p><code>model_summary</code></p>
15
+ <p>&nbsp;</p>
16
+ <h1>&nbsp;Table of Contents</h1>
17
+ <p>&nbsp;</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>&nbsp;</p>
20
+ <h1>&nbsp;Model Details</h1>
21
+ <p>&nbsp;</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>&nbsp;</p>
24
+ <h2><br></h2>
25
+ <h2>&nbsp;Model Description</h2>
26
+ <p>&nbsp;</p>
27
+ <p><code>model_description</code></p>
28
+ <p>&nbsp;</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>&nbsp;</p>
31
+ <ul>
32
+ <li><strong>Developed by:</strong> <code>developers</code></li>
33
+ </ul>
34
+ <p>&nbsp;</p>
35
+ <p><em>List (and ideally link to) the people who built the model.</em></p>
36
+ <p>&nbsp;</p>
37
+ <ul>
38
+ <li><strong>Funded by:</strong> <code>funded_by</code></li>
39
+ </ul>
40
+ <p>&nbsp;</p>
41
+ <p><em>List (and ideally link to) &nbsp;the funding sources that financially, computationally, or otherwise supported &nbsp;or enabled this model.</em></p>
42
+ <p>&nbsp;</p>
43
+ <ul>
44
+ <li><strong>Shared by [optional]:</strong> <code>shared_by</code></li>
45
+ </ul>
46
+ <p>&nbsp;</p>
47
+ <p><em>List (and ideally link to) the people/organization making the model available online.</em></p>
48
+ <p>&nbsp;</p>
49
+ <ul>
50
+ <li><strong>Model type:</strong> <code>model_type</code></li>
51
+ </ul>
52
+ <p>&nbsp;</p>
53
+ <p><em>You can name the &ldquo;type&rdquo; as:</em></p>
54
+ <p>&nbsp;</p>
55
+ <p><em>1. Supervision/Learning Method</em></p>
56
+ <p>&nbsp;</p>
57
+ <p><em>2. Machine Learning Type</em></p>
58
+ <p>&nbsp;</p>
59
+ <p><em>3. Modality</em></p>
60
+ <p>&nbsp;</p>
61
+ <ul>
62
+ <li><strong>Language(s)</strong> [NLP]: <code>language</code></li>
63
+ </ul>
64
+ <p>&nbsp;</p>
65
+ <p><em>Use this field when the system uses or processes natural (human) language..</em></p>
66
+ <p>&nbsp;</p>
67
+ <ul>
68
+ <li><strong>License:</strong> <code>license</code></li>
69
+ </ul>
70
+ <p>&nbsp;</p>
71
+ <p><em>Name and link to the license being used.</em></p>
72
+ <p>&nbsp;</p>
73
+ <ul>
74
+ <li><strong>Finetuned From Model [optional]:</strong> <code>base_model</code></li>
75
+ </ul>
76
+ <p>&nbsp;</p>
77
+ <p><em>** this model has another model as its base, link to that model here.</em></p>
78
+ <p>&nbsp;</p>
79
+ <h2><br></h2>
80
+ <h2>&nbsp;Model Sources optional</h2>
81
+ <p>&nbsp;</p>
82
+ <ul>
83
+ <li><strong>Repository:</strong> <code>repo</code></li>
84
+ <li>&nbsp;</li>
85
+ <li><strong>Paper [optional]:</strong> <code>paper</code></li>
86
+ <li>&nbsp;</li>
87
+ <li><strong>Demo [optional]:</strong> <code>demo</code></li>
88
+ </ul>
89
+ <p>&nbsp;</p>
90
+ <p><em>Provide sources for the user to see the model and its details. Additional kinds of resources &ndash; training logs, lessons learned, etc. &ndash; 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>&nbsp;</p>
92
+ <h1>&nbsp;Uses</h1>
93
+ <p>&nbsp;</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). &nbsp;intended to include the license usage details. For that, link directly to the license.</p>
95
+ <p>&nbsp;</p>
96
+ <h2><br></h2>
97
+ <h2>&nbsp;Direct Use</h2>
98
+ <p>&nbsp;</p>
99
+ <p><code>direct_use</code></p>
100
+ <p>&nbsp;</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>&nbsp;</p>
103
+ <h2><br></h2>
104
+ <h2>&nbsp;Downstream Use optional</h2>
105
+ <p>&nbsp;</p>
106
+ <p><code>downstream_use</code></p>
107
+ <p>&nbsp;</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>&nbsp;</p>
110
+ <h2><br></h2>
111
+ <h2>&nbsp;Out-of-Scope Use</h2>
112
+ <p>&nbsp;</p>
113
+ <p><code>out_of_scope_use</code></p>
114
+ <p>&nbsp;</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>&nbsp;</p>
117
+ <h1>&nbsp;Bias, Risks, and Limitations</h1>
118
+ <p>&nbsp;</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>&nbsp;</p>
121
+ <ul>
122
+ <li>A <strong>bias</strong> is a stereotype or disproportionate performance (skew) for some subpopulations.</li>
123
+ <li>&nbsp;</li>
124
+ <li>A <strong>risk</strong> is a socially-sensitive issue that the model might cause.</li>
125
+ <li>&nbsp;</li>
126
+ <li>A <strong>limitation</strong> is a likely failure to be addressed following the listed Recommendations.</li>
127
+ </ul>
128
+ <p>&nbsp;</p>
129
+ <p><code>bias_risks_limitations</code></p>
130
+ <p>&nbsp;</p>
131
+ <p><em>What are the known or foreseeable issues stemming from this model?</em></p>
132
+ <p>&nbsp;</p>
133
+ <h2><br></h2>
134
+ <h2>&nbsp;Recommendations</h2>
135
+ <p>&nbsp;</p>
136
+ <p><code>bias_recommendations</code></p>
137
+ <p>&nbsp;</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>&nbsp;</p>
140
+ <h1>&nbsp;Training Details</h1>
141
+ <p>&nbsp;</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. &nbsp;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>&nbsp;</p>
144
+ <h2><br></h2>
145
+ <h2>&nbsp;Training Data</h2>
146
+ <p>&nbsp;</p>
147
+ <p><code>training_data</code></p>
148
+ <p>&nbsp;</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>&nbsp;</p>
151
+ <h2><br></h2>
152
+ <h2>&nbsp; Procedure optional</h2>
153
+ <p>&nbsp;</p>
154
+ <h3><br></h3>
155
+ <h3>&nbsp;Preprocessing</h3>
156
+ <p>&nbsp;</p>
157
+ <p><code>preprocessing</code></p>
158
+ <p>&nbsp;</p>
159
+ <p><em>Detail tokenization, resizing/rewriting (depending on the modality), etc.</em></p>
160
+ <p>&nbsp;</p>
161
+ <h3><br></h3>
162
+ <h3>&nbsp;Speeds, Sizes, Times</h3>
163
+ <p>&nbsp;</p>
164
+ <p><code>speeds_sizes_times</code></p>
165
+ <p>&nbsp;</p>
166
+ <p><em>Detail throughput, start/end time, checkpoint sizes, etc.</em></p>
167
+ <p>&nbsp;</p>
168
+ <h1>&nbsp;Evaluation</h1>
169
+ <p>&nbsp;</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&rsquo;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>&nbsp;</p>
172
+ <h2><br></h2>
173
+ <h2>&nbsp; Data, Factors &amp; Metrics</h2>
174
+ <p>&nbsp;</p>
175
+ <h3><br></h3>
176
+ <h3>&nbsp;Testing Data</h3>
177
+ <p>&nbsp;</p>
178
+ <p><code>testing_data</code></p>
179
+ <p>&nbsp;</p>
180
+ <p><em>Ideally this links to a Dataset Card for testing data.</em></p>
181
+ <p>&nbsp;</p>
182
+ <h3><br></h3>
183
+ <h3>&nbsp;Factors</h3>
184
+ <p>&nbsp;</p>
185
+ <p><code>testing_factors</code></p>
186
+ <p>&nbsp;</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>&nbsp;</p>
189
+ <h3><br></h3>
190
+ <h3>&nbsp;Metrics</h3>
191
+ <p>&nbsp;</p>
192
+ <p><code>testing_metrics</code></p>
193
+ <p>&nbsp;</p>
194
+ <p><em> metrics for evaluation in light of tradeoffs between different errors?</em></p>
195
+ <p>&nbsp;</p>
196
+ <h2><br></h2>
197
+ <h2>&nbsp;Results</h2>
198
+ <p>&nbsp;</p>
199
+ <p><code>results</code></p>
200
+ <p>&nbsp;</p>
201
+ <p><em>Results based on the Factors and Metrics defined above.</em></p>
202
+ <p>&nbsp;</p>
203
+ <h3><br></h3>
204
+ <h3>&nbsp;Summary</h3>
205
+ <p>&nbsp;</p>
206
+ <p><code>results_summary</code></p>
207
+ <p>&nbsp;</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>&nbsp;</p>
210
+ <h1>&nbsp;Model Examination optional</h1>
211
+ <p>&nbsp;</p>
212
+ <p><strong>Section Overview:</strong> examination</p>
213
+ <p>&nbsp;</p>
214
+ <p><code>model_examination</code></p>
215
+ <p>&nbsp;</p>
216
+ <h1>&nbsp;Environmental Impact</h1>
217
+ <p>&nbsp;</p>
218
+ <p><strong>Section Overview:</strong> Summarizes the information necessary to calculate environmental impacts .</p>
219
+ <p>&nbsp;</p>
220
+ <ul>
221
+ <li><strong>Hardware Type:</strong> <code>hardware_type</code></li>
222
+ <li>&nbsp;</li>
223
+ <li><strong>Hours used:</strong> <code>hours_used</code></li>
224
+ <li>&nbsp;</li>
225
+ <li><strong>Cloud Provider:</strong> <code>cloud_provider</code></li>
226
+ <li>&nbsp;</li>
227
+ <li><strong>Compute Region:</strong> <code>cloud_region</code></li>
228
+ <li>&nbsp;</li>
229
+ <li><strong>Carbon Emitted:</strong> <code>co2_emitted</code></li>
230
+ </ul>
231
+ <p>&nbsp;</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>&nbsp;</p>
234
+ <h1>&nbsp;Technical Specifications optional</h1>
235
+ <p>&nbsp;</p>
236
+ <p><strong>Section Overview:</strong> This section includes details about the model architecture, and the compute infrastructure. </p>
237
+ <p>&nbsp;</p>
238
+ <h2><br></h2>
239
+ <h2>&nbsp;Model Architecture and Objective</h2>
240
+ <p>&nbsp;</p>
241
+ <p><code>model_specs</code></p>
242
+ <p>&nbsp;</p>
243
+ <h2><br></h2>
244
+ <h2>&nbsp;Compute Infrastructure</h2>
245
+ <p>&nbsp;</p>
246
+ <p><code>compute_infrastructure</code></p>
247
+ <p>&nbsp;</p>
248
+ <h3><br></h3>
249
+ <h3>&nbsp;Hardware</h3>
250
+ <p>&nbsp;</p>
251
+ <p><code>hardware_requirements</code></p>
252
+ <p>&nbsp;</p>
253
+ <p><em>What are the minimum hardware requirements, e.g. processing, storage, and memory requirements?</em></p>
254
+ <p>&nbsp;</p>
255
+ <h3><br></h3>
256
+ <h3>&nbsp;Software</h3>
257
+ <p>&nbsp;</p>
258
+ <p><code>software</code></p>
259
+ <p>&nbsp;</p>
260
+ <h1>&nbsp;optional</h1>
261
+ <p>&nbsp;</p>
262
+ <p><strong>Section Overview:</strong> The developers&rsquo; preferred citation for this model. </p>
263
+ <p>&nbsp;</p>
264
+ <h3><br></h3>
265
+ <h3>&nbsp;BibTeX</h3>
266
+ <p>&nbsp;</p>
267
+ <p><code>citation_bibtex</code></p>
268
+ <p>&nbsp;</p>
269
+ <h3><br></h3>
270
+ <h3>&nbsp;APA</h3>
271
+ <p>&nbsp;</p>
272
+ <p><code>citation_apa</code></p>
273
+ <p>&nbsp;</p>
274
+ <h1>&nbsp;Glossary optional</h1>
275
+ <p>&nbsp;</p>
276
+ <p><strong>Section Overview:</strong> This section defines common terms and how metrics are calculated.</p>
277
+ <p>&nbsp;</p>
278
+ <p><code>glossary</code></p>
279
+ <p>&nbsp;</p>
280
+ <p><em>Clearly define terms in order to be accessible across audiences.</em></p>
281
+ <p>&nbsp;</p>
282
+ <h1>&nbsp;More Information optional</h1>
283
+ <p>&nbsp;</p>
284
+ <p><strong>Section Overview:</strong> lessons learned and more .</p>
285
+ <p>&nbsp;</p>
286
+ <p><code>more_information</code></p>
287
+ <p>&nbsp;</p>
288
+ <h1>&nbsp;Model Card Authors optional</h1>
289
+ <p>&nbsp;</p>
290
+ <p><strong>Section Overview:</strong> who create the model card, .</p>
291
+ <p>&nbsp;</p>
292
+ <p><code>model_card_authors</code></p>
293
+ <p>&nbsp;</p>
294
+ <h1>&nbsp;Model Card Contact</h1>
295
+ <p>&nbsp;</p>
296
+ <p><strong>Section Overview:</strong> contact</p>
297
+ <p>&nbsp;</p>
298
+ <p><code>model_card_contact</code></p>
299
+ <p>&nbsp;</p>
300
+ <div>
301
+ <h1>&nbsp;How to Get Started with the Model</h1>&nbsp;<p><strong>Section Overview:</strong> Provides a code snippet to show how to use the model.</p>&nbsp;<p><code>get_started_code</code></p>&nbsp;<p><br></p>&nbsp;<div aria-live="assertive" aria-atomic="true"><br></div>
302
+ </div>
303
+ <p>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;</p>
304
+ <div>
305
+ <div><a href="https://huggingface.co/docs/hub/en/model-cards"><span>&larr;</span>Model Cards</a></div>
306
+ </div>
307
+ </body>
308
+ </html>
htmlclean.txt ADDED
@@ -0,0 +1,308 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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>&nbsp;</p>
10
+ <p><strong>Section Overview:</strong>&nbsp; Provide the model name and a 1-2 sentence summary of what the model is.</p>
11
+ <p>&nbsp;</p>
12
+ <p><code>model_id</code></p>
13
+ <p>&nbsp;</p>
14
+ <p><code>model_summary</code></p>
15
+ <p>&nbsp;</p>
16
+ <h1>&nbsp;Table of Contents</h1>
17
+ <p>&nbsp;</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>&nbsp;</p>
20
+ <h1>&nbsp;Model Details</h1>
21
+ <p>&nbsp;</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>&nbsp;</p>
24
+ <h2><br></h2>
25
+ <h2>&nbsp;Model Description</h2>
26
+ <p>&nbsp;</p>
27
+ <p><code>model_description</code></p>
28
+ <p>&nbsp;</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>&nbsp;</p>
31
+ <ul>
32
+ <li><strong>Developed by:</strong> <code>developers</code></li>
33
+ </ul>
34
+ <p>&nbsp;</p>
35
+ <p><em>List (and ideally link to) the people who built the model.</em></p>
36
+ <p>&nbsp;</p>
37
+ <ul>
38
+ <li><strong>Funded by:</strong> <code>funded_by</code></li>
39
+ </ul>
40
+ <p>&nbsp;</p>
41
+ <p><em>List (and ideally link to) &nbsp;the funding sources that financially, computationally, or otherwise supported &nbsp;or enabled this model.</em></p>
42
+ <p>&nbsp;</p>
43
+ <ul>
44
+ <li><strong>Shared by [optional]:</strong> <code>shared_by</code></li>
45
+ </ul>
46
+ <p>&nbsp;</p>
47
+ <p><em>List (and ideally link to) the people/organization making the model available online.</em></p>
48
+ <p>&nbsp;</p>
49
+ <ul>
50
+ <li><strong>Model type:</strong> <code>model_type</code></li>
51
+ </ul>
52
+ <p>&nbsp;</p>
53
+ <p><em>You can name the &ldquo;type&rdquo; as:</em></p>
54
+ <p>&nbsp;</p>
55
+ <p><em>1. Supervision/Learning Method</em></p>
56
+ <p>&nbsp;</p>
57
+ <p><em>2. Machine Learning Type</em></p>
58
+ <p>&nbsp;</p>
59
+ <p><em>3. Modality</em></p>
60
+ <p>&nbsp;</p>
61
+ <ul>
62
+ <li><strong>Language(s)</strong> [NLP]: <code>language</code></li>
63
+ </ul>
64
+ <p>&nbsp;</p>
65
+ <p><em>Use this field when the system uses or processes natural (human) language..</em></p>
66
+ <p>&nbsp;</p>
67
+ <ul>
68
+ <li><strong>License:</strong> <code>license</code></li>
69
+ </ul>
70
+ <p>&nbsp;</p>
71
+ <p><em>Name and link to the license being used.</em></p>
72
+ <p>&nbsp;</p>
73
+ <ul>
74
+ <li><strong>Finetuned From Model [optional]:</strong> <code>base_model</code></li>
75
+ </ul>
76
+ <p>&nbsp;</p>
77
+ <p><em>** this model has another model as its base, link to that model here.</em></p>
78
+ <p>&nbsp;</p>
79
+ <h2><br></h2>
80
+ <h2>&nbsp;Model Sources optional</h2>
81
+ <p>&nbsp;</p>
82
+ <ul>
83
+ <li><strong>Repository:</strong> <code>repo</code></li>
84
+ <li>&nbsp;</li>
85
+ <li><strong>Paper [optional]:</strong> <code>paper</code></li>
86
+ <li>&nbsp;</li>
87
+ <li><strong>Demo [optional]:</strong> <code>demo</code></li>
88
+ </ul>
89
+ <p>&nbsp;</p>
90
+ <p><em>Provide sources for the user to see the model and its details. Additional kinds of resources &ndash; training logs, lessons learned, etc. &ndash; 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>&nbsp;</p>
92
+ <h1>&nbsp;Uses</h1>
93
+ <p>&nbsp;</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). &nbsp;intended to include the license usage details. For that, link directly to the license.</p>
95
+ <p>&nbsp;</p>
96
+ <h2><br></h2>
97
+ <h2>&nbsp;Direct Use</h2>
98
+ <p>&nbsp;</p>
99
+ <p><code>direct_use</code></p>
100
+ <p>&nbsp;</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>&nbsp;</p>
103
+ <h2><br></h2>
104
+ <h2>&nbsp;Downstream Use optional</h2>
105
+ <p>&nbsp;</p>
106
+ <p><code>downstream_use</code></p>
107
+ <p>&nbsp;</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>&nbsp;</p>
110
+ <h2><br></h2>
111
+ <h2>&nbsp;Out-of-Scope Use</h2>
112
+ <p>&nbsp;</p>
113
+ <p><code>out_of_scope_use</code></p>
114
+ <p>&nbsp;</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>&nbsp;</p>
117
+ <h1>&nbsp;Bias, Risks, and Limitations</h1>
118
+ <p>&nbsp;</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>&nbsp;</p>
121
+ <ul>
122
+ <li>A <strong>bias</strong> is a stereotype or disproportionate performance (skew) for some subpopulations.</li>
123
+ <li>&nbsp;</li>
124
+ <li>A <strong>risk</strong> is a socially-sensitive issue that the model might cause.</li>
125
+ <li>&nbsp;</li>
126
+ <li>A <strong>limitation</strong> is a likely failure to be addressed following the listed Recommendations.</li>
127
+ </ul>
128
+ <p>&nbsp;</p>
129
+ <p><code>bias_risks_limitations</code></p>
130
+ <p>&nbsp;</p>
131
+ <p><em>What are the known or foreseeable issues stemming from this model?</em></p>
132
+ <p>&nbsp;</p>
133
+ <h2><br></h2>
134
+ <h2>&nbsp;Recommendations</h2>
135
+ <p>&nbsp;</p>
136
+ <p><code>bias_recommendations</code></p>
137
+ <p>&nbsp;</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>&nbsp;</p>
140
+ <h1>&nbsp;Training Details</h1>
141
+ <p>&nbsp;</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. &nbsp;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>&nbsp;</p>
144
+ <h2><br></h2>
145
+ <h2>&nbsp;Training Data</h2>
146
+ <p>&nbsp;</p>
147
+ <p><code>training_data</code></p>
148
+ <p>&nbsp;</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>&nbsp;</p>
151
+ <h2><br></h2>
152
+ <h2>&nbsp; Procedure optional</h2>
153
+ <p>&nbsp;</p>
154
+ <h3><br></h3>
155
+ <h3>&nbsp;Preprocessing</h3>
156
+ <p>&nbsp;</p>
157
+ <p><code>preprocessing</code></p>
158
+ <p>&nbsp;</p>
159
+ <p><em>Detail tokenization, resizing/rewriting (depending on the modality), etc.</em></p>
160
+ <p>&nbsp;</p>
161
+ <h3><br></h3>
162
+ <h3>&nbsp;Speeds, Sizes, Times</h3>
163
+ <p>&nbsp;</p>
164
+ <p><code>speeds_sizes_times</code></p>
165
+ <p>&nbsp;</p>
166
+ <p><em>Detail throughput, start/end time, checkpoint sizes, etc.</em></p>
167
+ <p>&nbsp;</p>
168
+ <h1>&nbsp;Evaluation</h1>
169
+ <p>&nbsp;</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&rsquo;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>&nbsp;</p>
172
+ <h2><br></h2>
173
+ <h2>&nbsp; Data, Factors &amp; Metrics</h2>
174
+ <p>&nbsp;</p>
175
+ <h3><br></h3>
176
+ <h3>&nbsp;Testing Data</h3>
177
+ <p>&nbsp;</p>
178
+ <p><code>testing_data</code></p>
179
+ <p>&nbsp;</p>
180
+ <p><em>Ideally this links to a Dataset Card for testing data.</em></p>
181
+ <p>&nbsp;</p>
182
+ <h3><br></h3>
183
+ <h3>&nbsp;Factors</h3>
184
+ <p>&nbsp;</p>
185
+ <p><code>testing_factors</code></p>
186
+ <p>&nbsp;</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>&nbsp;</p>
189
+ <h3><br></h3>
190
+ <h3>&nbsp;Metrics</h3>
191
+ <p>&nbsp;</p>
192
+ <p><code>testing_metrics</code></p>
193
+ <p>&nbsp;</p>
194
+ <p><em> metrics for evaluation in light of tradeoffs between different errors?</em></p>
195
+ <p>&nbsp;</p>
196
+ <h2><br></h2>
197
+ <h2>&nbsp;Results</h2>
198
+ <p>&nbsp;</p>
199
+ <p><code>results</code></p>
200
+ <p>&nbsp;</p>
201
+ <p><em>Results based on the Factors and Metrics defined above.</em></p>
202
+ <p>&nbsp;</p>
203
+ <h3><br></h3>
204
+ <h3>&nbsp;Summary</h3>
205
+ <p>&nbsp;</p>
206
+ <p><code>results_summary</code></p>
207
+ <p>&nbsp;</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>&nbsp;</p>
210
+ <h1>&nbsp;Model Examination optional</h1>
211
+ <p>&nbsp;</p>
212
+ <p><strong>Section Overview:</strong> examination</p>
213
+ <p>&nbsp;</p>
214
+ <p><code>model_examination</code></p>
215
+ <p>&nbsp;</p>
216
+ <h1>&nbsp;Environmental Impact</h1>
217
+ <p>&nbsp;</p>
218
+ <p><strong>Section Overview:</strong> Summarizes the information necessary to calculate environmental impacts .</p>
219
+ <p>&nbsp;</p>
220
+ <ul>
221
+ <li><strong>Hardware Type:</strong> <code>hardware_type</code></li>
222
+ <li>&nbsp;</li>
223
+ <li><strong>Hours used:</strong> <code>hours_used</code></li>
224
+ <li>&nbsp;</li>
225
+ <li><strong>Cloud Provider:</strong> <code>cloud_provider</code></li>
226
+ <li>&nbsp;</li>
227
+ <li><strong>Compute Region:</strong> <code>cloud_region</code></li>
228
+ <li>&nbsp;</li>
229
+ <li><strong>Carbon Emitted:</strong> <code>co2_emitted</code></li>
230
+ </ul>
231
+ <p>&nbsp;</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>&nbsp;</p>
234
+ <h1>&nbsp;Technical Specifications optional</h1>
235
+ <p>&nbsp;</p>
236
+ <p><strong>Section Overview:</strong> This section includes details about the model architecture, and the compute infrastructure. </p>
237
+ <p>&nbsp;</p>
238
+ <h2><br></h2>
239
+ <h2>&nbsp;Model Architecture and Objective</h2>
240
+ <p>&nbsp;</p>
241
+ <p><code>model_specs</code></p>
242
+ <p>&nbsp;</p>
243
+ <h2><br></h2>
244
+ <h2>&nbsp;Compute Infrastructure</h2>
245
+ <p>&nbsp;</p>
246
+ <p><code>compute_infrastructure</code></p>
247
+ <p>&nbsp;</p>
248
+ <h3><br></h3>
249
+ <h3>&nbsp;Hardware</h3>
250
+ <p>&nbsp;</p>
251
+ <p><code>hardware_requirements</code></p>
252
+ <p>&nbsp;</p>
253
+ <p><em>What are the minimum hardware requirements, e.g. processing, storage, and memory requirements?</em></p>
254
+ <p>&nbsp;</p>
255
+ <h3><br></h3>
256
+ <h3>&nbsp;Software</h3>
257
+ <p>&nbsp;</p>
258
+ <p><code>software</code></p>
259
+ <p>&nbsp;</p>
260
+ <h1>&nbsp;optional</h1>
261
+ <p>&nbsp;</p>
262
+ <p><strong>Section Overview:</strong> The developers&rsquo; preferred citation for this model. </p>
263
+ <p>&nbsp;</p>
264
+ <h3><br></h3>
265
+ <h3>&nbsp;BibTeX</h3>
266
+ <p>&nbsp;</p>
267
+ <p><code>citation_bibtex</code></p>
268
+ <p>&nbsp;</p>
269
+ <h3><br></h3>
270
+ <h3>&nbsp;APA</h3>
271
+ <p>&nbsp;</p>
272
+ <p><code>citation_apa</code></p>
273
+ <p>&nbsp;</p>
274
+ <h1>&nbsp;Glossary optional</h1>
275
+ <p>&nbsp;</p>
276
+ <p><strong>Section Overview:</strong> This section defines common terms and how metrics are calculated.</p>
277
+ <p>&nbsp;</p>
278
+ <p><code>glossary</code></p>
279
+ <p>&nbsp;</p>
280
+ <p><em>Clearly define terms in order to be accessible across audiences.</em></p>
281
+ <p>&nbsp;</p>
282
+ <h1>&nbsp;More Information optional</h1>
283
+ <p>&nbsp;</p>
284
+ <p><strong>Section Overview:</strong> lessons learned and more .</p>
285
+ <p>&nbsp;</p>
286
+ <p><code>more_information</code></p>
287
+ <p>&nbsp;</p>
288
+ <h1>&nbsp;Model Card Authors optional</h1>
289
+ <p>&nbsp;</p>
290
+ <p><strong>Section Overview:</strong> who create the model card, .</p>
291
+ <p>&nbsp;</p>
292
+ <p><code>model_card_authors</code></p>
293
+ <p>&nbsp;</p>
294
+ <h1>&nbsp;Model Card Contact</h1>
295
+ <p>&nbsp;</p>
296
+ <p><strong>Section Overview:</strong> contact</p>
297
+ <p>&nbsp;</p>
298
+ <p><code>model_card_contact</code></p>
299
+ <p>&nbsp;</p>
300
+ <div>
301
+ <h1>&nbsp;How to Get Started with the Model</h1>&nbsp;<p><strong>Section Overview:</strong> Provides a code snippet to show how to use the model.</p>&nbsp;<p><code>get_started_code</code></p>&nbsp;<p><br></p>&nbsp;<div aria-live="assertive" aria-atomic="true"><br></div>
302
+ </div>
303
+ <p>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp;</p>
304
+ <div>
305
+ <div><a href="https://huggingface.co/docs/hub/en/model-cards"><span>&larr;</span>Model Cards</a></div>
306
+ </div>
307
+ </body>
308
+ </html>