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<?xml version='1.0' encoding='UTF-8'?> <glyph name="ray-start-vertex-end" format="2"> <advance width="1200"/> <unicode hex="F15D8"/> <note> ray-start-vertex-end </note> <outline> <contour> <point x="1086" y="868"/> <point x="1022" y="868" type="qcurve" smooth="yes"/> <point x="970" y="868"/> <point x="889" y="809"/> <point x="871" y="762" type="qcurve"/> <point x="748" y="762" type="line"/> <point x="731" y="809"/> <point x="649" y="868"/> <point x="551" y="868"/> <point x="469" y="809"/> <point x="452" y="762" type="qcurve"/> <point x="329" y="762" type="line"/> <point x="311" y="809"/> <point x="230" y="868"/> <point x="178" y="868" type="qcurve" smooth="yes"/> <point x="114" y="868"/> <point x="20" y="777"/> <point x="20" y="643"/> <point x="114" y="552"/> <point x="178" y="552" type="qcurve" smooth="yes"/> <point x="230" y="552"/> <point x="311" y="611"/> <point x="329" y="658" type="qcurve"/> <point x="452" y="658" type="line"/> <point x="469" y="611"/> <point x="551" y="552"/> <point x="649" y="552"/> <point x="731" y="611"/> <point x="748" y="658" type="qcurve"/> <point x="871" y="658" type="line"/> <point x="889" y="611"/> <point x="970" y="552"/> <point x="1022" y="552" type="qcurve" smooth="yes"/> <point x="1086" y="552"/> <point x="1180" y="643"/> <point x="1180" y="777"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/ray-start-vertex-end.glif/0
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667
<?xml version='1.0' encoding='UTF-8'?> <glyph name="rewind-outline" format="2"> <advance width="1200"/> <unicode hex="F070A"/> <note> rewind-outline </note> <outline> <contour> <point x="449" y="570" type="line"/> <point x="250" y="710" type="line"/> <point x="449" y="850" type="line"/> </contour> <contour> <point x="1046" y="570" type="line"/> <point x="847" y="710" type="line"/> <point x="1046" y="850" type="line"/> </contour> <contour> <point x="20" y="710" type="line"/> <point x="583" y="312" type="line"/> <point x="583" y="1108" type="line"/> </contour> <contour> <point x="617" y="710" type="line"/> <point x="1180" y="312" type="line"/> <point x="1180" y="1108" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/rewind-outline.glif/0
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668
<?xml version='1.0' encoding='UTF-8'?> <glyph name="rollerblade-off" format="2"> <advance width="1200"/> <unicode hex="F002E"/> <note> rollerblade-off </note> <outline> <contour> <point x="1180" y="208" type="line"/> <point x="90" y="1298" type="line"/> <point x="20" y="1228" type="line"/> <point x="124" y="1122" type="line"/> <point x="124" y="454" type="line"/> <point x="792" y="454" type="line"/> <point x="885" y="360" type="line"/> <point x="841" y="319"/> <point x="841" y="205"/> <point x="924" y="122"/> <point x="1038" y="122"/> <point x="1079" y="166" type="qcurve"/> <point x="1110" y="138" type="line"/> </contour> <contour> <point x="1053" y="650"/> <point x="1035" y="679" type="qcurve"/> <point x="1007" y="741"/> <point x="926" y="780" type="qcurve" smooth="yes"/> <point x="877" y="801"/> <point x="776" y="827" type="qcurve" smooth="yes"/> <point x="727" y="839" type="line"/> <point x="691" y="839"/> <point x="654" y="873" type="qcurve" smooth="yes"/> <point x="1063" y="467" type="line"/> <point x="1063" y="485" type="line" smooth="yes"/> <point x="1063" y="560"/> <point x="1058" y="593" type="qcurve" smooth="yes"/> </contour> <contour> <point x="592" y="1062" type="line"/> <point x="465" y="1062" type="line"/> <point x="522" y="1008" type="line"/> <point x="592" y="1008" type="line"/> </contour> <contour> <point x="577" y="951" type="line"/> <point x="652" y="876" type="line" smooth="yes"/> <point x="618" y="909"/> <point x="610" y="951" type="qcurve"/> </contour> <contour> <point x="649" y="399"/> <point x="592" y="399" type="qcurve" smooth="yes"/> <point x="535" y="399"/> <point x="455" y="319"/> <point x="455" y="205"/> <point x="535" y="122"/> <point x="649" y="122"/> <point x="732" y="205"/> <point x="732" y="319"/> </contour> <contour> <point x="437" y="1117"/> <point x="455" y="1117" type="qcurve" smooth="yes"/> <point x="592" y="1117" type="line"/> <point x="592" y="1282" type="line"/> <point x="245" y="1282" type="line"/> <point x="427" y="1101" type="line"/> </contour> <contour> <point x="263" y="399"/> <point x="206" y="399" type="qcurve" smooth="yes"/> <point x="149" y="399"/> <point x="69" y="319"/> <point x="69" y="205"/> <point x="149" y="122"/> <point x="263" y="122"/> <point x="344" y="205"/> <point x="344" y="319"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/rollerblade-off.glif/0
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669
<?xml version='1.0' encoding='UTF-8'?> <glyph name="select-inverse" format="2"> <advance width="1200"/> <unicode hex="F0487"/> <note> select-inverse </note> <outline> <contour> <point x="150" y="1160" type="line"/> <point x="20" y="1160" type="line"/> <point x="20" y="1033" type="line"/> <point x="150" y="1033" type="line"/> <point x="150" y="903" type="line"/> <point x="20" y="903" type="line"/> <point x="20" y="773" type="line"/> <point x="150" y="773" type="line"/> <point x="150" y="647" type="line"/> <point x="20" y="647" type="line"/> <point x="20" y="517" type="line"/> <point x="150" y="517" type="line"/> <point x="150" y="387" type="line"/> <point x="20" y="387" type="line"/> <point x="20" y="260" type="line"/> <point x="150" y="260" type="line"/> <point x="150" y="130" type="line"/> <point x="277" y="130" type="line"/> <point x="277" y="260" type="line"/> <point x="407" y="260" type="line"/> <point x="407" y="130" type="line"/> <point x="537" y="130" type="line"/> <point x="537" y="260" type="line"/> <point x="663" y="260" type="line"/> <point x="663" y="130" type="line"/> <point x="793" y="130" type="line"/> <point x="793" y="260" type="line"/> <point x="923" y="260" type="line"/> <point x="923" y="130" type="line"/> <point x="1050" y="130" type="line"/> <point x="1050" y="260" type="line"/> <point x="1180" y="260" type="line"/> <point x="1180" y="387" type="line"/> <point x="1050" y="387" type="line"/> <point x="1050" y="517" type="line"/> <point x="1180" y="517" type="line"/> <point x="1180" y="647" type="line"/> <point x="1050" y="647" type="line"/> <point x="1050" y="773" type="line"/> <point x="1180" y="773" type="line"/> <point x="1180" y="903" type="line"/> <point x="1050" y="903" type="line"/> <point x="1050" y="1033" type="line"/> <point x="1180" y="1033" type="line"/> <point x="1180" y="1160" type="line"/> <point x="1050" y="1160" type="line"/> <point x="1050" y="1290" type="line"/> <point x="923" y="1290" type="line"/> <point x="923" y="1160" type="line"/> <point x="793" y="1160" type="line"/> <point x="793" y="1290" type="line"/> <point x="663" y="1290" type="line"/> <point x="663" y="1160" type="line"/> <point x="537" y="1160" type="line"/> <point x="537" y="1290" type="line"/> <point x="407" y="1290" type="line"/> <point x="407" y="1160" type="line"/> <point x="277" y="1160" type="line"/> <point x="277" y="1290" type="line"/> <point x="150" y="1290" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/select-inverse.glif/0
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670
<?xml version='1.0' encoding='UTF-8'?> <glyph name="sign-direction-remove" format="2"> <advance width="1200"/> <unicode hex="F0FDD"/> <note> sign-direction-remove </note> <outline> <contour> <point x="597" y="727" type="line"/> <point x="903" y="727" type="line"/> <point x="1054" y="879" type="line"/> <point x="903" y="1033" type="line"/> <point x="597" y="1033" type="line"/> <point x="597" y="1276" type="line"/> <point x="537" y="1336" type="line"/> <point x="477" y="1276" type="line"/> <point x="477" y="1033" type="line"/> <point x="20" y="1033" type="line"/> <point x="171" y="879" type="line"/> <point x="20" y="727" type="line"/> <point x="477" y="727" type="line"/> <point x="477" y="239" type="line"/> <point x="426" y="239"/> <point x="354" y="167"/> <point x="354" y="119" type="qcurve"/> <point x="649" y="119" type="line"/> <point x="614" y="173"/> <point x="603" y="239" type="qcurve"/> <point x="597" y="239" type="line"/> </contour> <contour> <point x="1180" y="430" type="line"/> <point x="1094" y="516" type="line"/> <point x="963" y="387" type="line"/> <point x="834" y="516" type="line"/> <point x="749" y="430" type="line"/> <point x="877" y="301" type="line"/> <point x="749" y="170" type="line"/> <point x="834" y="84" type="line"/> <point x="963" y="216" type="line"/> <point x="1094" y="84" type="line"/> <point x="1180" y="170" type="line"/> <point x="1049" y="301" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/sign-direction-remove.glif/0
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671
<?xml version='1.0' encoding='UTF-8'?> <glyph name="signal-off" format="2"> <advance width="1200"/> <unicode hex="F0783"/> <note> signal-off </note> <outline> <contour> <point x="1180" y="1355" type="line"/> <point x="987" y="1355" type="line"/> <point x="987" y="506" type="line"/> <point x="1180" y="313" type="line"/> </contour> <contour> <point x="1180" y="150" type="line"/> <point x="102" y="1225" type="line"/> <point x="20" y="1143" type="line"/> <point x="518" y="645" type="line"/> <point x="343" y="645" type="line"/> <point x="343" y="195" type="line"/> <point x="537" y="195" type="line"/> <point x="537" y="630" type="line"/> <point x="663" y="500" type="line"/> <point x="663" y="195" type="line"/> <point x="857" y="195" type="line"/> <point x="857" y="307" type="line"/> <point x="1098" y="65" type="line"/> </contour> <contour> <point x="857" y="968" type="line"/> <point x="663" y="968" type="line"/> <point x="663" y="826" type="line"/> <point x="857" y="633" type="line"/> </contour> <contour> <point x="213" y="388" type="line"/> <point x="20" y="388" type="line"/> <point x="20" y="195" type="line"/> <point x="213" y="195" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/signal-off.glif/0
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672
<?xml version='1.0' encoding='UTF-8'?> <glyph name="skip-next" format="2"> <advance width="1200"/> <unicode hex="F04AD"/> <note> skip-next </note> <outline> <contour> <point x="985" y="1290" type="line"/> <point x="985" y="130" type="line"/> <point x="1180" y="130" type="line"/> <point x="1180" y="1290" type="line"/> </contour> <contour> <point x="20" y="1290" type="line"/> <point x="20" y="130" type="line"/> <point x="840" y="710" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/skip-next.glif/0
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673
<?xml version='1.0' encoding='UTF-8'?> <glyph name="sort-numeric-variant" format="2"> <advance width="1200"/> <unicode hex="F04BE"/> <note> sort-numeric-variant </note> <outline> <contour> <point x="180" y="1050"/> <point x="57" y="862"/> <point x="57" y="561"/> <point x="177" y="370"/> <point x="307" y="363" type="qcurve" smooth="yes"/> <point x="436" y="366"/> <point x="563" y="554"/> <point x="563" y="713" type="qcurve" smooth="yes"/> <point x="566" y="856"/> <point x="446" y="1050"/> <point x="313" y="1057" type="qcurve"/> </contour> <contour> <point x="410" y="940"/> <point x="407" y="477"/> <point x="313" y="477" type="qcurve" smooth="yes"/> <point x="264" y="477"/> <point x="213" y="593"/> <point x="213" y="830"/> <point x="264" y="943"/> <point x="310" y="943" type="qcurve" smooth="yes"/> </contour> <contour> <point x="767" y="363" type="line" smooth="yes"/> <point x="848" y="370"/> <point x="981" y="415"/> <point x="1030" y="457" type="qcurve" smooth="yes"/> <point x="1081" y="509"/> <point x="1140" y="665"/> <point x="1143" y="765" type="qcurve" smooth="yes"/> <point x="1143" y="892"/> <point x="1020" y="1050"/> <point x="890" y="1057" type="qcurve" smooth="yes"/> <point x="777" y="1054"/> <point x="637" y="914"/> <point x="641" y="713"/> <point x="757" y="613"/> <point x="939" y="613"/> <point x="984" y="658" type="qcurve"/> <point x="987" y="655" type="line"/> <point x="978" y="619"/> <point x="936" y="554"/> <point x="900" y="532" type="qcurve"/> <point x="877" y="512"/> <point x="835" y="499" type="qcurve"/> <point x="764" y="486" type="line"/> <point x="728" y="486" type="line"/> <point x="696" y="486" type="line"/> <point x="696" y="363" type="line"/> </contour> <contour> <point x="942" y="940"/> <point x="987" y="856"/> <point x="987" y="801" type="qcurve" smooth="yes"/> <point x="987" y="768"/> <point x="978" y="759" type="qcurve"/> <point x="968" y="742"/> <point x="923" y="713"/> <point x="890" y="713" type="qcurve" smooth="yes"/> <point x="838" y="716"/> <point x="790" y="778"/> <point x="790" y="823" type="qcurve" smooth="yes"/> <point x="790" y="879"/> <point x="845" y="943"/> <point x="887" y="943" type="qcurve" smooth="yes"/> </contour> <contour> <point x="864" y="1193" type="line"/> <point x="641" y="1420" type="line"/> <point x="414" y="1193" type="line"/> </contour> <contour> <point x="414" y="227" type="line"/> <point x="641" y="0" type="line"/> <point x="864" y="227" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/sort-numeric-variant.glif/0
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674
<?xml version='1.0' encoding='UTF-8'?> <glyph name="source-branch" format="2"> <advance width="1200"/> <unicode hex="F062C"/> <note> source-branch </note> <outline> <contour> <point x="843" y="567"/> <point x="937" y="677" type="qcurve" smooth="yes"/> <point x="1000" y="750"/> <point x="1020" y="863" type="qcurve"/> <point x="1087" y="880"/> <point x="1170" y="993"/> <point x="1170" y="1067" type="qcurve" smooth="yes"/> <point x="1170" y="1153"/> <point x="1043" y="1280"/> <point x="867" y="1280"/> <point x="743" y="1153"/> <point x="743" y="1067" type="qcurve" smooth="yes"/> <point x="743" y="1000"/> <point x="817" y="893"/> <point x="873" y="870" type="qcurve"/> <point x="853" y="807"/> <point x="800" y="767" type="qcurve" smooth="yes"/> <point x="727" y="710"/> <point x="600" y="710" type="qcurve" smooth="yes"/> <point x="423" y="710"/> <point x="317" y="630" type="qcurve"/> <point x="317" y="1007" type="line"/> <point x="380" y="1030"/> <point x="457" y="1140"/> <point x="457" y="1207" type="qcurve" smooth="yes"/> <point x="457" y="1297"/> <point x="333" y="1420"/> <point x="157" y="1420"/> <point x="30" y="1297"/> <point x="30" y="1207" type="qcurve" smooth="yes"/> <point x="30" y="1140"/> <point x="110" y="1030"/> <point x="173" y="1007" type="qcurve"/> <point x="173" y="413" type="line"/> <point x="110" y="390"/> <point x="30" y="280"/> <point x="30" y="213" type="qcurve" smooth="yes"/> <point x="30" y="123"/> <point x="157" y="0"/> <point x="333" y="0"/> <point x="457" y="123"/> <point x="457" y="213" type="qcurve" smooth="yes"/> <point x="457" y="277"/> <point x="387" y="383"/> <point x="330" y="410" type="qcurve"/> <point x="353" y="473"/> <point x="420" y="513" type="qcurve" smooth="yes"/> <point x="513" y="567"/> <point x="670" y="567" type="qcurve" smooth="yes"/> </contour> <contour> <point x="273" y="283"/> <point x="317" y="243"/> <point x="317" y="183"/> <point x="273" y="140"/> <point x="213" y="140"/> <point x="173" y="183"/> <point x="173" y="243"/> <point x="213" y="283"/> <point x="243" y="283" type="qcurve" smooth="yes"/> </contour> <contour> <point x="273" y="1280"/> <point x="243" y="1280" type="qcurve" smooth="yes"/> <point x="213" y="1280"/> <point x="173" y="1237"/> <point x="173" y="1177"/> <point x="213" y="1137"/> <point x="273" y="1137"/> <point x="317" y="1177"/> <point x="317" y="1237"/> </contour> <contour> <point x="987" y="1137"/> <point x="1027" y="1097"/> <point x="1027" y="1037"/> <point x="987" y="993"/> <point x="927" y="993"/> <point x="883" y="1037"/> <point x="883" y="1097"/> <point x="927" y="1137"/> <point x="957" y="1137" type="qcurve" smooth="yes"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/source-branch.glif/0
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675
<?xml version='1.0' encoding='UTF-8'?> <glyph name="spa" format="2"> <advance width="1200"/> <unicode hex="F0CD1"/> <note> spa </note> <outline> <contour> <point x="690" y="786"/> <point x="804" y="849" type="qcurve"/> <point x="796" y="971"/> <point x="695" y="1200"/> <point x="603" y="1290" type="qcurve"/> <point x="513" y="1200"/> <point x="407" y="971"/> <point x="396" y="849" type="qcurve"/> <point x="510" y="786"/> <point x="600" y="694" type="qcurve"/> </contour> <contour> <point x="695" y="656"/> <point x="600" y="508" type="qcurve"/> <point x="505" y="656"/> <point x="197" y="827"/> <point x="20" y="827" type="qcurve"/> <point x="20" y="566"/> <point x="162" y="389" type="qcurve" smooth="yes"/> <point x="265" y="258"/> <point x="431" y="184" type="qcurve" smooth="yes"/> <point x="526" y="141"/> <point x="600" y="130" type="qcurve"/> <point x="676" y="144"/> <point x="769" y="184" type="qcurve" smooth="yes"/> <point x="935" y="258"/> <point x="1038" y="389" type="qcurve" smooth="yes"/> <point x="1180" y="566"/> <point x="1180" y="827" type="qcurve"/> <point x="1003" y="827"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/spa.glif/0
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676
<?xml version='1.0' encoding='UTF-8'?> <glyph name="star-box" format="2"> <advance width="1200"/> <unicode hex="F0A73"/> <note> star-box </note> <outline> <contour> <point x="150" y="1290" type="line" smooth="yes"/> <point x="96" y="1290"/> <point x="20" y="1214"/> <point x="20" y="1160" type="qcurve" smooth="yes"/> <point x="20" y="260" type="line" smooth="yes"/> <point x="20" y="206"/> <point x="96" y="130"/> <point x="150" y="130" type="qcurve" smooth="yes"/> <point x="1050" y="130" type="line" smooth="yes"/> <point x="1104" y="130"/> <point x="1180" y="206"/> <point x="1180" y="260" type="qcurve" smooth="yes"/> <point x="1180" y="1160" type="line" smooth="yes"/> <point x="1180" y="1214"/> <point x="1104" y="1290"/> <point x="1050" y="1290" type="qcurve" smooth="yes"/> </contour> <contour> <point x="600" y="526" type="line"/> <point x="370" y="387" type="line"/> <point x="431" y="650" type="line"/> <point x="225" y="825" type="line"/> <point x="494" y="849" type="line"/> <point x="600" y="1097" type="line"/> <point x="706" y="849" type="line"/> <point x="975" y="828" type="line"/> <point x="769" y="650" type="line"/> <point x="830" y="387" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/star-box.glif/0
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677
<?xml version='1.0' encoding='UTF-8'?> <glyph name="star-off-outline" format="2"> <advance width="1200"/> <unicode hex="F155B"/> <note> star-off-outline </note> <outline> <contour> <point x="1115" y="130" type="line"/> <point x="1180" y="195" type="line"/> <point x="92" y="1290" type="line"/> <point x="20" y="1218" type="line"/> <point x="341" y="896" type="line"/> <point x="72" y="876" type="line"/> <point x="375" y="609" type="line"/> <point x="287" y="223" type="line"/> <point x="628" y="428" type="line"/> <point x="970" y="223" type="line"/> <point x="955" y="291" type="line"/> </contour> <contour> <point x="424" y="814" type="line"/> <point x="833" y="404" type="line"/> <point x="623" y="531" type="line"/> <point x="414" y="404" type="line"/> <point x="468" y="643" type="line"/> <point x="287" y="803" type="line"/> </contour> <contour> <point x="628" y="1047" type="line"/> <point x="722" y="827" type="line"/> <point x="965" y="803" type="line"/> <point x="833" y="692" type="line"/> <point x="895" y="632" type="line"/> <point x="1175" y="876" type="line"/> <point x="779" y="909" type="line"/> <point x="623" y="1272" type="line"/> <point x="512" y="1008" type="line"/> <point x="579" y="940" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/star-off-outline.glif/0
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678
<?xml version='1.0' encoding='UTF-8'?> <glyph name="sticker-plus-outline" format="2"> <advance width="1200"/> <unicode hex="F136D"/> <note> sticker-plus-outline </note> <outline> <contour> <point x="657" y="941" type="line"/> <point x="543" y="941" type="line"/> <point x="543" y="767" type="line"/> <point x="369" y="767" type="line"/> <point x="369" y="653" type="line"/> <point x="543" y="653" type="line"/> <point x="543" y="479" type="line"/> <point x="657" y="479" type="line"/> <point x="657" y="653" type="line"/> <point x="831" y="653" type="line"/> <point x="831" y="767" type="line"/> <point x="657" y="767" type="line"/> </contour> <contour> <point x="1180" y="1170"/> <point x="1060" y="1290"/> <point x="978" y="1290" type="qcurve" smooth="yes"/> <point x="222" y="1290" type="line" smooth="yes"/> <point x="140" y="1290"/> <point x="20" y="1170"/> <point x="20" y="1088" type="qcurve" smooth="yes"/> <point x="20" y="332" type="line" smooth="yes"/> <point x="20" y="250"/> <point x="140" y="130"/> <point x="222" y="130" type="qcurve" smooth="yes"/> <point x="831" y="130" type="line"/> <point x="1180" y="479" type="line"/> <point x="1180" y="1088" type="line" smooth="yes"/> </contour> <contour> <point x="1066" y="530" type="line"/> <point x="978" y="530" type="line" smooth="yes"/> <point x="894" y="530"/> <point x="774" y="410"/> <point x="774" y="326" type="qcurve" smooth="yes"/> <point x="774" y="239" type="line"/> <point x="241" y="239" type="line" smooth="yes"/> <point x="197" y="239"/> <point x="134" y="302"/> <point x="134" y="345" type="qcurve" smooth="yes"/> <point x="134" y="1069" type="line" smooth="yes"/> <point x="134" y="1113"/> <point x="197" y="1176"/> <point x="241" y="1176" type="qcurve" smooth="yes"/> <point x="959" y="1176" type="line" smooth="yes"/> <point x="1003" y="1176"/> <point x="1066" y="1113"/> <point x="1066" y="1069" type="qcurve" smooth="yes"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/sticker-plus-outline.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/sticker-plus-outline.glif", "repo_id": "cascadia-code", "token_count": 1065 }
679
<?xml version='1.0' encoding='UTF-8'?> <glyph name="store-24-hour" format="2"> <advance width="1200"/> <unicode hex="F04DD"/> <note> store-24-hour </note> <outline> <contour> <point x="831" y="1001" type="line"/> <point x="831" y="710" type="line"/> <point x="774" y="710" type="line"/> <point x="774" y="827" type="line"/> <point x="657" y="827" type="line"/> <point x="657" y="1001" type="line"/> <point x="717" y="1001" type="line"/> <point x="717" y="884" type="line"/> <point x="774" y="884" type="line"/> <point x="774" y="1001" type="line"/> </contour> <contour> <point x="543" y="1001" type="line"/> <point x="543" y="827" type="line"/> <point x="426" y="827" type="line"/> <point x="426" y="767" type="line"/> <point x="543" y="767" type="line"/> <point x="543" y="710" type="line"/> <point x="369" y="710" type="line"/> <point x="369" y="884" type="line"/> <point x="483" y="884" type="line"/> <point x="483" y="941" type="line"/> <point x="369" y="941" type="line"/> <point x="369" y="1001" type="line"/> </contour> <contour> <point x="1180" y="1001" type="line"/> <point x="1006" y="1001" type="line"/> <point x="1006" y="1176" type="line"/> <point x="194" y="1176" type="line"/> <point x="194" y="1001" type="line"/> <point x="20" y="1001" type="line"/> <point x="20" y="244" type="line"/> <point x="483" y="244" type="line"/> <point x="483" y="479" type="line"/> <point x="717" y="479" type="line"/> <point x="717" y="244" type="line"/> <point x="1180" y="244" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/store-24-hour.glif/0
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680
<?xml version='1.0' encoding='UTF-8'?> <glyph name="store-off" format="2"> <advance width="1200"/> <unicode hex="F18CE"/> <note> store-off </note> <outline> <contour> <point x="1063" y="1054" type="line"/> <point x="1063" y="1166" type="line"/> <point x="357" y="1166" type="line"/> <point x="465" y="1054" type="line"/> </contour> <contour> <point x="952" y="568" type="line"/> <point x="1063" y="459" type="line"/> <point x="1063" y="612" type="line"/> <point x="1118" y="612" type="line"/> <point x="1118" y="723" type="line"/> <point x="1063" y="1000" type="line"/> <point x="522" y="1000" type="line"/> <point x="908" y="612" type="line"/> <point x="952" y="612" type="line"/> </contour> <contour> <point x="90" y="1290" type="line"/> <point x="20" y="1220" type="line"/> <point x="240" y="1000" type="line"/> <point x="178" y="1000" type="line"/> <point x="124" y="723" type="line"/> <point x="124" y="612" type="line"/> <point x="178" y="612" type="line"/> <point x="178" y="280" type="line"/> <point x="732" y="280" type="line"/> <point x="732" y="508" type="line"/> <point x="1110" y="130" type="line"/> <point x="1180" y="200" type="line"/> </contour> <contour> <point x="621" y="392" type="line"/> <point x="289" y="392" type="line"/> <point x="289" y="612" type="line"/> <point x="621" y="612" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/store-off.glif/0
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681
<?xml version='1.0' encoding='UTF-8'?> <glyph name="table-eye" format="2"> <advance width="1200"/> <unicode hex="F1094"/> <note> table-eye </note> <outline> <contour> <point x="825" y="465"/> <point x="792" y="432"/> <point x="792" y="388"/> <point x="825" y="354"/> <point x="872" y="354"/> <point x="903" y="388"/> <point x="903" y="434"/> <point x="872" y="465"/> <point x="849" y="465" type="qcurve" smooth="yes"/> </contour> <contour> <point x="737" y="631"/> <point x="556" y="509"/> <point x="517" y="411" type="qcurve"/> <point x="556" y="313"/> <point x="737" y="188"/> <point x="960" y="188"/> <point x="1139" y="313"/> <point x="1180" y="411" type="qcurve"/> <point x="1139" y="509"/> <point x="960" y="631"/> <point x="849" y="631" type="qcurve" smooth="yes"/> </contour> <contour> <point x="906" y="548"/> <point x="986" y="468"/> <point x="986" y="351"/> <point x="906" y="271"/> <point x="792" y="271"/> <point x="709" y="351"/> <point x="709" y="468"/> <point x="792" y="548"/> <point x="849" y="548" type="qcurve" smooth="yes"/> </contour> <contour> <point x="950" y="1232"/> <point x="903" y="1232" type="qcurve" smooth="yes"/> <point x="129" y="1232" type="line" smooth="yes"/> <point x="85" y="1232"/> <point x="20" y="1167"/> <point x="20" y="1120" type="qcurve" smooth="yes"/> <point x="20" y="458" type="line" smooth="yes"/> <point x="20" y="414"/> <point x="85" y="349"/> <point x="129" y="349" type="qcurve" smooth="yes"/> <point x="429" y="349" type="line"/> <point x="416" y="372"/> <point x="406" y="403" type="qcurve"/> <point x="416" y="434"/> <point x="429" y="458" type="qcurve"/> <point x="129" y="458" type="line"/> <point x="129" y="680" type="line"/> <point x="460" y="680" type="line"/> <point x="460" y="515" type="line"/> <point x="507" y="584"/> <point x="572" y="636" type="qcurve"/> <point x="572" y="680" type="line"/> <point x="636" y="680" type="line"/> <point x="735" y="735"/> <point x="849" y="735" type="qcurve" smooth="yes"/> <point x="934" y="735"/> <point x="1014" y="701" type="qcurve"/> <point x="1014" y="1120" type="line" smooth="yes"/> <point x="1014" y="1167"/> </contour> <contour> <point x="460" y="1012" type="line"/> <point x="460" y="789" type="line"/> <point x="129" y="789" type="line"/> <point x="129" y="1012" type="line"/> </contour> <contour> <point x="903" y="1012" type="line"/> <point x="903" y="789" type="line"/> <point x="572" y="789" type="line"/> <point x="572" y="1012" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/table-eye.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/table-eye.glif", "repo_id": "cascadia-code", "token_count": 1465 }
682
<?xml version='1.0' encoding='UTF-8'?> <glyph name="table-picnic" format="2"> <advance width="1200"/> <unicode hex="F1743"/> <note> table-picnic </note> <outline> <contour> <point x="178" y="868" type="line"/> <point x="284" y="868" type="line"/> <point x="272" y="762" type="line"/> <point x="20" y="762" type="line"/> <point x="20" y="658" type="line"/> <point x="262" y="658" type="line"/> <point x="232" y="394" type="line"/> <point x="363" y="394" type="line"/> <point x="393" y="658" type="line"/> <point x="807" y="658" type="line"/> <point x="837" y="394" type="line"/> <point x="968" y="394" type="line"/> <point x="938" y="658" type="line"/> <point x="1180" y="658" type="line"/> <point x="1180" y="762" type="line"/> <point x="928" y="762" type="line"/> <point x="916" y="868" type="line"/> <point x="1022" y="868" type="line"/> <point x="1022" y="1026" type="line"/> <point x="178" y="1026" type="line"/> </contour> <contour> <point x="795" y="762" type="line"/> <point x="405" y="762" type="line"/> <point x="415" y="868" type="line"/> <point x="785" y="868" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/table-picnic.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/table-picnic.glif", "repo_id": "cascadia-code", "token_count": 609 }
683
<?xml version='1.0' encoding='UTF-8'?> <glyph name="timeline-clock-outline" format="2"> <advance width="1200"/> <unicode hex="F11FC"/> <note> timeline-clock-outline </note> <outline> <contour> <point x="72" y="1213" type="line"/> <point x="72" y="911" type="line"/> <point x="171" y="911" type="line"/> <point x="171" y="1213" type="line"/> </contour> <contour> <point x="171" y="207" type="line"/> <point x="171" y="509" type="line"/> <point x="72" y="509" type="line"/> <point x="72" y="207" type="line"/> </contour> <contour> <point x="223" y="753"/> <point x="164" y="812"/> <point x="79" y="812"/> <point x="20" y="753"/> <point x="20" y="667"/> <point x="79" y="608"/> <point x="164" y="608"/> <point x="223" y="667"/> <point x="223" y="710" type="qcurve" smooth="yes"/> </contour> <contour> <point x="641" y="1114"/> <point x="431" y="953"/> <point x="391" y="828" type="qcurve"/> <point x="273" y="710" type="line"/> <point x="391" y="592" type="line"/> <point x="431" y="467"/> <point x="641" y="306"/> <point x="776" y="306" type="qcurve" smooth="yes"/> <point x="887" y="306"/> <point x="1071" y="415"/> <point x="1180" y="601"/> <point x="1180" y="819"/> <point x="1071" y="1005"/> <point x="887" y="1114"/> <point x="776" y="1114" type="qcurve" smooth="yes"/> </contour> <contour> <point x="859" y="1012"/> <point x="998" y="932"/> <point x="1078" y="793"/> <point x="1078" y="627"/> <point x="998" y="488"/> <point x="859" y="408"/> <point x="696" y="408"/> <point x="556" y="488"/> <point x="474" y="627"/> <point x="474" y="793"/> <point x="556" y="932"/> <point x="696" y="1012"/> <point x="776" y="1012" type="qcurve" smooth="yes"/> </contour> <contour> <point x="913" y="545" type="line"/> <point x="953" y="608" type="line"/> <point x="802" y="701" type="line"/> <point x="802" y="911" type="line"/> <point x="726" y="911" type="line"/> <point x="726" y="660" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/timeline-clock-outline.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/timeline-clock-outline.glif", "repo_id": "cascadia-code", "token_count": 1136 }
684
<?xml version='1.0' encoding='UTF-8'?> <glyph name="timer-alert-outline" format="2"> <advance width="1200"/> <unicode hex="F1ACD"/> <note> timer-alert-outline </note> <outline> <contour> <point x="442" y="577" type="line"/> <point x="548" y="577" type="line"/> <point x="548" y="893" type="line"/> <point x="442" y="893" type="line"/> </contour> <contour> <point x="652" y="1157" type="line"/> <point x="652" y="1263" type="line"/> <point x="336" y="1263" type="line"/> <point x="336" y="1157" type="line"/> </contour> <contour> <point x="941" y="1001" type="line"/> <point x="901" y="1043"/> <point x="867" y="1075" type="qcurve"/> <point x="790" y="999" type="line"/> <point x="728" y="1048"/> <point x="578" y="1105"/> <point x="494" y="1105" type="qcurve" smooth="yes"/> <point x="366" y="1105"/> <point x="148" y="977"/> <point x="20" y="759"/> <point x="20" y="503"/> <point x="148" y="283"/> <point x="366" y="157"/> <point x="625" y="157"/> <point x="842" y="283"/> <point x="968" y="500"/> <point x="968" y="631" type="qcurve" smooth="yes"/> <point x="968" y="712"/> <point x="913" y="863"/> <point x="864" y="925" type="qcurve"/> </contour> <contour> <point x="864" y="530"/> <point x="765" y="360"/> <point x="595" y="261"/> <point x="395" y="261"/> <point x="225" y="360"/> <point x="126" y="530"/> <point x="126" y="730"/> <point x="225" y="900"/> <point x="395" y="999"/> <point x="595" y="999"/> <point x="765" y="900"/> <point x="864" y="730"/> <point x="864" y="631" type="qcurve" smooth="yes"/> </contour> <contour> <point x="1180" y="947" type="line"/> <point x="1074" y="947" type="line"/> <point x="1074" y="631" type="line"/> <point x="1180" y="631" type="line"/> </contour> <contour> <point x="1074" y="525" type="line"/> <point x="1074" y="419" type="line"/> <point x="1180" y="419" type="line"/> <point x="1180" y="525" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/timer-alert-outline.glif/0
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685
<?xml version='1.0' encoding='UTF-8'?> <glyph name="tooltip-check-outline" format="2"> <advance width="1200"/> <unicode hex="F155D"/> <note> tooltip-check-outline </note> <outline> <contour> <point x="1112" y="1290"/> <point x="1066" y="1290" type="qcurve" smooth="yes"/> <point x="134" y="1290" type="line" smooth="yes"/> <point x="88" y="1290"/> <point x="20" y="1222"/> <point x="20" y="1176" type="qcurve" smooth="yes"/> <point x="20" y="479" type="line" smooth="yes"/> <point x="20" y="430"/> <point x="88" y="361"/> <point x="134" y="361" type="qcurve" smooth="yes"/> <point x="369" y="361" type="line"/> <point x="600" y="130" type="line"/> <point x="831" y="361" type="line"/> <point x="1066" y="361" type="line" smooth="yes"/> <point x="1112" y="361"/> <point x="1180" y="430"/> <point x="1180" y="479" type="qcurve" smooth="yes"/> <point x="1180" y="1176" type="line" smooth="yes"/> <point x="1180" y="1222"/> </contour> <contour> <point x="1066" y="1176" type="line"/> <point x="1066" y="479" type="line"/> <point x="785" y="479" type="line"/> <point x="600" y="293" type="line"/> <point x="415" y="479" type="line"/> <point x="134" y="479" type="line"/> <point x="134" y="1176" type="line"/> </contour> <contour> <point x="875" y="961" type="line"/> <point x="793" y="1042" type="line"/> <point x="526" y="775" type="line"/> <point x="407" y="895" type="line"/> <point x="325" y="813" type="line"/> <point x="526" y="612" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/tooltip-check-outline.glif/0
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686
<?xml version='1.0' encoding='UTF-8'?> <glyph name="transfer-up" format="2"> <advance width="1200"/> <unicode hex="F0DA3"/> <note> transfer-up </note> <outline> <contour> <point x="898" y="0" type="line"/> <point x="898" y="151" type="line"/> <point x="302" y="151" type="line"/> <point x="302" y="0" type="line"/> </contour> <contour> <point x="898" y="298" type="line"/> <point x="898" y="449" type="line"/> <point x="302" y="449" type="line"/> <point x="302" y="298" type="line"/> </contour> <contour> <point x="898" y="600" type="line"/> <point x="898" y="747" type="line"/> <point x="302" y="747" type="line"/> <point x="302" y="600" type="line"/> </contour> <contour> <point x="600" y="1420" type="line"/> <point x="78" y="898" type="line"/> <point x="1122" y="898" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/transfer-up.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/transfer-up.glif", "repo_id": "cascadia-code", "token_count": 455 }
687
<?xml version='1.0' encoding='UTF-8'?> <glyph name="trash-can-outline" format="2"> <advance width="1200"/> <unicode hex="F0A7A"/> <note> trash-can-outline </note> <outline> <contour> <point x="817" y="1361" type="line"/> <point x="383" y="1361" type="line"/> <point x="383" y="1290" type="line"/> <point x="20" y="1290" type="line"/> <point x="20" y="1144" type="line"/> <point x="95" y="1144" type="line"/> <point x="95" y="205" type="line" smooth="yes"/> <point x="95" y="144"/> <point x="179" y="59"/> <point x="237" y="59" type="qcurve" smooth="yes"/> <point x="963" y="59" type="line" smooth="yes"/> <point x="1021" y="59"/> <point x="1105" y="144"/> <point x="1105" y="205" type="qcurve" smooth="yes"/> <point x="1105" y="1144" type="line"/> <point x="1180" y="1144" type="line"/> <point x="1180" y="1290" type="line"/> <point x="817" y="1290" type="line"/> </contour> <contour> <point x="237" y="205" type="line"/> <point x="237" y="1144" type="line"/> <point x="963" y="1144" type="line"/> <point x="963" y="205" type="line"/> </contour> <contour> <point x="529" y="998" type="line"/> <point x="383" y="998" type="line"/> <point x="383" y="347" type="line"/> <point x="529" y="347" type="line"/> </contour> <contour> <point x="817" y="998" type="line"/> <point x="671" y="998" type="line"/> <point x="671" y="347" type="line"/> <point x="817" y="347" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/trash-can-outline.glif/0
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688
<?xml version='1.0' encoding='UTF-8'?> <glyph name="trending-up" format="2"> <advance width="1200"/> <unicode hex="F0535"/> <note> trending-up </note> <outline> <contour> <point x="1180" y="1059" type="line"/> <point x="831" y="1059" type="line"/> <point x="965" y="925" type="line"/> <point x="682" y="642" type="line"/> <point x="450" y="873" type="line"/> <point x="20" y="443" type="line"/> <point x="102" y="361" type="line"/> <point x="450" y="710" type="line"/> <point x="682" y="479" type="line"/> <point x="1047" y="843" type="line"/> <point x="1180" y="710" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/trending-up.glif/0
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689
<?xml version='1.0' encoding='UTF-8'?> <glyph name="umbrella-beach" format="2"> <advance width="1200"/> <unicode hex="F188A"/> <note> umbrella-beach </note> <outline> <contour> <point x="1087" y="130" type="line"/> <point x="1180" y="223" type="line"/> <point x="767" y="637" type="line"/> <point x="673" y="543" type="line"/> </contour> <contour> <point x="800" y="1062"/> <point x="951" y="914" type="qcurve"/> <point x="1135" y="1098" type="line"/> <point x="1008" y="1222"/> <point x="673" y="1312"/> <point x="339" y="1225"/> <point x="215" y="1098" type="qcurve"/> <point x="405" y="1161"/> </contour> <contour> <point x="149" y="905"/> <point x="212" y="1095" type="qcurve"/> <point x="85" y="971"/> <point x="-2" y="637"/> <point x="88" y="302"/> <point x="212" y="175" type="qcurve"/> <point x="396" y="359" type="line"/> <point x="248" y="510"/> </contour> <contour> <point x="363" y="1116"/> <point x="212" y="1098" type="qcurve"/> <point x="212" y="1098" type="line"/> <point x="194" y="947"/> <point x="339" y="600"/> <point x="489" y="453" type="qcurve"/> <point x="857" y="821" type="line"/> <point x="710" y="971"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/umbrella-beach.glif/0
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690
<?xml version='1.0' encoding='UTF-8'?> <glyph name="vector-polyline-plus" format="2"> <advance width="1200"/> <unicode hex="F1227"/> <note> vector-polyline-plus </note> <outline> <contour> <point x="351" y="1263" type="line"/> <point x="20" y="1263" type="line"/> <point x="20" y="931" type="line"/> <point x="183" y="931" type="line"/> <point x="292" y="600" type="line"/> <point x="240" y="600" type="line"/> <point x="240" y="269" type="line"/> <point x="572" y="269" type="line"/> <point x="572" y="522" type="line"/> <point x="869" y="820" type="line"/> <point x="1123" y="820" type="line"/> <point x="1123" y="1151" type="line"/> <point x="792" y="1151" type="line"/> <point x="792" y="900" type="line"/> <point x="494" y="600" type="line"/> <point x="408" y="600" type="line"/> <point x="300" y="931" type="line"/> <point x="351" y="931" type="line"/> </contour> <contour> <point x="129" y="1043" type="line"/> <point x="129" y="1151" type="line"/> <point x="240" y="1151" type="line"/> <point x="240" y="1043" type="line"/> </contour> <contour> <point x="903" y="931" type="line"/> <point x="903" y="1043" type="line"/> <point x="1014" y="1043" type="line"/> <point x="1014" y="931" type="line"/> </contour> <contour> <point x="1014" y="600" type="line"/> <point x="903" y="600" type="line"/> <point x="903" y="434" type="line"/> <point x="737" y="434" type="line"/> <point x="737" y="323" type="line"/> <point x="903" y="323" type="line"/> <point x="903" y="157" type="line"/> <point x="1014" y="157" type="line"/> <point x="1014" y="323" type="line"/> <point x="1180" y="323" type="line"/> <point x="1180" y="434" type="line"/> <point x="1014" y="434" type="line"/> </contour> <contour> <point x="351" y="380" type="line"/> <point x="351" y="489" type="line"/> <point x="460" y="489" type="line"/> <point x="460" y="380" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/vector-polyline-plus.glif/0
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691
<?xml version='1.0' encoding='UTF-8'?> <glyph name="view-module-outline" format="2"> <advance width="1200"/> <unicode hex="F148C"/> <note> view-module-outline </note> <outline> <contour> <point x="1180" y="1153" type="line"/> <point x="20" y="1153" type="line"/> <point x="20" y="267" type="line"/> <point x="1180" y="267" type="line"/> </contour> <contour> <point x="499" y="1018" type="line"/> <point x="704" y="1018" type="line"/> <point x="704" y="779" type="line"/> <point x="499" y="779" type="line"/> </contour> <contour> <point x="157" y="779" type="line"/> <point x="157" y="1018" type="line"/> <point x="362" y="1018" type="line"/> <point x="362" y="779" type="line"/> </contour> <contour> <point x="362" y="405" type="line"/> <point x="157" y="405" type="line"/> <point x="157" y="641" type="line"/> <point x="362" y="641" type="line"/> </contour> <contour> <point x="704" y="405" type="line"/> <point x="499" y="405" type="line"/> <point x="499" y="641" type="line"/> <point x="704" y="641" type="line"/> </contour> <contour> <point x="1043" y="641" type="line"/> <point x="1043" y="405" type="line"/> <point x="838" y="405" type="line"/> <point x="838" y="641" type="line"/> </contour> <contour> <point x="1043" y="779" type="line"/> <point x="838" y="779" type="line"/> <point x="838" y="1018" type="line"/> <point x="1043" y="1018" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/view-module-outline.glif/0
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692
<?xml version='1.0' encoding='UTF-8'?> <glyph name="volume-plus" format="2"> <advance width="1200"/> <unicode hex="F075D"/> <note> volume-plus </note> <outline> <contour> <point x="20" y="527" type="line"/> <point x="263" y="527" type="line"/> <point x="570" y="220" type="line"/> <point x="570" y="1200" type="line"/> <point x="263" y="893" type="line"/> <point x="20" y="893" type="line"/> </contour> <contour> <point x="693" y="650" type="line"/> <point x="876" y="650" type="line"/> <point x="876" y="467" type="line"/> <point x="997" y="467" type="line"/> <point x="997" y="650" type="line"/> <point x="1180" y="650" type="line"/> <point x="1180" y="770" type="line"/> <point x="997" y="770" type="line"/> <point x="997" y="953" type="line"/> <point x="876" y="953" type="line"/> <point x="876" y="770" type="line"/> <point x="693" y="770" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/volume-plus.glif/0
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693
<?xml version='1.0' encoding='UTF-8'?> <glyph name="window-shutter-alert" format="2"> <advance width="1200"/> <unicode hex="F111D"/> <note> window-shutter-alert </note> <outline> <contour> <point x="20" y="941" type="line"/> <point x="134" y="941" type="line"/> <point x="134" y="244" type="line"/> <point x="251" y="244" type="line"/> <point x="251" y="941" type="line"/> <point x="831" y="941" type="line"/> <point x="831" y="244" type="line"/> <point x="949" y="244" type="line"/> <point x="949" y="941" type="line"/> <point x="1066" y="941" type="line"/> <point x="1066" y="1176" type="line"/> <point x="20" y="1176" type="line"/> </contour> <contour> <point x="309" y="767" type="line"/> <point x="774" y="767" type="line"/> <point x="774" y="884" type="line"/> <point x="309" y="884" type="line"/> </contour> <contour> <point x="309" y="593" type="line"/> <point x="774" y="593" type="line"/> <point x="774" y="710" type="line"/> <point x="309" y="710" type="line"/> </contour> <contour> <point x="1180" y="304" type="line"/> <point x="1180" y="419" type="line"/> <point x="1066" y="419" type="line"/> <point x="1066" y="304" type="line"/> </contour> <contour> <point x="1180" y="536" type="line"/> <point x="1180" y="827" type="line"/> <point x="1066" y="827" type="line"/> <point x="1066" y="536" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/glyphs/window-shutter-alert.glif/0
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694
<?xml version='1.0' encoding='UTF-8'?> <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd"> <plist version="1.0"> <dict> <key>com.schriftgestaltung.DisplayStrings</key> <array> <string>/lightbulb-multiple-off-outline</string> </array> <key>com.schriftgestaltung.disablesAutomaticAlignment</key> <true/> <key>com.schriftgestaltung.fontMasterID</key> <string>m01</string> <key>com.schriftgestaltung.formatVersion</key> <integer>3</integer> <key>com.schriftgestaltung.useGlyphOrder</key> <true/> <key>com.schriftgestaltung.useNiceNames</key> <false/> <key>public.glyphOrder</key> <array> <string>vector-square</string> <string>access-point-network</string> <string>access-point</string> <string>account</string> <string>account-alert</string> <string>account-box</string> <string>account-box-outline</string> <string>account-check</string> <string>account-circle</string> <string>account-convert</string> <string>account-key</string> <string>tooltip-account</string> <string>account-minus</string> <string>account-multiple</string> <string>account-multiple-outline</string> <string>account-multiple-plus</string> <string>account-network</string> <string>account-off</string> <string>account-outline</string> <string>account-plus</string> <string>account-remove</string> <string>account-search</string> <string>account-star</string> <string>orbit</string> <string>account-switch</string> <string>adjust</string> <string>air-conditioner</string> <string>airballoon</string> <string>airplane</string> <string>airplane-off</string> <string>cast-variant</string> <string>alarm</string> <string>alarm-check</string> <string>alarm-multiple</string> <string>alarm-off</string> <string>alarm-plus</string> <string>album</string> <string>alert</string> <string>alert-box</string> <string>alert-circle</string> <string>alert-octagon</string> <string>alert-outline</string> <string>alpha</string> <string>alphabetical</string> <string>greenhouse</string> <string>rollerblade-off</string> <string>ambulance</string> <string>amplifier</string> <string>anchor</string> <string>android</string> <string>web-plus</string> <string>android-studio</string> <string>apple</string> <string>apple-finder</string> <string>apple-ios</string> <string>apple-icloud</string> <string>apple-safari</string> <string>font-awesome</string> <string>apps</string> <string>archive</string> <string>arrange-bring-forward</string> <string>arrange-bring-to-front</string> <string>arrange-send-backward</string> <string>arrange-send-to-back</string> <string>arrow-all</string> <string>arrow-bottom-left</string> <string>arrow-bottom-right</string> <string>arrow-collapse-all</string> <string>arrow-down</string> <string>arrow-down-thick</string> <string>arrow-down-bold-circle</string> <string>arrow-down-bold-circle-outline</string> <string>arrow-down-bold-hexagon-outline</string> <string>arrow-down-drop-circle</string> <string>arrow-down-drop-circle-outline</string> <string>arrow-expand-all</string> <string>arrow-left</string> <string>arrow-left-thick</string> <string>arrow-left-bold-circle</string> <string>arrow-left-bold-circle-outline</string> <string>arrow-left-bold-hexagon-outline</string> <string>arrow-left-drop-circle</string> <string>arrow-left-drop-circle-outline</string> <string>arrow-right</string> <string>arrow-right-thick</string> <string>arrow-right-bold-circle</string> <string>arrow-right-bold-circle-outline</string> <string>arrow-right-bold-hexagon-outline</string> <string>arrow-right-drop-circle</string> <string>arrow-right-drop-circle-outline</string> <string>arrow-top-left</string> <string>arrow-top-right</string> <string>arrow-up</string> <string>arrow-up-thick</string> <string>arrow-up-bold-circle</string> <string>arrow-up-bold-circle-outline</string> <string>arrow-up-bold-hexagon-outline</string> <string>arrow-up-drop-circle</string> <string>arrow-up-drop-circle-outline</string> <string>assistant</string> <string>at</string> <string>attachment</string> <string>book-music</string> <string>auto-fix</string> <string>auto-upload</string> <string>autorenew</string> <string>av-timer</string> <string>baby</string> <string>backburger</string> <string>backspace</string> <string>backup-restore</string> <string>bank</string> <string>barcode</string> <string>barcode-scan</string> <string>barley</string> <string>barrel</string> <string>incognito-off</string> <string>basket</string> <string>basket-fill</string> <string>basket-unfill</string> <string>battery</string> <string>battery-10</string> <string>battery-20</string> <string>battery-30</string> <string>battery-40</string> <string>battery-50</string> <string>battery-60</string> <string>battery-70</string> <string>battery-80</string> <string>battery-90</string> <string>battery-alert</string> <string>battery-charging</string> <string>battery-charging-100</string> <string>battery-charging-20</string> <string>battery-charging-30</string> <string>battery-charging-40</string> <string>battery-charging-60</string> <string>battery-charging-80</string> <string>battery-charging-90</string> <string>battery-minus-variant</string> <string>battery-negative</string> <string>battery-outline</string> <string>battery-plus-variant</string> <string>battery-positive</string> <string>battery-unknown</string> <string>beach</string> <string>flask</string> <string>flask-empty</string> <string>flask-empty-outline</string> <string>flask-outline</string> <string>bunk-bed-outline</string> <string>beer</string> <string>bed-outline</string> <string>bell</string> <string>bell-off</string> <string>bell-outline</string> <string>bell-plus</string> <string>bell-ring</string> <string>bell-ring-outline</string> <string>bell-sleep</string> <string>beta</string> <string>book-cross</string> <string>bike</string> <string>microsoft-bing</string> <string>binoculars</string> <string>bio</string> <string>biohazard</string> <string>bitbucket</string> <string>black-mesa</string> <string>shield-refresh</string> <string>blender-software</string> <string>blinds</string> <string>block-helper</string> <string>application-edit</string> <string>bluetooth</string> <string>bluetooth-audio</string> <string>bluetooth-connect</string> <string>bluetooth-off</string> <string>bluetooth-settings</string> <string>bluetooth-transfer</string> <string>blur</string> <string>blur-linear</string> <string>blur-off</string> <string>blur-radial</string> <string>bone</string> <string>book</string> <string>book-multiple</string> <string>book-variant-multiple</string> <string>book-open</string> <string>book-open-blank-variant</string> <string>book-variant</string> <string>bookmark</string> <string>bookmark-check</string> <string>bookmark-music</string> <string>bookmark-outline</string> <string>bookmark-plus-outline</string> <string>bookmark-plus</string> <string>bookmark-remove</string> <string>border-all</string> <string>border-bottom</string> <string>border-color</string> <string>border-horizontal</string> <string>border-inside</string> <string>border-left</string> <string>border-none</string> <string>border-outside</string> <string>border-right</string> <string>border-style</string> <string>border-top</string> <string>border-vertical</string> <string>bowling</string> <string>box</string> <string>box-cutter</string> <string>briefcase</string> <string>briefcase-check</string> <string>briefcase-download</string> <string>briefcase-upload</string> <string>brightness-1</string> <string>brightness-2</string> <string>brightness-3</string> <string>brightness-4</string> <string>brightness-5</string> <string>brightness-6</string> <string>brightness-7</string> <string>brightness-auto</string> <string>broom</string> <string>brush</string> <string>bug</string> <string>bulletin-board</string> <string>bullhorn</string> <string>bus</string> <string>cached</string> <string>cake</string> <string>cake-layered</string> <string>cake-variant</string> <string>calculator</string> <string>calendar</string> <string>calendar-blank</string> <string>calendar-check</string> <string>calendar-clock</string> <string>calendar-multiple</string> <string>calendar-multiple-check</string> <string>calendar-plus</string> <string>calendar-remove</string> <string>calendar-text</string> <string>calendar-today</string> <string>call-made</string> <string>call-merge</string> <string>call-missed</string> <string>call-received</string> <string>call-split</string> <string>camcorder</string> <string>video-box</string> <string>video-box-off</string> <string>camcorder-off</string> <string>camera</string> <string>camera-enhance</string> <string>camera-front</string> <string>camera-front-variant</string> <string>camera-iris</string> <string>camera-party-mode</string> <string>camera-rear</string> <string>camera-rear-variant</string> <string>camera-switch</string> <string>camera-timer</string> <string>candycane</string> <string>car</string> <string>car-battery</string> <string>car-connected</string> <string>car-wash</string> <string>carrot</string> <string>cart</string> <string>cart-outline</string> <string>cart-plus</string> <string>case-sensitive-alt</string> <string>cash</string> <string>cash-100</string> <string>cash-multiple</string> <string>checkbox-blank-badge-outline</string> <string>cast</string> <string>cast-connected</string> <string>castle</string> <string>cat</string> <string>cellphone</string> <string>tray-arrow-up</string> <string>cellphone-basic</string> <string>cellphone-dock</string> <string>tray-arrow-down</string> <string>cellphone-link</string> <string>cellphone-link-off</string> <string>cellphone-settings</string> <string>certificate</string> <string>chair-school</string> <string>chart-arc</string> <string>chart-areaspline</string> <string>chart-bar</string> <string>chart-histogram</string> <string>chart-line</string> <string>chart-pie</string> <string>check</string> <string>check-all</string> <string>checkbox-blank</string> <string>checkbox-blank-circle</string> <string>checkbox-blank-circle-outline</string> <string>checkbox-blank-outline</string> <string>checkbox-marked</string> <string>checkbox-marked-circle</string> <string>checkbox-marked-circle-outline</string> <string>checkbox-marked-outline</string> <string>checkbox-multiple-blank</string> <string>checkbox-multiple-blank-outline</string> <string>checkbox-multiple-marked</string> <string>checkbox-multiple-marked-outline</string> <string>checkerboard</string> <string>chemical-weapon</string> <string>chevron-double-down</string> <string>chevron-double-left</string> <string>chevron-double-right</string> <string>chevron-double-up</string> <string>chevron-down</string> <string>chevron-left</string> <string>chevron-right</string> <string>chevron-up</string> <string>church</string> <string>roller-skate-off</string> <string>city</string> <string>clipboard</string> <string>clipboard-account</string> <string>clipboard-alert</string> <string>clipboard-arrow-down</string> <string>clipboard-arrow-left</string> <string>clipboard-outline</string> <string>clipboard-text</string> <string>clipboard-check</string> <string>clippy</string> <string>clock-outline</string> <string>clock-end</string> <string>clock-fast</string> <string>clock-in</string> <string>clock-out</string> <string>clock-start</string> <string>close</string> <string>close-box</string> <string>close-box-outline</string> <string>close-circle</string> <string>close-circle-outline</string> <string>close-network</string> <string>close-octagon</string> <string>close-octagon-outline</string> <string>closed-caption</string> <string>cloud</string> <string>cloud-check</string> <string>cloud-circle</string> <string>cloud-download</string> <string>cloud-outline</string> <string>cloud-off-outline</string> <string>cloud-print</string> <string>cloud-print-outline</string> <string>cloud-upload</string> <string>code-array</string> <string>code-braces</string> <string>code-brackets</string> <string>code-equal</string> <string>code-greater-than</string> <string>code-greater-than-or-equal</string> <string>code-less-than</string> <string>code-less-than-or-equal</string> <string>code-not-equal</string> <string>code-not-equal-variant</string> <string>code-parentheses</string> <string>code-string</string> <string>code-tags</string> <string>codepen</string> <string>coffee</string> <string>coffee-to-go</string> <string>bell-badge-outline</string> <string>color-helper</string> <string>comment</string> <string>comment-account</string> <string>comment-account-outline</string> <string>comment-alert</string> <string>comment-alert-outline</string> <string>comment-check</string> <string>comment-check-outline</string> <string>comment-multiple-outline</string> <string>comment-outline</string> <string>comment-plus-outline</string> <string>comment-processing</string> <string>comment-processing-outline</string> <string>comment-question-outline</string> <string>comment-remove-outline</string> <string>comment-text</string> <string>comment-text-outline</string> <string>compare</string> <string>compass</string> <string>compass-outline</string> <string>console</string> <string>card-account-mail</string> <string>content-copy</string> <string>content-cut</string> <string>content-duplicate</string> <string>content-paste</string> <string>content-save</string> <string>content-save-all</string> <string>contrast</string> <string>contrast-box</string> <string>contrast-circle</string> <string>cookie</string> <string>counter</string> <string>cow</string> <string>credit-card-outline</string> <string>credit-card-multiple-outline</string> <string>credit-card-scan-outline</string> <string>crop</string> <string>crop-free</string> <string>crop-landscape</string> <string>crop-portrait</string> <string>crop-square</string> <string>crosshairs</string> <string>crosshairs-gps</string> <string>crown</string> <string>cube</string> <string>cube-outline</string> <string>cube-send</string> <string>cube-unfolded</string> <string>cup</string> <string>cup-water</string> <string>currency-btc</string> <string>currency-eur</string> <string>currency-gbp</string> <string>currency-inr</string> <string>currency-ngn</string> <string>currency-rub</string> <string>currency-try</string> <string>delete-variant</string> <string>delete</string> <string>decimal-increase</string> <string>decimal-decrease</string> <string>debug-step-over</string> <string>debug-step-out</string> <string>debug-step-into</string> <string>database-plus</string> <string>database-minus</string> <string>database</string> <string>cursor-pointer</string> <string>cursor-move</string> <string>cursor-default-outline</string> <string>cursor-default</string> <string>currency-usd</string> <string>delta</string> <string>deskphone</string> <string>desktop-mac</string> <string>desktop-tower</string> <string>details</string> <string>deviantart</string> <string>diamond-stone</string> <string>ab-testing</string> <string>dice-1</string> <string>dice-2</string> <string>dice-3</string> <string>dice-4</string> <string>dice-5</string> <string>dice-6</string> <string>directions</string> <string>disc-alert</string> <string>disqus</string> <string>video-plus-outline</string> <string>division</string> <string>division-box</string> <string>dns</string> <string>domain</string> <string>dots-horizontal</string> <string>dots-vertical</string> <string>download</string> <string>drag</string> <string>drag-horizontal</string> <string>drag-vertical</string> <string>drawing</string> <string>drawing-box</string> <string>shield-refresh-outline</string> <string>calendar-refresh</string> <string>drone</string> <string>dropbox</string> <string>drupal</string> <string>duck</string> <string>dumbbell</string> <string>earth</string> <string>earth-off</string> <string>microsoft-edge</string> <string>eject</string> <string>elevation-decline</string> <string>elevation-rise</string> <string>elevator</string> <string>email</string> <string>email-open</string> <string>email-outline</string> <string>email-lock</string> <string>emoticon-outline</string> <string>emoticon-cool-outline</string> <string>emoticon-devil-outline</string> <string>emoticon-happy-outline</string> <string>emoticon-neutral-outline</string> <string>emoticon-poop</string> <string>emoticon-sad-outline</string> <string>emoticon-tongue</string> <string>engine</string> <string>engine-outline</string> <string>equal</string> <string>equal-box</string> <string>eraser</string> <string>escalator</string> <string>ethernet</string> <string>ethernet-cable</string> <string>ethernet-cable-off</string> <string>calendar-refresh-outline</string> <string>evernote</string> <string>exclamation</string> <string>exit-to-app</string> <string>export</string> <string>eye</string> <string>eye-off</string> <string>eyedropper</string> <string>eyedropper-variant</string> <string>facebook</string> <string>order-alphabetical-ascending</string> <string>facebook-messenger</string> <string>factory</string> <string>fan</string> <string>fast-forward</string> <string>fax</string> <string>ferry</string> <string>file</string> <string>file-chart</string> <string>file-check</string> <string>file-cloud</string> <string>file-delimited</string> <string>file-document</string> <string>text-box</string> <string>file-excel</string> <string>file-excel-box</string> <string>file-export</string> <string>file-find</string> <string>file-image</string> <string>file-import</string> <string>file-lock</string> <string>file-multiple</string> <string>file-music</string> <string>file-outline</string> <string>file-jpg-box</string> <string>file-pdf-box</string> <string>file-powerpoint</string> <string>file-powerpoint-box</string> <string>file-presentation-box</string> <string>file-send</string> <string>file-video</string> <string>file-word</string> <string>file-word-box</string> <string>file-code</string> <string>film</string> <string>filmstrip</string> <string>filmstrip-off</string> <string>filter</string> <string>filter-outline</string> <string>filter-remove</string> <string>filter-remove-outline</string> <string>filter-variant</string> <string>fingerprint</string> <string>fire</string> <string>firefox</string> <string>fish</string> <string>flag</string> <string>flag-checkered</string> <string>flag-outline</string> <string>flag-variant-outline</string> <string>flag-triangle</string> <string>flag-variant</string> <string>flash</string> <string>flash-auto</string> <string>flash-off</string> <string>flashlight</string> <string>flashlight-off</string> <string>star-half</string> <string>flip-to-back</string> <string>flip-to-front</string> <string>floppy</string> <string>flower</string> <string>folder</string> <string>folder-account</string> <string>folder-download</string> <string>folder-google-drive</string> <string>folder-image</string> <string>folder-lock</string> <string>folder-lock-open</string> <string>folder-move</string> <string>folder-multiple</string> <string>folder-multiple-image</string> <string>folder-multiple-outline</string> <string>folder-outline</string> <string>folder-plus</string> <string>folder-remove</string> <string>folder-upload</string> <string>food</string> <string>food-apple</string> <string>food-variant</string> <string>football</string> <string>football-australian</string> <string>football-helmet</string> <string>format-align-center</string> <string>format-align-justify</string> <string>format-align-left</string> <string>format-align-right</string> <string>format-bold</string> <string>format-clear</string> <string>format-color-fill</string> <string>format-float-center</string> <string>format-float-left</string> <string>format-float-none</string> <string>format-float-right</string> <string>format-header-1</string> <string>format-header-2</string> <string>format-header-3</string> <string>format-header-4</string> <string>format-header-5</string> <string>format-header-6</string> <string>format-header-decrease</string> <string>format-header-equal</string> <string>format-header-increase</string> <string>format-header-pound</string> <string>format-indent-decrease</string> <string>format-indent-increase</string> <string>format-italic</string> <string>format-line-spacing</string> <string>format-list-bulleted</string> <string>format-list-bulleted-type</string> <string>format-list-numbered</string> <string>format-paint</string> <string>format-paragraph</string> <string>format-quote-close</string> <string>format-size</string> <string>format-strikethrough</string> <string>format-strikethrough-variant</string> <string>format-subscript</string> <string>format-superscript</string> <string>format-text</string> <string>format-textdirection-l-to-r</string> <string>format-textdirection-r-to-l</string> <string>format-underline</string> <string>format-wrap-inline</string> <string>format-wrap-square</string> <string>format-wrap-tight</string> <string>format-wrap-top-bottom</string> <string>forum</string> <string>forward</string> <string>bowl</string> <string>fridge-outline</string> <string>fridge</string> <string>fridge-top</string> <string>fridge-bottom</string> <string>fullscreen</string> <string>fullscreen-exit</string> <string>function</string> <string>gamepad</string> <string>gamepad-variant</string> <string>gas-station</string> <string>gate</string> <string>gauge</string> <string>gavel</string> <string>gender-female</string> <string>gender-male</string> <string>gender-male-female</string> <string>gender-transgender</string> <string>ghost</string> <string>gift-outline</string> <string>git</string> <string>card-account-details-star</string> <string>github</string> <string>glass-flute</string> <string>glass-mug</string> <string>glass-stange</string> <string>glass-tulip</string> <string>bowl-outline</string> <string>glasses</string> <string>gmail</string> <string>gnome</string> <string>google</string> <string>google-cardboard</string> <string>google-chrome</string> <string>google-circles</string> <string>google-circles-communities</string> <string>google-circles-extended</string> <string>google-circles-group</string> <string>google-controller</string> <string>google-controller-off</string> <string>google-drive</string> <string>google-earth</string> <string>google-glass</string> <string>google-nearby</string> <string>video-minus-outline</string> <string>microsoft-teams</string> <string>google-play</string> <string>google-plus</string> <string>order-bool-ascending</string> <string>google-translate</string> <string>google-classroom</string> <string>grid</string> <string>grid-off</string> <string>group</string> <string>guitar-electric</string> <string>guitar-pick</string> <string>guitar-pick-outline</string> <string>hand-pointing-right</string> <string>hanger</string> <string>google-hangouts</string> <string>harddisk</string> <string>headphones</string> <string>headphones-box</string> <string>headphones-settings</string> <string>headset</string> <string>headset-dock</string> <string>headset-off</string> <string>heart</string> <string>heart-box</string> <string>heart-box-outline</string> <string>heart-broken</string> <string>heart-outline</string> <string>help</string> <string>help-circle</string> <string>hexagon</string> <string>hexagon-outline</string> <string>history</string> <string>hololens</string> <string>home</string> <string>home-modern</string> <string>home-variant</string> <string>hops</string> <string>hospital-box</string> <string>hospital-building</string> <string>hospital-marker</string> <string>bed</string> <string>bowl-mix-outline</string> <string>pot</string> <string>human</string> <string>human-child</string> <string>human-male-female</string> <string>image</string> <string>image-album</string> <string>image-area</string> <string>image-area-close</string> <string>image-broken</string> <string>image-broken-variant</string> <string>image-multiple-outline</string> <string>image-filter-black-white</string> <string>image-filter-center-focus</string> <string>image-filter-center-focus-weak</string> <string>image-filter-drama</string> <string>image-filter-frames</string> <string>image-filter-hdr</string> <string>image-filter-none</string> <string>image-filter-tilt-shift</string> <string>image-filter-vintage</string> <string>image-multiple</string> <string>import</string> <string>inbox-arrow-down</string> <string>information</string> <string>information-outline</string> <string>instagram</string> <string>pot-outline</string> <string>microsoft-internet-explorer</string> <string>invert-colors</string> <string>jeepney</string> <string>jira</string> <string>jsfiddle</string> <string>keg</string> <string>key</string> <string>key-change</string> <string>key-minus</string> <string>key-plus</string> <string>key-remove</string> <string>key-variant</string> <string>keyboard</string> <string>keyboard-backspace</string> <string>keyboard-caps</string> <string>keyboard-close</string> <string>keyboard-off</string> <string>keyboard-return</string> <string>keyboard-tab</string> <string>keyboard-variant</string> <string>kodi</string> <string>label</string> <string>label-outline</string> <string>lan</string> <string>lan-connect</string> <string>lan-disconnect</string> <string>lan-pending</string> <string>language-csharp</string> <string>language-css3</string> <string>language-html5</string> <string>language-javascript</string> <string>language-php</string> <string>language-python</string> <string>contactless-payment-circle</string> <string>laptop</string> <string>magazine-rifle</string> <string>magazine-pistol</string> <string>keyboard-tab-reverse</string> <string>pot-steam-outline</string> <string>launch</string> <string>layers</string> <string>layers-off</string> <string>leaf</string> <string>led-off</string> <string>led-on</string> <string>led-outline</string> <string>led-variant-off</string> <string>led-variant-on</string> <string>led-variant-outline</string> <string>library</string> <string>filmstrip-box</string> <string>music-box-multiple</string> <string>plus-box-multiple</string> <string>lightbulb</string> <string>lightbulb-outline</string> <string>link</string> <string>link-off</string> <string>link-variant</string> <string>link-variant-off</string> <string>linkedin</string> <string>sort-reverse-variant</string> <string>linux</string> <string>lock</string> <string>lock-open</string> <string>lock-open-outline</string> <string>lock-outline</string> <string>login</string> <string>logout</string> <string>looks</string> <string>loupe</string> <string>lumx</string> <string>magnet</string> <string>magnet-on</string> <string>magnify</string> <string>magnify-minus</string> <string>magnify-plus</string> <string>plus-circle-multiple</string> <string>map</string> <string>map-marker</string> <string>map-marker-circle</string> <string>map-marker-multiple</string> <string>map-marker-off</string> <string>map-marker-radius</string> <string>margin</string> <string>language-markdown</string> <string>marker-check</string> <string>glass-cocktail</string> <string>material-ui</string> <string>math-compass</string> <string>stackpath</string> <string>minus-circle-multiple</string> <string>memory</string> <string>menu</string> <string>menu-down</string> <string>menu-left</string> <string>menu-right</string> <string>menu-up</string> <string>message</string> <string>message-alert</string> <string>message-draw</string> <string>message-image</string> <string>message-outline</string> <string>message-processing</string> <string>message-reply</string> <string>message-reply-text</string> <string>message-text</string> <string>message-text-outline</string> <string>message-video</string> <string>microphone</string> <string>microphone-off</string> <string>microphone-outline</string> <string>microphone-settings</string> <string>microphone-variant</string> <string>microphone-variant-off</string> <string>microsoft</string> <string>minecraft</string> <string>minus</string> <string>minus-box</string> <string>minus-circle</string> <string>minus-circle-outline</string> <string>minus-network</string> <string>monitor</string> <string>monitor-multiple</string> <string>more</string> <string>motorbike</string> <string>mouse</string> <string>mouse-off</string> <string>mouse-variant</string> <string>mouse-variant-off</string> <string>movie</string> <string>multiplication</string> <string>multiplication-box</string> <string>music-box</string> <string>music-box-outline</string> <string>music-circle</string> <string>music-note</string> <string>music-note-half</string> <string>music-note-off</string> <string>music-note-quarter</string> <string>music-note-sixteenth</string> <string>music-note-whole</string> <string>nature</string> <string>nature-people</string> <string>navigation</string> <string>needle</string> <string>smoke-detector</string> <string>thermostat</string> <string>new-box</string> <string>newspaper</string> <string>nfc</string> <string>nfc-tap</string> <string>nfc-variant</string> <string>nodejs</string> <string>note</string> <string>note-outline</string> <string>note-plus</string> <string>note-plus-outline</string> <string>note-text</string> <string>notification-clear-all</string> <string>numeric</string> <string>numeric-0-box</string> <string>numeric-0-box-multiple-outline</string> <string>numeric-0-box-outline</string> <string>numeric-1-box</string> <string>numeric-1-box-multiple-outline</string> <string>numeric-1-box-outline</string> <string>numeric-2-box</string> <string>numeric-2-box-multiple-outline</string> <string>numeric-2-box-outline</string> <string>numeric-3-box</string> <string>numeric-3-box-multiple-outline</string> <string>numeric-3-box-outline</string> <string>numeric-4-box</string> <string>numeric-4-box-outline</string> <string>numeric-5-box-multiple-outline</string> <string>numeric-5-box-outline</string> <string>numeric-5-box</string> <string>numeric-4-box-multiple-outline</string> <string>numeric-6-box</string> <string>numeric-6-box-multiple-outline</string> <string>numeric-6-box-outline</string> <string>numeric-7-box</string> <string>numeric-7-box-multiple-outline</string> <string>numeric-7-box-outline</string> <string>numeric-8-box</string> <string>numeric-8-box-multiple-outline</string> <string>numeric-8-box-outline</string> <string>numeric-9-box</string> <string>numeric-9-box-multiple-outline</string> <string>numeric-9-box-outline</string> <string>numeric-9-plus-box</string> <string>numeric-9-plus-box-multiple-outline</string> <string>numeric-9-plus-box-outline</string> <string>nutrition</string> <string>octagon</string> <string>octagon-outline</string> <string>odnoklassniki</string> <string>microsoft-office</string> <string>oil</string> <string>coolant-temperature</string> <string>omega</string> <string>microsoft-onedrive</string> <string>open-in-app</string> <string>open-in-new</string> <string>openid</string> <string>opera</string> <string>ornament</string> <string>ornament-variant</string> <string>inbox-arrow-up</string> <string>owl</string> <string>package</string> <string>package-down</string> <string>package-up</string> <string>package-variant</string> <string>package-variant-closed</string> <string>palette</string> <string>palette-advanced</string> <string>panda</string> <string>pandora</string> <string>panorama</string> <string>panorama-fisheye</string> <string>panorama-horizontal-outline</string> <string>panorama-vertical-outline</string> <string>panorama-wide-angle-outline</string> <string>paper-cut-vertical</string> <string>paperclip</string> <string>parking</string> <string>pause</string> <string>pause-circle</string> <string>pause-circle-outline</string> <string>pause-octagon</string> <string>pause-octagon-outline</string> <string>paw</string> <string>pen</string> <string>pencil</string> <string>pencil-box</string> <string>pencil-box-outline</string> <string>pencil-lock</string> <string>pencil-off</string> <string>percent</string> <string>mortar-pestle-plus</string> <string>phone</string> <string>phone-bluetooth</string> <string>phone-forward</string> <string>phone-hangup</string> <string>phone-in-talk</string> <string>phone-incoming</string> <string>phone-lock</string> <string>phone-log</string> <string>phone-missed</string> <string>phone-outgoing</string> <string>phone-paused</string> <string>phone-settings</string> <string>phone-voip</string> <string>pi</string> <string>pi-box</string> <string>pig</string> <string>pill</string> <string>pin</string> <string>pin-off</string> <string>pine-tree</string> <string>pine-tree-box</string> <string>pinterest</string> <string>contactless-payment-circle-outline</string> <string>pizza</string> <string>play</string> <string>play-box-outline</string> <string>play-circle</string> <string>play-circle-outline</string> <string>play-pause</string> <string>play-protected-content</string> <string>playlist-minus</string> <string>playlist-play</string> <string>playlist-plus</string> <string>playlist-remove</string> <string>sony-playstation</string> <string>plus</string> <string>plus-box</string> <string>plus-circle</string> <string>plus-circle-multiple-outline</string> <string>plus-circle-outline</string> <string>plus-network</string> <string>sledding</string> <string>wall-sconce-flat-variant</string> <string>pokeball</string> <string>polaroid</string> <string>poll</string> <string>account-eye</string> <string>polymer</string> <string>popcorn</string> <string>pound</string> <string>pound-box</string> <string>power</string> <string>power-settings</string> <string>power-socket</string> <string>presentation</string> <string>presentation-play</string> <string>printer</string> <string>printer-3d</string> <string>printer-alert</string> <string>professional-hexagon</string> <string>projector</string> <string>projector-screen</string> <string>pulse</string> <string>puzzle</string> <string>qrcode</string> <string>qrcode-scan</string> <string>quadcopter</string> <string>quality-high</string> <string>book-multiple-outline</string> <string>radar</string> <string>radiator</string> <string>radio</string> <string>radio-handheld</string> <string>radio-tower</string> <string>radioactive</string> <string>radiobox-marked</string> <string>raspberry-pi</string> <string>ray-end</string> <string>ray-end-arrow</string> <string>ray-start</string> <string>ray-start-arrow</string> <string>ray-start-end</string> <string>ray-vertex</string> <string>lastpass</string> <string>read</string> <string>youtube-tv</string> <string>receipt</string> <string>record</string> <string>record-rec</string> <string>recycle</string> <string>reddit</string> <string>redo</string> <string>redo-variant</string> <string>refresh</string> <string>regex</string> <string>relative-scale</string> <string>reload</string> <string>remote</string> <string>rename-box</string> <string>repeat</string> <string>repeat-off</string> <string>repeat-once</string> <string>replay</string> <string>reply</string> <string>reply-all</string> <string>reproduction</string> <string>resize-bottom-right</string> <string>responsive</string> <string>rewind</string> <string>ribbon</string> <string>road</string> <string>road-variant</string> <string>rocket</string> <string>rotate-3d-variant</string> <string>rotate-left</string> <string>rotate-left-variant</string> <string>rotate-right</string> <string>rotate-right-variant</string> <string>router-wireless</string> <string>routes</string> <string>rss</string> <string>rss-box</string> <string>ruler</string> <string>run-fast</string> <string>sale</string> <string>satellite</string> <string>satellite-variant</string> <string>scale</string> <string>scale-bathroom</string> <string>school</string> <string>screen-rotation</string> <string>screwdriver</string> <string>script-outline</string> <string>screen-rotation-lock</string> <string>sd</string> <string>seal</string> <string>seat-flat</string> <string>seat-flat-angled</string> <string>seat-individual-suite</string> <string>seat-legroom-extra</string> <string>seat-legroom-normal</string> <string>seat-legroom-reduced</string> <string>seat-recline-extra</string> <string>seat-recline-normal</string> <string>security</string> <string>security-network</string> <string>select</string> <string>select-all</string> <string>select-inverse</string> <string>select-off</string> <string>selection</string> <string>send</string> <string>server</string> <string>server-minus</string> <string>server-network</string> <string>server-network-off</string> <string>server-off</string> <string>server-plus</string> <string>server-remove</string> <string>server-security</string> <string>cog</string> <string>cog-box</string> <string>shape-plus</string> <string>share</string> <string>share-variant</string> <string>shield</string> <string>shield-outline</string> <string>shopping</string> <string>shopping-music</string> <string>shredder</string> <string>shuffle</string> <string>shuffle-disabled</string> <string>shuffle-variant</string> <string>sigma</string> <string>sign-caution</string> <string>signal</string> <string>silverware</string> <string>silverware-fork</string> <string>silverware-spoon</string> <string>silverware-variant</string> <string>sim</string> <string>sim-alert</string> <string>sim-off</string> <string>sitemap</string> <string>skip-backward</string> <string>skip-forward</string> <string>skip-next</string> <string>skip-previous</string> <string>skype</string> <string>skype-business</string> <string>slack</string> <string>sleep</string> <string>sleep-off</string> <string>smoking</string> <string>smoking-off</string> <string>snapchat</string> <string>snowman</string> <string>soccer</string> <string>sofa</string> <string>sort</string> <string>sort-alphabetical-variant</string> <string>sort-ascending</string> <string>sort-descending</string> <string>sort-numeric-variant</string> <string>sort-variant</string> <string>soundcloud</string> <string>source-fork</string> <string>source-pull</string> <string>speaker</string> <string>speaker-off</string> <string>speedometer</string> <string>spellcheck</string> <string>spotify</string> <string>spotlight</string> <string>spotlight-beam</string> <string>book-remove-multiple-outline</string> <string>account-switch-outline</string> <string>stack-overflow</string> <string>stairs</string> <string>star</string> <string>star-circle</string> <string>star-half-full</string> <string>star-off</string> <string>star-outline</string> <string>steam</string> <string>steering</string> <string>step-backward</string> <string>step-backward-2</string> <string>step-forward</string> <string>step-forward-2</string> <string>stethoscope</string> <string>stocking</string> <string>stop</string> <string>store</string> <string>store-24-hour</string> <string>stove</string> <string>subway-variant</string> <string>sunglasses</string> <string>swap-horizontal</string> <string>swap-vertical</string> <string>swim</string> <string>switch</string> <string>sword</string> <string>sync</string> <string>sync-alert</string> <string>sync-off</string> <string>tab</string> <string>tab-unselected</string> <string>table</string> <string>table-column-plus-after</string> <string>table-column-plus-before</string> <string>table-column-remove</string> <string>table-column-width</string> <string>table-edit</string> <string>table-large</string> <string>table-row-height</string> <string>table-row-plus-after</string> <string>table-row-plus-before</string> <string>table-row-remove</string> <string>tablet</string> <string>tablet-android</string> <string>tangram</string> <string>tag</string> <string>tag-faces</string> <string>tag-multiple</string> <string>tag-outline</string> <string>tag-text-outline</string> <string>target</string> <string>taxi</string> <string>teamviewer</string> <string>skateboarding</string> <string>television</string> <string>television-guide</string> <string>temperature-celsius</string> <string>temperature-fahrenheit</string> <string>temperature-kelvin</string> <string>tennis-ball</string> <string>tent</string> <string>text-to-speech</string> <string>text-to-speech-off</string> <string>texture</string> <string>theater</string> <string>theme-light-dark</string> <string>thermometer</string> <string>thermometer-lines</string> <string>thumb-down</string> <string>thumb-down-outline</string> <string>thumb-up</string> <string>thumb-up-outline</string> <string>thumbs-up-down</string> <string>ticket</string> <string>ticket-account</string> <string>ticket-confirmation</string> <string>tie</string> <string>timelapse</string> <string>timer-outline</string> <string>timer-10</string> <string>timer-3</string> <string>timer-off-outline</string> <string>timer-sand</string> <string>timetable</string> <string>toggle-switch</string> <string>toggle-switch-off</string> <string>tooltip</string> <string>tooltip-edit</string> <string>tooltip-image</string> <string>tooltip-outline</string> <string>tooltip-plus-outline</string> <string>tooltip-text</string> <string>tooth-outline</string> <string>cloud-refresh</string> <string>traffic-light</string> <string>train</string> <string>tram</string> <string>transcribe</string> <string>transcribe-close</string> <string>transfer-right</string> <string>tree</string> <string>trello</string> <string>trending-down</string> <string>trending-neutral</string> <string>trending-up</string> <string>triangle</string> <string>triangle-outline</string> <string>trophy</string> <string>trophy-award</string> <string>trophy-outline</string> <string>trophy-variant</string> <string>trophy-variant-outline</string> <string>truck</string> <string>truck-delivery</string> <string>tshirt-crew-outline</string> <string>tshirt-v-outline</string> <string>file-refresh-outline</string> <string>folder-refresh-outline</string> <string>twitch</string> <string>twitter</string> <string>order-numeric-ascending</string> <string>order-numeric-descending</string> <string>repeat-variant</string> <string>ubuntu</string> <string>umbraco</string> <string>umbrella</string> <string>umbrella-outline</string> <string>undo</string> <string>undo-variant</string> <string>unfold-less-horizontal</string> <string>unfold-more-horizontal</string> <string>ungroup</string> <string>web-remove</string> <string>upload</string> <string>usb</string> <string>vector-arrange-above</string> <string>vector-arrange-below</string> <string>vector-circle</string> <string>vector-circle-variant</string> <string>vector-combine</string> <string>vector-curve</string> <string>vector-difference</string> <string>vector-difference-ab</string> <string>vector-difference-ba</string> <string>vector-intersection</string> <string>vector-line</string> <string>vector-point</string> <string>vector-polygon</string> <string>vector-polyline</string> <string>vector-selection</string> <string>vector-triangle</string> <string>vector-union</string> <string>shield-check</string> <string>vibrate</string> <string>video</string> <string>video-off</string> <string>video-switch</string> <string>view-agenda</string> <string>view-array</string> <string>view-carousel</string> <string>view-column</string> <string>view-dashboard</string> <string>view-day</string> <string>view-grid</string> <string>view-headline</string> <string>view-list</string> <string>view-module</string> <string>view-quilt</string> <string>view-stream</string> <string>view-week</string> <string>vimeo</string> <string>buffet</string> <string>hands-pray</string> <string>credit-card-wireless-off</string> <string>credit-card-wireless-off-outline</string> <string>vlc</string> <string>voicemail</string> <string>volume-high</string> <string>volume-low</string> <string>volume-medium</string> <string>volume-off</string> <string>vpn</string> <string>walk</string> <string>wallet</string> <string>wallet-giftcard</string> <string>wallet-membership</string> <string>wallet-travel</string> <string>wan</string> <string>watch</string> <string>watch-export</string> <string>watch-import</string> <string>water</string> <string>water-off</string> <string>water-percent</string> <string>water-pump</string> <string>weather-cloudy</string> <string>weather-fog</string> <string>weather-hail</string> <string>weather-lightning</string> <string>weather-night</string> <string>weather-partly-cloudy</string> <string>weather-pouring</string> <string>weather-rainy</string> <string>weather-snowy</string> <string>weather-sunny</string> <string>weather-sunset</string> <string>weather-sunset-down</string> <string>weather-sunset-up</string> <string>weather-windy</string> <string>weather-windy-variant</string> <string>web</string> <string>webcam</string> <string>weight</string> <string>weight-kilogram</string> <string>whatsapp</string> <string>wheelchair-accessibility</string> <string>white-balance-auto</string> <string>white-balance-incandescent</string> <string>white-balance-iridescent</string> <string>white-balance-sunny</string> <string>wifi</string> <string>wifi-off</string> <string>nintendo-wii</string> <string>wikipedia</string> <string>window-close</string> <string>window-closed</string> <string>window-maximize</string> <string>window-minimize</string> <string>window-open</string> <string>window-restore</string> <string>microsoft-windows</string> <string>wordpress</string> <string>account-hard-hat</string> <string>wrap</string> <string>wrench</string> <string>contacts-outline</string> <string>microsoft-xbox</string> <string>microsoft-xbox-controller</string> <string>microsoft-xbox-controller-off</string> <string>table-furniture</string> <string>sort-alphabetical-ascending</string> <string>firewire</string> <string>sort-alphabetical-descending</string> <string>xml</string> <string>yeast</string> <string>database-refresh</string> <string>youtube</string> <string>zip-box</string> <string>surround-sound</string> <string>vector-rectangle</string> <string>playlist-check</string> <string>format-line-style</string> <string>format-line-weight</string> <string>translate</string> <string>account-voice</string> <string>opacity</string> <string>near-me</string> <string>clock-alert-outline</string> <string>human-pregnant</string> <string>sticker-circle-outline</string> <string>scale-balance</string> <string>card-account-details</string> <string>account-multiple-minus</string> <string>airplane-landing</string> <string>airplane-takeoff</string> <string>alert-circle-outline</string> <string>altimeter</string> <string>animation</string> <string>book-minus</string> <string>book-open-page-variant</string> <string>book-plus</string> <string>boombox</string> <string>bullseye</string> <string>comment-remove</string> <string>camera-off</string> <string>check-circle</string> <string>check-circle-outline</string> <string>candle</string> <string>chart-bubble</string> <string>credit-card-off-outline</string> <string>cup-off</string> <string>copyright</string> <string>cursor-text</string> <string>delete-forever</string> <string>delete-sweep</string> <string>dice-d20-outline</string> <string>dice-d4-outline</string> <string>dice-d8-outline</string> <string>dice-d6-outline</string> <string>disc</string> <string>email-open-outline</string> <string>email-variant</string> <string>ev-station</string> <string>food-fork-drink</string> <string>food-off</string> <string>format-title</string> <string>google-maps</string> <string>heart-pulse</string> <string>highway</string> <string>home-map-marker</string> <string>incognito</string> <string>kettle</string> <string>lock-plus</string> <string>logout-variant</string> <string>music-note-bluetooth</string> <string>music-note-bluetooth-off</string> <string>page-first</string> <string>page-last</string> <string>phone-classic</string> <string>priority-high</string> <string>priority-low</string> <string>qqchat</string> <string>pool</string> <string>rounded-corner</string> <string>rowing</string> <string>saxophone</string> <string>signal-variant</string> <string>stack-exchange</string> <string>subdirectory-arrow-left</string> <string>subdirectory-arrow-right</string> <string>form-textbox</string> <string>violin</string> <string>microsoft-visual-studio</string> <string>wechat</string> <string>watermark</string> <string>file-hidden</string> <string>application-outline</string> <string>arrow-collapse</string> <string>arrow-expand</string> <string>bowl-mix</string> <string>bridge</string> <string>application-edit-outline</string> <string>chip</string> <string>content-save-settings</string> <string>dialpad</string> <string>book-alphabet</string> <string>format-horizontal-align-center</string> <string>format-horizontal-align-left</string> <string>format-horizontal-align-right</string> <string>format-vertical-align-bottom</string> <string>format-vertical-align-center</string> <string>format-vertical-align-top</string> <string>line-scan</string> <string>help-circle-outline</string> <string>code-json</string> <string>lambda</string> <string>matrix</string> <string>meteor</string> <string>close-circle-multiple</string> <string>sigma-lower</string> <string>source-branch</string> <string>source-merge</string> <string>tune</string> <string>webhook</string> <string>account-settings</string> <string>account-details</string> <string>apple-keyboard-caps</string> <string>apple-keyboard-command</string> <string>apple-keyboard-control</string> <string>apple-keyboard-option</string> <string>apple-keyboard-shift</string> <string>box-shadow</string> <string>cards</string> <string>cards-outline</string> <string>cards-playing-outline</string> <string>checkbox-multiple-blank-circle</string> <string>checkbox-multiple-blank-circle-outline</string> <string>checkbox-multiple-marked-circle</string> <string>checkbox-multiple-marked-circle-outline</string> <string>cloud-sync</string> <string>collage</string> <string>directions-fork</string> <string>eraser-variant</string> <string>face-man</string> <string>face-man-profile</string> <string>file-tree</string> <string>format-annotation-plus</string> <string>gas-cylinder</string> <string>grease-pencil</string> <string>human-female</string> <string>human-greeting-variant</string> <string>human-handsdown</string> <string>human-handsup</string> <string>human-male</string> <string>information-variant</string> <string>lead-pencil</string> <string>map-marker-minus</string> <string>map-marker-plus</string> <string>marker</string> <string>message-plus</string> <string>microscope</string> <string>move-resize</string> <string>move-resize-variant</string> <string>paw-off</string> <string>phone-minus</string> <string>phone-plus</string> <string>pot-steam</string> <string>pot-mix</string> <string>serial-port</string> <string>shape-circle-plus</string> <string>shape-polygon-plus</string> <string>shape-rectangle-plus</string> <string>shape-square-plus</string> <string>skip-next-circle</string> <string>skip-next-circle-outline</string> <string>skip-previous-circle</string> <string>skip-previous-circle-outline</string> <string>spray</string> <string>stop-circle</string> <string>stop-circle-outline</string> <string>test-tube</string> <string>text-shadow</string> <string>tune-vertical</string> <string>cart-off</string> <string>chart-gantt</string> <string>chart-scatter-plot-hexbin</string> <string>chart-timeline</string> <string>discord</string> <string>file-restore</string> <string>language-c</string> <string>language-cpp</string> <string>language-xaml</string> <string>creation</string> <string>application-cog</string> <string>credit-card-plus-outline</string> <string>pot-mix-outline</string> <string>bow-tie</string> <string>calendar-range</string> <string>currency-usd-off</string> <string>flash-red-eye</string> <string>oar</string> <string>piano</string> <string>weather-lightning-rainy</string> <string>weather-snowy-rainy</string> <string>yin-yang</string> <string>tower-beach</string> <string>tower-fire</string> <string>delete-circle</string> <string>dna</string> <string>hamburger</string> <string>gondola</string> <string>inbox</string> <string>reorder-horizontal</string> <string>reorder-vertical</string> <string>shield-home</string> <string>tag-heart</string> <string>skull</string> <string>solid</string> <string>alarm-snooze</string> <string>baby-carriage</string> <string>beaker-outline</string> <string>bomb</string> <string>calendar-question</string> <string>camera-burst</string> <string>code-tags-check</string> <string>circle-multiple-outline</string> <string>crop-rotate</string> <string>developer-board</string> <string>piano-off</string> <string>skate-off</string> <string>message-star</string> <string>emoticon-dead-outline</string> <string>emoticon-excited-outline</string> <string>folder-star</string> <string>format-color-text</string> <string>format-section</string> <string>gradient-vertical</string> <string>home-outline</string> <string>message-bulleted</string> <string>message-bulleted-off</string> <string>nuke</string> <string>power-plug</string> <string>power-plug-off</string> <string>publish</string> <string>credit-card-marker</string> <string>robot</string> <string>format-rotate-90</string> <string>scanner</string> <string>subway</string> <string>timer-sand-empty</string> <string>transit-transfer</string> <string>unity</string> <string>update</string> <string>watch-vibrate</string> <string>angular</string> <string>dolby</string> <string>emby</string> <string>lamp</string> <string>menu-down-outline</string> <string>menu-up-outline</string> <string>note-multiple</string> <string>note-multiple-outline</string> <string>plex</string> <string>shield-airplane</string> <string>account-edit</string> <string>alert-decagram</string> <string>all-inclusive</string> <string>angularjs</string> <string>arrow-down-box</string> <string>arrow-left-box</string> <string>arrow-right-box</string> <string>arrow-up-box</string> <string>asterisk</string> <string>bomb-off</string> <string>bootstrap</string> <string>cards-variant</string> <string>clipboard-flow</string> <string>close-outline</string> <string>coffee-outline</string> <string>contacts</string> <string>delete-empty</string> <string>earth-box</string> <string>earth-box-off</string> <string>email-alert</string> <string>eye-outline</string> <string>eye-off-outline</string> <string>fast-forward-outline</string> <string>feather</string> <string>find-replace</string> <string>flash-outline</string> <string>format-font</string> <string>format-page-break</string> <string>format-pilcrow</string> <string>garage</string> <string>garage-open</string> <string>card-account-details-star-outline</string> <string>google-keep</string> <string>snowmobile</string> <string>heart-half-full</string> <string>heart-half</string> <string>heart-half-outline</string> <string>hexagon-multiple</string> <string>hook</string> <string>hook-off</string> <string>infinity</string> <string>language-swift</string> <string>language-typescript</string> <string>laptop-off</string> <string>lightbulb-on</string> <string>lightbulb-on-outline</string> <string>lock-pattern</string> <string>folder-zip</string> <string>magnify-minus-outline</string> <string>magnify-plus-outline</string> <string>mailbox</string> <string>medical-bag</string> <string>message-settings</string> <string>message-cog</string> <string>minus-box-outline</string> <string>network</string> <string>download-network</string> <string>help-network</string> <string>upload-network</string> <string>npm</string> <string>nut</string> <string>octagram</string> <string>page-layout-body</string> <string>page-layout-footer</string> <string>page-layout-header</string> <string>page-layout-sidebar-left</string> <string>page-layout-sidebar-right</string> <string>pencil-circle</string> <string>pentagon-outline</string> <string>pentagon</string> <string>pillar</string> <string>pistol</string> <string>plus-box-outline</string> <string>plus-outline</string> <string>prescription</string> <string>printer-settings</string> <string>react</string> <string>restart</string> <string>rewind-outline</string> <string>rhombus</string> <string>rhombus-outline</string> <string>robot-vacuum</string> <string>run</string> <string>search-web</string> <string>shovel</string> <string>shovel-off</string> <string>signal-2g</string> <string>signal-3g</string> <string>signal-4g</string> <string>signal-hspa</string> <string>signal-hspa-plus</string> <string>snowflake</string> <string>source-commit</string> <string>source-commit-end</string> <string>source-commit-end-local</string> <string>source-commit-local</string> <string>source-commit-next-local</string> <string>source-commit-start</string> <string>source-commit-start-next-local</string> <string>speaker-wireless</string> <string>stadium-variant</string> <string>svg</string> <string>tag-plus</string> <string>tag-remove</string> <string>ticket-percent</string> <string>tilde</string> <string>treasure-chest</string> <string>truck-trailer</string> <string>view-parallel</string> <string>view-sequential</string> <string>washing-machine</string> <string>webpack</string> <string>widgets</string> <string>nintendo-wiiu</string> <string>arrow-down-bold</string> <string>arrow-down-bold-box</string> <string>arrow-down-bold-box-outline</string> <string>arrow-left-bold</string> <string>arrow-left-bold-box</string> <string>arrow-left-bold-box-outline</string> <string>arrow-right-bold</string> <string>arrow-right-bold-box</string> <string>arrow-right-bold-box-outline</string> <string>arrow-up-bold</string> <string>arrow-up-bold-box</string> <string>arrow-up-bold-box-outline</string> <string>cancel</string> <string>file-account</string> <string>gesture-double-tap</string> <string>gesture-swipe-down</string> <string>gesture-swipe-left</string> <string>gesture-swipe-right</string> <string>gesture-swipe-up</string> <string>gesture-tap</string> <string>gesture-two-double-tap</string> <string>gesture-two-tap</string> <string>humble-bundle</string> <string>kickstarter</string> <string>netflix</string> <string>microsoft-onenote</string> <string>wall-sconce-round</string> <string>folder-refresh</string> <string>vector-radius</string> <string>microsoft-xbox-controller-battery-alert</string> <string>microsoft-xbox-controller-battery-empty</string> <string>microsoft-xbox-controller-battery-full</string> <string>microsoft-xbox-controller-battery-low</string> <string>microsoft-xbox-controller-battery-medium</string> <string>microsoft-xbox-controller-battery-unknown</string> <string>clipboard-plus</string> <string>file-plus</string> <string>format-align-bottom</string> <string>format-align-middle</string> <string>format-align-top</string> <string>format-list-checks</string> <string>format-quote-open</string> <string>grid-large</string> <string>heart-off</string> <string>music</string> <string>music-off</string> <string>tab-plus</string> <string>volume-plus</string> <string>volume-minus</string> <string>volume-mute</string> <string>unfold-less-vertical</string> <string>unfold-more-vertical</string> <string>taco</string> <string>square-outline</string> <string>square</string> <string>alert-octagram</string> <string>atom</string> <string>ceiling-light</string> <string>chart-bar-stacked</string> <string>chart-line-stacked</string> <string>decagram</string> <string>decagram-outline</string> <string>dice-multiple</string> <string>dice-d10-outline</string> <string>folder-open</string> <string>guitar-acoustic</string> <string>loading</string> <string>lock-reset</string> <string>ninja</string> <string>octagram-outline</string> <string>pencil-circle-outline</string> <string>selection-off</string> <string>set-all</string> <string>set-center</string> <string>set-center-right</string> <string>set-left</string> <string>set-left-center</string> <string>set-left-right</string> <string>set-none</string> <string>set-right</string> <string>shield-half-full</string> <string>sign-direction</string> <string>sign-text</string> <string>signal-off</string> <string>square-root</string> <string>sticker-emoji</string> <string>summit</string> <string>sword-cross</string> <string>truck-fast</string> <string>web-check</string> <string>cast-off</string> <string>help-box</string> <string>timer-sand-full</string> <string>waves</string> <string>alarm-bell</string> <string>alarm-light</string> <string>video-switch-outline</string> <string>check-decagram</string> <string>arrow-collapse-down</string> <string>arrow-collapse-left</string> <string>arrow-collapse-right</string> <string>arrow-collapse-up</string> <string>arrow-expand-down</string> <string>arrow-expand-left</string> <string>arrow-expand-right</string> <string>arrow-expand-up</string> <string>book-lock</string> <string>book-lock-open</string> <string>bus-articulated-end</string> <string>bus-articulated-front</string> <string>bus-double-decker</string> <string>bus-school</string> <string>bus-side</string> <string>camera-gopro</string> <string>camera-metering-center</string> <string>camera-metering-matrix</string> <string>camera-metering-partial</string> <string>camera-metering-spot</string> <string>cannabis</string> <string>car-convertible</string> <string>car-estate</string> <string>car-hatchback</string> <string>car-pickup</string> <string>car-side</string> <string>car-sports</string> <string>caravan</string> <string>cctv</string> <string>chart-donut</string> <string>chart-donut-variant</string> <string>chart-line-variant</string> <string>chili-hot</string> <string>chili-medium</string> <string>chili-mild</string> <string>cloud-braces</string> <string>cloud-tags</string> <string>console-line</string> <string>corn</string> <string>folder-zip-outline</string> <string>currency-cny</string> <string>currency-eth</string> <string>currency-jpy</string> <string>currency-krw</string> <string>currency-sign</string> <string>currency-twd</string> <string>desktop-classic</string> <string>dip-switch</string> <string>donkey</string> <string>dots-horizontal-circle</string> <string>dots-vertical-circle</string> <string>ear-hearing</string> <string>elephant</string> <string>storefront</string> <string>food-croissant</string> <string>forklift</string> <string>fuel</string> <string>gesture</string> <string>google-analytics</string> <string>google-assistant</string> <string>headphones-off</string> <string>high-definition</string> <string>home-assistant</string> <string>home-automation</string> <string>home-circle</string> <string>language-go</string> <string>language-r</string> <string>lava-lamp</string> <string>led-strip</string> <string>locker</string> <string>locker-multiple</string> <string>map-marker-outline</string> <string>metronome</string> <string>metronome-tick</string> <string>micro-sd</string> <string>facebook-gaming</string> <string>movie-roll</string> <string>mushroom</string> <string>mushroom-outline</string> <string>nintendo-switch</string> <string>null</string> <string>passport</string> <string>molecule-co2</string> <string>pipe</string> <string>pipe-disconnected</string> <string>power-socket-eu</string> <string>power-socket-uk</string> <string>power-socket-us</string> <string>rice</string> <string>ring</string> <string>sass</string> <string>send-lock</string> <string>soy-sauce</string> <string>standard-definition</string> <string>surround-sound-2-0</string> <string>surround-sound-3-1</string> <string>surround-sound-5-1</string> <string>surround-sound-7-1</string> <string>television-classic</string> <string>form-textbox-password</string> <string>thought-bubble</string> <string>thought-bubble-outline</string> <string>trackpad</string> <string>ultra-high-definition</string> <string>van-passenger</string> <string>van-utility</string> <string>vanish</string> <string>video-3d</string> <string>wall</string> <string>xmpp</string> <string>account-multiple-plus-outline</string> <string>account-plus-outline</string> <string>credit-card-wireless</string> <string>account-music</string> <string>atlassian</string> <string>microsoft-azure</string> <string>basketball</string> <string>battery-charging-wireless</string> <string>battery-charging-wireless-10</string> <string>battery-charging-wireless-20</string> <string>battery-charging-wireless-30</string> <string>battery-charging-wireless-40</string> <string>battery-charging-wireless-50</string> <string>battery-charging-wireless-60</string> <string>battery-charging-wireless-70</string> <string>battery-charging-wireless-80</string> <string>battery-charging-wireless-90</string> <string>battery-charging-wireless-alert</string> <string>battery-charging-wireless-outline</string> <string>bitcoin</string> <string>briefcase-outline</string> <string>cellphone-wireless</string> <string>clover</string> <string>comment-question</string> <string>content-save-outline</string> <string>delete-restore</string> <string>door</string> <string>door-closed</string> <string>door-open</string> <string>fan-off</string> <string>file-percent</string> <string>finance</string> <string>lightning-bolt-circle</string> <string>floor-plan</string> <string>forum-outline</string> <string>golf</string> <string>google-home</string> <string>guy-fawkes-mask</string> <string>home-account</string> <string>home-heart</string> <string>hot-tub</string> <string>hulu</string> <string>ice-cream</string> <string>image-off</string> <string>karate</string> <string>ladybug</string> <string>notebook</string> <string>phone-return</string> <string>poker-chip</string> <string>shape</string> <string>shape-outline</string> <string>ship-wheel</string> <string>soccer-field</string> <string>table-column</string> <string>table-of-contents</string> <string>table-row</string> <string>table-settings</string> <string>television-box</string> <string>television-classic-off</string> <string>television-off</string> <string>tow-truck</string> <string>upload-multiple</string> <string>video-4k-box</string> <string>video-input-antenna</string> <string>video-input-component</string> <string>video-input-hdmi</string> <string>video-input-svideo</string> <string>view-dashboard-variant</string> <string>vuejs</string> <string>xamarin</string> <string>human-male-board-poll</string> <string>youtube-studio</string> <string>youtube-gaming</string> <string>account-group</string> <string>camera-switch-outline</string> <string>airport</string> <string>arrow-collapse-horizontal</string> <string>arrow-collapse-vertical</string> <string>arrow-expand-horizontal</string> <string>arrow-expand-vertical</string> <string>augmented-reality</string> <string>badminton</string> <string>baseball</string> <string>baseball-bat</string> <string>bottle-wine</string> <string>check-outline</string> <string>checkbox-intermediate</string> <string>chess-king</string> <string>chess-knight</string> <string>chess-pawn</string> <string>chess-queen</string> <string>chess-rook</string> <string>chess-bishop</string> <string>clipboard-pulse</string> <string>clipboard-pulse-outline</string> <string>comment-multiple</string> <string>comment-text-multiple</string> <string>comment-text-multiple-outline</string> <string>crane</string> <string>curling</string> <string>currency-bdt</string> <string>currency-kzt</string> <string>database-search</string> <string>dice-d12-outline</string> <string>docker</string> <string>doorbell-video</string> <string>ethereum</string> <string>eye-plus</string> <string>eye-plus-outline</string> <string>eye-settings</string> <string>eye-settings-outline</string> <string>file-question</string> <string>folder-network</string> <string>function-variant</string> <string>garage-alert</string> <string>gauge-empty</string> <string>gauge-full</string> <string>gauge-low</string> <string>glass-wine</string> <string>graphql</string> <string>high-definition-box</string> <string>hockey-puck</string> <string>hockey-sticks</string> <string>home-alert</string> <string>image-plus</string> <string>jquery</string> <string>lifebuoy</string> <string>mixed-reality</string> <string>nativescript</string> <string>onepassword</string> <string>patreon</string> <string>close-circle-multiple-outline</string> <string>peace</string> <string>phone-rotate-landscape</string> <string>phone-rotate-portrait</string> <string>pier</string> <string>pier-crane</string> <string>pipe-leak</string> <string>piston</string> <string>play-network</string> <string>reminder</string> <string>room-service</string> <string>salesforce</string> <string>shield-account</string> <string>human-male-board</string> <string>thermostat-box</string> <string>tractor</string> <string>vector-ellipse</string> <string>virtual-reality</string> <string>watch-export-variant</string> <string>watch-import-variant</string> <string>watch-variant</string> <string>weather-hurricane</string> <string>account-heart</string> <string>alien</string> <string>anvil</string> <string>battery-charging-10</string> <string>battery-charging-50</string> <string>battery-charging-70</string> <string>battery-charging-outline</string> <string>bed-empty</string> <string>border-all-variant</string> <string>border-bottom-variant</string> <string>border-left-variant</string> <string>border-none-variant</string> <string>border-right-variant</string> <string>border-top-variant</string> <string>calendar-edit</string> <string>clipboard-check-outline</string> <string>console-network</string> <string>file-compare</string> <string>fire-truck</string> <string>folder-key</string> <string>folder-key-network</string> <string>expansion-card</string> <string>kayaking</string> <string>inbox-multiple</string> <string>language-lua</string> <string>lock-smart</string> <string>microphone-minus</string> <string>microphone-plus</string> <string>palette-swatch</string> <string>periodic-table</string> <string>pickaxe</string> <string>qrcode-edit</string> <string>remote-desktop</string> <string>sausage</string> <string>cog-outline</string> <string>signal-cellular-1</string> <string>signal-cellular-2</string> <string>signal-cellular-3</string> <string>signal-cellular-outline</string> <string>ssh</string> <string>swap-horizontal-variant</string> <string>swap-vertical-variant</string> <string>tooth</string> <string>train-variant</string> <string>account-multiple-check</string> <string>application</string> <string>arch</string> <string>axe</string> <string>bullseye-arrow</string> <string>bus-clock</string> <string>camera-account</string> <string>camera-image</string> <string>car-limousine</string> <string>cards-club</string> <string>cards-diamond</string> <string>cards-spade</string> <string>cellphone-text</string> <string>cellphone-message</string> <string>chart-multiline</string> <string>circle-edit-outline</string> <string>cogs</string> <string>credit-card-settings-outline</string> <string>death-star</string> <string>death-star-variant</string> <string>debian</string> <string>fedora</string> <string>file-undo</string> <string>floor-lamp</string> <string>folder-edit</string> <string>format-columns</string> <string>freebsd</string> <string>gate-and</string> <string>gate-nand</string> <string>gate-nor</string> <string>gate-not</string> <string>gate-or</string> <string>gate-xnor</string> <string>gate-xor</string> <string>gentoo</string> <string>globe-model</string> <string>hammer</string> <string>home-lock</string> <string>home-lock-open</string> <string>linux-mint</string> <string>lock-alert</string> <string>lock-question</string> <string>map-marker-distance</string> <string>midi</string> <string>midi-port</string> <string>nas</string> <string>network-strength-1</string> <string>network-strength-1-alert</string> <string>network-strength-2</string> <string>network-strength-2-alert</string> <string>network-strength-3</string> <string>network-strength-3-alert</string> <string>network-strength-4</string> <string>network-strength-4-alert</string> <string>network-strength-off</string> <string>network-strength-off-outline</string> <string>network-strength-outline</string> <string>play-speed</string> <string>playlist-edit</string> <string>power-cycle</string> <string>power-off</string> <string>power-on</string> <string>power-sleep</string> <string>power-socket-au</string> <string>power-standby</string> <string>rabbit</string> <string>robot-vacuum-variant</string> <string>satellite-uplink</string> <string>scanner-off</string> <string>book-minus-multiple-outline</string> <string>square-edit-outline</string> <string>sort-numeric-ascending-variant</string> <string>steering-off</string> <string>table-search</string> <string>tag-minus</string> <string>test-tube-empty</string> <string>test-tube-off</string> <string>ticket-outline</string> <string>track-light</string> <string>transition</string> <string>transition-masked</string> <string>tumble-dryer</string> <string>file-refresh</string> <string>video-account</string> <string>video-image</string> <string>video-stabilization</string> <string>wall-sconce</string> <string>wall-sconce-flat</string> <string>wall-sconce-round-variant</string> <string>wifi-strength-1</string> <string>wifi-strength-1-alert</string> <string>wifi-strength-1-lock</string> <string>wifi-strength-2</string> <string>wifi-strength-2-alert</string> <string>wifi-strength-2-lock</string> <string>wifi-strength-3</string> <string>wifi-strength-3-alert</string> <string>wifi-strength-3-lock</string> <string>wifi-strength-4</string> <string>wifi-strength-4-alert</string> <string>wifi-strength-4-lock</string> <string>wifi-strength-alert-outline</string> <string>wifi-strength-lock-outline</string> <string>wifi-strength-off</string> <string>wifi-strength-off-outline</string> <string>wifi-strength-outline</string> <string>pin-off-outline</string> <string>pin-outline</string> <string>share-outline</string> <string>trackpad-lock</string> <string>account-box-multiple</string> <string>account-search-outline</string> <string>account-filter</string> <string>angle-acute</string> <string>angle-obtuse</string> <string>angle-right</string> <string>animation-play</string> <string>arrow-split-horizontal</string> <string>arrow-split-vertical</string> <string>audio-video</string> <string>battery-10-bluetooth</string> <string>battery-20-bluetooth</string> <string>battery-30-bluetooth</string> <string>battery-40-bluetooth</string> <string>battery-50-bluetooth</string> <string>battery-60-bluetooth</string> <string>battery-70-bluetooth</string> <string>battery-80-bluetooth</string> <string>battery-90-bluetooth</string> <string>battery-alert-bluetooth</string> <string>battery-bluetooth</string> <string>battery-bluetooth-variant</string> <string>battery-unknown-bluetooth</string> <string>dharmachakra</string> <string>calendar-search</string> <string>cellphone-remove</string> <string>cellphone-key</string> <string>cellphone-lock</string> <string>cellphone-off</string> <string>cellphone-cog</string> <string>cellphone-sound</string> <string>cross</string> <string>clock</string> <string>clock-alert</string> <string>cloud-search</string> <string>cloud-search-outline</string> <string>cordova</string> <string>cryengine</string> <string>cupcake</string> <string>sine-wave</string> <string>current-dc</string> <string>database-import</string> <string>database-export</string> <string>desk-lamp</string> <string>disc-player</string> <string>email-search</string> <string>email-search-outline</string> <string>exponent</string> <string>exponent-box</string> <string>file-download</string> <string>file-download-outline</string> <string>firebase</string> <string>folder-search</string> <string>folder-search-outline</string> <string>format-list-checkbox</string> <string>fountain</string> <string>google-fit</string> <string>greater-than</string> <string>greater-than-or-equal</string> <string>hard-hat</string> <string>headphones-bluetooth</string> <string>heart-circle</string> <string>heart-circle-outline</string> <string>om</string> <string>home-minus</string> <string>home-plus</string> <string>image-outline</string> <string>image-search</string> <string>image-search-outline</string> <string>star-crescent</string> <string>star-david</string> <string>keyboard-outline</string> <string>less-than</string> <string>less-than-or-equal</string> <string>light-switch</string> <string>lock-clock</string> <string>magnify-close</string> <string>map-minus</string> <string>map-outline</string> <string>map-plus</string> <string>map-search</string> <string>map-search-outline</string> <string>material-design</string> <string>medal</string> <string>microsoft-dynamics-365</string> <string>monitor-cellphone</string> <string>monitor-cellphone-star</string> <string>mouse-bluetooth</string> <string>muffin</string> <string>not-equal</string> <string>not-equal-variant</string> <string>order-bool-ascending-variant</string> <string>order-bool-descending-variant</string> <string>office-building</string> <string>plus-minus</string> <string>plus-minus-box</string> <string>podcast</string> <string>progress-check</string> <string>progress-clock</string> <string>progress-download</string> <string>progress-upload</string> <string>qi</string> <string>record-player</string> <string>restore</string> <string>shield-off-outline</string> <string>shield-lock</string> <string>shield-off</string> <string>set-top-box</string> <string>shower</string> <string>shower-head</string> <string>speaker-bluetooth</string> <string>square-root-box</string> <string>star-circle-outline</string> <string>star-face</string> <string>table-merge-cells</string> <string>tablet-cellphone</string> <string>text</string> <string>text-short</string> <string>text-long</string> <string>toilet</string> <string>toolbox</string> <string>toolbox-outline</string> <string>tournament</string> <string>two-factor-authentication</string> <string>umbrella-closed</string> <string>unreal</string> <string>video-minus</string> <string>video-plus</string> <string>volleyball</string> <string>weight-pound</string> <string>whistle</string> <string>arrow-bottom-left-bold-outline</string> <string>arrow-bottom-left-thick</string> <string>arrow-bottom-right-bold-outline</string> <string>arrow-bottom-right-thick</string> <string>arrow-decision</string> <string>arrow-decision-auto</string> <string>arrow-decision-auto-outline</string> <string>arrow-decision-outline</string> <string>arrow-down-bold-outline</string> <string>arrow-left-bold-outline</string> <string>arrow-left-right-bold-outline</string> <string>arrow-right-bold-outline</string> <string>arrow-top-left-bold-outline</string> <string>arrow-top-left-thick</string> <string>arrow-top-right-bold-outline</string> <string>arrow-top-right-thick</string> <string>arrow-up-bold-outline</string> <string>arrow-up-down-bold-outline</string> <string>ballot</string> <string>ballot-outline</string> <string>betamax</string> <string>bookmark-minus</string> <string>bookmark-minus-outline</string> <string>bookmark-off</string> <string>bookmark-off-outline</string> <string>braille</string> <string>brain</string> <string>calendar-heart</string> <string>calendar-star</string> <string>cassette</string> <string>cellphone-arrow-down</string> <string>chevron-down-box</string> <string>chevron-down-box-outline</string> <string>chevron-left-box</string> <string>chevron-left-box-outline</string> <string>chevron-right-box</string> <string>chevron-right-box-outline</string> <string>chevron-up-box</string> <string>chevron-up-box-outline</string> <string>circle-medium</string> <string>circle-small</string> <string>cloud-alert</string> <string>comment-arrow-left</string> <string>comment-arrow-left-outline</string> <string>comment-arrow-right</string> <string>comment-arrow-right-outline</string> <string>comment-plus</string> <string>currency-php</string> <string>delete-outline</string> <string>desktop-mac-dashboard</string> <string>download-multiple</string> <string>eight-track</string> <string>email-plus</string> <string>email-plus-outline</string> <string>text-box-outline</string> <string>file-document-outline</string> <string>floppy-variant</string> <string>flower-outline</string> <string>flower-tulip</string> <string>flower-tulip-outline</string> <string>format-font-size-decrease</string> <string>format-font-size-increase</string> <string>ghost-off</string> <string>google-lens</string> <string>google-spreadsheet</string> <string>image-move</string> <string>keyboard-settings</string> <string>keyboard-settings-outline</string> <string>knife</string> <string>knife-military</string> <string>layers-off-outline</string> <string>layers-outline</string> <string>lighthouse</string> <string>lighthouse-on</string> <string>map-legend</string> <string>menu-left-outline</string> <string>menu-right-outline</string> <string>message-alert-outline</string> <string>mini-sd</string> <string>minidisc</string> <string>monitor-dashboard</string> <string>pirate</string> <string>pokemon-go</string> <string>powershell</string> <string>printer-wireless</string> <string>quality-low</string> <string>quality-medium</string> <string>reflect-horizontal</string> <string>reflect-vertical</string> <string>rhombus-medium</string> <string>rhombus-split</string> <string>shield-account-outline</string> <string>square-medium</string> <string>square-medium-outline</string> <string>square-small</string> <string>subtitles</string> <string>subtitles-outline</string> <string>table-border</string> <string>toggle-switch-off-outline</string> <string>toggle-switch-outline</string> <string>vhs</string> <string>video-vintage</string> <string>view-dashboard-outline</string> <string>microsoft-visual-studio-code</string> <string>vote</string> <string>vote-outline</string> <string>microsoft-windows-classic</string> <string>microsoft-xbox-controller-battery-charging</string> <string>zip-disk</string> <string>aspect-ratio</string> <string>babel</string> <string>balloon</string> <string>bank-transfer</string> <string>bank-transfer-in</string> <string>bank-transfer-out</string> <string>briefcase-minus</string> <string>briefcase-plus</string> <string>briefcase-remove</string> <string>briefcase-search</string> <string>bug-check</string> <string>bug-check-outline</string> <string>bug-outline</string> <string>calendar-alert</string> <string>calendar-multiselect</string> <string>calendar-week</string> <string>calendar-week-begin</string> <string>cellphone-screenshot</string> <string>city-variant</string> <string>city-variant-outline</string> <string>clipboard-text-outline</string> <string>cloud-question</string> <string>comment-eye</string> <string>comment-eye-outline</string> <string>comment-search</string> <string>comment-search-outline</string> <string>contain</string> <string>contain-end</string> <string>contain-start</string> <string>dlna</string> <string>doctor</string> <string>dog</string> <string>dog-side</string> <string>ear-hearing-off</string> <string>engine-off</string> <string>engine-off-outline</string> <string>exit-run</string> <string>feature-search</string> <string>feature-search-outline</string> <string>file-alert</string> <string>file-alert-outline</string> <string>file-upload</string> <string>file-upload-outline</string> <string>hand-front-right</string> <string>hand-okay</string> <string>hand-peace</string> <string>hand-peace-variant</string> <string>hand-pointing-down</string> <string>hand-pointing-left</string> <string>hand-pointing-up</string> <string>heart-multiple</string> <string>heart-multiple-outline</string> <string>horseshoe</string> <string>human-female-boy</string> <string>human-female-female</string> <string>human-female-girl</string> <string>human-male-boy</string> <string>human-male-girl</string> <string>human-male-male</string> <string>ip</string> <string>ip-network</string> <string>litecoin</string> <string>magnify-minus-cursor</string> <string>magnify-plus-cursor</string> <string>menu-swap</string> <string>menu-swap-outline</string> <string>puzzle-outline</string> <string>registered-trademark</string> <string>resize</string> <string>router-wireless-settings</string> <string>safe</string> <string>scissors-cutting</string> <string>select-drag</string> <string>selection-drag</string> <string>settings-helper</string> <string>signal-5g</string> <string>silverware-fork-knife</string> <string>smog</string> <string>solar-power</string> <string>star-box</string> <string>star-box-outline</string> <string>table-plus</string> <string>table-remove</string> <string>target-variant</string> <string>trademark</string> <string>trash-can</string> <string>trash-can-outline</string> <string>tshirt-crew</string> <string>tshirt-v</string> <string>zodiac-aquarius</string> <string>zodiac-aries</string> <string>zodiac-cancer</string> <string>zodiac-capricorn</string> <string>zodiac-gemini</string> <string>zodiac-leo</string> <string>zodiac-libra</string> <string>zodiac-pisces</string> <string>zodiac-sagittarius</string> <string>zodiac-scorpio</string> <string>zodiac-taurus</string> <string>zodiac-virgo</string> <string>account-child</string> <string>account-child-circle</string> <string>account-supervisor</string> <string>account-supervisor-circle</string> <string>ampersand</string> <string>web-off</string> <string>animation-outline</string> <string>animation-play-outline</string> <string>bell-off-outline</string> <string>bell-plus-outline</string> <string>bell-sleep-outline</string> <string>book-minus-multiple</string> <string>book-plus-multiple</string> <string>book-remove-multiple</string> <string>book-remove</string> <string>briefcase-edit</string> <string>bus-alert</string> <string>calculator-variant</string> <string>caps-lock</string> <string>cash-refund</string> <string>checkbook</string> <string>circle-slice-1</string> <string>circle-slice-2</string> <string>circle-slice-3</string> <string>circle-slice-4</string> <string>circle-slice-5</string> <string>circle-slice-6</string> <string>circle-slice-7</string> <string>circle-slice-8</string> <string>collapse-all</string> <string>collapse-all-outline</string> <string>credit-card-refund-outline</string> <string>database-check</string> <string>database-lock</string> <string>desktop-tower-monitor</string> <string>dishwasher</string> <string>dog-service</string> <string>dot-net</string> <string>egg</string> <string>egg-easter</string> <string>email-check</string> <string>email-check-outline</string> <string>et</string> <string>expand-all</string> <string>expand-all-outline</string> <string>file-cabinet</string> <string>text-box-multiple</string> <string>text-box-multiple-outline</string> <string>file-move</string> <string>folder-clock</string> <string>folder-clock-outline</string> <string>format-annotation-minus</string> <string>gesture-pinch</string> <string>gesture-spread</string> <string>gesture-swipe-horizontal</string> <string>gesture-swipe-vertical</string> <string>hail</string> <string>helicopter</string> <string>hexagon-slice-1</string> <string>hexagon-slice-2</string> <string>hexagon-slice-3</string> <string>hexagon-slice-4</string> <string>hexagon-slice-5</string> <string>hexagon-slice-6</string> <string>hexagram</string> <string>hexagram-outline</string> <string>label-off</string> <string>label-off-outline</string> <string>label-variant</string> <string>label-variant-outline</string> <string>language-ruby-on-rails</string> <string>laravel</string> <string>mastodon</string> <string>sort-numeric-descending-variant</string> <string>minus-circle-multiple-outline</string> <string>music-circle-outline</string> <string>pinwheel</string> <string>pinwheel-outline</string> <string>radiator-disabled</string> <string>radiator-off</string> <string>select-compare</string> <string>shield-plus</string> <string>shield-plus-outline</string> <string>shield-remove</string> <string>shield-remove-outline</string> <string>book-plus-multiple-outline</string> <string>sina-weibo</string> <string>spray-bottle</string> <string>squeegee</string> <string>star-four-points</string> <string>star-four-points-outline</string> <string>star-three-points</string> <string>star-three-points-outline</string> <string>symfony</string> <string>variable</string> <string>vector-bezier</string> <string>wiper</string> <string>z-wave</string> <string>zend</string> <string>account-minus-outline</string> <string>account-remove-outline</string> <string>alpha-a</string> <string>alpha-b</string> <string>alpha-c</string> <string>alpha-d</string> <string>alpha-e</string> <string>alpha-f</string> <string>alpha-g</string> <string>alpha-h</string> <string>alpha-i</string> <string>alpha-j</string> <string>alpha-k</string> <string>alpha-l</string> <string>alpha-m</string> <string>alpha-n</string> <string>alpha-o</string> <string>alpha-p</string> <string>alpha-q</string> <string>alpha-r</string> <string>alpha-s</string> <string>alpha-t</string> <string>alpha-u</string> <string>alpha-v</string> <string>alpha-w</string> <string>alpha-x</string> <string>alpha-y</string> <string>alpha-z</string> <string>alpha-a-box</string> <string>alpha-b-box</string> <string>alpha-c-box</string> <string>alpha-d-box</string> <string>alpha-e-box</string> <string>alpha-f-box</string> <string>alpha-g-box</string> <string>alpha-h-box</string> <string>alpha-i-box</string> <string>alpha-j-box</string> <string>alpha-k-box</string> <string>alpha-l-box</string> <string>alpha-m-box</string> <string>alpha-n-box</string> <string>alpha-o-box</string> <string>alpha-p-box</string> <string>alpha-q-box</string> <string>alpha-r-box</string> <string>alpha-s-box</string> <string>alpha-t-box</string> <string>alpha-u-box</string> <string>alpha-v-box</string> <string>alpha-w-box</string> <string>alpha-x-box</string> <string>alpha-y-box</string> <string>alpha-z-box</string> <string>bulldozer</string> <string>bullhorn-outline</string> <string>calendar-export</string> <string>calendar-import</string> <string>chevron-down-circle</string> <string>chevron-down-circle-outline</string> <string>chevron-left-circle</string> <string>chevron-left-circle-outline</string> <string>chevron-right-circle</string> <string>chevron-right-circle-outline</string> <string>chevron-up-circle</string> <string>chevron-up-circle-outline</string> <string>content-save-settings-outline</string> <string>crystal-ball</string> <string>ember</string> <string>facebook-workplace</string> <string>file-replace</string> <string>file-replace-outline</string> <string>format-letter-case</string> <string>format-letter-case-lower</string> <string>format-letter-case-upper</string> <string>language-java</string> <string>circle-multiple</string> <string>numeric-1</string> <string>numeric-2</string> <string>numeric-3</string> <string>numeric-4</string> <string>numeric-5</string> <string>numeric-6</string> <string>numeric-7</string> <string>numeric-8</string> <string>numeric-9</string> <string>origin</string> <string>resistor</string> <string>resistor-nodes</string> <string>robot-industrial</string> <string>shoe-formal</string> <string>shoe-heel</string> <string>silo</string> <string>box-cutter-off</string> <string>tab-minus</string> <string>tab-remove</string> <string>tape-measure</string> <string>telescope</string> <string>yahoo</string> <string>account-alert-outline</string> <string>account-arrow-left</string> <string>account-arrow-left-outline</string> <string>account-arrow-right</string> <string>account-arrow-right-outline</string> <string>account-circle-outline</string> <string>account-clock</string> <string>account-clock-outline</string> <string>account-group-outline</string> <string>account-question</string> <string>account-question-outline</string> <string>artstation</string> <string>backspace-outline</string> <string>barley-off</string> <string>barn</string> <string>bat</string> <string>application-settings</string> <string>billiards</string> <string>billiards-rack</string> <string>book-open-outline</string> <string>book-outline</string> <string>boxing-glove</string> <string>calendar-blank-outline</string> <string>calendar-outline</string> <string>calendar-range-outline</string> <string>camera-control</string> <string>camera-enhance-outline</string> <string>car-door</string> <string>car-electric</string> <string>car-key</string> <string>car-multiple</string> <string>card</string> <string>card-bulleted</string> <string>card-bulleted-off</string> <string>card-bulleted-off-outline</string> <string>card-bulleted-outline</string> <string>card-bulleted-settings</string> <string>card-bulleted-settings-outline</string> <string>card-outline</string> <string>card-text</string> <string>card-text-outline</string> <string>chat</string> <string>chat-alert</string> <string>chat-processing</string> <string>chef-hat</string> <string>cloud-download-outline</string> <string>cloud-upload-outline</string> <string>coffin</string> <string>compass-off</string> <string>compass-off-outline</string> <string>controller-classic</string> <string>controller-classic-outline</string> <string>cube-scan</string> <string>currency-brl</string> <string>database-edit</string> <string>deathly-hallows</string> <string>delete-circle-outline</string> <string>delete-forever-outline</string> <string>diamond</string> <string>diamond-outline</string> <string>dns-outline</string> <string>dots-horizontal-circle-outline</string> <string>dots-vertical-circle-outline</string> <string>download-outline</string> <string>drag-variant</string> <string>eject-outline</string> <string>email-mark-as-unread</string> <string>export-variant</string> <string>eye-circle</string> <string>eye-circle-outline</string> <string>face-man-outline</string> <string>file-find-outline</string> <string>file-remove</string> <string>flag-minus</string> <string>flag-plus</string> <string>flag-remove</string> <string>folder-account-outline</string> <string>folder-plus-outline</string> <string>folder-remove-outline</string> <string>folder-star-outline</string> <string>gitlab</string> <string>gog</string> <string>grave-stone</string> <string>halloween</string> <string>hat-fedora</string> <string>help-rhombus</string> <string>help-rhombus-outline</string> <string>home-variant-outline</string> <string>inbox-multiple-outline</string> <string>library-shelves</string> <string>mapbox</string> <string>menu-open</string> <string>molecule</string> <string>one-up</string> <string>open-source-initiative</string> <string>pac-man</string> <string>page-next</string> <string>page-next-outline</string> <string>page-previous</string> <string>page-previous-outline</string> <string>pan</string> <string>pan-bottom-left</string> <string>pan-bottom-right</string> <string>pan-down</string> <string>pan-horizontal</string> <string>pan-left</string> <string>pan-right</string> <string>pan-top-left</string> <string>pan-top-right</string> <string>pan-up</string> <string>pan-vertical</string> <string>pumpkin</string> <string>rollupjs</string> <string>script</string> <string>script-text</string> <string>script-text-outline</string> <string>shield-key</string> <string>shield-key-outline</string> <string>skull-crossbones</string> <string>skull-crossbones-outline</string> <string>skull-outline</string> <string>space-invaders</string> <string>spider-web</string> <string>view-split-horizontal</string> <string>view-split-vertical</string> <string>swap-horizontal-bold</string> <string>swap-vertical-bold</string> <string>tag-heart-outline</string> <string>target-account</string> <string>timeline</string> <string>timeline-outline</string> <string>timeline-text</string> <string>timeline-text-outline</string> <string>tooltip-image-outline</string> <string>tooltip-plus</string> <string>tooltip-text-outline</string> <string>train-car</string> <string>triforce</string> <string>ubisoft</string> <string>video-off-outline</string> <string>video-outline</string> <string>wallet-outline</string> <string>waze</string> <string>wrap-disabled</string> <string>wrench-outline</string> <string>access-point-network-off</string> <string>account-check-outline</string> <string>account-heart-outline</string> <string>account-key-outline</string> <string>account-multiple-minus-outline</string> <string>account-network-outline</string> <string>account-off-outline</string> <string>account-star-outline</string> <string>airbag</string> <string>alarm-light-outline</string> <string>alpha-a-box-outline</string> <string>alpha-a-circle</string> <string>alpha-a-circle-outline</string> <string>alpha-b-box-outline</string> <string>alpha-b-circle</string> <string>alpha-b-circle-outline</string> <string>alpha-c-box-outline</string> <string>alpha-c-circle</string> <string>alpha-c-circle-outline</string> <string>alpha-d-box-outline</string> <string>alpha-d-circle</string> <string>alpha-d-circle-outline</string> <string>alpha-e-box-outline</string> <string>alpha-e-circle</string> <string>alpha-e-circle-outline</string> <string>alpha-f-box-outline</string> <string>alpha-f-circle</string> <string>alpha-f-circle-outline</string> <string>alpha-g-box-outline</string> <string>alpha-g-circle</string> <string>alpha-g-circle-outline</string> <string>alpha-h-box-outline</string> <string>alpha-h-circle</string> <string>alpha-h-circle-outline</string> <string>alpha-i-box-outline</string> <string>alpha-i-circle</string> <string>alpha-i-circle-outline</string> <string>alpha-j-box-outline</string> <string>alpha-j-circle</string> <string>alpha-j-circle-outline</string> <string>alpha-k-box-outline</string> <string>alpha-k-circle</string> <string>alpha-k-circle-outline</string> <string>alpha-l-box-outline</string> <string>alpha-l-circle</string> <string>alpha-l-circle-outline</string> <string>alpha-m-box-outline</string> <string>alpha-m-circle</string> <string>alpha-m-circle-outline</string> <string>alpha-n-box-outline</string> <string>alpha-n-circle</string> <string>alpha-n-circle-outline</string> <string>alpha-o-box-outline</string> <string>alpha-o-circle</string> <string>alpha-o-circle-outline</string> <string>alpha-p-box-outline</string> <string>alpha-p-circle</string> <string>alpha-p-circle-outline</string> <string>alpha-q-box-outline</string> <string>alpha-q-circle</string> <string>alpha-q-circle-outline</string> <string>alpha-r-box-outline</string> <string>alpha-r-circle</string> <string>alpha-r-circle-outline</string> <string>alpha-s-box-outline</string> <string>alpha-s-circle</string> <string>alpha-s-circle-outline</string> <string>alpha-t-box-outline</string> <string>alpha-t-circle</string> <string>alpha-t-circle-outline</string> <string>alpha-u-box-outline</string> <string>alpha-u-circle</string> <string>alpha-u-circle-outline</string> <string>alpha-v-box-outline</string> <string>alpha-v-circle</string> <string>alpha-v-circle-outline</string> <string>alpha-w-box-outline</string> <string>alpha-w-circle</string> <string>alpha-w-circle-outline</string> <string>alpha-x-box-outline</string> <string>alpha-x-circle</string> <string>alpha-x-circle-outline</string> <string>alpha-y-box-outline</string> <string>alpha-y-circle</string> <string>alpha-y-circle-outline</string> <string>alpha-z-box-outline</string> <string>alpha-z-circle</string> <string>alpha-z-circle-outline</string> <string>ballot-recount</string> <string>ballot-recount-outline</string> <string>basketball-hoop</string> <string>basketball-hoop-outline</string> <string>briefcase-download-outline</string> <string>briefcase-edit-outline</string> <string>briefcase-minus-outline</string> <string>briefcase-plus-outline</string> <string>briefcase-remove-outline</string> <string>briefcase-search-outline</string> <string>briefcase-upload-outline</string> <string>calendar-check-outline</string> <string>calendar-remove-outline</string> <string>calendar-text-outline</string> <string>car-brake-abs</string> <string>car-brake-alert</string> <string>car-esp</string> <string>car-light-dimmed</string> <string>car-light-fog</string> <string>car-light-high</string> <string>car-tire-alert</string> <string>cart-arrow-right</string> <string>charity</string> <string>chart-bell-curve</string> <string>checkbox-multiple-outline</string> <string>checkbox-outline</string> <string>check-network</string> <string>check-network-outline</string> <string>clipboard-account-outline</string> <string>clipboard-arrow-down-outline</string> <string>clipboard-arrow-up</string> <string>clipboard-arrow-up-outline</string> <string>clipboard-play</string> <string>clipboard-play-outline</string> <string>clipboard-text-play</string> <string>clipboard-text-play-outline</string> <string>close-box-multiple</string> <string>close-box-multiple-outline</string> <string>close-network-outline</string> <string>console-network-outline</string> <string>currency-ils</string> <string>delete-sweep-outline</string> <string>diameter</string> <string>diameter-outline</string> <string>diameter-variant</string> <string>download-network-outline</string> <string>dump-truck</string> <string>emoticon</string> <string>emoticon-angry</string> <string>emoticon-angry-outline</string> <string>emoticon-cool</string> <string>emoticon-cry</string> <string>emoticon-cry-outline</string> <string>emoticon-dead</string> <string>emoticon-devil</string> <string>emoticon-excited</string> <string>emoticon-happy</string> <string>emoticon-kiss</string> <string>emoticon-kiss-outline</string> <string>emoticon-neutral</string> <string>emoticon-poop-outline</string> <string>emoticon-sad</string> <string>emoticon-tongue-outline</string> <string>emoticon-wink</string> <string>emoticon-wink-outline</string> <string>eslint</string> <string>face-recognition</string> <string>file-search</string> <string>file-search-outline</string> <string>file-table</string> <string>file-table-outline</string> <string>folder-key-network-outline</string> <string>folder-network-outline</string> <string>folder-text</string> <string>folder-text-outline</string> <string>food-apple-outline</string> <string>fuse</string> <string>fuse-blade</string> <string>google-ads</string> <string>google-street-view</string> <string>hazard-lights</string> <string>help-network-outline</string> <string>application-brackets</string> <string>application-brackets-outline</string> <string>image-size-select-actual</string> <string>image-size-select-large</string> <string>image-size-select-small</string> <string>ip-network-outline</string> <string>ipod</string> <string>language-haskell</string> <string>leaf-maple</string> <string>link-plus</string> <string>map-marker-check</string> <string>math-cos</string> <string>math-sin</string> <string>math-tan</string> <string>microwave</string> <string>minus-network-outline</string> <string>network-off</string> <string>network-off-outline</string> <string>network-outline</string> <string>numeric-1-circle</string> <string>numeric-1-circle-outline</string> <string>numeric-2-circle</string> <string>numeric-2-circle-outline</string> <string>numeric-3-circle</string> <string>numeric-3-circle-outline</string> <string>numeric-4-circle</string> <string>numeric-4-circle-outline</string> <string>numeric-5-circle</string> <string>numeric-5-circle-outline</string> <string>numeric-6-circle</string> <string>numeric-6-circle-outline</string> <string>numeric-7-circle</string> <string>numeric-7-circle-outline</string> <string>numeric-8-circle</string> <string>numeric-8-circle-outline</string> <string>numeric-9-circle</string> <string>numeric-9-circle-outline</string> <string>numeric-9-plus-circle</string> <string>numeric-9-plus-circle-outline</string> <string>parachute</string> <string>parachute-outline</string> <string>pencil-outline</string> <string>play-network-outline</string> <string>playlist-music</string> <string>playlist-music-outline</string> <string>plus-network-outline</string> <string>postage-stamp</string> <string>progress-alert</string> <string>progress-wrench</string> <string>radio-am</string> <string>radio-fm</string> <string>radius</string> <string>radius-outline</string> <string>ruler-square</string> <string>seat</string> <string>seat-outline</string> <string>seatbelt</string> <string>sheep</string> <string>shield-airplane-outline</string> <string>shield-check-outline</string> <string>shield-cross</string> <string>shield-cross-outline</string> <string>shield-home-outline</string> <string>shield-lock-outline</string> <string>sort-variant-lock</string> <string>sort-variant-lock-open</string> <string>source-repository</string> <string>source-repository-multiple</string> <string>spa</string> <string>spa-outline</string> <string>toaster-oven</string> <string>truck-check</string> <string>turnstile</string> <string>turnstile-outline</string> <string>turtle</string> <string>upload-network-outline</string> <string>vibrate-off</string> <string>watch-vibrate-off</string> <string>arrow-down-circle</string> <string>arrow-down-circle-outline</string> <string>arrow-left-circle</string> <string>arrow-left-circle-outline</string> <string>arrow-right-circle</string> <string>arrow-right-circle-outline</string> <string>arrow-up-circle</string> <string>arrow-up-circle-outline</string> <string>account-tie</string> <string>alert-box-outline</string> <string>alert-decagram-outline</string> <string>alert-octagon-outline</string> <string>alert-octagram-outline</string> <string>ammunition</string> <string>account-music-outline</string> <string>beaker</string> <string>blender</string> <string>blood-bag</string> <string>cross-bolnisi</string> <string>bread-slice</string> <string>bread-slice-outline</string> <string>briefcase-account</string> <string>briefcase-account-outline</string> <string>brightness-percent</string> <string>bullet</string> <string>cash-register</string> <string>cross-celtic</string> <string>cross-outline</string> <string>clipboard-alert-outline</string> <string>clipboard-arrow-left-outline</string> <string>clipboard-arrow-right</string> <string>clipboard-arrow-right-outline</string> <string>content-save-edit</string> <string>content-save-edit-outline</string> <string>cursor-default-click</string> <string>cursor-default-click-outline</string> <string>database-sync</string> <string>database-remove</string> <string>database-settings</string> <string>drama-masks</string> <string>email-box</string> <string>eye-check</string> <string>eye-check-outline</string> <string>fast-forward-30</string> <string>order-alphabetical-descending</string> <string>flower-poppy</string> <string>folder-pound</string> <string>folder-pound-outline</string> <string>folder-sync</string> <string>folder-sync-outline</string> <string>format-list-numbered-rtl</string> <string>format-text-wrapping-clip</string> <string>format-text-wrapping-overflow</string> <string>format-text-wrapping-wrap</string> <string>format-textbox</string> <string>fountain-pen</string> <string>fountain-pen-tip</string> <string>heart-broken-outline</string> <string>home-city</string> <string>home-city-outline</string> <string>hubspot</string> <string>filmstrip-box-multiple</string> <string>play-box-multiple</string> <string>link-box</string> <string>link-box-outline</string> <string>link-box-variant</string> <string>link-box-variant-outline</string> <string>map-clock</string> <string>map-clock-outline</string> <string>map-marker-path</string> <string>mother-nurse</string> <string>microsoft-outlook</string> <string>perspective-less</string> <string>perspective-more</string> <string>podium</string> <string>podium-bronze</string> <string>podium-gold</string> <string>podium-silver</string> <string>quora</string> <string>rewind-10</string> <string>roller-skate</string> <string>rollerblade</string> <string>language-ruby</string> <string>sack</string> <string>sack-percent</string> <string>safety-goggles</string> <string>select-color</string> <string>selection-ellipse</string> <string>shield-link-variant</string> <string>shield-link-variant-outline</string> <string>skate</string> <string>skew-less</string> <string>skew-more</string> <string>speaker-multiple</string> <string>stamper</string> <string>tank</string> <string>tortoise</string> <string>transit-connection</string> <string>transit-connection-variant</string> <string>transmission-tower</string> <string>weight-gram</string> <string>youtube-subscription</string> <string>zigbee</string> <string>email-alert-outline</string> <string>air-filter</string> <string>air-purifier</string> <string>android-messages</string> <string>apps-box</string> <string>atm</string> <string>axis</string> <string>axis-arrow</string> <string>axis-arrow-lock</string> <string>axis-lock</string> <string>axis-x-arrow</string> <string>axis-x-arrow-lock</string> <string>axis-x-rotate-clockwise</string> <string>axis-x-rotate-counterclockwise</string> <string>axis-x-y-arrow-lock</string> <string>axis-y-arrow</string> <string>axis-y-arrow-lock</string> <string>axis-y-rotate-clockwise</string> <string>axis-y-rotate-counterclockwise</string> <string>axis-z-arrow</string> <string>axis-z-arrow-lock</string> <string>axis-z-rotate-clockwise</string> <string>axis-z-rotate-counterclockwise</string> <string>bell-alert</string> <string>bell-circle</string> <string>bell-circle-outline</string> <string>calendar-minus</string> <string>camera-outline</string> <string>car-brake-hold</string> <string>car-brake-parking</string> <string>car-cruise-control</string> <string>car-defrost-front</string> <string>car-defrost-rear</string> <string>car-parking-lights</string> <string>car-traction-control</string> <string>bag-carry-on-check</string> <string>cart-arrow-down</string> <string>cart-arrow-up</string> <string>cart-minus</string> <string>cart-remove</string> <string>contactless-payment</string> <string>creative-commons</string> <string>credit-card-wireless-outline</string> <string>cricket</string> <string>dev-to</string> <string>domain-off</string> <string>face-agent</string> <string>fast-forward-10</string> <string>flare</string> <string>format-text-rotation-down</string> <string>format-text-rotation-none</string> <string>forwardburger</string> <string>gesture-swipe</string> <string>gesture-tap-hold</string> <string>file-gif-box</string> <string>go-kart</string> <string>go-kart-track</string> <string>goodreads</string> <string>grain</string> <string>hdr</string> <string>hdr-off</string> <string>hiking</string> <string>home-floor-1</string> <string>home-floor-2</string> <string>home-floor-3</string> <string>home-floor-a</string> <string>home-floor-b</string> <string>home-floor-g</string> <string>home-floor-l</string> <string>kabaddi</string> <string>mailbox-open</string> <string>mailbox-open-outline</string> <string>mailbox-open-up</string> <string>mailbox-open-up-outline</string> <string>mailbox-outline</string> <string>mailbox-up</string> <string>mailbox-up-outline</string> <string>mixed-martial-arts</string> <string>monitor-off</string> <string>motion-sensor</string> <string>point-of-sale</string> <string>racing-helmet</string> <string>racquetball</string> <string>restart-off</string> <string>rewind-30</string> <string>room-service-outline</string> <string>rotate-orbit</string> <string>rugby</string> <string>shield-search</string> <string>solar-panel</string> <string>solar-panel-large</string> <string>subway-alert-variant</string> <string>tea</string> <string>tea-outline</string> <string>tennis</string> <string>transfer-down</string> <string>transfer-left</string> <string>transfer-up</string> <string>trophy-broken</string> <string>wind-turbine</string> <string>wiper-wash</string> <string>badge-account</string> <string>badge-account-alert</string> <string>badge-account-alert-outline</string> <string>badge-account-outline</string> <string>card-account-details-outline</string> <string>air-horn</string> <string>application-export</string> <string>application-import</string> <string>bandage</string> <string>bank-minus</string> <string>bank-plus</string> <string>bank-remove</string> <string>bolt</string> <string>bugle</string> <string>cactus</string> <string>camera-wireless</string> <string>camera-wireless-outline</string> <string>cash-marker</string> <string>chevron-triple-down</string> <string>chevron-triple-left</string> <string>chevron-triple-right</string> <string>chevron-triple-up</string> <string>closed-caption-outline</string> <string>credit-card-marker-outline</string> <string>diving-flippers</string> <string>diving-helmet</string> <string>diving-scuba</string> <string>diving-scuba-flag</string> <string>diving-scuba-tank</string> <string>diving-scuba-tank-multiple</string> <string>diving-snorkel</string> <string>file-cancel</string> <string>file-cancel-outline</string> <string>file-document-edit</string> <string>file-document-edit-outline</string> <string>file-eye</string> <string>file-eye-outline</string> <string>folder-alert</string> <string>folder-alert-outline</string> <string>folder-edit-outline</string> <string>folder-open-outline</string> <string>format-list-bulleted-square</string> <string>gantry-crane</string> <string>home-floor-0</string> <string>home-floor-negative-1</string> <string>home-group</string> <string>jabber</string> <string>key-outline</string> <string>leak</string> <string>leak-off</string> <string>marker-cancel</string> <string>mine</string> <string>monitor-lock</string> <string>monitor-star</string> <string>movie-outline</string> <string>music-note-plus</string> <string>nail</string> <string>ocarina</string> <string>passport-biometric</string> <string>pen-lock</string> <string>pen-minus</string> <string>pen-off</string> <string>pen-plus</string> <string>pen-remove</string> <string>pencil-lock-outline</string> <string>pencil-minus</string> <string>pencil-minus-outline</string> <string>pencil-off-outline</string> <string>pencil-plus</string> <string>pencil-plus-outline</string> <string>pencil-remove</string> <string>pencil-remove-outline</string> <string>phone-off</string> <string>phone-outline</string> <string>pi-hole</string> <string>playlist-star</string> <string>screw-flat-top</string> <string>screw-lag</string> <string>screw-machine-flat-top</string> <string>screw-machine-round-top</string> <string>screw-round-top</string> <string>send-circle</string> <string>send-circle-outline</string> <string>shoe-print</string> <string>signature</string> <string>signature-freehand</string> <string>signature-image</string> <string>signature-text</string> <string>slope-downhill</string> <string>slope-uphill</string> <string>thermometer-alert</string> <string>thermometer-chevron-down</string> <string>thermometer-chevron-up</string> <string>thermometer-minus</string> <string>thermometer-plus</string> <string>translate-off</string> <string>upload-outline</string> <string>volume-variant-off</string> <string>wallpaper</string> <string>water-outline</string> <string>wifi-star</string> <string>palette-outline</string> <string>badge-account-horizontal</string> <string>badge-account-horizontal-outline</string> <string>aws</string> <string>bag-personal</string> <string>bag-personal-off</string> <string>bag-personal-off-outline</string> <string>bag-personal-outline</string> <string>biathlon</string> <string>bookmark-multiple</string> <string>bookmark-multiple-outline</string> <string>calendar-month</string> <string>calendar-month-outline</string> <string>camera-retake</string> <string>camera-retake-outline</string> <string>car-back</string> <string>car-off</string> <string>cast-education</string> <string>check-bold</string> <string>check-underline</string> <string>check-underline-circle</string> <string>check-underline-circle-outline</string> <string>circular-saw</string> <string>comma</string> <string>comma-box-outline</string> <string>comma-circle</string> <string>comma-circle-outline</string> <string>content-save-move</string> <string>content-save-move-outline</string> <string>file-check-outline</string> <string>file-music-outline</string> <string>comma-box</string> <string>file-video-outline</string> <string>file-png-box</string> <string>fireplace</string> <string>fireplace-off</string> <string>firework</string> <string>format-color-highlight</string> <string>format-text-variant</string> <string>gamepad-circle</string> <string>gamepad-circle-down</string> <string>gamepad-circle-left</string> <string>gamepad-circle-outline</string> <string>gamepad-circle-right</string> <string>gamepad-circle-up</string> <string>gamepad-down</string> <string>gamepad-left</string> <string>gamepad-right</string> <string>gamepad-round</string> <string>gamepad-round-down</string> <string>gamepad-round-left</string> <string>gamepad-round-outline</string> <string>gamepad-round-right</string> <string>gamepad-round-up</string> <string>gamepad-up</string> <string>gatsby</string> <string>gift</string> <string>grill</string> <string>hand-back-left</string> <string>hand-back-right</string> <string>hand-saw</string> <string>image-frame</string> <string>invert-colors-off</string> <string>keyboard-off-outline</string> <string>layers-minus</string> <string>layers-plus</string> <string>layers-remove</string> <string>lightbulb-off</string> <string>lightbulb-off-outline</string> <string>monitor-screenshot</string> <string>ice-cream-off</string> <string>nfc-search-variant</string> <string>nfc-variant-off</string> <string>notebook-multiple</string> <string>hoop-house</string> <string>picture-in-picture-bottom-right</string> <string>picture-in-picture-bottom-right-outline</string> <string>picture-in-picture-top-right</string> <string>picture-in-picture-top-right-outline</string> <string>printer-3d-nozzle</string> <string>printer-3d-nozzle-outline</string> <string>printer-off</string> <string>rectangle</string> <string>rectangle-outline</string> <string>rivet</string> <string>saw-blade</string> <string>seed</string> <string>seed-outline</string> <string>signal-distance-variant</string> <string>spade</string> <string>sprout</string> <string>sprout-outline</string> <string>table-tennis</string> <string>tree-outline</string> <string>view-comfy</string> <string>view-compact</string> <string>view-compact-outline</string> <string>vuetify</string> <string>weather-cloudy-arrow-right</string> <string>microsoft-xbox-controller-menu</string> <string>microsoft-xbox-controller-view</string> <string>alarm-note</string> <string>alarm-note-off</string> <string>arrow-left-right</string> <string>arrow-left-right-bold</string> <string>arrow-top-left-bottom-right</string> <string>arrow-top-left-bottom-right-bold</string> <string>arrow-top-right-bottom-left</string> <string>arrow-top-right-bottom-left-bold</string> <string>arrow-up-down</string> <string>arrow-up-down-bold</string> <string>atom-variant</string> <string>baby-face</string> <string>baby-face-outline</string> <string>backspace-reverse</string> <string>backspace-reverse-outline</string> <string>bank-outline</string> <string>bell-alert-outline</string> <string>book-play</string> <string>book-play-outline</string> <string>book-search</string> <string>book-search-outline</string> <string>boom-gate</string> <string>boom-gate-alert</string> <string>boom-gate-alert-outline</string> <string>boom-gate-arrow-down</string> <string>boom-gate-arrow-down-outline</string> <string>boom-gate-outline</string> <string>boom-gate-arrow-up</string> <string>boom-gate-arrow-up-outline</string> <string>calendar-sync</string> <string>calendar-sync-outline</string> <string>cellphone-nfc</string> <string>chart-areaspline-variant</string> <string>chart-scatter-plot</string> <string>chart-timeline-variant</string> <string>chart-tree</string> <string>circle-double</string> <string>circle-expand</string> <string>clock-digital</string> <string>card-account-mail-outline</string> <string>card-account-phone</string> <string>card-account-phone-outline</string> <string>account-cowboy-hat</string> <string>currency-rial</string> <string>delete-empty-outline</string> <string>dolly</string> <string>electric-switch</string> <string>ellipse</string> <string>ellipse-outline</string> <string>equalizer</string> <string>equalizer-outline</string> <string>ferris-wheel</string> <string>file-delimited-outline</string> <string>text-box-check</string> <string>text-box-check-outline</string> <string>text-box-minus</string> <string>text-box-minus-outline</string> <string>text-box-plus</string> <string>text-box-plus-outline</string> <string>text-box-remove</string> <string>text-box-remove-outline</string> <string>text-box-search</string> <string>text-box-search-outline</string> <string>file-image-outline</string> <string>fingerprint-off</string> <string>format-list-bulleted-triangle</string> <string>format-overline</string> <string>frequently-asked-questions</string> <string>gamepad-square</string> <string>gamepad-square-outline</string> <string>gamepad-variant-outline</string> <string>gas-station-outline</string> <string>google-podcast</string> <string>home-analytics</string> <string>mail</string> <string>map-check</string> <string>map-check-outline</string> <string>ruler-square-compass</string> <string>notebook-outline</string> <string>penguin</string> <string>radioactive-off</string> <string>record-circle</string> <string>record-circle-outline</string> <string>remote-off</string> <string>remote-tv</string> <string>remote-tv-off</string> <string>rotate-3d</string> <string>sail-boat</string> <string>scatter-plot</string> <string>scatter-plot-outline</string> <string>segment</string> <string>shield-alert</string> <string>shield-alert-outline</string> <string>tablet-dashboard</string> <string>television-play</string> <string>unicode</string> <string>video-3d-variant</string> <string>video-wireless</string> <string>video-wireless-outline</string> <string>account-voice-off</string> <string>bacteria</string> <string>bacteria-outline</string> <string>calendar-account</string> <string>calendar-account-outline</string> <string>calendar-weekend</string> <string>calendar-weekend-outline</string> <string>camera-plus</string> <string>camera-plus-outline</string> <string>campfire</string> <string>chat-outline</string> <string>cpu-32-bit</string> <string>cpu-64-bit</string> <string>credit-card-clock</string> <string>credit-card-clock-outline</string> <string>email-edit</string> <string>email-edit-outline</string> <string>email-minus</string> <string>email-minus-outline</string> <string>email-multiple</string> <string>email-multiple-outline</string> <string>email-open-multiple</string> <string>email-open-multiple-outline</string> <string>file-cad</string> <string>file-cad-box</string> <string>file-plus-outline</string> <string>filter-minus</string> <string>filter-minus-outline</string> <string>filter-plus</string> <string>filter-plus-outline</string> <string>fire-extinguisher</string> <string>fishbowl</string> <string>fishbowl-outline</string> <string>fit-to-page</string> <string>fit-to-page-outline</string> <string>flash-alert</string> <string>flash-alert-outline</string> <string>heart-flash</string> <string>home-flood</string> <string>human-male-height</string> <string>human-male-height-variant</string> <string>ice-pop</string> <string>identifier</string> <string>image-filter-center-focus-strong</string> <string>image-filter-center-focus-strong-outline</string> <string>jellyfish</string> <string>jellyfish-outline</string> <string>lasso</string> <string>music-box-multiple-outline</string> <string>map-marker-alert</string> <string>map-marker-alert-outline</string> <string>map-marker-question</string> <string>map-marker-question-outline</string> <string>map-marker-remove</string> <string>map-marker-remove-variant</string> <string>necklace</string> <string>newspaper-minus</string> <string>newspaper-plus</string> <string>numeric-0-box-multiple</string> <string>numeric-1-box-multiple</string> <string>numeric-2-box-multiple</string> <string>numeric-3-box-multiple</string> <string>numeric-4-box-multiple</string> <string>numeric-5-box-multiple</string> <string>numeric-6-box-multiple</string> <string>numeric-7-box-multiple</string> <string>numeric-8-box-multiple</string> <string>numeric-9-box-multiple</string> <string>numeric-9-plus-box-multiple</string> <string>oil-lamp</string> <string>phone-alert</string> <string>play-outline</string> <string>purse</string> <string>purse-outline</string> <string>railroad-light</string> <string>reply-all-outline</string> <string>reply-outline</string> <string>rss-off</string> <string>selection-ellipse-arrow-inside</string> <string>share-off</string> <string>share-off-outline</string> <string>skip-backward-outline</string> <string>skip-forward-outline</string> <string>skip-next-outline</string> <string>skip-previous-outline</string> <string>snowflake-alert</string> <string>snowflake-variant</string> <string>stretch-to-page</string> <string>stretch-to-page-outline</string> <string>typewriter</string> <string>wave</string> <string>weather-cloudy-alert</string> <string>weather-hazy</string> <string>weather-night-partly-cloudy</string> <string>weather-partly-lightning</string> <string>weather-partly-rainy</string> <string>weather-partly-snowy</string> <string>weather-partly-snowy-rainy</string> <string>weather-snowy-heavy</string> <string>weather-sunny-alert</string> <string>weather-tornado</string> <string>baby-bottle</string> <string>baby-bottle-outline</string> <string>bag-carry-on</string> <string>bag-carry-on-off</string> <string>bag-checked</string> <string>baguette</string> <string>bus-multiple</string> <string>car-shift-pattern</string> <string>cellphone-information</string> <string>content-save-alert</string> <string>content-save-alert-outline</string> <string>content-save-all-outline</string> <string>crosshairs-off</string> <string>cupboard</string> <string>cupboard-outline</string> <string>chair-rolling</string> <string>draw</string> <string>dresser</string> <string>dresser-outline</string> <string>emoticon-frown</string> <string>emoticon-frown-outline</string> <string>focus-auto</string> <string>focus-field</string> <string>focus-field-horizontal</string> <string>focus-field-vertical</string> <string>foot-print</string> <string>handball</string> <string>home-thermometer</string> <string>home-thermometer-outline</string> <string>kettle-outline</string> <string>latitude</string> <string>layers-triple</string> <string>layers-triple-outline</string> <string>longitude</string> <string>language-markdown-outline</string> <string>merge</string> <string>middleware</string> <string>middleware-outline</string> <string>monitor-speaker</string> <string>monitor-speaker-off</string> <string>moon-first-quarter</string> <string>moon-full</string> <string>moon-last-quarter</string> <string>moon-new</string> <string>moon-waning-crescent</string> <string>moon-waning-gibbous</string> <string>moon-waxing-crescent</string> <string>moon-waxing-gibbous</string> <string>music-accidental-double-flat</string> <string>music-accidental-double-sharp</string> <string>music-accidental-flat</string> <string>music-accidental-natural</string> <string>music-accidental-sharp</string> <string>music-clef-alto</string> <string>music-clef-bass</string> <string>music-clef-treble</string> <string>music-note-eighth-dotted</string> <string>music-note-half-dotted</string> <string>music-note-off-outline</string> <string>music-note-outline</string> <string>music-note-quarter-dotted</string> <string>music-note-sixteenth-dotted</string> <string>music-note-whole-dotted</string> <string>music-rest-eighth</string> <string>music-rest-half</string> <string>music-rest-quarter</string> <string>music-rest-sixteenth</string> <string>music-rest-whole</string> <string>numeric-10-box</string> <string>numeric-10-box-outline</string> <string>page-layout-header-footer</string> <string>patio-heater</string> <string>warehouse</string> <string>select-group</string> <string>shield-car</string> <string>shopping-search</string> <string>speedometer-medium</string> <string>speedometer-slow</string> <string>table-large-plus</string> <string>table-large-remove</string> <string>television-pause</string> <string>television-stop</string> <string>transit-detour</string> <string>video-input-scart</string> <string>view-grid-plus</string> <string>wallet-plus</string> <string>wallet-plus-outline</string> <string>wardrobe</string> <string>wardrobe-outline</string> <string>water-boiler</string> <string>water-pump-off</string> <string>web-box</string> <string>timeline-alert</string> <string>timeline-plus</string> <string>timeline-plus-outline</string> <string>timeline-alert-outline</string> <string>timeline-help</string> <string>timeline-help-outline</string> <string>home-export-outline</string> <string>home-import-outline</string> <string>account-filter-outline</string> <string>approximately-equal</string> <string>approximately-equal-box</string> <string>baby-carriage-off</string> <string>bee</string> <string>bee-flower</string> <string>car-child-seat</string> <string>car-seat</string> <string>car-seat-cooler</string> <string>car-seat-heater</string> <string>chart-bell-curve-cumulative</string> <string>clock-check</string> <string>clock-check-outline</string> <string>coffee-off</string> <string>coffee-off-outline</string> <string>credit-card-minus</string> <string>credit-card-minus-outline</string> <string>credit-card-remove</string> <string>credit-card-remove-outline</string> <string>devices</string> <string>email-newsletter</string> <string>expansion-card-variant</string> <string>power-socket-ch</string> <string>file-swap</string> <string>file-swap-outline</string> <string>folder-swap</string> <string>folder-swap-outline</string> <string>format-letter-ends-with</string> <string>format-letter-matches</string> <string>format-letter-starts-with</string> <string>format-text-rotation-angle-down</string> <string>format-text-rotation-angle-up</string> <string>format-text-rotation-down-vertical</string> <string>format-text-rotation-up</string> <string>format-text-rotation-vertical</string> <string>id-card</string> <string>image-auto-adjust</string> <string>key-wireless</string> <string>license</string> <string>location-enter</string> <string>location-exit</string> <string>lock-open-variant</string> <string>lock-open-variant-outline</string> <string>math-integral</string> <string>math-integral-box</string> <string>math-norm</string> <string>math-norm-box</string> <string>message-lock</string> <string>message-text-lock</string> <string>movie-open</string> <string>movie-open-outline</string> <string>bed-queen</string> <string>bed-king-outline</string> <string>bed-king</string> <string>bed-double-outline</string> <string>bed-double</string> <string>microsoft-azure-devops</string> <string>arm-flex-outline</string> <string>arm-flex</string> <string>protocol</string> <string>seal-variant</string> <string>select-place</string> <string>bed-queen-outline</string> <string>sign-direction-plus</string> <string>sign-direction-remove</string> <string>silverware-clean</string> <string>slash-forward</string> <string>slash-forward-box</string> <string>swap-horizontal-circle</string> <string>swap-horizontal-circle-outline</string> <string>swap-vertical-circle</string> <string>swap-vertical-circle-outline</string> <string>tanker-truck</string> <string>texture-box</string> <string>tram-side</string> <string>vector-link</string> <string>numeric-10</string> <string>numeric-10-box-multiple</string> <string>numeric-10-box-multiple-outline</string> <string>numeric-10-circle</string> <string>numeric-10-circle-outline</string> <string>numeric-9-plus</string> <string>credit-card</string> <string>credit-card-multiple</string> <string>credit-card-off</string> <string>credit-card-plus</string> <string>credit-card-refund</string> <string>credit-card-scan</string> <string>credit-card-settings</string> <string>hospital</string> <string>hospital-box-outline</string> <string>oil-temperature</string> <string>stadium</string> <string>zip-box-outline</string> <string>account-edit-outline</string> <string>peanut</string> <string>peanut-off</string> <string>peanut-outline</string> <string>peanut-off-outline</string> <string>sign-direction-minus</string> <string>newspaper-variant</string> <string>newspaper-variant-multiple</string> <string>newspaper-variant-multiple-outline</string> <string>newspaper-variant-outline</string> <string>overscan</string> <string>pig-variant</string> <string>piggy-bank</string> <string>post</string> <string>post-outline</string> <string>account-box-multiple-outline</string> <string>airballoon-outline</string> <string>alphabetical-off</string> <string>alphabetical-variant</string> <string>alphabetical-variant-off</string> <string>apache-kafka</string> <string>billboard</string> <string>blinds-open</string> <string>bus-stop</string> <string>bus-stop-covered</string> <string>bus-stop-uncovered</string> <string>car-2-plus</string> <string>car-3-plus</string> <string>car-brake-retarder</string> <string>car-clutch</string> <string>car-coolant-level</string> <string>car-turbocharger</string> <string>car-windshield</string> <string>car-windshield-outline</string> <string>cards-diamond-outline</string> <string>cast-audio</string> <string>cellphone-play</string> <string>coach-lamp</string> <string>comment-quote</string> <string>comment-quote-outline</string> <string>domino-mask</string> <string>electron-framework</string> <string>excavator</string> <string>eye-minus</string> <string>eye-minus-outline</string> <string>file-account-outline</string> <string>file-chart-outline</string> <string>file-cloud-outline</string> <string>file-code-outline</string> <string>file-excel-box-outline</string> <string>file-excel-outline</string> <string>file-export-outline</string> <string>file-import-outline</string> <string>file-lock-outline</string> <string>file-move-outline</string> <string>file-multiple-outline</string> <string>file-percent-outline</string> <string>file-powerpoint-box-outline</string> <string>file-powerpoint-outline</string> <string>file-question-outline</string> <string>file-remove-outline</string> <string>file-restore-outline</string> <string>file-send-outline</string> <string>file-star</string> <string>file-star-outline</string> <string>file-undo-outline</string> <string>file-word-box-outline</string> <string>file-word-outline</string> <string>filter-variant-remove</string> <string>floor-lamp-dual</string> <string>floor-lamp-torchiere-variant</string> <string>fruit-cherries</string> <string>fruit-citrus</string> <string>fruit-grapes</string> <string>fruit-grapes-outline</string> <string>fruit-pineapple</string> <string>fruit-watermelon</string> <string>google-my-business</string> <string>graph</string> <string>graph-outline</string> <string>harddisk-plus</string> <string>harddisk-remove</string> <string>home-circle-outline</string> <string>instrument-triangle</string> <string>island</string> <string>keyboard-space</string> <string>led-strip-variant</string> <string>numeric-negative-1</string> <string>oil-level</string> <string>outdoor-lamp</string> <string>palm-tree</string> <string>party-popper</string> <string>printer-pos</string> <string>robber</string> <string>routes-clock</string> <string>scale-off</string> <string>cog-transfer</string> <string>cog-transfer-outline</string> <string>shield-sun</string> <string>shield-sun-outline</string> <string>sprinkler</string> <string>sprinkler-variant</string> <string>table-chair</string> <string>terraform</string> <string>toaster</string> <string>tools</string> <string>transfer</string> <string>valve</string> <string>valve-closed</string> <string>valve-open</string> <string>video-check</string> <string>video-check-outline</string> <string>water-well</string> <string>water-well-outline</string> <string>bed-single</string> <string>bed-single-outline</string> <string>book-information-variant</string> <string>bottle-soda</string> <string>bottle-soda-classic</string> <string>bottle-soda-outline</string> <string>calendar-blank-multiple</string> <string>card-search</string> <string>card-search-outline</string> <string>face-woman-profile</string> <string>face-woman</string> <string>face-woman-outline</string> <string>file-settings</string> <string>file-settings-outline</string> <string>file-cog</string> <string>file-cog-outline</string> <string>folder-settings</string> <string>folder-settings-outline</string> <string>folder-cog</string> <string>folder-cog-outline</string> <string>furigana-horizontal</string> <string>furigana-vertical</string> <string>golf-tee</string> <string>lungs</string> <string>math-log</string> <string>moped</string> <string>router-network</string> <string>roman-numeral-2</string> <string>roman-numeral-3</string> <string>roman-numeral-4</string> <string>roman-numeral-6</string> <string>roman-numeral-7</string> <string>roman-numeral-8</string> <string>roman-numeral-9</string> <string>soldering-iron</string> <string>stomach</string> <string>table-eye</string> <string>form-textarea</string> <string>trumpet</string> <string>account-cash</string> <string>account-cash-outline</string> <string>air-humidifier</string> <string>ansible</string> <string>api</string> <string>bicycle</string> <string>car-door-lock</string> <string>coat-rack</string> <string>coffee-maker</string> <string>web-minus</string> <string>decimal</string> <string>decimal-comma</string> <string>decimal-comma-decrease</string> <string>decimal-comma-increase</string> <string>delete-alert</string> <string>delete-alert-outline</string> <string>delete-off</string> <string>delete-off-outline</string> <string>dock-bottom</string> <string>dock-left</string> <string>dock-right</string> <string>dock-window</string> <string>domain-plus</string> <string>domain-remove</string> <string>door-closed-lock</string> <string>download-off</string> <string>download-off-outline</string> <string>flag-minus-outline</string> <string>flag-plus-outline</string> <string>flag-remove-outline</string> <string>folder-home</string> <string>folder-home-outline</string> <string>folder-information</string> <string>folder-information-outline</string> <string>iv-bag</string> <string>link-lock</string> <string>message-plus-outline</string> <string>phone-cancel</string> <string>smart-card</string> <string>smart-card-outline</string> <string>smart-card-reader</string> <string>smart-card-reader-outline</string> <string>storefront-outline</string> <string>thermometer-high</string> <string>thermometer-low</string> <string>ufo</string> <string>ufo-outline</string> <string>upload-off</string> <string>upload-off-outline</string> <string>account-child-outline</string> <string>account-settings-outline</string> <string>account-tie-outline</string> <string>alien-outline</string> <string>battery-alert-variant</string> <string>battery-alert-variant-outline</string> <string>beehive-outline</string> <string>boomerang</string> <string>briefcase-clock</string> <string>briefcase-clock-outline</string> <string>cellphone-message-off</string> <string>circle-off-outline</string> <string>clipboard-list</string> <string>clipboard-list-outline</string> <string>code-braces-box</string> <string>code-parentheses-box</string> <string>consolidate</string> <string>electric-switch-closed</string> <string>email-receive</string> <string>email-receive-outline</string> <string>email-send</string> <string>email-send-outline</string> <string>emoticon-confused</string> <string>emoticon-confused-outline</string> <string>epsilon</string> <string>file-table-box</string> <string>file-table-box-multiple</string> <string>file-table-box-multiple-outline</string> <string>file-table-box-outline</string> <string>filter-menu</string> <string>filter-menu-outline</string> <string>flip-horizontal</string> <string>flip-vertical</string> <string>folder-download-outline</string> <string>folder-heart</string> <string>folder-heart-outline</string> <string>folder-key-outline</string> <string>folder-upload-outline</string> <string>gamma</string> <string>hair-dryer</string> <string>hair-dryer-outline</string> <string>hand-heart</string> <string>hexagon-multiple-outline</string> <string>horizontal-rotate-clockwise</string> <string>horizontal-rotate-counterclockwise</string> <string>application-array</string> <string>application-array-outline</string> <string>application-braces</string> <string>application-braces-outline</string> <string>application-parentheses</string> <string>application-parentheses-outline</string> <string>application-variable</string> <string>application-variable-outline</string> <string>khanda</string> <string>kubernetes</string> <string>link-variant-minus</string> <string>link-variant-plus</string> <string>link-variant-remove</string> <string>map-marker-down</string> <string>map-marker-up</string> <string>monitor-shimmer</string> <string>nix</string> <string>nuxt</string> <string>power-socket-de</string> <string>power-socket-fr</string> <string>power-socket-jp</string> <string>progress-close</string> <string>reload-alert</string> <string>restart-alert</string> <string>restore-alert</string> <string>shaker</string> <string>shaker-outline</string> <string>television-shimmer</string> <string>variable-box</string> <string>filter-variant-minus</string> <string>filter-variant-plus</string> <string>slot-machine</string> <string>slot-machine-outline</string> <string>glass-mug-variant</string> <string>clipboard-flow-outline</string> <string>sign-real-estate</string> <string>antenna</string> <string>centos</string> <string>redhat</string> <string>window-shutter</string> <string>window-shutter-alert</string> <string>window-shutter-open</string> <string>bike-fast</string> <string>volume-source</string> <string>volume-vibrate</string> <string>movie-edit</string> <string>movie-edit-outline</string> <string>movie-filter</string> <string>movie-filter-outline</string> <string>diabetes</string> <string>cursor-default-gesture</string> <string>cursor-default-gesture-outline</string> <string>toothbrush</string> <string>toothbrush-paste</string> <string>home-roof</string> <string>toothbrush-electric</string> <string>account-supervisor-outline</string> <string>bottle-tonic</string> <string>bottle-tonic-outline</string> <string>bottle-tonic-plus</string> <string>bottle-tonic-plus-outline</string> <string>bottle-tonic-skull</string> <string>bottle-tonic-skull-outline</string> <string>calendar-arrow-left</string> <string>calendar-arrow-right</string> <string>crosshairs-question</string> <string>fire-hydrant</string> <string>fire-hydrant-alert</string> <string>fire-hydrant-off</string> <string>ocr</string> <string>shield-star</string> <string>shield-star-outline</string> <string>text-recognition</string> <string>handcuffs</string> <string>gender-male-female-variant</string> <string>gender-non-binary</string> <string>minus-box-multiple</string> <string>minus-box-multiple-outline</string> <string>plus-box-multiple-outline</string> <string>pencil-box-multiple</string> <string>pencil-box-multiple-outline</string> <string>printer-check</string> <string>sort-variant-remove</string> <string>sort-alphabetical-ascending-variant</string> <string>sort-alphabetical-descending-variant</string> <string>dice-1-outline</string> <string>dice-2-outline</string> <string>dice-3-outline</string> <string>dice-4-outline</string> <string>dice-5-outline</string> <string>dice-6-outline</string> <string>dice-d4</string> <string>dice-d6</string> <string>dice-d8</string> <string>dice-d10</string> <string>dice-d12</string> <string>dice-d20</string> <string>dice-multiple-outline</string> <string>paper-roll</string> <string>paper-roll-outline</string> <string>home-edit</string> <string>home-edit-outline</string> <string>arrow-horizontal-lock</string> <string>arrow-vertical-lock</string> <string>weight-lifter</string> <string>account-lock</string> <string>account-lock-outline</string> <string>pasta</string> <string>send-check</string> <string>send-check-outline</string> <string>send-clock</string> <string>send-clock-outline</string> <string>send-outline</string> <string>send-lock-outline</string> <string>police-badge</string> <string>police-badge-outline</string> <string>gate-arrow-right</string> <string>gate-open</string> <string>bell-badge</string> <string>message-image-outline</string> <string>message-lock-outline</string> <string>message-minus</string> <string>message-minus-outline</string> <string>message-processing-outline</string> <string>message-settings-outline</string> <string>message-cog-outline</string> <string>message-text-clock</string> <string>message-text-clock-outline</string> <string>message-text-lock-outline</string> <string>checkbox-blank-badge</string> <string>file-link</string> <string>file-link-outline</string> <string>file-phone</string> <string>file-phone-outline</string> <string>meditation</string> <string>yoga</string> <string>leek</string> <string>noodles</string> <string>pound-box-outline</string> <string>school-outline</string> <string>basket-outline</string> <string>phone-in-talk-outline</string> <string>bash</string> <string>file-key</string> <string>file-key-outline</string> <string>file-certificate</string> <string>file-certificate-outline</string> <string>certificate-outline</string> <string>cigar</string> <string>grill-outline</string> <string>qrcode-plus</string> <string>qrcode-minus</string> <string>qrcode-remove</string> <string>phone-alert-outline</string> <string>phone-bluetooth-outline</string> <string>phone-cancel-outline</string> <string>phone-forward-outline</string> <string>phone-hangup-outline</string> <string>phone-incoming-outline</string> <string>phone-lock-outline</string> <string>phone-log-outline</string> <string>phone-message</string> <string>phone-message-outline</string> <string>phone-minus-outline</string> <string>phone-outgoing-outline</string> <string>phone-paused-outline</string> <string>phone-plus-outline</string> <string>phone-return-outline</string> <string>phone-settings-outline</string> <string>key-star</string> <string>key-link</string> <string>shield-edit</string> <string>shield-edit-outline</string> <string>shield-sync</string> <string>shield-sync-outline</string> <string>golf-cart</string> <string>phone-missed-outline</string> <string>phone-off-outline</string> <string>format-quote-open-outline</string> <string>format-quote-close-outline</string> <string>phone-check</string> <string>phone-check-outline</string> <string>phone-ring</string> <string>phone-ring-outline</string> <string>share-circle</string> <string>reply-circle</string> <string>fridge-off</string> <string>fridge-off-outline</string> <string>fridge-alert</string> <string>fridge-alert-outline</string> <string>water-boiler-alert</string> <string>water-boiler-off</string> <string>amplifier-off</string> <string>audio-video-off</string> <string>toaster-off</string> <string>dishwasher-alert</string> <string>dishwasher-off</string> <string>tumble-dryer-alert</string> <string>tumble-dryer-off</string> <string>washing-machine-alert</string> <string>washing-machine-off</string> <string>car-info</string> <string>comment-edit</string> <string>printer-3d-nozzle-alert</string> <string>printer-3d-nozzle-alert-outline</string> <string>align-horizontal-left</string> <string>align-horizontal-center</string> <string>align-horizontal-right</string> <string>align-vertical-bottom</string> <string>align-vertical-center</string> <string>align-vertical-top</string> <string>distribute-horizontal-left</string> <string>distribute-horizontal-center</string> <string>distribute-horizontal-right</string> <string>distribute-vertical-bottom</string> <string>distribute-vertical-center</string> <string>distribute-vertical-top</string> <string>alert-rhombus</string> <string>alert-rhombus-outline</string> <string>crown-outline</string> <string>image-off-outline</string> <string>movie-search</string> <string>movie-search-outline</string> <string>rv-truck</string> <string>shopping-outline</string> <string>strategy</string> <string>note-text-outline</string> <string>view-agenda-outline</string> <string>view-grid-outline</string> <string>view-grid-plus-outline</string> <string>window-closed-variant</string> <string>window-open-variant</string> <string>cog-clockwise</string> <string>cog-counterclockwise</string> <string>chart-sankey</string> <string>chart-sankey-variant</string> <string>vanity-light</string> <string>router</string> <string>image-edit</string> <string>image-edit-outline</string> <string>bell-check</string> <string>bell-check-outline</string> <string>file-edit</string> <string>file-edit-outline</string> <string>human-scooter</string> <string>spider</string> <string>spider-thread</string> <string>plus-thick</string> <string>alert-circle-check</string> <string>alert-circle-check-outline</string> <string>state-machine</string> <string>usb-port</string> <string>cloud-lock</string> <string>cloud-lock-outline</string> <string>robot-mower-outline</string> <string>share-all</string> <string>share-all-outline</string> <string>google-cloud</string> <string>robot-mower</string> <string>fast-forward-5</string> <string>rewind-5</string> <string>shape-oval-plus</string> <string>timeline-clock</string> <string>timeline-clock-outline</string> <string>mirror</string> <string>account-multiple-check-outline</string> <string>card-plus</string> <string>card-plus-outline</string> <string>checkerboard-plus</string> <string>checkerboard-minus</string> <string>checkerboard-remove</string> <string>select-search</string> <string>selection-search</string> <string>layers-search</string> <string>layers-search-outline</string> <string>lightbulb-cfl</string> <string>lightbulb-cfl-off</string> <string>account-multiple-remove</string> <string>account-multiple-remove-outline</string> <string>magnify-remove-cursor</string> <string>magnify-remove-outline</string> <string>archive-outline</string> <string>battery-heart</string> <string>battery-heart-outline</string> <string>battery-heart-variant</string> <string>bus-marker</string> <string>chart-multiple</string> <string>emoticon-lol</string> <string>emoticon-lol-outline</string> <string>file-sync</string> <string>file-sync-outline</string> <string>handshake</string> <string>language-kotlin</string> <string>language-fortran</string> <string>offer</string> <string>radio-off</string> <string>table-headers-eye</string> <string>table-headers-eye-off</string> <string>tag-minus-outline</string> <string>tag-off</string> <string>tag-off-outline</string> <string>tag-plus-outline</string> <string>tag-remove-outline</string> <string>tag-text</string> <string>vector-polyline-edit</string> <string>vector-polyline-minus</string> <string>vector-polyline-plus</string> <string>vector-polyline-remove</string> <string>beaker-alert</string> <string>beaker-alert-outline</string> <string>beaker-check</string> <string>beaker-check-outline</string> <string>beaker-minus</string> <string>beaker-minus-outline</string> <string>beaker-plus</string> <string>beaker-plus-outline</string> <string>beaker-question</string> <string>beaker-question-outline</string> <string>beaker-remove</string> <string>beaker-remove-outline</string> <string>bicycle-basket</string> <string>barcode-off</string> <string>digital-ocean</string> <string>exclamation-thick</string> <string>desk</string> <string>flask-empty-minus</string> <string>flask-empty-minus-outline</string> <string>flask-empty-plus</string> <string>flask-empty-plus-outline</string> <string>flask-empty-remove</string> <string>flask-empty-remove-outline</string> <string>flask-minus</string> <string>flask-minus-outline</string> <string>flask-plus</string> <string>flask-plus-outline</string> <string>flask-remove</string> <string>flask-remove-outline</string> <string>folder-move-outline</string> <string>home-remove</string> <string>webrtc</string> <string>seat-passenger</string> <string>web-clock</string> <string>flask-round-bottom</string> <string>flask-round-bottom-empty</string> <string>flask-round-bottom-empty-outline</string> <string>flask-round-bottom-outline</string> <string>gold</string> <string>message-star-outline</string> <string>home-lightbulb</string> <string>home-lightbulb-outline</string> <string>lightbulb-group</string> <string>lightbulb-group-outline</string> <string>lightbulb-multiple</string> <string>lightbulb-multiple-outline</string> <string>api-off</string> <string>allergy</string> <string>archive-arrow-down</string> <string>archive-arrow-down-outline</string> <string>archive-arrow-up</string> <string>archive-arrow-up-outline</string> <string>battery-off</string> <string>battery-off-outline</string> <string>bookshelf</string> <string>cash-minus</string> <string>cash-plus</string> <string>cash-remove</string> <string>clipboard-check-multiple</string> <string>clipboard-check-multiple-outline</string> <string>clipboard-file</string> <string>clipboard-file-outline</string> <string>clipboard-multiple</string> <string>clipboard-multiple-outline</string> <string>clipboard-play-multiple</string> <string>clipboard-play-multiple-outline</string> <string>clipboard-text-multiple</string> <string>clipboard-text-multiple-outline</string> <string>folder-marker</string> <string>folder-marker-outline</string> <string>format-list-text</string> <string>inbox-arrow-down-outline</string> <string>inbox-arrow-up-outline</string> <string>inbox-full</string> <string>inbox-full-outline</string> <string>inbox-outline</string> <string>lightbulb-cfl-spiral</string> <string>magnify-scan</string> <string>map-marker-multiple-outline</string> <string>percent-outline</string> <string>phone-classic-off</string> <string>play-box</string> <string>account-eye-outline</string> <string>safe-square</string> <string>safe-square-outline</string> <string>scoreboard</string> <string>scoreboard-outline</string> <string>select-marker</string> <string>select-multiple</string> <string>select-multiple-marker</string> <string>selection-marker</string> <string>selection-multiple-marker</string> <string>selection-multiple</string> <string>star-box-multiple</string> <string>star-box-multiple-outline</string> <string>toy-brick</string> <string>toy-brick-marker</string> <string>toy-brick-marker-outline</string> <string>toy-brick-minus</string> <string>toy-brick-minus-outline</string> <string>toy-brick-outline</string> <string>toy-brick-plus</string> <string>toy-brick-plus-outline</string> <string>toy-brick-remove</string> <string>toy-brick-remove-outline</string> <string>toy-brick-search</string> <string>toy-brick-search-outline</string> <string>tray</string> <string>tray-alert</string> <string>tray-full</string> <string>tray-minus</string> <string>tray-plus</string> <string>tray-remove</string> <string>truck-check-outline</string> <string>truck-delivery-outline</string> <string>truck-fast-outline</string> <string>truck-outline</string> <string>usb-flash-drive</string> <string>usb-flash-drive-outline</string> <string>water-polo</string> <string>battery-low</string> <string>battery-medium</string> <string>battery-high</string> <string>battery-charging-low</string> <string>battery-charging-medium</string> <string>battery-charging-high</string> <string>hexadecimal</string> <string>gesture-tap-button</string> <string>gesture-tap-box</string> <string>lan-check</string> <string>keyboard-f1</string> <string>keyboard-f2</string> <string>keyboard-f3</string> <string>keyboard-f4</string> <string>keyboard-f5</string> <string>keyboard-f6</string> <string>keyboard-f7</string> <string>keyboard-f8</string> <string>keyboard-f9</string> <string>keyboard-f10</string> <string>keyboard-f11</string> <string>keyboard-f12</string> <string>keyboard-esc</string> <string>toslink</string> <string>cheese</string> <string>string-lights</string> <string>string-lights-off</string> <string>whistle-outline</string> <string>stairs-up</string> <string>stairs-down</string> <string>escalator-up</string> <string>escalator-down</string> <string>elevator-up</string> <string>elevator-down</string> <string>lightbulb-cfl-spiral-off</string> <string>comment-edit-outline</string> <string>tooltip-edit-outline</string> <string>monitor-edit</string> <string>email-sync</string> <string>email-sync-outline</string> <string>chat-alert-outline</string> <string>chat-processing-outline</string> <string>snowflake-melt</string> <string>cloud-check-outline</string> <string>lightbulb-group-off</string> <string>lightbulb-group-off-outline</string> <string>lightbulb-multiple-off</string> <string>lightbulb-multiple-off-outline</string> <string>chat-sleep</string> <string>chat-sleep-outline</string> <string>garage-variant</string> <string>garage-open-variant</string> <string>garage-alert-variant</string> <string>cloud-sync-outline</string> <string>globe-light</string> <string>cellphone-nfc-off</string> <string>leaf-off</string> <string>leaf-maple-off</string> <string>map-marker-left</string> <string>map-marker-right</string> <string>map-marker-left-outline</string> <string>map-marker-right-outline</string> <string>account-cancel</string> <string>account-cancel-outline</string> <string>file-clock</string> <string>file-clock-outline</string> <string>folder-table</string> <string>folder-table-outline</string> <string>hydro-power</string> <string>doorbell</string> <string>bulma</string> <string>iobroker</string> <string>oci</string> <string>label-percent</string> <string>label-percent-outline</string> <string>checkbox-blank-off</string> <string>checkbox-blank-off-outline</string> <string>square-off</string> <string>square-off-outline</string> <string>drag-horizontal-variant</string> <string>drag-vertical-variant</string> <string>message-arrow-left</string> <string>message-arrow-left-outline</string> <string>message-arrow-right</string> <string>message-arrow-right-outline</string> <string>database-marker</string> <string>tag-multiple-outline</string> <string>map-marker-plus-outline</string> <string>map-marker-minus-outline</string> <string>map-marker-remove-outline</string> <string>map-marker-check-outline</string> <string>map-marker-radius-outline</string> <string>map-marker-off-outline</string> <string>molecule-co</string> <string>jump-rope</string> <string>kettlebell</string> <string>account-convert-outline</string> <string>bunk-bed</string> <string>fleur-de-lis</string> <string>ski</string> <string>ski-cross-country</string> <string>ski-water</string> <string>snowboard</string> <string>account-tie-voice</string> <string>account-tie-voice-outline</string> <string>account-tie-voice-off</string> <string>account-tie-voice-off-outline</string> <string>beer-outline</string> <string>glass-pint-outline</string> <string>coffee-to-go-outline</string> <string>cup-outline</string> <string>bottle-wine-outline</string> <string>earth-arrow-right</string> <string>key-arrow-right</string> <string>format-color-marker-cancel</string> <string>mother-heart</string> <string>currency-eur-off</string> <string>semantic-web</string> <string>kettle-alert</string> <string>kettle-alert-outline</string> <string>kettle-steam</string> <string>kettle-steam-outline</string> <string>kettle-off</string> <string>kettle-off-outline</string> <string>simple-icons</string> <string>briefcase-check-outline</string> <string>clipboard-plus-outline</string> <string>download-lock</string> <string>download-lock-outline</string> <string>hammer-screwdriver</string> <string>hammer-wrench</string> <string>hydraulic-oil-level</string> <string>hydraulic-oil-temperature</string> <string>medal-outline</string> <string>rodent</string> <string>abjad-arabic</string> <string>abjad-hebrew</string> <string>abugida-devanagari</string> <string>abugida-thai</string> <string>alphabet-aurebesh</string> <string>alphabet-cyrillic</string> <string>alphabet-greek</string> <string>alphabet-latin</string> <string>alphabet-piqad</string> <string>ideogram-cjk</string> <string>ideogram-cjk-variant</string> <string>syllabary-hangul</string> <string>syllabary-hiragana</string> <string>syllabary-katakana</string> <string>syllabary-katakana-halfwidth</string> <string>alphabet-tengwar</string> <string>head-alert</string> <string>head-alert-outline</string> <string>head-check</string> <string>head-check-outline</string> <string>head-cog</string> <string>head-cog-outline</string> <string>head-dots-horizontal</string> <string>head-dots-horizontal-outline</string> <string>head-flash</string> <string>head-flash-outline</string> <string>head-heart</string> <string>head-heart-outline</string> <string>head-lightbulb</string> <string>head-lightbulb-outline</string> <string>head-minus</string> <string>head-minus-outline</string> <string>head-plus</string> <string>head-plus-outline</string> <string>head-question</string> <string>head-question-outline</string> <string>head-remove</string> <string>head-remove-outline</string> <string>head-snowflake</string> <string>head-snowflake-outline</string> <string>head-sync</string> <string>head-sync-outline</string> <string>hvac</string> <string>pencil-ruler</string> <string>pipe-wrench</string> <string>widgets-outline</string> <string>television-ambient-light</string> <string>propane-tank</string> <string>propane-tank-outline</string> <string>folder-music</string> <string>folder-music-outline</string> <string>klingon</string> <string>palette-swatch-outline</string> <string>form-textbox-lock</string> <string>head</string> <string>head-outline</string> <string>shield-half</string> <string>store-outline</string> <string>google-downasaur</string> <string>bottle-soda-classic-outline</string> <string>sticker</string> <string>sticker-alert</string> <string>sticker-alert-outline</string> <string>sticker-check</string> <string>sticker-check-outline</string> <string>sticker-minus</string> <string>sticker-minus-outline</string> <string>sticker-outline</string> <string>sticker-plus</string> <string>sticker-plus-outline</string> <string>sticker-remove</string> <string>sticker-remove-outline</string> <string>account-cog</string> <string>account-cog-outline</string> <string>account-details-outline</string> <string>upload-lock</string> <string>upload-lock-outline</string> <string>label-multiple</string> <string>label-multiple-outline</string> <string>refresh-circle</string> <string>sync-circle</string> <string>bookmark-music-outline</string> <string>bookmark-remove-outline</string> <string>bookmark-check-outline</string> <string>traffic-cone</string> <string>cup-off-outline</string> <string>auto-download</string> <string>shuriken</string> <string>chart-ppf</string> <string>elevator-passenger</string> <string>compass-rose</string> <string>space-station</string> <string>order-bool-descending</string> <string>sort-bool-ascending</string> <string>sort-bool-ascending-variant</string> <string>sort-bool-descending</string> <string>sort-bool-descending-variant</string> <string>sort-numeric-ascending</string> <string>sort-numeric-descending</string> <string>human-baby-changing-table</string> <string>human-male-child</string> <string>human-wheelchair</string> <string>microsoft-access</string> <string>microsoft-excel</string> <string>microsoft-powerpoint</string> <string>microsoft-sharepoint</string> <string>microsoft-word</string> <string>nintendo-game-boy</string> <string>cable-data</string> <string>circle-half</string> <string>circle-half-full</string> <string>cellphone-charging</string> <string>close-thick</string> <string>escalator-box</string> <string>lock-check</string> <string>lock-open-alert</string> <string>lock-open-check</string> <string>recycle-variant</string> <string>stairs-box</string> <string>hand-water</string> <string>table-refresh</string> <string>table-sync</string> <string>size-xxs</string> <string>size-xs</string> <string>size-s</string> <string>size-m</string> <string>size-xl</string> <string>size-xxl</string> <string>size-xxxl</string> <string>ticket-confirmation-outline</string> <string>timer</string> <string>timer-off</string> <string>book-account</string> <string>book-account-outline</string> <string>rocket-outline</string> <string>home-search</string> <string>home-search-outline</string> <string>car-arrow-left</string> <string>car-arrow-right</string> <string>monitor-eye</string> <string>lipstick</string> <string>virus</string> <string>virus-outline</string> <string>text-search</string> <string>table-account</string> <string>table-alert</string> <string>table-arrow-down</string> <string>table-arrow-left</string> <string>table-arrow-right</string> <string>table-arrow-up</string> <string>table-cancel</string> <string>table-check</string> <string>table-clock</string> <string>table-cog</string> <string>table-eye-off</string> <string>table-heart</string> <string>table-key</string> <string>table-lock</string> <string>table-minus</string> <string>table-multiple</string> <string>table-network</string> <string>table-off</string> <string>table-star</string> <string>car-cog</string> <string>car-settings</string> <string>cog-off</string> <string>cog-off-outline</string> <string>credit-card-check</string> <string>credit-card-check-outline</string> <string>file-tree-outline</string> <string>folder-star-multiple</string> <string>folder-star-multiple-outline</string> <string>home-minus-outline</string> <string>home-plus-outline</string> <string>home-remove-outline</string> <string>scan-helper</string> <string>video-3d-off</string> <string>shield-bug</string> <string>shield-bug-outline</string> <string>eyedropper-plus</string> <string>eyedropper-minus</string> <string>eyedropper-remove</string> <string>eyedropper-off</string> <string>baby-buggy</string> <string>umbrella-closed-variant</string> <string>umbrella-closed-outline</string> <string>email-off</string> <string>email-off-outline</string> <string>food-variant-off</string> <string>play-box-multiple-outline</string> <string>bell-cancel</string> <string>bell-cancel-outline</string> <string>bell-minus</string> <string>bell-minus-outline</string> <string>bell-remove</string> <string>bell-remove-outline</string> <string>beehive-off-outline</string> <string>cheese-off</string> <string>corn-off</string> <string>egg-off</string> <string>egg-off-outline</string> <string>egg-outline</string> <string>fish-off</string> <string>flask-empty-off</string> <string>flask-empty-off-outline</string> <string>flask-off</string> <string>flask-off-outline</string> <string>fruit-cherries-off</string> <string>fruit-citrus-off</string> <string>mushroom-off</string> <string>mushroom-off-outline</string> <string>soy-sauce-off</string> <string>seed-off</string> <string>seed-off-outline</string> <string>tailwind</string> <string>form-dropdown</string> <string>form-select</string> <string>pump</string> <string>earth-plus</string> <string>earth-minus</string> <string>earth-remove</string> <string>earth-box-plus</string> <string>earth-box-minus</string> <string>earth-box-remove</string> <string>gas-station-off</string> <string>gas-station-off-outline</string> <string>lightning-bolt</string> <string>lightning-bolt-outline</string> <string>smoking-pipe</string> <string>axis-arrow-info</string> <string>chat-plus</string> <string>chat-minus</string> <string>chat-remove</string> <string>chat-plus-outline</string> <string>chat-minus-outline</string> <string>chat-remove-outline</string> <string>bucket</string> <string>bucket-outline</string> <string>pail</string> <string>image-remove</string> <string>image-minus</string> <string>pine-tree-fire</string> <string>cigar-off</string> <string>cube-off</string> <string>cube-off-outline</string> <string>dome-light</string> <string>food-drumstick</string> <string>food-drumstick-outline</string> <string>incognito-circle</string> <string>incognito-circle-off</string> <string>microwave-off</string> <string>power-plug-off-outline</string> <string>power-plug-outline</string> <string>puzzle-check</string> <string>puzzle-check-outline</string> <string>smoking-pipe-off</string> <string>spoon-sugar</string> <string>table-split-cell</string> <string>ticket-percent-outline</string> <string>fuse-off</string> <string>fuse-alert</string> <string>heart-plus</string> <string>heart-minus</string> <string>heart-remove</string> <string>heart-plus-outline</string> <string>heart-minus-outline</string> <string>heart-remove-outline</string> <string>heart-off-outline</string> <string>motion-sensor-off</string> <string>pail-plus</string> <string>pail-minus</string> <string>pail-remove</string> <string>pail-off</string> <string>pail-outline</string> <string>pail-plus-outline</string> <string>pail-minus-outline</string> <string>pail-remove-outline</string> <string>pail-off-outline</string> <string>clock-time-one</string> <string>clock-time-two</string> <string>clock-time-three</string> <string>clock-time-four</string> <string>clock-time-five</string> <string>clock-time-six</string> <string>clock-time-seven</string> <string>clock-time-eight</string> <string>clock-time-nine</string> <string>clock-time-ten</string> <string>clock-time-eleven</string> <string>clock-time-twelve</string> <string>clock-time-one-outline</string> <string>clock-time-two-outline</string> <string>clock-time-three-outline</string> <string>clock-time-four-outline</string> <string>clock-time-five-outline</string> <string>clock-time-six-outline</string> <string>clock-time-seven-outline</string> <string>clock-time-eight-outline</string> <string>clock-time-nine-outline</string> <string>clock-time-ten-outline</string> <string>clock-time-eleven-outline</string> <string>clock-time-twelve-outline</string> <string>printer-search</string> <string>printer-eye</string> <string>minus-circle-off</string> <string>minus-circle-off-outline</string> <string>content-save-cog</string> <string>content-save-cog-outline</string> <string>set-square</string> <string>cog-refresh</string> <string>cog-refresh-outline</string> <string>cog-sync</string> <string>cog-sync-outline</string> <string>download-box</string> <string>download-box-outline</string> <string>download-circle</string> <string>download-circle-outline</string> <string>air-humidifier-off</string> <string>chili-off</string> <string>food-drumstick-off</string> <string>food-drumstick-off-outline</string> <string>food-steak</string> <string>food-steak-off</string> <string>fan-alert</string> <string>fan-chevron-down</string> <string>fan-chevron-up</string> <string>fan-plus</string> <string>fan-minus</string> <string>fan-remove</string> <string>fan-speed-1</string> <string>fan-speed-2</string> <string>fan-speed-3</string> <string>rug</string> <string>lingerie</string> <string>wizard-hat</string> <string>hours-24</string> <string>cosine-wave</string> <string>sawtooth-wave</string> <string>square-wave</string> <string>triangle-wave</string> <string>waveform</string> <string>folder-multiple-plus</string> <string>folder-multiple-plus-outline</string> <string>current-ac</string> <string>watering-can</string> <string>watering-can-outline</string> <string>monitor-share</string> <string>laser-pointer</string> <string>view-array-outline</string> <string>view-carousel-outline</string> <string>view-column-outline</string> <string>view-comfy-outline</string> <string>view-dashboard-variant-outline</string> <string>view-day-outline</string> <string>view-list-outline</string> <string>view-module-outline</string> <string>view-parallel-outline</string> <string>view-quilt-outline</string> <string>view-sequential-outline</string> <string>view-stream-outline</string> <string>view-week-outline</string> <string>compare-horizontal</string> <string>compare-vertical</string> <string>briefcase-variant</string> <string>briefcase-variant-outline</string> <string>relation-many-to-many</string> <string>relation-many-to-one</string> <string>relation-many-to-one-or-many</string> <string>relation-many-to-only-one</string> <string>relation-many-to-zero-or-many</string> <string>relation-many-to-zero-or-one</string> <string>relation-one-or-many-to-many</string> <string>relation-one-or-many-to-one</string> <string>relation-one-or-many-to-one-or-many</string> <string>relation-one-or-many-to-only-one</string> <string>relation-one-or-many-to-zero-or-many</string> <string>relation-one-or-many-to-zero-or-one</string> <string>relation-one-to-many</string> <string>relation-one-to-one</string> <string>relation-one-to-one-or-many</string> <string>relation-one-to-only-one</string> <string>relation-one-to-zero-or-many</string> <string>relation-one-to-zero-or-one</string> <string>relation-only-one-to-many</string> <string>relation-only-one-to-one</string> <string>relation-only-one-to-one-or-many</string> <string>relation-only-one-to-only-one</string> <string>relation-only-one-to-zero-or-many</string> <string>relation-only-one-to-zero-or-one</string> <string>relation-zero-or-many-to-many</string> <string>relation-zero-or-many-to-one</string> <string>relation-zero-or-many-to-one-or-many</string> <string>relation-zero-or-many-to-only-one</string> <string>relation-zero-or-many-to-zero-or-many</string> <string>relation-zero-or-many-to-zero-or-one</string> <string>relation-zero-or-one-to-many</string> <string>relation-zero-or-one-to-one</string> <string>relation-zero-or-one-to-one-or-many</string> <string>relation-zero-or-one-to-only-one</string> <string>relation-zero-or-one-to-zero-or-many</string> <string>relation-zero-or-one-to-zero-or-one</string> <string>alert-plus</string> <string>alert-minus</string> <string>alert-remove</string> <string>alert-plus-outline</string> <string>alert-minus-outline</string> <string>alert-remove-outline</string> <string>carabiner</string> <string>fencing</string> <string>skateboard</string> <string>polo</string> <string>tractor-variant</string> <string>radiology-box</string> <string>radiology-box-outline</string> <string>skull-scan</string> <string>skull-scan-outline</string> <string>plus-minus-variant</string> <string>source-branch-plus</string> <string>source-branch-minus</string> <string>source-branch-remove</string> <string>source-branch-refresh</string> <string>source-branch-sync</string> <string>source-branch-check</string> <string>puzzle-plus</string> <string>puzzle-minus</string> <string>puzzle-remove</string> <string>puzzle-edit</string> <string>puzzle-heart</string> <string>puzzle-star</string> <string>puzzle-plus-outline</string> <string>puzzle-minus-outline</string> <string>puzzle-remove-outline</string> <string>puzzle-edit-outline</string> <string>puzzle-heart-outline</string> <string>puzzle-star-outline</string> <string>rhombus-medium-outline</string> <string>rhombus-split-outline</string> <string>rocket-launch</string> <string>rocket-launch-outline</string> <string>set-merge</string> <string>set-split</string> <string>beekeeper</string> <string>snowflake-off</string> <string>weather-sunny-off</string> <string>clipboard-edit</string> <string>clipboard-edit-outline</string> <string>notebook-edit</string> <string>human-edit</string> <string>notebook-edit-outline</string> <string>cash-lock</string> <string>cash-lock-open</string> <string>account-supervisor-circle-outline</string> <string>car-outline</string> <string>cash-check</string> <string>filter-off</string> <string>filter-off-outline</string> <string>spirit-level</string> <string>wheel-barrow</string> <string>book-check</string> <string>book-check-outline</string> <string>notebook-check</string> <string>notebook-check-outline</string> <string>book-open-variant</string> <string>sign-pole</string> <string>shore</string> <string>shape-square-rounded-plus</string> <string>square-rounded</string> <string>square-rounded-outline</string> <string>archive-alert</string> <string>archive-alert-outline</string> <string>power-socket-it</string> <string>square-circle</string> <string>symbol</string> <string>water-alert</string> <string>water-alert-outline</string> <string>water-check</string> <string>water-check-outline</string> <string>water-minus</string> <string>water-minus-outline</string> <string>water-off-outline</string> <string>water-percent-alert</string> <string>water-plus</string> <string>water-plus-outline</string> <string>water-remove</string> <string>water-remove-outline</string> <string>snake</string> <string>format-text-variant-outline</string> <string>grass</string> <string>access-point-off</string> <string>currency-mnt</string> <string>dock-top</string> <string>share-variant-outline</string> <string>transit-skip</string> <string>yurt</string> <string>file-document-multiple</string> <string>file-document-multiple-outline</string> <string>ev-plug-ccs1</string> <string>ev-plug-ccs2</string> <string>ev-plug-chademo</string> <string>ev-plug-tesla</string> <string>ev-plug-type1</string> <string>ev-plug-type2</string> <string>office-building-outline</string> <string>office-building-marker</string> <string>office-building-marker-outline</string> <string>progress-question</string> <string>basket-minus</string> <string>basket-minus-outline</string> <string>basket-off</string> <string>basket-off-outline</string> <string>basket-plus</string> <string>basket-plus-outline</string> <string>basket-remove</string> <string>basket-remove-outline</string> <string>account-reactivate</string> <string>account-reactivate-outline</string> <string>car-lifted-pickup</string> <string>video-high-definition</string> <string>phone-remove</string> <string>phone-remove-outline</string> <string>thermometer-off</string> <string>timeline-check</string> <string>timeline-check-outline</string> <string>timeline-minus</string> <string>timeline-minus-outline</string> <string>timeline-remove</string> <string>timeline-remove-outline</string> <string>access-point-check</string> <string>access-point-minus</string> <string>access-point-plus</string> <string>access-point-remove</string> <string>data-matrix</string> <string>data-matrix-edit</string> <string>data-matrix-minus</string> <string>data-matrix-plus</string> <string>data-matrix-remove</string> <string>data-matrix-scan</string> <string>tune-variant</string> <string>tune-vertical-variant</string> <string>rake</string> <string>shimmer</string> <string>transit-connection-horizontal</string> <string>sort-calendar-ascending</string> <string>sort-calendar-descending</string> <string>sort-clock-ascending</string> <string>sort-clock-ascending-outline</string> <string>sort-clock-descending</string> <string>sort-clock-descending-outline</string> <string>chart-box</string> <string>chart-box-outline</string> <string>chart-box-plus-outline</string> <string>mouse-move-down</string> <string>mouse-move-up</string> <string>mouse-move-vertical</string> <string>pitchfork</string> <string>vanish-quarter</string> <string>application-settings-outline</string> <string>delete-clock</string> <string>delete-clock-outline</string> <string>kangaroo</string> <string>phone-dial</string> <string>phone-dial-outline</string> <string>star-off-outline</string> <string>tooltip-check</string> <string>tooltip-check-outline</string> <string>tooltip-minus</string> <string>tooltip-minus-outline</string> <string>tooltip-remove</string> <string>tooltip-remove-outline</string> <string>pretzel</string> <string>star-plus</string> <string>star-minus</string> <string>star-remove</string> <string>star-check</string> <string>star-plus-outline</string> <string>star-minus-outline</string> <string>star-remove-outline</string> <string>star-check-outline</string> <string>eiffel-tower</string> <string>submarine</string> <string>sofa-outline</string> <string>sofa-single</string> <string>sofa-single-outline</string> <string>text-account</string> <string>human-queue</string> <string>food-halal</string> <string>food-kosher</string> <string>key-chain</string> <string>key-chain-variant</string> <string>lamps</string> <string>application-cog-outline</string> <string>dance-pole</string> <string>social-distance-2-meters</string> <string>social-distance-6-feet</string> <string>calendar-cursor</string> <string>emoticon-sick</string> <string>emoticon-sick-outline</string> <string>hand-heart-outline</string> <string>hand-wash</string> <string>hand-wash-outline</string> <string>human-cane</string> <string>lotion</string> <string>lotion-outline</string> <string>lotion-plus</string> <string>lotion-plus-outline</string> <string>face-mask</string> <string>face-mask-outline</string> <string>reiterate</string> <string>butterfly</string> <string>butterfly-outline</string> <string>bag-suitcase</string> <string>bag-suitcase-outline</string> <string>bag-suitcase-off</string> <string>bag-suitcase-off-outline</string> <string>motion-play</string> <string>motion-pause</string> <string>motion-play-outline</string> <string>motion-pause-outline</string> <string>arrow-top-left-thin-circle-outline</string> <string>arrow-top-right-thin-circle-outline</string> <string>arrow-bottom-right-thin-circle-outline</string> <string>arrow-bottom-left-thin-circle-outline</string> <string>arrow-up-thin-circle-outline</string> <string>arrow-right-thin-circle-outline</string> <string>arrow-down-thin-circle-outline</string> <string>arrow-left-thin-circle-outline</string> <string>human-capacity-decrease</string> <string>human-capacity-increase</string> <string>human-greeting-proximity</string> <string>hvac-off</string> <string>inbox-remove</string> <string>inbox-remove-outline</string> <string>handshake-outline</string> <string>ladder</string> <string>router-wireless-off</string> <string>seesaw</string> <string>slide</string> <string>calculator-variant-outline</string> <string>shield-account-variant</string> <string>shield-account-variant-outline</string> <string>message-flash</string> <string>message-flash-outline</string> <string>list-status</string> <string>message-bookmark</string> <string>message-bookmark-outline</string> <string>comment-bookmark</string> <string>comment-bookmark-outline</string> <string>comment-flash</string> <string>comment-flash-outline</string> <string>motion</string> <string>motion-outline</string> <string>bicycle-electric</string> <string>car-electric-outline</string> <string>chart-timeline-variant-shimmer</string> <string>moped-electric</string> <string>moped-electric-outline</string> <string>moped-outline</string> <string>motorbike-electric</string> <string>rickshaw</string> <string>rickshaw-electric</string> <string>scooter</string> <string>scooter-electric</string> <string>horse</string> <string>horse-human</string> <string>horse-variant</string> <string>unicorn</string> <string>unicorn-variant</string> <string>alarm-panel</string> <string>alarm-panel-outline</string> <string>bird</string> <string>shoe-cleat</string> <string>shoe-sneaker</string> <string>human-female-dance</string> <string>shoe-ballet</string> <string>numeric-positive-1</string> <string>face-man-shimmer</string> <string>face-man-shimmer-outline</string> <string>face-woman-shimmer</string> <string>face-woman-shimmer-outline</string> <string>home-alert-outline</string> <string>lock-alert-outline</string> <string>lock-open-alert-outline</string> <string>sim-alert-outline</string> <string>sim-off-outline</string> <string>sim-outline</string> <string>book-open-page-variant-outline</string> <string>fire-alert</string> <string>ray-start-vertex-end</string> <string>camera-flip</string> <string>camera-flip-outline</string> <string>orbit-variant</string> <string>circle-box</string> <string>circle-box-outline</string> <string>mustache</string> <string>comment-minus</string> <string>comment-minus-outline</string> <string>comment-off</string> <string>comment-off-outline</string> <string>eye-remove</string> <string>eye-remove-outline</string> <string>unicycle</string> <string>glass-cocktail-off</string> <string>glass-mug-off</string> <string>glass-mug-variant-off</string> <string>bicycle-penny-farthing</string> <string>cart-check</string> <string>cart-variant</string> <string>baseball-diamond</string> <string>baseball-diamond-outline</string> <string>fridge-industrial</string> <string>fridge-industrial-alert</string> <string>fridge-industrial-alert-outline</string> <string>fridge-industrial-off</string> <string>fridge-industrial-off-outline</string> <string>fridge-industrial-outline</string> <string>fridge-variant</string> <string>fridge-variant-alert</string> <string>fridge-variant-alert-outline</string> <string>fridge-variant-off</string> <string>fridge-variant-off-outline</string> <string>fridge-variant-outline</string> <string>windsock</string> <string>dance-ballroom</string> <string>dots-grid</string> <string>dots-square</string> <string>dots-triangle</string> <string>dots-hexagon</string> <string>card-minus</string> <string>card-minus-outline</string> <string>card-off</string> <string>card-off-outline</string> <string>card-remove</string> <string>card-remove-outline</string> <string>torch</string> <string>navigation-outline</string> <string>map-marker-star</string> <string>map-marker-star-outline</string> <string>manjaro</string> <string>fast-forward-60</string> <string>rewind-60</string> <string>image-text</string> <string>family-tree</string> <string>car-emergency</string> <string>notebook-minus</string> <string>notebook-minus-outline</string> <string>notebook-plus</string> <string>notebook-plus-outline</string> <string>notebook-remove</string> <string>notebook-remove-outline</string> <string>connection</string> <string>language-rust</string> <string>clipboard-minus</string> <string>clipboard-minus-outline</string> <string>clipboard-off</string> <string>clipboard-off-outline</string> <string>clipboard-remove</string> <string>clipboard-remove-outline</string> <string>clipboard-search</string> <string>clipboard-search-outline</string> <string>clipboard-text-off</string> <string>clipboard-text-off-outline</string> <string>clipboard-text-search</string> <string>clipboard-text-search-outline</string> <string>database-alert-outline</string> <string>database-arrow-down-outline</string> <string>database-arrow-left-outline</string> <string>database-arrow-right-outline</string> <string>database-arrow-up-outline</string> <string>database-check-outline</string> <string>database-clock-outline</string> <string>database-edit-outline</string> <string>database-export-outline</string> <string>database-import-outline</string> <string>database-lock-outline</string> <string>database-marker-outline</string> <string>database-minus-outline</string> <string>database-off-outline</string> <string>database-outline</string> <string>database-plus-outline</string> <string>database-refresh-outline</string> <string>database-remove-outline</string> <string>database-search-outline</string> <string>database-settings-outline</string> <string>database-sync-outline</string> <string>minus-thick</string> <string>database-alert</string> <string>database-arrow-down</string> <string>database-arrow-left</string> <string>database-arrow-right</string> <string>database-arrow-up</string> <string>database-clock</string> <string>database-off</string> <string>calendar-lock</string> <string>calendar-lock-outline</string> <string>content-save-off</string> <string>content-save-off-outline</string> <string>credit-card-refresh</string> <string>credit-card-refresh-outline</string> <string>credit-card-search</string> <string>credit-card-search-outline</string> <string>credit-card-sync</string> <string>credit-card-sync-outline</string> <string>database-cog</string> <string>database-cog-outline</string> <string>message-off</string> <string>message-off-outline</string> <string>note-minus</string> <string>note-minus-outline</string> <string>note-remove</string> <string>note-remove-outline</string> <string>note-search</string> <string>note-search-outline</string> <string>bank-check</string> <string>bank-off</string> <string>bank-off-outline</string> <string>briefcase-off</string> <string>briefcase-off-outline</string> <string>briefcase-variant-off</string> <string>briefcase-variant-off-outline</string> <string>ghost-off-outline</string> <string>ghost-outline</string> <string>store-minus</string> <string>store-plus</string> <string>store-remove</string> <string>email-remove</string> <string>email-remove-outline</string> <string>heart-cog</string> <string>heart-cog-outline</string> <string>heart-settings</string> <string>heart-settings-outline</string> <string>pentagram</string> <string>star-cog</string> <string>star-cog-outline</string> <string>star-settings</string> <string>star-settings-outline</string> <string>calendar-end</string> <string>calendar-start</string> <string>cannabis-off</string> <string>mower</string> <string>mower-bag</string> <string>lock-off</string> <string>lock-off-outline</string> <string>shark-fin</string> <string>shark-fin-outline</string> <string>paw-outline</string> <string>paw-off-outline</string> <string>snail</string> <string>pig-variant-outline</string> <string>piggy-bank-outline</string> <string>robot-outline</string> <string>robot-off-outline</string> <string>book-alert</string> <string>book-alert-outline</string> <string>book-arrow-down</string> <string>book-arrow-down-outline</string> <string>book-arrow-left</string> <string>book-arrow-left-outline</string> <string>book-arrow-right</string> <string>book-arrow-right-outline</string> <string>book-arrow-up</string> <string>book-arrow-up-outline</string> <string>book-cancel</string> <string>book-cancel-outline</string> <string>book-clock</string> <string>book-clock-outline</string> <string>book-cog</string> <string>book-cog-outline</string> <string>book-edit</string> <string>book-edit-outline</string> <string>book-lock-open-outline</string> <string>book-lock-outline</string> <string>book-marker</string> <string>book-marker-outline</string> <string>book-minus-outline</string> <string>book-music-outline</string> <string>book-off</string> <string>book-off-outline</string> <string>book-plus-outline</string> <string>book-refresh</string> <string>book-refresh-outline</string> <string>book-remove-outline</string> <string>book-settings</string> <string>book-settings-outline</string> <string>book-sync</string> <string>robot-angry</string> <string>robot-angry-outline</string> <string>robot-confused</string> <string>robot-confused-outline</string> <string>robot-dead</string> <string>robot-dead-outline</string> <string>robot-excited</string> <string>robot-excited-outline</string> <string>robot-love</string> <string>robot-love-outline</string> <string>robot-off</string> <string>lock-check-outline</string> <string>lock-minus</string> <string>lock-minus-outline</string> <string>lock-open-check-outline</string> <string>lock-open-minus</string> <string>lock-open-minus-outline</string> <string>lock-open-plus</string> <string>lock-open-plus-outline</string> <string>lock-open-remove</string> <string>lock-open-remove-outline</string> <string>lock-plus-outline</string> <string>lock-remove</string> <string>lock-remove-outline</string> <string>wifi-alert</string> <string>wifi-arrow-down</string> <string>wifi-arrow-left</string> <string>wifi-arrow-left-right</string> <string>wifi-arrow-right</string> <string>wifi-arrow-up</string> <string>wifi-arrow-up-down</string> <string>wifi-cancel</string> <string>wifi-check</string> <string>wifi-cog</string> <string>wifi-lock</string> <string>wifi-lock-open</string> <string>wifi-marker</string> <string>wifi-minus</string> <string>wifi-plus</string> <string>wifi-refresh</string> <string>wifi-remove</string> <string>wifi-settings</string> <string>wifi-sync</string> <string>book-sync-outline</string> <string>book-education</string> <string>book-education-outline</string> <string>wifi-strength-1-lock-open</string> <string>wifi-strength-2-lock-open</string> <string>wifi-strength-3-lock-open</string> <string>wifi-strength-4-lock-open</string> <string>wifi-strength-lock-open-outline</string> <string>cookie-alert</string> <string>cookie-alert-outline</string> <string>cookie-check</string> <string>cookie-check-outline</string> <string>cookie-cog</string> <string>cookie-cog-outline</string> <string>cookie-plus</string> <string>cookie-plus-outline</string> <string>cookie-remove</string> <string>cookie-remove-outline</string> <string>cookie-minus</string> <string>cookie-minus-outline</string> <string>cookie-settings</string> <string>cookie-settings-outline</string> <string>cookie-outline</string> <string>tape-drive</string> <string>abacus</string> <string>calendar-clock-outline</string> <string>clipboard-clock</string> <string>clipboard-clock-outline</string> <string>cookie-clock</string> <string>cookie-clock-outline</string> <string>cookie-edit</string> <string>cookie-edit-outline</string> <string>cookie-lock</string> <string>cookie-lock-outline</string> <string>cookie-off</string> <string>cookie-off-outline</string> <string>cookie-refresh</string> <string>cookie-refresh-outline</string> <string>dog-side-off</string> <string>gift-off</string> <string>gift-off-outline</string> <string>gift-open</string> <string>gift-open-outline</string> <string>movie-check</string> <string>movie-check-outline</string> <string>movie-cog</string> <string>movie-cog-outline</string> <string>movie-minus</string> <string>movie-minus-outline</string> <string>movie-off</string> <string>movie-off-outline</string> <string>movie-open-check</string> <string>movie-open-check-outline</string> <string>movie-open-cog</string> <string>movie-open-cog-outline</string> <string>movie-open-edit</string> <string>movie-open-edit-outline</string> <string>movie-open-minus</string> <string>movie-open-minus-outline</string> <string>movie-open-off</string> <string>movie-open-off-outline</string> <string>movie-open-play</string> <string>movie-open-play-outline</string> <string>movie-open-plus</string> <string>movie-open-plus-outline</string> <string>movie-open-remove</string> <string>movie-open-remove-outline</string> <string>movie-open-settings</string> <string>movie-open-settings-outline</string> <string>movie-open-star</string> <string>movie-open-star-outline</string> <string>movie-play</string> <string>movie-play-outline</string> <string>movie-plus</string> <string>movie-plus-outline</string> <string>movie-remove</string> <string>movie-remove-outline</string> <string>movie-settings</string> <string>movie-settings-outline</string> <string>movie-star</string> <string>movie-star-outline</string> <string>robot-happy</string> <string>robot-happy-outline</string> <string>turkey</string> <string>food-turkey</string> <string>fan-auto</string> <string>alarm-light-off</string> <string>alarm-light-off-outline</string> <string>broadcast</string> <string>broadcast-off</string> <string>fire-off</string> <string>firework-off</string> <string>projector-screen-outline</string> <string>script-text-key</string> <string>script-text-key-outline</string> <string>script-text-play</string> <string>script-text-play-outline</string> <string>surround-sound-2-1</string> <string>surround-sound-5-1-2</string> <string>tag-arrow-down</string> <string>tag-arrow-down-outline</string> <string>tag-arrow-left</string> <string>tag-arrow-left-outline</string> <string>tag-arrow-right</string> <string>tag-arrow-right-outline</string> <string>tag-arrow-up</string> <string>tag-arrow-up-outline</string> <string>train-car-passenger</string> <string>train-car-passenger-door</string> <string>train-car-passenger-door-open</string> <string>train-car-passenger-variant</string> <string>webcam-off</string> <string>chat-question</string> <string>chat-question-outline</string> <string>message-question</string> <string>message-question-outline</string> <string>kettle-pour-over</string> <string>message-reply-outline</string> <string>message-reply-text-outline</string> <string>koala</string> <string>check-decagram-outline</string> <string>star-shooting</string> <string>star-shooting-outline</string> <string>table-picnic</string> <string>kitesurfing</string> <string>paragliding</string> <string>surfing</string> <string>floor-lamp-torchiere</string> <string>mortar-pestle</string> <string>cast-audio-variant</string> <string>gradient-horizontal</string> <string>archive-cancel</string> <string>archive-cancel-outline</string> <string>archive-check</string> <string>archive-check-outline</string> <string>archive-clock</string> <string>archive-clock-outline</string> <string>archive-cog</string> <string>archive-cog-outline</string> <string>archive-edit</string> <string>archive-edit-outline</string> <string>archive-eye</string> <string>archive-eye-outline</string> <string>archive-lock</string> <string>archive-lock-open</string> <string>archive-lock-open-outline</string> <string>archive-lock-outline</string> <string>archive-marker</string> <string>archive-marker-outline</string> <string>archive-minus</string> <string>archive-minus-outline</string> <string>archive-music</string> <string>archive-music-outline</string> <string>archive-off</string> <string>archive-off-outline</string> <string>archive-plus</string> <string>archive-plus-outline</string> <string>archive-refresh</string> <string>archive-refresh-outline</string> <string>archive-remove</string> <string>archive-remove-outline</string> <string>archive-search</string> <string>archive-search-outline</string> <string>archive-settings</string> <string>archive-settings-outline</string> <string>archive-star</string> <string>archive-star-outline</string> <string>archive-sync</string> <string>archive-sync-outline</string> <string>brush-off</string> <string>file-image-marker</string> <string>file-image-marker-outline</string> <string>file-marker</string> <string>file-marker-outline</string> <string>hamburger-check</string> <string>hamburger-minus</string> <string>hamburger-off</string> <string>hamburger-plus</string> <string>hamburger-remove</string> <string>image-marker</string> <string>image-marker-outline</string> <string>note-alert</string> <string>note-alert-outline</string> <string>note-check</string> <string>note-check-outline</string> <string>note-edit</string> <string>note-edit-outline</string> <string>note-off</string> <string>note-off-outline</string> <string>printer-off-outline</string> <string>printer-outline</string> <string>progress-pencil</string> <string>progress-star</string> <string>sausage-off</string> <string>folder-eye</string> <string>folder-eye-outline</string> <string>information-off</string> <string>information-off-outline</string> <string>sticker-text</string> <string>sticker-text-outline</string> <string>web-cancel</string> <string>web-refresh</string> <string>web-sync</string> <string>chandelier</string> <string>home-switch</string> <string>home-switch-outline</string> <string>sun-snowflake</string> <string>ceiling-fan</string> <string>ceiling-fan-light</string> <string>smoke</string> <string>fence</string> <string>light-recessed</string> <string>battery-lock</string> <string>battery-lock-open</string> <string>folder-hidden</string> <string>mirror-rectangle</string> <string>mirror-variant</string> <string>arrow-down-left</string> <string>arrow-down-left-bold</string> <string>arrow-down-right</string> <string>arrow-down-right-bold</string> <string>arrow-left-bottom</string> <string>arrow-left-bottom-bold</string> <string>arrow-left-top</string> <string>arrow-left-top-bold</string> <string>arrow-right-bottom</string> <string>arrow-right-bottom-bold</string> <string>arrow-right-top</string> <string>arrow-right-top-bold</string> <string>arrow-u-down-left</string> <string>arrow-u-down-left-bold</string> <string>arrow-u-down-right</string> <string>arrow-u-down-right-bold</string> <string>arrow-u-left-bottom</string> <string>arrow-u-left-bottom-bold</string> <string>arrow-u-left-top</string> <string>arrow-u-left-top-bold</string> <string>arrow-u-right-bottom</string> <string>arrow-u-right-bottom-bold</string> <string>arrow-u-right-top</string> <string>arrow-u-right-top-bold</string> <string>arrow-u-up-left</string> <string>arrow-u-up-left-bold</string> <string>arrow-u-up-right</string> <string>arrow-u-up-right-bold</string> <string>arrow-up-left</string> <string>arrow-up-left-bold</string> <string>arrow-up-right</string> <string>arrow-up-right-bold</string> <string>select-remove</string> <string>selection-ellipse-remove</string> <string>selection-remove</string> <string>human-greeting</string> <string>ph</string> <string>water-sync</string> <string>ceiling-light-outline</string> <string>floor-lamp-outline</string> <string>wall-sconce-flat-outline</string> <string>wall-sconce-flat-variant-outline</string> <string>wall-sconce-outline</string> <string>wall-sconce-round-outline</string> <string>wall-sconce-round-variant-outline</string> <string>floor-lamp-dual-outline</string> <string>floor-lamp-torchiere-variant-outline</string> <string>lamp-outline</string> <string>lamps-outline</string> <string>candelabra</string> <string>candelabra-fire</string> <string>menorah</string> <string>menorah-fire</string> <string>floor-lamp-torchiere-outline</string> <string>credit-card-edit</string> <string>credit-card-edit-outline</string> <string>briefcase-eye</string> <string>briefcase-eye-outline</string> <string>soundbar</string> <string>crown-circle</string> <string>crown-circle-outline</string> <string>battery-arrow-down</string> <string>battery-arrow-down-outline</string> <string>battery-arrow-up</string> <string>battery-arrow-up-outline</string> <string>battery-check</string> <string>battery-check-outline</string> <string>battery-minus</string> <string>battery-minus-outline</string> <string>battery-plus</string> <string>battery-plus-outline</string> <string>battery-remove</string> <string>battery-remove-outline</string> <string>chili-alert</string> <string>chili-alert-outline</string> <string>chili-hot-outline</string> <string>chili-medium-outline</string> <string>chili-mild-outline</string> <string>chili-off-outline</string> <string>cake-variant-outline</string> <string>card-multiple</string> <string>card-multiple-outline</string> <string>account-cowboy-hat-outline</string> <string>lightbulb-spot</string> <string>lightbulb-spot-off</string> <string>fence-electric</string> <string>gate-arrow-left</string> <string>gate-alert</string> <string>boom-gate-up</string> <string>boom-gate-up-outline</string> <string>garage-lock</string> <string>garage-variant-lock</string> <string>cellphone-check</string> <string>sun-wireless</string> <string>sun-wireless-outline</string> <string>lightbulb-auto</string> <string>lightbulb-auto-outline</string> <string>lightbulb-variant</string> <string>lightbulb-variant-outline</string> <string>lightbulb-fluorescent-tube</string> <string>lightbulb-fluorescent-tube-outline</string> <string>water-circle</string> <string>fire-circle</string> <string>smoke-detector-outline</string> <string>smoke-detector-off</string> <string>smoke-detector-off-outline</string> <string>smoke-detector-variant</string> <string>smoke-detector-variant-off</string> <string>projector-screen-off</string> <string>projector-screen-off-outline</string> <string>projector-screen-variant</string> <string>projector-screen-variant-off</string> <string>projector-screen-variant-off-outline</string> <string>projector-screen-variant-outline</string> <string>brush-variant</string> <string>car-wrench</string> <string>account-injury</string> <string>account-injury-outline</string> <string>balcony</string> <string>bathtub</string> <string>bathtub-outline</string> <string>blender-outline</string> <string>coffee-maker-outline</string> <string>countertop</string> <string>countertop-outline</string> <string>door-sliding</string> <string>door-sliding-lock</string> <string>door-sliding-open</string> <string>hand-wave</string> <string>hand-wave-outline</string> <string>human-male-female-child</string> <string>iron</string> <string>iron-outline</string> <string>liquid-spot</string> <string>mosque</string> <string>shield-moon</string> <string>shield-moon-outline</string> <string>traffic-light-outline</string> <string>hand-front-left</string> <string>hand-back-left-outline</string> <string>hand-back-right-outline</string> <string>hand-front-left-outline</string> <string>hand-front-right-outline</string> <string>hand-back-left-off</string> <string>hand-back-right-off</string> <string>hand-back-left-off-outline</string> <string>hand-back-right-off-outline</string> <string>battery-sync</string> <string>battery-sync-outline</string> <string>food-takeout-box</string> <string>food-takeout-box-outline</string> <string>iron-board</string> <string>police-station</string> <string>cellphone-marker</string> <string>tooltip-cellphone</string> <string>table-pivot</string> <string>tunnel</string> <string>tunnel-outline</string> <string>arrow-projectile-multiple</string> <string>arrow-projectile</string> <string>bow-arrow</string> <string>axe-battle</string> <string>mace</string> <string>magic-staff</string> <string>spear</string> <string>curtains</string> <string>curtains-closed</string> <string>human-non-binary</string> <string>waterfall</string> <string>egg-fried</string> <string>food-hot-dog</string> <string>induction</string> <string>pipe-valve</string> <string>shipping-pallet</string> <string>earbuds</string> <string>earbuds-off</string> <string>earbuds-off-outline</string> <string>earbuds-outline</string> <string>circle-opacity</string> <string>square-opacity</string> <string>water-opacity</string> <string>vector-polygon-variant</string> <string>vector-square-close</string> <string>vector-square-open</string> <string>waves-arrow-left</string> <string>waves-arrow-right</string> <string>waves-arrow-up</string> <string>cash-fast</string> <string>radioactive-circle</string> <string>radioactive-circle-outline</string> <string>cctv-off</string> <string>format-list-group</string> <string>clock-plus</string> <string>clock-plus-outline</string> <string>clock-minus</string> <string>clock-minus-outline</string> <string>clock-remove</string> <string>clock-remove-outline</string> <string>account-arrow-up</string> <string>account-arrow-down</string> <string>account-arrow-down-outline</string> <string>account-arrow-up-outline</string> <string>audio-input-rca</string> <string>audio-input-stereo-minijack</string> <string>audio-input-xlr</string> <string>horse-variant-fast</string> <string>email-fast</string> <string>email-fast-outline</string> <string>camera-document</string> <string>camera-document-off</string> <string>glass-fragile</string> <string>magnify-expand</string> <string>town-hall</string> <string>monitor-small</string> <string>diversify</string> <string>car-wireless</string> <string>car-select</string> <string>airplane-alert</string> <string>airplane-check</string> <string>airplane-clock</string> <string>airplane-cog</string> <string>airplane-edit</string> <string>airplane-marker</string> <string>airplane-minus</string> <string>airplane-plus</string> <string>airplane-remove</string> <string>airplane-search</string> <string>airplane-settings</string> <string>flower-pollen</string> <string>flower-pollen-outline</string> <string>hammer-sickle</string> <string>view-gallery</string> <string>view-gallery-outline</string> <string>umbrella-beach</string> <string>umbrella-beach-outline</string> <string>cabin-a-frame</string> <string>all-inclusive-box</string> <string>all-inclusive-box-outline</string> <string>hand-coin</string> <string>hand-coin-outline</string> <string>truck-flatbed</string> <string>layers-edit</string> <string>multicast</string> <string>hydrogen-station</string> <string>thermometer-bluetooth</string> <string>tire</string> <string>forest</string> <string>account-tie-hat</string> <string>account-tie-hat-outline</string> <string>account-wrench</string> <string>account-wrench-outline</string> <string>bicycle-cargo</string> <string>calendar-collapse-horizontal</string> <string>calendar-expand-horizontal</string> <string>cards-club-outline</string> <string>cards-playing</string> <string>cards-playing-club</string> <string>cards-playing-club-multiple</string> <string>cards-playing-club-multiple-outline</string> <string>cards-playing-club-outline</string> <string>cards-playing-diamond</string> <string>cards-playing-diamond-multiple</string> <string>cards-playing-diamond-multiple-outline</string> <string>cards-playing-diamond-outline</string> <string>cards-playing-heart</string> <string>cards-playing-heart-multiple</string> <string>cards-playing-heart-multiple-outline</string> <string>cards-playing-heart-outline</string> <string>cards-playing-spade</string> <string>cards-playing-spade-multiple</string> <string>cards-playing-spade-multiple-outline</string> <string>cards-playing-spade-outline</string> <string>cards-spade-outline</string> <string>compare-remove</string> <string>dolphin</string> <string>fuel-cell</string> <string>hand-extended</string> <string>hand-extended-outline</string> <string>printer-3d-nozzle-heat</string> <string>printer-3d-nozzle-heat-outline</string> <string>shark</string> <string>shark-off</string> <string>shield-crown</string> <string>shield-crown-outline</string> <string>shield-sword</string> <string>shield-sword-outline</string> <string>sickle</string> <string>store-alert</string> <string>store-alert-outline</string> <string>store-check</string> <string>store-check-outline</string> <string>store-clock</string> <string>store-clock-outline</string> <string>store-cog</string> <string>store-cog-outline</string> <string>store-edit</string> <string>store-edit-outline</string> <string>store-marker</string> <string>store-marker-outline</string> <string>store-minus-outline</string> <string>store-off</string> <string>store-off-outline</string> <string>store-plus-outline</string> <string>store-remove-outline</string> <string>store-search</string> <string>store-search-outline</string> <string>store-settings</string> <string>store-settings-outline</string> <string>sun-thermometer</string> <string>sun-thermometer-outline</string> <string>truck-cargo-container</string> <string>vector-square-edit</string> <string>vector-square-minus</string> <string>vector-square-plus</string> <string>vector-square-remove</string> <string>ceiling-light-multiple</string> <string>ceiling-light-multiple-outline</string> <string>wiper-wash-alert</string> <string>cart-heart</string> <string>virus-off</string> <string>virus-off-outline</string> <string>map-marker-account</string> <string>map-marker-account-outline</string> <string>basket-check</string> <string>basket-check-outline</string> <string>credit-card-lock</string> <string>credit-card-lock-outline</string> <string>format-underline-wavy</string> <string>content-save-check</string> <string>content-save-check-outline</string> <string>filter-check</string> <string>filter-check-outline</string> <string>flag-off</string> <string>flag-off-outline</string> <string>navigation-variant-outline</string> <string>refresh-auto</string> <string>tilde-off</string> <string>fit-to-screen</string> <string>fit-to-screen-outline</string> <string>weather-cloudy-clock</string> <string>smart-card-off</string> <string>smart-card-off-outline</string> <string>clipboard-text-clock</string> <string>clipboard-text-clock-outline</string> <string>teddy-bear</string> <string>cow-off</string> <string>eye-arrow-left</string> <string>eye-arrow-left-outline</string> <string>eye-arrow-right</string> <string>eye-arrow-right-outline</string> <string>home-battery</string> <string>home-battery-outline</string> <string>home-lightning-bolt</string> <string>home-lightning-bolt-outline</string> <string>leaf-circle</string> <string>leaf-circle-outline</string> <string>tag-search</string> <string>tag-search-outline</string> <string>car-brake-fluid-level</string> <string>car-brake-low-pressure</string> <string>car-brake-temperature</string> <string>car-brake-worn-linings</string> <string>car-light-alert</string> <string>car-speed-limiter</string> <string>credit-card-chip</string> <string>credit-card-chip-outline</string> <string>credit-card-fast</string> <string>credit-card-fast-outline</string> <string>integrated-circuit-chip</string> <string>thumbs-up-down-outline</string> <string>food-off-outline</string> <string>food-outline</string> <string>format-page-split</string> <string>chart-waterfall</string> <string>gamepad-outline</string> <string>network-strength-4-cog</string> <string>account-sync</string> <string>account-sync-outline</string> <string>bus-electric</string> <string>liquor</string> <string>database-eye</string> <string>database-eye-off</string> <string>database-eye-off-outline</string> <string>database-eye-outline</string> <string>timer-settings</string> <string>timer-settings-outline</string> <string>timer-cog</string> <string>timer-cog-outline</string> <string>checkbox-marked-circle-plus-outline</string> <string>panorama-horizontal</string> <string>panorama-vertical</string> <string>advertisements</string> <string>advertisements-off</string> <string>transmission-tower-export</string> <string>transmission-tower-import</string> <string>smoke-detector-alert</string> <string>smoke-detector-alert-outline</string> <string>smoke-detector-variant-alert</string> <string>coffee-maker-check</string> <string>coffee-maker-check-outline</string> <string>cog-pause</string> <string>cog-pause-outline</string> <string>cog-play</string> <string>cog-play-outline</string> <string>cog-stop</string> <string>cog-stop-outline</string> <string>copyleft</string> <string>fast-forward-15</string> <string>file-image-minus</string> <string>file-image-minus-outline</string> <string>file-image-plus</string> <string>file-image-plus-outline</string> <string>file-image-remove</string> <string>file-image-remove-outline</string> <string>message-badge</string> <string>message-badge-outline</string> <string>newspaper-check</string> <string>newspaper-remove</string> <string>publish-off</string> <string>rewind-15</string> <string>view-dashboard-edit</string> <string>view-dashboard-edit-outline</string> <string>office-building-cog</string> <string>office-building-cog-outline</string> <string>hand-clap</string> <string>cone</string> <string>cone-off</string> <string>cylinder</string> <string>cylinder-off</string> <string>octahedron</string> <string>octahedron-off</string> <string>pyramid</string> <string>pyramid-off</string> <string>sphere</string> <string>sphere-off</string> <string>format-letter-spacing</string> <string>french-fries</string> <string>scent</string> <string>scent-off</string> <string>palette-swatch-variant</string> <string>email-seal</string> <string>email-seal-outline</string> <string>stool</string> <string>stool-outline</string> <string>panorama-wide-angle</string> <string>account-lock-open</string> <string>account-lock-open-outline</string> <string>align-horizontal-distribute</string> <string>align-vertical-distribute</string> <string>arrow-bottom-left-bold-box</string> <string>arrow-bottom-left-bold-box-outline</string> <string>arrow-bottom-right-bold-box</string> <string>arrow-bottom-right-bold-box-outline</string> <string>arrow-top-left-bold-box</string> <string>arrow-top-left-bold-box-outline</string> <string>arrow-top-right-bold-box</string> <string>arrow-top-right-bold-box-outline</string> <string>bookmark-box-multiple</string> <string>bookmark-box-multiple-outline</string> <string>bullhorn-variant</string> <string>bullhorn-variant-outline</string> <string>candy</string> <string>candy-off</string> <string>candy-off-outline</string> <string>candy-outline</string> <string>car-clock</string> <string>crowd</string> <string>currency-rupee</string> <string>diving</string> <string>dots-circle</string> <string>elevator-passenger-off</string> <string>elevator-passenger-off-outline</string> <string>elevator-passenger-outline</string> <string>eye-refresh</string> <string>eye-refresh-outline</string> <string>folder-check</string> <string>folder-check-outline</string> <string>human-dolly</string> <string>human-white-cane</string> <string>ip-outline</string> <string>key-alert</string> <string>key-alert-outline</string> <string>kite</string> <string>kite-outline</string> <string>light-flood-down</string> <string>light-flood-up</string> <string>microphone-question</string> <string>microphone-question-outline</string> <string>cradle</string> <string>panorama-outline</string> <string>panorama-sphere</string> <string>panorama-sphere-outline</string> <string>panorama-variant</string> <string>panorama-variant-outline</string> <string>cradle-outline</string> <string>fraction-one-half</string> <string>phone-refresh</string> <string>phone-refresh-outline</string> <string>phone-sync</string> <string>phone-sync-outline</string> <string>razor-double-edge</string> <string>razor-single-edge</string> <string>rotate-360</string> <string>shield-lock-open</string> <string>shield-lock-open-outline</string> <string>sitemap-outline</string> <string>sprinkler-fire</string> <string>tab-search</string> <string>timer-sand-complete</string> <string>timer-sand-paused</string> <string>vacuum</string> <string>vacuum-outline</string> <string>wrench-clock</string> <string>pliers</string> <string>sun-compass</string> <string>truck-snowflake</string> <string>camera-marker</string> <string>camera-marker-outline</string> <string>video-marker</string> <string>video-marker-outline</string> <string>wind-turbine-alert</string> <string>wind-turbine-check</string> <string>truck-plus</string> <string>truck-minus</string> <string>truck-remove</string> <string>arrow-right-thin</string> <string>arrow-left-thin</string> <string>arrow-up-thin</string> <string>arrow-down-thin</string> <string>arrow-top-right-thin</string> <string>arrow-top-left-thin</string> <string>arrow-bottom-left-thin</string> <string>arrow-bottom-right-thin</string> <string>scale-unbalanced</string> <string>draw-pen</string> <string>clock-edit</string> <string>clock-edit-outline</string> <string>truck-plus-outline</string> <string>truck-minus-outline</string> <string>truck-remove-outline</string> <string>camera-off-outline</string> <string>home-group-plus</string> <string>home-group-minus</string> <string>home-group-remove</string> <string>file-sign</string> <string>attachment-lock</string> <string>cellphone-arrow-down-variant</string> <string>file-chart-check</string> <string>file-chart-check-outline</string> <string>file-lock-open</string> <string>file-lock-open-outline</string> <string>folder-question</string> <string>folder-question-outline</string> <string>message-fast</string> <string>message-fast-outline</string> <string>message-text-fast</string> <string>message-text-fast-outline</string> <string>monitor-arrow-down</string> <string>monitor-arrow-down-variant</string> <string>needle-off</string> <string>numeric-off</string> <string>package-variant-closed-minus</string> <string>package-variant-closed-plus</string> <string>package-variant-closed-remove</string> <string>package-variant-minus</string> <string>package-variant-plus</string> <string>package-variant-remove</string> <string>paperclip-lock</string> <string>phone-clock</string> <string>receipt-outline</string> <string>transmission-tower-off</string> <string>truck-alert</string> <string>truck-alert-outline</string> <string>bone-off</string> <string>lightbulb-alert</string> <string>lightbulb-alert-outline</string> <string>lightbulb-question</string> <string>lightbulb-question-outline</string> <string>battery-clock</string> <string>battery-clock-outline</string> <string>autorenew-off</string> <string>folder-arrow-down</string> <string>folder-arrow-down-outline</string> <string>folder-arrow-left</string> <string>folder-arrow-left-outline</string> <string>folder-arrow-left-right</string> <string>folder-arrow-left-right-outline</string> <string>folder-arrow-right</string> <string>folder-arrow-right-outline</string> <string>folder-arrow-up</string> <string>folder-arrow-up-down</string> <string>folder-arrow-up-down-outline</string> <string>folder-arrow-up-outline</string> <string>folder-cancel</string> <string>folder-cancel-outline</string> <string>folder-file</string> <string>folder-file-outline</string> <string>folder-off</string> <string>folder-off-outline</string> <string>folder-play</string> <string>folder-play-outline</string> <string>folder-wrench</string> <string>folder-wrench-outline</string> <string>image-refresh</string> <string>image-refresh-outline</string> <string>image-sync</string> <string>image-sync-outline</string> <string>percent-box</string> <string>percent-box-outline</string> <string>percent-circle</string> <string>percent-circle-outline</string> <string>sale-outline</string> <string>square-rounded-badge</string> <string>square-rounded-badge-outline</string> <string>triangle-small-down</string> <string>triangle-small-up</string> <string>notebook-heart</string> <string>notebook-heart-outline</string> <string>brush-outline</string> <string>fruit-pear</string> <string>raw</string> <string>raw-off</string> <string>wall-fire</string> <string>home-clock</string> <string>home-clock-outline</string> <string>camera-lock</string> <string>camera-lock-outline</string> <string>play-box-lock</string> <string>play-box-lock-open</string> <string>play-box-lock-open-outline</string> <string>play-box-lock-outline</string> <string>robot-industrial-outline</string> <string>gas-burner</string> <string>video-2d</string> <string>book-heart</string> <string>book-heart-outline</string> <string>account-hard-hat-outline</string> <string>account-school</string> <string>account-school-outline</string> <string>library-outline</string> <string>projector-off</string> <string>light-switch-off</string> <string>toggle-switch-variant</string> <string>toggle-switch-variant-off</string> <string>asterisk-circle-outline</string> <string>barrel-outline</string> <string>bell-cog</string> <string>bell-cog-outline</string> <string>blinds-horizontal</string> <string>blinds-horizontal-closed</string> <string>blinds-vertical</string> <string>blinds-vertical-closed</string> <string>bulkhead-light</string> <string>calendar-today-outline</string> <string>calendar-week-begin-outline</string> <string>calendar-week-end</string> <string>calendar-week-end-outline</string> <string>calendar-week-outline</string> <string>cloud-percent</string> <string>cloud-percent-outline</string> <string>coach-lamp-variant</string> <string>compost</string> <string>currency-fra</string> <string>fan-clock</string> <string>file-rotate-left</string> <string>file-rotate-left-outline</string> <string>file-rotate-right</string> <string>file-rotate-right-outline</string> <string>filter-multiple</string> <string>filter-multiple-outline</string> <string>gymnastics</string> <string>hand-clap-off</string> <string>heat-pump</string> <string>heat-pump-outline</string> <string>heat-wave</string> <string>home-off</string> <string>home-off-outline</string> <string>landslide</string> <string>landslide-outline</string> <string>laptop-account</string> <string>led-strip-variant-off</string> <string>lightbulb-night</string> <string>lightbulb-night-outline</string> <string>lightbulb-on-10</string> <string>lightbulb-on-20</string> <string>lightbulb-on-30</string> <string>lightbulb-on-40</string> <string>lightbulb-on-50</string> <string>lightbulb-on-60</string> <string>lightbulb-on-70</string> <string>lightbulb-on-80</string> <string>lightbulb-on-90</string> <string>meter-electric</string> <string>meter-electric-outline</string> <string>meter-gas</string> <string>meter-gas-outline</string> <string>monitor-account</string> <string>pill-off</string> <string>plus-lock</string> <string>plus-lock-open</string> <string>pool-thermometer</string> <string>post-lamp</string> <string>rabbit-variant</string> <string>rabbit-variant-outline</string> <string>receipt-text-check</string> <string>receipt-text-check-outline</string> <string>receipt-text-minus</string> <string>receipt-text-minus-outline</string> <string>receipt-text-plus</string> <string>receipt-text-plus-outline</string> <string>receipt-text-remove</string> <string>receipt-text-remove-outline</string> <string>roller-shade</string> <string>roller-shade-closed</string> <string>seed-plus</string> <string>seed-plus-outline</string> <string>shopping-search-outline</string> <string>snowflake-check</string> <string>snowflake-thermometer</string> <string>snowshoeing</string> <string>solar-power-variant</string> <string>solar-power-variant-outline</string> <string>storage-tank</string> <string>storage-tank-outline</string> <string>sun-clock</string> <string>sun-clock-outline</string> <string>sun-snowflake-variant</string> <string>tag-check</string> <string>tag-check-outline</string> <string>text-box-edit</string> <string>text-box-edit-outline</string> <string>text-search-variant</string> <string>thermometer-check</string> <string>thermometer-water</string> <string>tsunami</string> <string>turbine</string> <string>volcano</string> <string>volcano-outline</string> <string>water-thermometer</string> <string>water-thermometer-outline</string> <string>wheelchair</string> <string>wind-power</string> <string>wind-power-outline</string> <string>window-shutter-cog</string> <string>window-shutter-settings</string> <string>account-tie-woman</string> <string>briefcase-arrow-left-right</string> <string>briefcase-arrow-left-right-outline</string> <string>briefcase-arrow-up-down</string> <string>briefcase-arrow-up-down-outline</string> <string>cash-clock</string> <string>cash-sync</string> <string>file-arrow-left-right</string> <string>file-arrow-left-right-outline</string> <string>file-arrow-up-down</string> <string>file-arrow-up-down-outline</string> <string>file-document-alert</string> <string>file-document-alert-outline</string> <string>file-document-check</string> <string>file-document-check-outline</string> <string>file-document-minus</string> <string>file-document-minus-outline</string> <string>file-document-plus</string> <string>file-document-plus-outline</string> <string>file-document-remove</string> <string>file-document-remove-outline</string> <string>file-minus</string> <string>file-minus-outline</string> <string>filter-cog</string> <string>filter-cog-outline</string> <string>filter-settings</string> <string>filter-settings-outline</string> <string>folder-lock-open-outline</string> <string>folder-lock-outline</string> <string>forum-minus</string> <string>forum-minus-outline</string> <string>forum-plus</string> <string>forum-plus-outline</string> <string>forum-remove</string> <string>forum-remove-outline</string> <string>heating-coil</string> <string>image-lock</string> <string>image-lock-outline</string> <string>land-fields</string> <string>land-plots</string> <string>land-plots-circle</string> <string>land-plots-circle-variant</string> <string>land-rows-horizontal</string> <string>land-rows-vertical</string> <string>medical-cotton-swab</string> <string>rolodex</string> <string>rolodex-outline</string> <string>sort-variant-off</string> <string>tally-mark-1</string> <string>tally-mark-2</string> <string>tally-mark-3</string> <string>tally-mark-4</string> <string>tally-mark-5</string> <string>attachment-check</string> <string>attachment-minus</string> <string>attachment-off</string> <string>attachment-plus</string> <string>attachment-remove</string> <string>paperclip-check</string> <string>paperclip-minus</string> <string>paperclip-off</string> <string>paperclip-plus</string> <string>paperclip-remove</string> <string>network-pos</string> <string>timer-alert</string> <string>timer-alert-outline</string> <string>timer-cancel</string> <string>timer-cancel-outline</string> <string>timer-check</string> <string>timer-check-outline</string> <string>timer-edit</string> <string>timer-edit-outline</string> <string>timer-lock</string> <string>timer-lock-open</string> <string>timer-lock-open-outline</string> <string>timer-lock-outline</string> <string>timer-marker</string> <string>timer-marker-outline</string> <string>timer-minus</string> <string>timer-minus-outline</string> <string>timer-music</string> <string>timer-music-outline</string> <string>timer-pause</string> <string>timer-pause-outline</string> <string>timer-play</string> <string>timer-play-outline</string> <string>timer-plus</string> <string>timer-plus-outline</string> <string>timer-refresh</string> <string>timer-refresh-outline</string> <string>timer-remove</string> <string>timer-remove-outline</string> <string>timer-star</string> <string>timer-star-outline</string> <string>timer-stop</string> <string>timer-stop-outline</string> <string>timer-sync</string> <string>timer-sync-outline</string> <string>ear-hearing-loop</string> <string>sail-boat-sink</string> <string>lecturn</string> </array> <key>public.postscriptNames</key> <dict> <key>ab-testing</key> <string>uF01C9</string> <key>abacus</key> <string>uF16E0</string> <key>abjad-arabic</key> <string>uF1328</string> <key>abjad-hebrew</key> <string>uF1329</string> <key>abugida-devanagari</key> <string>uF132A</string> <key>abugida-thai</key> <string>uF132B</string> <key>access-point</key> <string>uF0003</string> <key>access-point-check</key> <string>uF1538</string> <key>access-point-minus</key> <string>uF1539</string> <key>access-point-network</key> <string>uF0002</string> <key>access-point-network-off</key> <string>uF0BE1</string> <key>access-point-off</key> <string>uF1511</string> <key>access-point-plus</key> <string>uF153A</string> <key>access-point-remove</key> <string>uF153B</string> <key>account</key> <string>uF0004</string> <key>account-alert</key> <string>uF0005</string> <key>account-alert-outline</key> <string>uF0B50</string> <key>account-arrow-down</key> <string>uF1868</string> <key>account-arrow-down-outline</key> <string>uF1869</string> <key>account-arrow-left</key> <string>uF0B51</string> <key>account-arrow-left-outline</key> <string>uF0B52</string> <key>account-arrow-right</key> <string>uF0B53</string> <key>account-arrow-right-outline</key> <string>uF0B54</string> <key>account-arrow-up</key> <string>uF1867</string> <key>account-arrow-up-outline</key> <string>uF186A</string> <key>account-box</key> <string>uF0006</string> <key>account-box-multiple</key> <string>uF0934</string> <key>account-box-multiple-outline</key> <string>uF100A</string> <key>account-box-outline</key> <string>uF0007</string> <key>account-cancel</key> <string>uF12DF</string> <key>account-cancel-outline</key> <string>uF12E0</string> <key>account-cash</key> <string>uF1097</string> <key>account-cash-outline</key> <string>uF1098</string> <key>account-check</key> <string>uF0008</string> <key>account-check-outline</key> <string>uF0BE2</string> <key>account-child</key> <string>uF0A89</string> <key>account-child-circle</key> <string>uF0A8A</string> <key>account-child-outline</key> <string>uF10C8</string> <key>account-circle</key> <string>uF0009</string> <key>account-circle-outline</key> <string>uF0B55</string> <key>account-clock</key> <string>uF0B56</string> <key>account-clock-outline</key> <string>uF0B57</string> <key>account-cog</key> <string>uF1370</string> <key>account-cog-outline</key> <string>uF1371</string> <key>account-convert</key> <string>uF000A</string> <key>account-convert-outline</key> <string>uF1301</string> <key>account-cowboy-hat</key> <string>uF0E9B</string> <key>account-cowboy-hat-outline</key> <string>uF17F3</string> <key>account-details</key> <string>uF0631</string> <key>account-details-outline</key> <string>uF1372</string> <key>account-edit</key> <string>uF06BC</string> <key>account-edit-outline</key> <string>uF0FFB</string> <key>account-eye</key> <string>uF0420</string> <key>account-eye-outline</key> <string>uF127B</string> <key>account-filter</key> <string>uF0936</string> <key>account-filter-outline</key> <string>uF0F9D</string> <key>account-group</key> <string>uF0849</string> <key>account-group-outline</key> <string>uF0B58</string> <key>account-hard-hat</key> <string>uF05B5</string> <key>account-hard-hat-outline</key> <string>uF1A1F</string> <key>account-heart</key> <string>uF0899</string> <key>account-heart-outline</key> <string>uF0BE3</string> <key>account-injury</key> <string>uF1815</string> <key>account-injury-outline</key> <string>uF1816</string> <key>account-key</key> <string>uF000B</string> <key>account-key-outline</key> <string>uF0BE4</string> <key>account-lock</key> <string>uF115E</string> <key>account-lock-open</key> <string>uF1960</string> <key>account-lock-open-outline</key> <string>uF1961</string> <key>account-lock-outline</key> <string>uF115F</string> <key>account-minus</key> <string>uF000D</string> <key>account-minus-outline</key> <string>uF0AEC</string> <key>account-multiple</key> <string>uF000E</string> <key>account-multiple-check</key> <string>uF08C5</string> <key>account-multiple-check-outline</key> <string>uF11FE</string> <key>account-multiple-minus</key> <string>uF05D3</string> <key>account-multiple-minus-outline</key> <string>uF0BE5</string> <key>account-multiple-outline</key> <string>uF000F</string> <key>account-multiple-plus</key> <string>uF0010</string> <key>account-multiple-plus-outline</key> <string>uF0800</string> <key>account-multiple-remove</key> <string>uF120A</string> <key>account-multiple-remove-outline</key> <string>uF120B</string> <key>account-music</key> <string>uF0803</string> <key>account-music-outline</key> <string>uF0CE9</string> <key>account-network</key> <string>uF0011</string> <key>account-network-outline</key> <string>uF0BE6</string> <key>account-off</key> <string>uF0012</string> <key>account-off-outline</key> <string>uF0BE7</string> <key>account-outline</key> <string>uF0013</string> <key>account-plus</key> <string>uF0014</string> <key>account-plus-outline</key> <string>uF0801</string> <key>account-question</key> <string>uF0B59</string> <key>account-question-outline</key> <string>uF0B5A</string> <key>account-reactivate</key> <string>uF152B</string> <key>account-reactivate-outline</key> <string>uF152C</string> <key>account-remove</key> <string>uF0015</string> <key>account-remove-outline</key> <string>uF0AED</string> <key>account-school</key> <string>uF1A20</string> <key>account-school-outline</key> <string>uF1A21</string> <key>account-search</key> <string>uF0016</string> <key>account-search-outline</key> <string>uF0935</string> <key>account-settings</key> <string>uF0630</string> <key>account-settings-outline</key> <string>uF10C9</string> <key>account-star</key> <string>uF0017</string> <key>account-star-outline</key> <string>uF0BE8</string> <key>account-supervisor</key> <string>uF0A8B</string> <key>account-supervisor-circle</key> <string>uF0A8C</string> <key>account-supervisor-circle-outline</key> <string>uF14EC</string> <key>account-supervisor-outline</key> <string>uF112D</string> <key>account-switch</key> <string>uF0019</string> <key>account-switch-outline</key> <string>uF04CB</string> <key>account-sync</key> <string>uF191B</string> <key>account-sync-outline</key> <string>uF191C</string> <key>account-tie</key> <string>uF0CE3</string> <key>account-tie-hat</key> <string>uF1898</string> <key>account-tie-hat-outline</key> <string>uF1899</string> <key>account-tie-outline</key> <string>uF10CA</string> <key>account-tie-voice</key> <string>uF1308</string> <key>account-tie-voice-off</key> <string>uF130A</string> <key>account-tie-voice-off-outline</key> <string>uF130B</string> <key>account-tie-voice-outline</key> <string>uF1309</string> <key>account-tie-woman</key> <string>uF1A8C</string> <key>account-voice</key> <string>uF05CB</string> <key>account-voice-off</key> <string>uF0ED4</string> <key>account-wrench</key> <string>uF189A</string> <key>account-wrench-outline</key> <string>uF189B</string> <key>adjust</key> <string>uF001A</string> <key>advertisements</key> <string>uF192A</string> <key>advertisements-off</key> <string>uF192B</string> <key>air-conditioner</key> <string>uF001B</string> <key>air-filter</key> <string>uF0D43</string> <key>air-horn</key> <string>uF0DAC</string> <key>air-humidifier</key> <string>uF1099</string> <key>air-humidifier-off</key> <string>uF1466</string> <key>air-purifier</key> <string>uF0D44</string> <key>airbag</key> <string>uF0BE9</string> <key>airballoon</key> <string>uF001C</string> <key>airballoon-outline</key> <string>uF100B</string> <key>airplane</key> <string>uF001D</string> <key>airplane-alert</key> <string>uF187A</string> <key>airplane-check</key> <string>uF187B</string> <key>airplane-clock</key> <string>uF187C</string> <key>airplane-cog</key> <string>uF187D</string> <key>airplane-edit</key> <string>uF187E</string> <key>airplane-landing</key> <string>uF05D4</string> <key>airplane-marker</key> <string>uF187F</string> <key>airplane-minus</key> <string>uF1880</string> <key>airplane-off</key> <string>uF001E</string> <key>airplane-plus</key> <string>uF1881</string> <key>airplane-remove</key> <string>uF1882</string> <key>airplane-search</key> <string>uF1883</string> <key>airplane-settings</key> <string>uF1884</string> <key>airplane-takeoff</key> <string>uF05D5</string> <key>airport</key> <string>uF084B</string> <key>alarm</key> <string>uF0020</string> <key>alarm-bell</key> <string>uF078E</string> <key>alarm-check</key> <string>uF0021</string> <key>alarm-light</key> <string>uF078F</string> <key>alarm-light-off</key> <string>uF171E</string> <key>alarm-light-off-outline</key> <string>uF171F</string> <key>alarm-light-outline</key> <string>uF0BEA</string> <key>alarm-multiple</key> <string>uF0022</string> <key>alarm-note</key> <string>uF0E71</string> <key>alarm-note-off</key> <string>uF0E72</string> <key>alarm-off</key> <string>uF0023</string> <key>alarm-panel</key> <string>uF15C4</string> <key>alarm-panel-outline</key> <string>uF15C5</string> <key>alarm-plus</key> <string>uF0024</string> <key>alarm-snooze</key> <string>uF068E</string> <key>album</key> <string>uF0025</string> <key>alert</key> <string>uF0026</string> <key>alert-box</key> <string>uF0027</string> <key>alert-box-outline</key> <string>uF0CE4</string> <key>alert-circle</key> <string>uF0028</string> <key>alert-circle-check</key> <string>uF11ED</string> <key>alert-circle-check-outline</key> <string>uF11EE</string> <key>alert-circle-outline</key> <string>uF05D6</string> <key>alert-decagram</key> <string>uF06BD</string> <key>alert-decagram-outline</key> <string>uF0CE5</string> <key>alert-minus</key> <string>uF14BB</string> <key>alert-minus-outline</key> <string>uF14BE</string> <key>alert-octagon</key> <string>uF0029</string> <key>alert-octagon-outline</key> <string>uF0CE6</string> <key>alert-octagram</key> <string>uF0767</string> <key>alert-octagram-outline</key> 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<key>apple-safari</key> <string>uF0039</string> <key>application</key> <string>uF08C6</string> <key>application-array</key> <string>uF10F5</string> <key>application-array-outline</key> <string>uF10F6</string> <key>application-braces</key> <string>uF10F7</string> <key>application-braces-outline</key> <string>uF10F8</string> <key>application-brackets</key> <string>uF0C8B</string> <key>application-brackets-outline</key> <string>uF0C8C</string> <key>application-cog</key> <string>uF0675</string> <key>application-cog-outline</key> <string>uF1577</string> <key>application-edit</key> <string>uF00AE</string> <key>application-edit-outline</key> <string>uF0619</string> <key>application-export</key> <string>uF0DAD</string> <key>application-import</key> <string>uF0DAE</string> <key>application-outline</key> <string>uF0614</string> <key>application-parentheses</key> <string>uF10F9</string> <key>application-parentheses-outline</key> <string>uF10FA</string> <key>application-settings</key> 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<key>arrow-bottom-right-thick</key> <string>uF09BA</string> <key>arrow-bottom-right-thin</key> <string>uF19B7</string> <key>arrow-bottom-right-thin-circle-outline</key> <string>uF1595</string> <key>arrow-collapse</key> <string>uF0615</string> <key>arrow-collapse-all</key> <string>uF0044</string> <key>arrow-collapse-down</key> <string>uF0792</string> <key>arrow-collapse-horizontal</key> <string>uF084C</string> <key>arrow-collapse-left</key> <string>uF0793</string> <key>arrow-collapse-right</key> <string>uF0794</string> <key>arrow-collapse-up</key> <string>uF0795</string> <key>arrow-collapse-vertical</key> <string>uF084D</string> <key>arrow-decision</key> <string>uF09BB</string> <key>arrow-decision-auto</key> <string>uF09BC</string> <key>arrow-decision-auto-outline</key> <string>uF09BD</string> <key>arrow-decision-outline</key> <string>uF09BE</string> <key>arrow-down</key> <string>uF0045</string> <key>arrow-down-bold</key> <string>uF072E</string> <key>arrow-down-bold-box</key> <string>uF072F</string> <key>arrow-down-bold-box-outline</key> <string>uF0730</string> <key>arrow-down-bold-circle</key> <string>uF0047</string> <key>arrow-down-bold-circle-outline</key> <string>uF0048</string> <key>arrow-down-bold-hexagon-outline</key> <string>uF0049</string> <key>arrow-down-bold-outline</key> <string>uF09BF</string> <key>arrow-down-box</key> <string>uF06C0</string> <key>arrow-down-circle</key> <string>uF0CDB</string> <key>arrow-down-circle-outline</key> <string>uF0CDC</string> <key>arrow-down-drop-circle</key> <string>uF004A</string> <key>arrow-down-drop-circle-outline</key> <string>uF004B</string> <key>arrow-down-left</key> <string>uF17A1</string> <key>arrow-down-left-bold</key> <string>uF17A2</string> <key>arrow-down-right</key> <string>uF17A3</string> <key>arrow-down-right-bold</key> <string>uF17A4</string> <key>arrow-down-thick</key> <string>uF0046</string> <key>arrow-down-thin</key> <string>uF19B3</string> <key>arrow-down-thin-circle-outline</key> <string>uF1599</string> <key>arrow-expand</key> <string>uF0616</string> <key>arrow-expand-all</key> <string>uF004C</string> <key>arrow-expand-down</key> <string>uF0796</string> <key>arrow-expand-horizontal</key> <string>uF084E</string> <key>arrow-expand-left</key> <string>uF0797</string> <key>arrow-expand-right</key> <string>uF0798</string> <key>arrow-expand-up</key> <string>uF0799</string> <key>arrow-expand-vertical</key> <string>uF084F</string> <key>arrow-horizontal-lock</key> <string>uF115B</string> <key>arrow-left</key> <string>uF004D</string> <key>arrow-left-bold</key> <string>uF0731</string> <key>arrow-left-bold-box</key> <string>uF0732</string> <key>arrow-left-bold-box-outline</key> <string>uF0733</string> <key>arrow-left-bold-circle</key> <string>uF004F</string> <key>arrow-left-bold-circle-outline</key> <string>uF0050</string> <key>arrow-left-bold-hexagon-outline</key> <string>uF0051</string> <key>arrow-left-bold-outline</key> <string>uF09C0</string> <key>arrow-left-bottom</key> <string>uF17A5</string> <key>arrow-left-bottom-bold</key> <string>uF17A6</string> <key>arrow-left-box</key> <string>uF06C1</string> <key>arrow-left-circle</key> <string>uF0CDD</string> <key>arrow-left-circle-outline</key> <string>uF0CDE</string> <key>arrow-left-drop-circle</key> <string>uF0052</string> <key>arrow-left-drop-circle-outline</key> <string>uF0053</string> <key>arrow-left-right</key> <string>uF0E73</string> <key>arrow-left-right-bold</key> <string>uF0E74</string> <key>arrow-left-right-bold-outline</key> <string>uF09C1</string> <key>arrow-left-thick</key> <string>uF004E</string> <key>arrow-left-thin</key> <string>uF19B1</string> <key>arrow-left-thin-circle-outline</key> <string>uF159A</string> <key>arrow-left-top</key> <string>uF17A7</string> <key>arrow-left-top-bold</key> <string>uF17A8</string> <key>arrow-projectile</key> <string>uF1840</string> <key>arrow-projectile-multiple</key> <string>uF183F</string> <key>arrow-right</key> <string>uF0054</string> <key>arrow-right-bold</key> <string>uF0734</string> <key>arrow-right-bold-box</key> <string>uF0735</string> <key>arrow-right-bold-box-outline</key> <string>uF0736</string> <key>arrow-right-bold-circle</key> <string>uF0056</string> <key>arrow-right-bold-circle-outline</key> <string>uF0057</string> <key>arrow-right-bold-hexagon-outline</key> <string>uF0058</string> <key>arrow-right-bold-outline</key> <string>uF09C2</string> <key>arrow-right-bottom</key> <string>uF17A9</string> <key>arrow-right-bottom-bold</key> <string>uF17AA</string> <key>arrow-right-box</key> <string>uF06C2</string> <key>arrow-right-circle</key> <string>uF0CDF</string> <key>arrow-right-circle-outline</key> <string>uF0CE0</string> <key>arrow-right-drop-circle</key> <string>uF0059</string> <key>arrow-right-drop-circle-outline</key> <string>uF005A</string> <key>arrow-right-thick</key> <string>uF0055</string> <key>arrow-right-thin</key> <string>uF19B0</string> <key>arrow-right-thin-circle-outline</key> <string>uF1598</string> <key>arrow-right-top</key> <string>uF17AB</string> <key>arrow-right-top-bold</key> <string>uF17AC</string> <key>arrow-split-horizontal</key> <string>uF093B</string> <key>arrow-split-vertical</key> <string>uF093C</string> <key>arrow-top-left</key> <string>uF005B</string> <key>arrow-top-left-bold-box</key> <string>uF1968</string> <key>arrow-top-left-bold-box-outline</key> <string>uF1969</string> <key>arrow-top-left-bold-outline</key> <string>uF09C3</string> <key>arrow-top-left-bottom-right</key> <string>uF0E75</string> <key>arrow-top-left-bottom-right-bold</key> <string>uF0E76</string> <key>arrow-top-left-thick</key> <string>uF09C4</string> <key>arrow-top-left-thin</key> <string>uF19B5</string> <key>arrow-top-left-thin-circle-outline</key> <string>uF1593</string> <key>arrow-top-right</key> <string>uF005C</string> <key>arrow-top-right-bold-box</key> <string>uF196A</string> <key>arrow-top-right-bold-box-outline</key> <string>uF196B</string> <key>arrow-top-right-bold-outline</key> <string>uF09C5</string> <key>arrow-top-right-bottom-left</key> <string>uF0E77</string> <key>arrow-top-right-bottom-left-bold</key> <string>uF0E78</string> <key>arrow-top-right-thick</key> <string>uF09C6</string> <key>arrow-top-right-thin</key> <string>uF19B4</string> <key>arrow-top-right-thin-circle-outline</key> <string>uF1594</string> <key>arrow-u-down-left</key> <string>uF17AD</string> <key>arrow-u-down-left-bold</key> <string>uF17AE</string> <key>arrow-u-down-right</key> <string>uF17AF</string> <key>arrow-u-down-right-bold</key> <string>uF17B0</string> <key>arrow-u-left-bottom</key> <string>uF17B1</string> <key>arrow-u-left-bottom-bold</key> <string>uF17B2</string> <key>arrow-u-left-top</key> <string>uF17B3</string> <key>arrow-u-left-top-bold</key> <string>uF17B4</string> <key>arrow-u-right-bottom</key> <string>uF17B5</string> <key>arrow-u-right-bottom-bold</key> <string>uF17B6</string> <key>arrow-u-right-top</key> <string>uF17B7</string> <key>arrow-u-right-top-bold</key> <string>uF17B8</string> <key>arrow-u-up-left</key> <string>uF17B9</string> <key>arrow-u-up-left-bold</key> <string>uF17BA</string> <key>arrow-u-up-right</key> <string>uF17BB</string> <key>arrow-u-up-right-bold</key> <string>uF17BC</string> <key>arrow-up</key> <string>uF005D</string> <key>arrow-up-bold</key> <string>uF0737</string> <key>arrow-up-bold-box</key> <string>uF0738</string> <key>arrow-up-bold-box-outline</key> <string>uF0739</string> <key>arrow-up-bold-circle</key> <string>uF005F</string> <key>arrow-up-bold-circle-outline</key> <string>uF0060</string> <key>arrow-up-bold-hexagon-outline</key> <string>uF0061</string> <key>arrow-up-bold-outline</key> <string>uF09C7</string> <key>arrow-up-box</key> <string>uF06C3</string> <key>arrow-up-circle</key> <string>uF0CE1</string> <key>arrow-up-circle-outline</key> <string>uF0CE2</string> <key>arrow-up-down</key> <string>uF0E79</string> <key>arrow-up-down-bold</key> <string>uF0E7A</string> <key>arrow-up-down-bold-outline</key> <string>uF09C8</string> <key>arrow-up-drop-circle</key> <string>uF0062</string> <key>arrow-up-drop-circle-outline</key> <string>uF0063</string> <key>arrow-up-left</key> <string>uF17BD</string> <key>arrow-up-left-bold</key> <string>uF17BE</string> <key>arrow-up-right</key> <string>uF17BF</string> <key>arrow-up-right-bold</key> <string>uF17C0</string> <key>arrow-up-thick</key> <string>uF005E</string> <key>arrow-up-thin</key> <string>uF19B2</string> <key>arrow-up-thin-circle-outline</key> <string>uF1597</string> <key>arrow-vertical-lock</key> <string>uF115C</string> <key>artstation</key> <string>uF0B5B</string> <key>aspect-ratio</key> <string>uF0A24</string> <key>assistant</key> <string>uF0064</string> <key>asterisk</key> <string>uF06C4</string> <key>asterisk-circle-outline</key> <string>uF1A27</string> <key>at</key> <string>uF0065</string> <key>atlassian</key> <string>uF0804</string> <key>atm</key> <string>uF0D47</string> <key>atom</key> <string>uF0768</string> <key>atom-variant</key> <string>uF0E7B</string> <key>attachment</key> <string>uF0066</string> <key>attachment-check</key> <string>uF1AC1</string> <key>attachment-lock</key> <string>uF19C4</string> <key>attachment-minus</key> <string>uF1AC2</string> <key>attachment-off</key> <string>uF1AC3</string> <key>attachment-plus</key> <string>uF1AC4</string> <key>attachment-remove</key> <string>uF1AC5</string> <key>audio-input-rca</key> <string>uF186B</string> <key>audio-input-stereo-minijack</key> <string>uF186C</string> <key>audio-input-xlr</key> <string>uF186D</string> <key>audio-video</key> <string>uF093D</string> <key>audio-video-off</key> <string>uF11B6</string> <key>augmented-reality</key> <string>uF0850</string> <key>auto-download</key> <string>uF137E</string> <key>auto-fix</key> <string>uF0068</string> <key>auto-upload</key> <string>uF0069</string> <key>autorenew</key> <string>uF006A</string> <key>autorenew-off</key> <string>uF19E7</string> <key>av-timer</key> <string>uF006B</string> <key>aws</key> <string>uF0E0F</string> <key>axe</key> <string>uF08C8</string> <key>axe-battle</key> <string>uF1842</string> <key>axis</key> <string>uF0D48</string> <key>axis-arrow</key> <string>uF0D49</string> <key>axis-arrow-info</key> <string>uF140E</string> <key>axis-arrow-lock</key> <string>uF0D4A</string> <key>axis-lock</key> <string>uF0D4B</string> <key>axis-x-arrow</key> <string>uF0D4C</string> <key>axis-x-arrow-lock</key> <string>uF0D4D</string> <key>axis-x-rotate-clockwise</key> <string>uF0D4E</string> <key>axis-x-rotate-counterclockwise</key> <string>uF0D4F</string> <key>axis-x-y-arrow-lock</key> <string>uF0D50</string> <key>axis-y-arrow</key> <string>uF0D51</string> <key>axis-y-arrow-lock</key> <string>uF0D52</string> <key>axis-y-rotate-clockwise</key> <string>uF0D53</string> <key>axis-y-rotate-counterclockwise</key> <string>uF0D54</string> <key>axis-z-arrow</key> <string>uF0D55</string> <key>axis-z-arrow-lock</key> <string>uF0D56</string> <key>axis-z-rotate-clockwise</key> <string>uF0D57</string> <key>axis-z-rotate-counterclockwise</key> <string>uF0D58</string> <key>babel</key> <string>uF0A25</string> <key>baby</key> <string>uF006C</string> <key>baby-bottle</key> <string>uF0F39</string> <key>baby-bottle-outline</key> <string>uF0F3A</string> <key>baby-buggy</key> <string>uF13E0</string> <key>baby-carriage</key> <string>uF068F</string> <key>baby-carriage-off</key> <string>uF0FA0</string> <key>baby-face</key> <string>uF0E7C</string> <key>baby-face-outline</key> <string>uF0E7D</string> <key>backburger</key> <string>uF006D</string> <key>backspace</key> <string>uF006E</string> <key>backspace-outline</key> <string>uF0B5C</string> <key>backspace-reverse</key> <string>uF0E7E</string> <key>backspace-reverse-outline</key> <string>uF0E7F</string> <key>backup-restore</key> <string>uF006F</string> <key>bacteria</key> <string>uF0ED5</string> <key>bacteria-outline</key> <string>uF0ED6</string> <key>badge-account</key> <string>uF0DA7</string> <key>badge-account-alert</key> <string>uF0DA8</string> <key>badge-account-alert-outline</key> <string>uF0DA9</string> <key>badge-account-horizontal</key> <string>uF0E0D</string> <key>badge-account-horizontal-outline</key> <string>uF0E0E</string> <key>badge-account-outline</key> <string>uF0DAA</string> <key>badminton</key> <string>uF0851</string> <key>bag-carry-on</key> <string>uF0F3B</string> <key>bag-carry-on-check</key> <string>uF0D65</string> <key>bag-carry-on-off</key> <string>uF0F3C</string> <key>bag-checked</key> <string>uF0F3D</string> <key>bag-personal</key> <string>uF0E10</string> <key>bag-personal-off</key> <string>uF0E11</string> <key>bag-personal-off-outline</key> <string>uF0E12</string> <key>bag-personal-outline</key> <string>uF0E13</string> <key>bag-suitcase</key> <string>uF158B</string> <key>bag-suitcase-off</key> <string>uF158D</string> <key>bag-suitcase-off-outline</key> <string>uF158E</string> <key>bag-suitcase-outline</key> <string>uF158C</string> <key>baguette</key> <string>uF0F3E</string> <key>balcony</key> <string>uF1817</string> <key>balloon</key> <string>uF0A26</string> <key>ballot</key> <string>uF09C9</string> <key>ballot-outline</key> <string>uF09CA</string> <key>ballot-recount</key> <string>uF0C39</string> <key>ballot-recount-outline</key> <string>uF0C3A</string> <key>bandage</key> <string>uF0DAF</string> <key>bank</key> <string>uF0070</string> <key>bank-check</key> <string>uF1655</string> <key>bank-minus</key> <string>uF0DB0</string> <key>bank-off</key> <string>uF1656</string> <key>bank-off-outline</key> <string>uF1657</string> <key>bank-outline</key> <string>uF0E80</string> <key>bank-plus</key> <string>uF0DB1</string> <key>bank-remove</key> <string>uF0DB2</string> <key>bank-transfer</key> <string>uF0A27</string> <key>bank-transfer-in</key> <string>uF0A28</string> <key>bank-transfer-out</key> <string>uF0A29</string> <key>barcode</key> <string>uF0071</string> <key>barcode-off</key> <string>uF1236</string> <key>barcode-scan</key> <string>uF0072</string> <key>barley</key> <string>uF0073</string> <key>barley-off</key> <string>uF0B5D</string> <key>barn</key> <string>uF0B5E</string> <key>barrel</key> <string>uF0074</string> <key>barrel-outline</key> <string>uF1A28</string> <key>baseball</key> <string>uF0852</string> <key>baseball-bat</key> <string>uF0853</string> <key>baseball-diamond</key> <string>uF15EC</string> <key>baseball-diamond-outline</key> <string>uF15ED</string> <key>bash</key> <string>uF1183</string> <key>basket</key> <string>uF0076</string> <key>basket-check</key> <string>uF18E5</string> <key>basket-check-outline</key> <string>uF18E6</string> <key>basket-fill</key> <string>uF0077</string> <key>basket-minus</key> <string>uF1523</string> <key>basket-minus-outline</key> <string>uF1524</string> <key>basket-off</key> <string>uF1525</string> <key>basket-off-outline</key> <string>uF1526</string> <key>basket-outline</key> <string>uF1181</string> <key>basket-plus</key> <string>uF1527</string> <key>basket-plus-outline</key> <string>uF1528</string> <key>basket-remove</key> <string>uF1529</string> <key>basket-remove-outline</key> <string>uF152A</string> <key>basket-unfill</key> <string>uF0078</string> <key>basketball</key> <string>uF0806</string> <key>basketball-hoop</key> <string>uF0C3B</string> <key>basketball-hoop-outline</key> <string>uF0C3C</string> <key>bat</key> <string>uF0B5F</string> <key>bathtub</key> <string>uF1818</string> <key>bathtub-outline</key> <string>uF1819</string> <key>battery</key> <string>uF0079</string> <key>battery-10</key> <string>uF007A</string> <key>battery-10-bluetooth</key> <string>uF093E</string> <key>battery-20</key> <string>uF007B</string> <key>battery-20-bluetooth</key> <string>uF093F</string> <key>battery-30</key> <string>uF007C</string> <key>battery-30-bluetooth</key> <string>uF0940</string> <key>battery-40</key> <string>uF007D</string> <key>battery-40-bluetooth</key> <string>uF0941</string> <key>battery-50</key> <string>uF007E</string> <key>battery-50-bluetooth</key> <string>uF0942</string> <key>battery-60</key> <string>uF007F</string> <key>battery-60-bluetooth</key> <string>uF0943</string> <key>battery-70</key> <string>uF0080</string> <key>battery-70-bluetooth</key> <string>uF0944</string> <key>battery-80</key> <string>uF0081</string> <key>battery-80-bluetooth</key> <string>uF0945</string> <key>battery-90</key> <string>uF0082</string> <key>battery-90-bluetooth</key> <string>uF0946</string> <key>battery-alert</key> <string>uF0083</string> <key>battery-alert-bluetooth</key> <string>uF0947</string> <key>battery-alert-variant</key> <string>uF10CC</string> <key>battery-alert-variant-outline</key> <string>uF10CD</string> <key>battery-arrow-down</key> <string>uF17DE</string> <key>battery-arrow-down-outline</key> <string>uF17DF</string> <key>battery-arrow-up</key> <string>uF17E0</string> <key>battery-arrow-up-outline</key> <string>uF17E1</string> <key>battery-bluetooth</key> <string>uF0948</string> <key>battery-bluetooth-variant</key> <string>uF0949</string> <key>battery-charging</key> <string>uF0084</string> <key>battery-charging-10</key> <string>uF089C</string> <key>battery-charging-100</key> <string>uF0085</string> <key>battery-charging-20</key> <string>uF0086</string> <key>battery-charging-30</key> <string>uF0087</string> <key>battery-charging-40</key> <string>uF0088</string> <key>battery-charging-50</key> <string>uF089D</string> <key>battery-charging-60</key> <string>uF0089</string> <key>battery-charging-70</key> <string>uF089E</string> <key>battery-charging-80</key> <string>uF008A</string> <key>battery-charging-90</key> <string>uF008B</string> <key>battery-charging-high</key> <string>uF12A6</string> <key>battery-charging-low</key> <string>uF12A4</string> <key>battery-charging-medium</key> <string>uF12A5</string> <key>battery-charging-outline</key> <string>uF089F</string> <key>battery-charging-wireless</key> <string>uF0807</string> <key>battery-charging-wireless-10</key> <string>uF0808</string> <key>battery-charging-wireless-20</key> <string>uF0809</string> <key>battery-charging-wireless-30</key> <string>uF080A</string> <key>battery-charging-wireless-40</key> <string>uF080B</string> <key>battery-charging-wireless-50</key> <string>uF080C</string> <key>battery-charging-wireless-60</key> <string>uF080D</string> <key>battery-charging-wireless-70</key> <string>uF080E</string> <key>battery-charging-wireless-80</key> <string>uF080F</string> <key>battery-charging-wireless-90</key> <string>uF0810</string> <key>battery-charging-wireless-alert</key> <string>uF0811</string> <key>battery-charging-wireless-outline</key> <string>uF0812</string> <key>battery-check</key> <string>uF17E2</string> <key>battery-check-outline</key> <string>uF17E3</string> <key>battery-clock</key> <string>uF19E5</string> <key>battery-clock-outline</key> <string>uF19E6</string> <key>battery-heart</key> <string>uF120F</string> <key>battery-heart-outline</key> <string>uF1210</string> <key>battery-heart-variant</key> <string>uF1211</string> <key>battery-high</key> <string>uF12A3</string> <key>battery-lock</key> <string>uF179C</string> <key>battery-lock-open</key> <string>uF179D</string> <key>battery-low</key> <string>uF12A1</string> <key>battery-medium</key> <string>uF12A2</string> <key>battery-minus</key> <string>uF17E4</string> <key>battery-minus-outline</key> <string>uF17E5</string> <key>battery-minus-variant</key> <string>uF008C</string> <key>battery-negative</key> <string>uF008D</string> <key>battery-off</key> <string>uF125D</string> <key>battery-off-outline</key> <string>uF125E</string> <key>battery-outline</key> <string>uF008E</string> <key>battery-plus</key> <string>uF17E6</string> <key>battery-plus-outline</key> <string>uF17E7</string> <key>battery-plus-variant</key> <string>uF008F</string> <key>battery-positive</key> <string>uF0090</string> <key>battery-remove</key> <string>uF17E8</string> <key>battery-remove-outline</key> <string>uF17E9</string> <key>battery-sync</key> <string>uF1834</string> <key>battery-sync-outline</key> <string>uF1835</string> <key>battery-unknown</key> <string>uF0091</string> <key>battery-unknown-bluetooth</key> <string>uF094A</string> <key>beach</key> <string>uF0092</string> <key>beaker</key> <string>uF0CEA</string> <key>beaker-alert</key> <string>uF1229</string> <key>beaker-alert-outline</key> <string>uF122A</string> <key>beaker-check</key> <string>uF122B</string> <key>beaker-check-outline</key> <string>uF122C</string> <key>beaker-minus</key> <string>uF122D</string> <key>beaker-minus-outline</key> <string>uF122E</string> <key>beaker-outline</key> <string>uF0690</string> <key>beaker-plus</key> <string>uF122F</string> <key>beaker-plus-outline</key> <string>uF1230</string> <key>beaker-question</key> <string>uF1231</string> <key>beaker-question-outline</key> <string>uF1232</string> <key>beaker-remove</key> <string>uF1233</string> <key>beaker-remove-outline</key> <string>uF1234</string> <key>bed</key> <string>uF02E3</string> <key>bed-double</key> <string>uF0FD4</string> <key>bed-double-outline</key> <string>uF0FD3</string> <key>bed-empty</key> <string>uF08A0</string> <key>bed-king</key> <string>uF0FD2</string> <key>bed-king-outline</key> <string>uF0FD1</string> <key>bed-outline</key> <string>uF0099</string> <key>bed-queen</key> <string>uF0FD0</string> <key>bed-queen-outline</key> <string>uF0FDB</string> <key>bed-single</key> <string>uF106D</string> <key>bed-single-outline</key> <string>uF106E</string> <key>bee</key> <string>uF0FA1</string> <key>bee-flower</key> <string>uF0FA2</string> <key>beehive-off-outline</key> <string>uF13ED</string> <key>beehive-outline</key> <string>uF10CE</string> <key>beekeeper</key> <string>uF14E2</string> <key>beer</key> <string>uF0098</string> <key>beer-outline</key> <string>uF130C</string> <key>bell</key> <string>uF009A</string> <key>bell-alert</key> <string>uF0D59</string> <key>bell-alert-outline</key> <string>uF0E81</string> <key>bell-badge</key> <string>uF116B</string> <key>bell-badge-outline</key> <string>uF0178</string> <key>bell-cancel</key> <string>uF13E7</string> <key>bell-cancel-outline</key> <string>uF13E8</string> <key>bell-check</key> <string>uF11E5</string> <key>bell-check-outline</key> <string>uF11E6</string> <key>bell-circle</key> <string>uF0D5A</string> <key>bell-circle-outline</key> <string>uF0D5B</string> <key>bell-cog</key> <string>uF1A29</string> <key>bell-cog-outline</key> <string>uF1A2A</string> <key>bell-minus</key> <string>uF13E9</string> <key>bell-minus-outline</key> <string>uF13EA</string> <key>bell-off</key> <string>uF009B</string> <key>bell-off-outline</key> <string>uF0A91</string> <key>bell-outline</key> <string>uF009C</string> <key>bell-plus</key> <string>uF009D</string> <key>bell-plus-outline</key> <string>uF0A92</string> <key>bell-remove</key> <string>uF13EB</string> <key>bell-remove-outline</key> <string>uF13EC</string> <key>bell-ring</key> <string>uF009E</string> <key>bell-ring-outline</key> <string>uF009F</string> <key>bell-sleep</key> <string>uF00A0</string> <key>bell-sleep-outline</key> <string>uF0A93</string> <key>beta</key> <string>uF00A1</string> <key>betamax</key> <string>uF09CB</string> <key>biathlon</key> <string>uF0E14</string> <key>bicycle</key> <string>uF109C</string> <key>bicycle-basket</key> <string>uF1235</string> <key>bicycle-cargo</key> <string>uF189C</string> <key>bicycle-electric</key> <string>uF15B4</string> <key>bicycle-penny-farthing</key> <string>uF15E9</string> <key>bike</key> <string>uF00A3</string> <key>bike-fast</key> <string>uF111F</string> <key>billboard</key> <string>uF1010</string> <key>billiards</key> <string>uF0B61</string> <key>billiards-rack</key> <string>uF0B62</string> <key>binoculars</key> <string>uF00A5</string> <key>bio</key> <string>uF00A6</string> <key>biohazard</key> <string>uF00A7</string> <key>bird</key> <string>uF15C6</string> <key>bitbucket</key> <string>uF00A8</string> <key>bitcoin</key> <string>uF0813</string> <key>black-mesa</key> <string>uF00A9</string> <key>blender</key> <string>uF0CEB</string> <key>blender-outline</key> <string>uF181A</string> <key>blender-software</key> <string>uF00AB</string> <key>blinds</key> <string>uF00AC</string> <key>blinds-horizontal</key> <string>uF1A2B</string> <key>blinds-horizontal-closed</key> <string>uF1A2C</string> <key>blinds-open</key> <string>uF1011</string> <key>blinds-vertical</key> <string>uF1A2D</string> <key>blinds-vertical-closed</key> <string>uF1A2E</string> <key>block-helper</key> <string>uF00AD</string> <key>blood-bag</key> <string>uF0CEC</string> <key>bluetooth</key> <string>uF00AF</string> <key>bluetooth-audio</key> <string>uF00B0</string> <key>bluetooth-connect</key> <string>uF00B1</string> <key>bluetooth-off</key> <string>uF00B2</string> <key>bluetooth-settings</key> <string>uF00B3</string> <key>bluetooth-transfer</key> <string>uF00B4</string> <key>blur</key> <string>uF00B5</string> <key>blur-linear</key> <string>uF00B6</string> <key>blur-off</key> <string>uF00B7</string> <key>blur-radial</key> <string>uF00B8</string> <key>bolt</key> <string>uF0DB3</string> <key>bomb</key> <string>uF0691</string> <key>bomb-off</key> <string>uF06C5</string> <key>bone</key> <string>uF00B9</string> <key>bone-off</key> <string>uF19E0</string> <key>book</key> <string>uF00BA</string> <key>book-account</key> <string>uF13AD</string> <key>book-account-outline</key> <string>uF13AE</string> <key>book-alert</key> <string>uF167C</string> <key>book-alert-outline</key> <string>uF167D</string> <key>book-alphabet</key> <string>uF061D</string> <key>book-arrow-down</key> <string>uF167E</string> <key>book-arrow-down-outline</key> <string>uF167F</string> <key>book-arrow-left</key> <string>uF1680</string> <key>book-arrow-left-outline</key> <string>uF1681</string> <key>book-arrow-right</key> <string>uF1682</string> <key>book-arrow-right-outline</key> <string>uF1683</string> <key>book-arrow-up</key> <string>uF1684</string> <key>book-arrow-up-outline</key> <string>uF1685</string> <key>book-cancel</key> <string>uF1686</string> <key>book-cancel-outline</key> <string>uF1687</string> <key>book-check</key> <string>uF14F3</string> <key>book-check-outline</key> <string>uF14F4</string> <key>book-clock</key> <string>uF1688</string> <key>book-clock-outline</key> <string>uF1689</string> <key>book-cog</key> <string>uF168A</string> <key>book-cog-outline</key> <string>uF168B</string> <key>book-cross</key> <string>uF00A2</string> <key>book-edit</key> <string>uF168C</string> <key>book-edit-outline</key> <string>uF168D</string> <key>book-education</key> <string>uF16C9</string> <key>book-education-outline</key> <string>uF16CA</string> <key>book-heart</key> <string>uF1A1D</string> <key>book-heart-outline</key> <string>uF1A1E</string> <key>book-information-variant</key> <string>uF106F</string> <key>book-lock</key> <string>uF079A</string> <key>book-lock-open</key> <string>uF079B</string> <key>book-lock-open-outline</key> <string>uF168E</string> <key>book-lock-outline</key> <string>uF168F</string> <key>book-marker</key> <string>uF1690</string> <key>book-marker-outline</key> <string>uF1691</string> <key>book-minus</key> <string>uF05D9</string> <key>book-minus-multiple</key> <string>uF0A94</string> <key>book-minus-multiple-outline</key> <string>uF090B</string> <key>book-minus-outline</key> <string>uF1692</string> <key>book-multiple</key> <string>uF00BB</string> <key>book-multiple-outline</key> <string>uF0436</string> <key>book-music</key> <string>uF0067</string> <key>book-music-outline</key> <string>uF1693</string> <key>book-off</key> <string>uF1694</string> <key>book-off-outline</key> <string>uF1695</string> <key>book-open</key> <string>uF00BD</string> <key>book-open-blank-variant</key> <string>uF00BE</string> <key>book-open-outline</key> <string>uF0B63</string> <key>book-open-page-variant</key> <string>uF05DA</string> <key>book-open-page-variant-outline</key> <string>uF15D6</string> <key>book-open-variant</key> <string>uF14F7</string> <key>book-outline</key> <string>uF0B64</string> <key>book-play</key> <string>uF0E82</string> <key>book-play-outline</key> <string>uF0E83</string> <key>book-plus</key> <string>uF05DB</string> <key>book-plus-multiple</key> <string>uF0A95</string> <key>book-plus-multiple-outline</key> <string>uF0ADE</string> <key>book-plus-outline</key> <string>uF1696</string> <key>book-refresh</key> <string>uF1697</string> <key>book-refresh-outline</key> <string>uF1698</string> <key>book-remove</key> <string>uF0A97</string> <key>book-remove-multiple</key> <string>uF0A96</string> <key>book-remove-multiple-outline</key> <string>uF04CA</string> <key>book-remove-outline</key> <string>uF1699</string> <key>book-search</key> <string>uF0E84</string> <key>book-search-outline</key> <string>uF0E85</string> <key>book-settings</key> <string>uF169A</string> <key>book-settings-outline</key> <string>uF169B</string> <key>book-sync</key> <string>uF169C</string> <key>book-sync-outline</key> <string>uF16C8</string> <key>book-variant</key> <string>uF00BF</string> <key>book-variant-multiple</key> <string>uF00BC</string> <key>bookmark</key> <string>uF00C0</string> <key>bookmark-box-multiple</key> <string>uF196C</string> <key>bookmark-box-multiple-outline</key> <string>uF196D</string> <key>bookmark-check</key> <string>uF00C1</string> <key>bookmark-check-outline</key> <string>uF137B</string> <key>bookmark-minus</key> <string>uF09CC</string> <key>bookmark-minus-outline</key> <string>uF09CD</string> <key>bookmark-multiple</key> <string>uF0E15</string> <key>bookmark-multiple-outline</key> <string>uF0E16</string> <key>bookmark-music</key> <string>uF00C2</string> <key>bookmark-music-outline</key> <string>uF1379</string> <key>bookmark-off</key> <string>uF09CE</string> <key>bookmark-off-outline</key> <string>uF09CF</string> <key>bookmark-outline</key> <string>uF00C3</string> <key>bookmark-plus</key> <string>uF00C5</string> <key>bookmark-plus-outline</key> <string>uF00C4</string> <key>bookmark-remove</key> <string>uF00C6</string> <key>bookmark-remove-outline</key> <string>uF137A</string> <key>bookshelf</key> <string>uF125F</string> <key>boom-gate</key> <string>uF0E86</string> <key>boom-gate-alert</key> <string>uF0E87</string> <key>boom-gate-alert-outline</key> <string>uF0E88</string> <key>boom-gate-arrow-down</key> <string>uF0E89</string> <key>boom-gate-arrow-down-outline</key> <string>uF0E8A</string> <key>boom-gate-arrow-up</key> <string>uF0E8C</string> <key>boom-gate-arrow-up-outline</key> <string>uF0E8D</string> <key>boom-gate-outline</key> <string>uF0E8B</string> <key>boom-gate-up</key> <string>uF17F9</string> <key>boom-gate-up-outline</key> <string>uF17FA</string> <key>boombox</key> <string>uF05DC</string> <key>boomerang</key> <string>uF10CF</string> <key>bootstrap</key> <string>uF06C6</string> <key>border-all</key> <string>uF00C7</string> <key>border-all-variant</key> <string>uF08A1</string> <key>border-bottom</key> <string>uF00C8</string> <key>border-bottom-variant</key> <string>uF08A2</string> <key>border-color</key> <string>uF00C9</string> <key>border-horizontal</key> <string>uF00CA</string> <key>border-inside</key> <string>uF00CB</string> <key>border-left</key> <string>uF00CC</string> <key>border-left-variant</key> <string>uF08A3</string> <key>border-none</key> <string>uF00CD</string> <key>border-none-variant</key> <string>uF08A4</string> <key>border-outside</key> <string>uF00CE</string> <key>border-right</key> <string>uF00CF</string> <key>border-right-variant</key> <string>uF08A5</string> <key>border-style</key> <string>uF00D0</string> <key>border-top</key> <string>uF00D1</string> <key>border-top-variant</key> <string>uF08A6</string> <key>border-vertical</key> <string>uF00D2</string> <key>bottle-soda</key> <string>uF1070</string> <key>bottle-soda-classic</key> <string>uF1071</string> <key>bottle-soda-classic-outline</key> <string>uF1363</string> <key>bottle-soda-outline</key> <string>uF1072</string> <key>bottle-tonic</key> <string>uF112E</string> <key>bottle-tonic-outline</key> <string>uF112F</string> <key>bottle-tonic-plus</key> <string>uF1130</string> <key>bottle-tonic-plus-outline</key> <string>uF1131</string> <key>bottle-tonic-skull</key> <string>uF1132</string> <key>bottle-tonic-skull-outline</key> <string>uF1133</string> <key>bottle-wine</key> <string>uF0854</string> <key>bottle-wine-outline</key> <string>uF1310</string> <key>bow-arrow</key> <string>uF1841</string> <key>bow-tie</key> <string>uF0678</string> <key>bowl</key> <string>uF028E</string> <key>bowl-mix</key> <string>uF0617</string> <key>bowl-mix-outline</key> <string>uF02E4</string> <key>bowl-outline</key> <string>uF02A9</string> <key>bowling</key> <string>uF00D3</string> <key>box</key> <string>uF00D4</string> <key>box-cutter</key> <string>uF00D5</string> <key>box-cutter-off</key> <string>uF0B4A</string> <key>box-shadow</key> <string>uF0637</string> <key>boxing-glove</key> <string>uF0B65</string> <key>braille</key> <string>uF09D0</string> <key>brain</key> <string>uF09D1</string> <key>bread-slice</key> <string>uF0CEE</string> <key>bread-slice-outline</key> <string>uF0CEF</string> <key>bridge</key> <string>uF0618</string> <key>briefcase</key> <string>uF00D6</string> <key>briefcase-account</key> <string>uF0CF0</string> <key>briefcase-account-outline</key> <string>uF0CF1</string> <key>briefcase-arrow-left-right</key> <string>uF1A8D</string> <key>briefcase-arrow-left-right-outline</key> <string>uF1A8E</string> <key>briefcase-arrow-up-down</key> <string>uF1A8F</string> <key>briefcase-arrow-up-down-outline</key> <string>uF1A90</string> <key>briefcase-check</key> <string>uF00D7</string> <key>briefcase-check-outline</key> <string>uF131E</string> <key>briefcase-clock</key> <string>uF10D0</string> <key>briefcase-clock-outline</key> <string>uF10D1</string> <key>briefcase-download</key> <string>uF00D8</string> <key>briefcase-download-outline</key> <string>uF0C3D</string> <key>briefcase-edit</key> <string>uF0A98</string> <key>briefcase-edit-outline</key> <string>uF0C3E</string> <key>briefcase-eye</key> <string>uF17D9</string> <key>briefcase-eye-outline</key> <string>uF17DA</string> <key>briefcase-minus</key> <string>uF0A2A</string> <key>briefcase-minus-outline</key> <string>uF0C3F</string> <key>briefcase-off</key> <string>uF1658</string> <key>briefcase-off-outline</key> <string>uF1659</string> <key>briefcase-outline</key> <string>uF0814</string> <key>briefcase-plus</key> <string>uF0A2B</string> <key>briefcase-plus-outline</key> <string>uF0C40</string> <key>briefcase-remove</key> <string>uF0A2C</string> <key>briefcase-remove-outline</key> <string>uF0C41</string> <key>briefcase-search</key> <string>uF0A2D</string> <key>briefcase-search-outline</key> <string>uF0C42</string> <key>briefcase-upload</key> <string>uF00D9</string> <key>briefcase-upload-outline</key> <string>uF0C43</string> <key>briefcase-variant</key> <string>uF1494</string> <key>briefcase-variant-off</key> <string>uF165A</string> <key>briefcase-variant-off-outline</key> <string>uF165B</string> <key>briefcase-variant-outline</key> <string>uF1495</string> <key>brightness-1</key> <string>uF00DA</string> <key>brightness-2</key> <string>uF00DB</string> <key>brightness-3</key> <string>uF00DC</string> <key>brightness-4</key> <string>uF00DD</string> <key>brightness-5</key> <string>uF00DE</string> <key>brightness-6</key> <string>uF00DF</string> <key>brightness-7</key> <string>uF00E0</string> <key>brightness-auto</key> <string>uF00E1</string> <key>brightness-percent</key> <string>uF0CF2</string> <key>broadcast</key> <string>uF1720</string> <key>broadcast-off</key> <string>uF1721</string> <key>broom</key> <string>uF00E2</string> <key>brush</key> <string>uF00E3</string> <key>brush-off</key> <string>uF1771</string> <key>brush-outline</key> 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<key>cart-arrow-up</key> <string>uF0D67</string> <key>cart-check</key> <string>uF15EA</string> <key>cart-heart</key> <string>uF18E0</string> <key>cart-minus</key> <string>uF0D68</string> <key>cart-off</key> <string>uF066B</string> <key>cart-outline</key> <string>uF0111</string> <key>cart-plus</key> <string>uF0112</string> <key>cart-remove</key> <string>uF0D69</string> <key>cart-variant</key> <string>uF15EB</string> <key>case-sensitive-alt</key> <string>uF0113</string> <key>cash</key> <string>uF0114</string> <key>cash-100</key> <string>uF0115</string> <key>cash-check</key> <string>uF14EE</string> <key>cash-clock</key> <string>uF1A91</string> <key>cash-fast</key> <string>uF185C</string> <key>cash-lock</key> <string>uF14EA</string> <key>cash-lock-open</key> <string>uF14EB</string> <key>cash-marker</key> <string>uF0DB8</string> <key>cash-minus</key> <string>uF1260</string> <key>cash-multiple</key> <string>uF0116</string> <key>cash-plus</key> <string>uF1261</string> <key>cash-refund</key> 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<key>ceiling-light-outline</key> <string>uF17C7</string> <key>cellphone</key> <string>uF011C</string> <key>cellphone-arrow-down</key> <string>uF09D5</string> <key>cellphone-arrow-down-variant</key> <string>uF19C5</string> <key>cellphone-basic</key> <string>uF011E</string> <key>cellphone-charging</key> <string>uF1397</string> <key>cellphone-check</key> <string>uF17FD</string> <key>cellphone-cog</key> <string>uF0951</string> <key>cellphone-dock</key> <string>uF011F</string> <key>cellphone-information</key> <string>uF0F41</string> <key>cellphone-key</key> <string>uF094E</string> <key>cellphone-link</key> <string>uF0121</string> <key>cellphone-link-off</key> <string>uF0122</string> <key>cellphone-lock</key> <string>uF094F</string> <key>cellphone-marker</key> <string>uF183A</string> <key>cellphone-message</key> <string>uF08D3</string> <key>cellphone-message-off</key> <string>uF10D2</string> <key>cellphone-nfc</key> <string>uF0E90</string> <key>cellphone-nfc-off</key> <string>uF12D8</string> <key>cellphone-off</key> <string>uF0950</string> <key>cellphone-play</key> <string>uF101F</string> <key>cellphone-remove</key> <string>uF094D</string> <key>cellphone-screenshot</key> <string>uF0A35</string> <key>cellphone-settings</key> <string>uF0123</string> <key>cellphone-sound</key> <string>uF0952</string> <key>cellphone-text</key> <string>uF08D2</string> <key>cellphone-wireless</key> <string>uF0815</string> <key>centos</key> <string>uF111A</string> <key>certificate</key> <string>uF0124</string> <key>certificate-outline</key> <string>uF1188</string> <key>chair-rolling</key> <string>uF0F48</string> <key>chair-school</key> <string>uF0125</string> <key>chandelier</key> <string>uF1793</string> <key>charity</key> <string>uF0C4F</string> <key>chart-arc</key> <string>uF0126</string> <key>chart-areaspline</key> <string>uF0127</string> <key>chart-areaspline-variant</key> <string>uF0E91</string> <key>chart-bar</key> <string>uF0128</string> <key>chart-bar-stacked</key> <string>uF076A</string> <key>chart-bell-curve</key> <string>uF0C50</string> <key>chart-bell-curve-cumulative</key> <string>uF0FA7</string> <key>chart-box</key> <string>uF154D</string> <key>chart-box-outline</key> <string>uF154E</string> <key>chart-box-plus-outline</key> <string>uF154F</string> <key>chart-bubble</key> <string>uF05E3</string> <key>chart-donut</key> <string>uF07AF</string> <key>chart-donut-variant</key> <string>uF07B0</string> <key>chart-gantt</key> <string>uF066C</string> <key>chart-histogram</key> <string>uF0129</string> <key>chart-line</key> <string>uF012A</string> <key>chart-line-stacked</key> <string>uF076B</string> <key>chart-line-variant</key> <string>uF07B1</string> <key>chart-multiline</key> <string>uF08D4</string> <key>chart-multiple</key> <string>uF1213</string> <key>chart-pie</key> <string>uF012B</string> <key>chart-ppf</key> <string>uF1380</string> <key>chart-sankey</key> <string>uF11DF</string> <key>chart-sankey-variant</key> <string>uF11E0</string> <key>chart-scatter-plot</key> <string>uF0E92</string> <key>chart-scatter-plot-hexbin</key> <string>uF066D</string> <key>chart-timeline</key> <string>uF066E</string> <key>chart-timeline-variant</key> <string>uF0E93</string> <key>chart-timeline-variant-shimmer</key> <string>uF15B6</string> <key>chart-tree</key> <string>uF0E94</string> <key>chart-waterfall</key> <string>uF1918</string> <key>chat</key> <string>uF0B79</string> <key>chat-alert</key> <string>uF0B7A</string> <key>chat-alert-outline</key> <string>uF12C9</string> <key>chat-minus</key> <string>uF1410</string> <key>chat-minus-outline</key> <string>uF1413</string> <key>chat-outline</key> <string>uF0EDE</string> <key>chat-plus</key> <string>uF140F</string> <key>chat-plus-outline</key> <string>uF1412</string> <key>chat-processing</key> <string>uF0B7B</string> <key>chat-processing-outline</key> <string>uF12CA</string> <key>chat-question</key> <string>uF1738</string> <key>chat-question-outline</key> <string>uF1739</string> <key>chat-remove</key> <string>uF1411</string> <key>chat-remove-outline</key> <string>uF1414</string> <key>chat-sleep</key> <string>uF12D1</string> <key>chat-sleep-outline</key> <string>uF12D2</string> <key>check</key> <string>uF012C</string> <key>check-all</key> <string>uF012D</string> <key>check-bold</key> <string>uF0E1E</string> <key>check-circle</key> <string>uF05E0</string> <key>check-circle-outline</key> <string>uF05E1</string> <key>check-decagram</key> <string>uF0791</string> <key>check-decagram-outline</key> <string>uF1740</string> <key>check-network</key> <string>uF0C53</string> <key>check-network-outline</key> <string>uF0C54</string> <key>check-outline</key> <string>uF0855</string> <key>check-underline</key> <string>uF0E1F</string> <key>check-underline-circle</key> <string>uF0E20</string> <key>check-underline-circle-outline</key> <string>uF0E21</string> <key>checkbook</key> <string>uF0A9D</string> <key>checkbox-blank</key> <string>uF012E</string> <key>checkbox-blank-badge</key> <string>uF1176</string> <key>checkbox-blank-badge-outline</key> <string>uF0117</string> <key>checkbox-blank-circle</key> <string>uF012F</string> <key>checkbox-blank-circle-outline</key> <string>uF0130</string> <key>checkbox-blank-off</key> <string>uF12EC</string> <key>checkbox-blank-off-outline</key> <string>uF12ED</string> <key>checkbox-blank-outline</key> <string>uF0131</string> <key>checkbox-intermediate</key> <string>uF0856</string> <key>checkbox-marked</key> <string>uF0132</string> <key>checkbox-marked-circle</key> <string>uF0133</string> <key>checkbox-marked-circle-outline</key> <string>uF0134</string> <key>checkbox-marked-circle-plus-outline</key> <string>uF1927</string> <key>checkbox-marked-outline</key> <string>uF0135</string> <key>checkbox-multiple-blank</key> <string>uF0136</string> <key>checkbox-multiple-blank-circle</key> <string>uF063B</string> <key>checkbox-multiple-blank-circle-outline</key> <string>uF063C</string> <key>checkbox-multiple-blank-outline</key> <string>uF0137</string> <key>checkbox-multiple-marked</key> <string>uF0138</string> <key>checkbox-multiple-marked-circle</key> <string>uF063D</string> <key>checkbox-multiple-marked-circle-outline</key> <string>uF063E</string> <key>checkbox-multiple-marked-outline</key> <string>uF0139</string> <key>checkbox-multiple-outline</key> <string>uF0C51</string> <key>checkbox-outline</key> <string>uF0C52</string> <key>checkerboard</key> <string>uF013A</string> <key>checkerboard-minus</key> <string>uF1202</string> <key>checkerboard-plus</key> <string>uF1201</string> <key>checkerboard-remove</key> <string>uF1203</string> <key>cheese</key> <string>uF12B9</string> <key>cheese-off</key> <string>uF13EE</string> <key>chef-hat</key> <string>uF0B7C</string> <key>chemical-weapon</key> <string>uF013B</string> <key>chess-bishop</key> <string>uF085C</string> <key>chess-king</key> <string>uF0857</string> <key>chess-knight</key> <string>uF0858</string> <key>chess-pawn</key> <string>uF0859</string> <key>chess-queen</key> <string>uF085A</string> <key>chess-rook</key> <string>uF085B</string> <key>chevron-double-down</key> <string>uF013C</string> <key>chevron-double-left</key> <string>uF013D</string> <key>chevron-double-right</key> <string>uF013E</string> <key>chevron-double-up</key> <string>uF013F</string> <key>chevron-down</key> <string>uF0140</string> <key>chevron-down-box</key> <string>uF09D6</string> <key>chevron-down-box-outline</key> <string>uF09D7</string> <key>chevron-down-circle</key> <string>uF0B26</string> <key>chevron-down-circle-outline</key> <string>uF0B27</string> <key>chevron-left</key> <string>uF0141</string> <key>chevron-left-box</key> <string>uF09D8</string> <key>chevron-left-box-outline</key> <string>uF09D9</string> <key>chevron-left-circle</key> <string>uF0B28</string> <key>chevron-left-circle-outline</key> <string>uF0B29</string> <key>chevron-right</key> <string>uF0142</string> <key>chevron-right-box</key> <string>uF09DA</string> <key>chevron-right-box-outline</key> <string>uF09DB</string> <key>chevron-right-circle</key> <string>uF0B2A</string> <key>chevron-right-circle-outline</key> <string>uF0B2B</string> <key>chevron-triple-down</key> <string>uF0DB9</string> <key>chevron-triple-left</key> <string>uF0DBA</string> <key>chevron-triple-right</key> <string>uF0DBB</string> <key>chevron-triple-up</key> <string>uF0DBC</string> <key>chevron-up</key> <string>uF0143</string> <key>chevron-up-box</key> <string>uF09DC</string> <key>chevron-up-box-outline</key> <string>uF09DD</string> <key>chevron-up-circle</key> <string>uF0B2C</string> <key>chevron-up-circle-outline</key> <string>uF0B2D</string> <key>chili-alert</key> <string>uF17EA</string> <key>chili-alert-outline</key> <string>uF17EB</string> <key>chili-hot</key> <string>uF07B2</string> <key>chili-hot-outline</key> <string>uF17EC</string> <key>chili-medium</key> <string>uF07B3</string> <key>chili-medium-outline</key> <string>uF17ED</string> <key>chili-mild</key> <string>uF07B4</string> <key>chili-mild-outline</key> <string>uF17EE</string> <key>chili-off</key> <string>uF1467</string> <key>chili-off-outline</key> <string>uF17EF</string> <key>chip</key> <string>uF061A</string> <key>church</key> <string>uF0144</string> <key>cigar</key> <string>uF1189</string> <key>cigar-off</key> <string>uF141B</string> <key>circle-box</key> <string>uF15DC</string> <key>circle-box-outline</key> <string>uF15DD</string> <key>circle-double</key> <string>uF0E95</string> <key>circle-edit-outline</key> <string>uF08D5</string> <key>circle-expand</key> <string>uF0E96</string> <key>circle-half</key> <string>uF1395</string> <key>circle-half-full</key> <string>uF1396</string> <key>circle-medium</key> <string>uF09DE</string> <key>circle-multiple</key> <string>uF0B38</string> <key>circle-multiple-outline</key> <string>uF0695</string> <key>circle-off-outline</key> <string>uF10D3</string> <key>circle-opacity</key> <string>uF1853</string> <key>circle-slice-1</key> <string>uF0A9E</string> <key>circle-slice-2</key> <string>uF0A9F</string> <key>circle-slice-3</key> <string>uF0AA0</string> <key>circle-slice-4</key> <string>uF0AA1</string> <key>circle-slice-5</key> <string>uF0AA2</string> <key>circle-slice-6</key> <string>uF0AA3</string> <key>circle-slice-7</key> <string>uF0AA4</string> <key>circle-slice-8</key> <string>uF0AA5</string> <key>circle-small</key> <string>uF09DF</string> <key>circular-saw</key> <string>uF0E22</string> <key>city</key> <string>uF0146</string> <key>city-variant</key> <string>uF0A36</string> <key>city-variant-outline</key> <string>uF0A37</string> <key>clipboard</key> <string>uF0147</string> <key>clipboard-account</key> <string>uF0148</string> <key>clipboard-account-outline</key> <string>uF0C55</string> <key>clipboard-alert</key> <string>uF0149</string> <key>clipboard-alert-outline</key> <string>uF0CF7</string> <key>clipboard-arrow-down</key> <string>uF014A</string> <key>clipboard-arrow-down-outline</key> <string>uF0C56</string> <key>clipboard-arrow-left</key> <string>uF014B</string> <key>clipboard-arrow-left-outline</key> <string>uF0CF8</string> <key>clipboard-arrow-right</key> <string>uF0CF9</string> <key>clipboard-arrow-right-outline</key> <string>uF0CFA</string> <key>clipboard-arrow-up</key> <string>uF0C57</string> <key>clipboard-arrow-up-outline</key> <string>uF0C58</string> <key>clipboard-check</key> <string>uF014E</string> <key>clipboard-check-multiple</key> <string>uF1263</string> <key>clipboard-check-multiple-outline</key> <string>uF1264</string> <key>clipboard-check-outline</key> <string>uF08A8</string> <key>clipboard-clock</key> <string>uF16E2</string> <key>clipboard-clock-outline</key> <string>uF16E3</string> <key>clipboard-edit</key> <string>uF14E5</string> <key>clipboard-edit-outline</key> <string>uF14E6</string> <key>clipboard-file</key> <string>uF1265</string> <key>clipboard-file-outline</key> <string>uF1266</string> <key>clipboard-flow</key> <string>uF06C8</string> <key>clipboard-flow-outline</key> <string>uF1117</string> <key>clipboard-list</key> <string>uF10D4</string> <key>clipboard-list-outline</key> <string>uF10D5</string> <key>clipboard-minus</key> <string>uF1618</string> <key>clipboard-minus-outline</key> <string>uF1619</string> <key>clipboard-multiple</key> <string>uF1267</string> <key>clipboard-multiple-outline</key> <string>uF1268</string> <key>clipboard-off</key> <string>uF161A</string> <key>clipboard-off-outline</key> <string>uF161B</string> <key>clipboard-outline</key> <string>uF014C</string> <key>clipboard-play</key> <string>uF0C59</string> <key>clipboard-play-multiple</key> <string>uF1269</string> <key>clipboard-play-multiple-outline</key> <string>uF126A</string> <key>clipboard-play-outline</key> <string>uF0C5A</string> <key>clipboard-plus</key> <string>uF0751</string> <key>clipboard-plus-outline</key> <string>uF131F</string> <key>clipboard-pulse</key> <string>uF085D</string> <key>clipboard-pulse-outline</key> <string>uF085E</string> <key>clipboard-remove</key> <string>uF161C</string> <key>clipboard-remove-outline</key> <string>uF161D</string> <key>clipboard-search</key> <string>uF161E</string> <key>clipboard-search-outline</key> <string>uF161F</string> <key>clipboard-text</key> <string>uF014D</string> <key>clipboard-text-clock</key> <string>uF18F9</string> <key>clipboard-text-clock-outline</key> <string>uF18FA</string> <key>clipboard-text-multiple</key> <string>uF126B</string> <key>clipboard-text-multiple-outline</key> <string>uF126C</string> <key>clipboard-text-off</key> <string>uF1620</string> <key>clipboard-text-off-outline</key> <string>uF1621</string> <key>clipboard-text-outline</key> <string>uF0A38</string> <key>clipboard-text-play</key> <string>uF0C5B</string> <key>clipboard-text-play-outline</key> <string>uF0C5C</string> <key>clipboard-text-search</key> <string>uF1622</string> <key>clipboard-text-search-outline</key> <string>uF1623</string> <key>clippy</key> <string>uF014F</string> <key>clock</key> <string>uF0954</string> <key>clock-alert</key> <string>uF0955</string> <key>clock-alert-outline</key> <string>uF05CE</string> <key>clock-check</key> <string>uF0FA8</string> <key>clock-check-outline</key> <string>uF0FA9</string> <key>clock-digital</key> <string>uF0E97</string> <key>clock-edit</key> <string>uF19BA</string> <key>clock-edit-outline</key> <string>uF19BB</string> <key>clock-end</key> <string>uF0151</string> <key>clock-fast</key> <string>uF0152</string> <key>clock-in</key> <string>uF0153</string> <key>clock-minus</key> <string>uF1863</string> <key>clock-minus-outline</key> <string>uF1864</string> <key>clock-out</key> <string>uF0154</string> <key>clock-outline</key> <string>uF0150</string> <key>clock-plus</key> <string>uF1861</string> <key>clock-plus-outline</key> <string>uF1862</string> <key>clock-remove</key> <string>uF1865</string> <key>clock-remove-outline</key> <string>uF1866</string> <key>clock-start</key> <string>uF0155</string> <key>clock-time-eight</key> <string>uF1446</string> <key>clock-time-eight-outline</key> <string>uF1452</string> <key>clock-time-eleven</key> <string>uF1449</string> <key>clock-time-eleven-outline</key> <string>uF1455</string> <key>clock-time-five</key> <string>uF1443</string> <key>clock-time-five-outline</key> <string>uF144F</string> <key>clock-time-four</key> <string>uF1442</string> <key>clock-time-four-outline</key> <string>uF144E</string> <key>clock-time-nine</key> <string>uF1447</string> <key>clock-time-nine-outline</key> <string>uF1453</string> <key>clock-time-one</key> <string>uF143F</string> <key>clock-time-one-outline</key> <string>uF144B</string> <key>clock-time-seven</key> <string>uF1445</string> <key>clock-time-seven-outline</key> <string>uF1451</string> <key>clock-time-six</key> <string>uF1444</string> <key>clock-time-six-outline</key> <string>uF1450</string> <key>clock-time-ten</key> <string>uF1448</string> <key>clock-time-ten-outline</key> <string>uF1454</string> <key>clock-time-three</key> <string>uF1441</string> <key>clock-time-three-outline</key> <string>uF144D</string> <key>clock-time-twelve</key> <string>uF144A</string> <key>clock-time-twelve-outline</key> <string>uF1456</string> <key>clock-time-two</key> <string>uF1440</string> <key>clock-time-two-outline</key> <string>uF144C</string> <key>close</key> <string>uF0156</string> <key>close-box</key> <string>uF0157</string> <key>close-box-multiple</key> <string>uF0C5D</string> <key>close-box-multiple-outline</key> <string>uF0C5E</string> <key>close-box-outline</key> <string>uF0158</string> <key>close-circle</key> <string>uF0159</string> <key>close-circle-multiple</key> <string>uF062A</string> <key>close-circle-multiple-outline</key> <string>uF0883</string> <key>close-circle-outline</key> <string>uF015A</string> <key>close-network</key> <string>uF015B</string> <key>close-network-outline</key> <string>uF0C5F</string> <key>close-octagon</key> <string>uF015C</string> <key>close-octagon-outline</key> <string>uF015D</string> <key>close-outline</key> <string>uF06C9</string> <key>close-thick</key> <string>uF1398</string> <key>closed-caption</key> <string>uF015E</string> <key>closed-caption-outline</key> <string>uF0DBD</string> <key>cloud</key> <string>uF015F</string> <key>cloud-alert</key> <string>uF09E0</string> <key>cloud-braces</key> <string>uF07B5</string> <key>cloud-check</key> <string>uF0160</string> <key>cloud-check-outline</key> <string>uF12CC</string> <key>cloud-circle</key> <string>uF0161</string> <key>cloud-download</key> <string>uF0162</string> <key>cloud-download-outline</key> <string>uF0B7D</string> <key>cloud-lock</key> <string>uF11F1</string> <key>cloud-lock-outline</key> <string>uF11F2</string> <key>cloud-off-outline</key> <string>uF0164</string> <key>cloud-outline</key> <string>uF0163</string> <key>cloud-percent</key> <string>uF1A35</string> <key>cloud-percent-outline</key> <string>uF1A36</string> <key>cloud-print</key> 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<string>uF0FAB</string> <key>coffee-outline</key> <string>uF06CA</string> <key>coffee-to-go</key> <string>uF0177</string> <key>coffee-to-go-outline</key> <string>uF130E</string> <key>coffin</key> <string>uF0B7F</string> <key>cog</key> <string>uF0493</string> <key>cog-box</key> <string>uF0494</string> <key>cog-clockwise</key> <string>uF11DD</string> <key>cog-counterclockwise</key> <string>uF11DE</string> <key>cog-off</key> <string>uF13CE</string> <key>cog-off-outline</key> <string>uF13CF</string> <key>cog-outline</key> <string>uF08BB</string> <key>cog-pause</key> <string>uF1933</string> <key>cog-pause-outline</key> <string>uF1934</string> <key>cog-play</key> <string>uF1935</string> <key>cog-play-outline</key> <string>uF1936</string> <key>cog-refresh</key> <string>uF145E</string> <key>cog-refresh-outline</key> <string>uF145F</string> <key>cog-stop</key> <string>uF1937</string> <key>cog-stop-outline</key> <string>uF1938</string> <key>cog-sync</key> <string>uF1460</string> <key>cog-sync-outline</key> <string>uF1461</string> <key>cog-transfer</key> <string>uF105B</string> <key>cog-transfer-outline</key> <string>uF105C</string> <key>cogs</key> <string>uF08D6</string> <key>collage</key> <string>uF0640</string> <key>collapse-all</key> <string>uF0AA6</string> <key>collapse-all-outline</key> <string>uF0AA7</string> <key>color-helper</key> <string>uF0179</string> <key>comma</key> <string>uF0E23</string> <key>comma-box</key> <string>uF0E2B</string> <key>comma-box-outline</key> <string>uF0E24</string> <key>comma-circle</key> <string>uF0E25</string> <key>comma-circle-outline</key> <string>uF0E26</string> <key>comment</key> <string>uF017A</string> <key>comment-account</key> <string>uF017B</string> <key>comment-account-outline</key> <string>uF017C</string> <key>comment-alert</key> <string>uF017D</string> <key>comment-alert-outline</key> <string>uF017E</string> <key>comment-arrow-left</key> <string>uF09E1</string> <key>comment-arrow-left-outline</key> <string>uF09E2</string> <key>comment-arrow-right</key> <string>uF09E3</string> <key>comment-arrow-right-outline</key> <string>uF09E4</string> <key>comment-bookmark</key> <string>uF15AE</string> <key>comment-bookmark-outline</key> <string>uF15AF</string> <key>comment-check</key> <string>uF017F</string> <key>comment-check-outline</key> <string>uF0180</string> <key>comment-edit</key> <string>uF11BF</string> <key>comment-edit-outline</key> <string>uF12C4</string> <key>comment-eye</key> <string>uF0A3A</string> <key>comment-eye-outline</key> <string>uF0A3B</string> <key>comment-flash</key> <string>uF15B0</string> <key>comment-flash-outline</key> <string>uF15B1</string> <key>comment-minus</key> <string>uF15DF</string> <key>comment-minus-outline</key> <string>uF15E0</string> <key>comment-multiple</key> <string>uF085F</string> <key>comment-multiple-outline</key> <string>uF0181</string> <key>comment-off</key> <string>uF15E1</string> <key>comment-off-outline</key> <string>uF15E2</string> <key>comment-outline</key> <string>uF0182</string> <key>comment-plus</key> <string>uF09E5</string> <key>comment-plus-outline</key> <string>uF0183</string> <key>comment-processing</key> <string>uF0184</string> <key>comment-processing-outline</key> <string>uF0185</string> <key>comment-question</key> <string>uF0817</string> <key>comment-question-outline</key> <string>uF0186</string> <key>comment-quote</key> <string>uF1021</string> <key>comment-quote-outline</key> <string>uF1022</string> <key>comment-remove</key> <string>uF05DE</string> <key>comment-remove-outline</key> <string>uF0187</string> <key>comment-search</key> <string>uF0A3C</string> <key>comment-search-outline</key> <string>uF0A3D</string> <key>comment-text</key> <string>uF0188</string> <key>comment-text-multiple</key> <string>uF0860</string> <key>comment-text-multiple-outline</key> <string>uF0861</string> <key>comment-text-outline</key> <string>uF0189</string> <key>compare</key> <string>uF018A</string> <key>compare-horizontal</key> <string>uF1492</string> <key>compare-remove</key> <string>uF18B3</string> <key>compare-vertical</key> <string>uF1493</string> <key>compass</key> <string>uF018B</string> <key>compass-off</key> <string>uF0B80</string> <key>compass-off-outline</key> <string>uF0B81</string> <key>compass-outline</key> <string>uF018C</string> <key>compass-rose</key> <string>uF1382</string> <key>compost</key> <string>uF1A38</string> <key>cone</key> <string>uF194C</string> <key>cone-off</key> <string>uF194D</string> <key>connection</key> <string>uF1616</string> <key>console</key> <string>uF018D</string> <key>console-line</key> <string>uF07B7</string> <key>console-network</key> <string>uF08A9</string> <key>console-network-outline</key> <string>uF0C60</string> <key>consolidate</key> <string>uF10D8</string> <key>contactless-payment</key> <string>uF0D6A</string> <key>contactless-payment-circle</key> <string>uF0321</string> <key>contactless-payment-circle-outline</key> <string>uF0408</string> <key>contacts</key> <string>uF06CB</string> <key>contacts-outline</key> <string>uF05B8</string> <key>contain</key> <string>uF0A3E</string> <key>contain-end</key> <string>uF0A3F</string> <key>contain-start</key> <string>uF0A40</string> <key>content-copy</key> <string>uF018F</string> <key>content-cut</key> <string>uF0190</string> <key>content-duplicate</key> <string>uF0191</string> <key>content-paste</key> <string>uF0192</string> <key>content-save</key> <string>uF0193</string> <key>content-save-alert</key> <string>uF0F42</string> <key>content-save-alert-outline</key> <string>uF0F43</string> <key>content-save-all</key> <string>uF0194</string> <key>content-save-all-outline</key> <string>uF0F44</string> <key>content-save-check</key> <string>uF18EA</string> <key>content-save-check-outline</key> <string>uF18EB</string> <key>content-save-cog</key> <string>uF145B</string> <key>content-save-cog-outline</key> <string>uF145C</string> <key>content-save-edit</key> <string>uF0CFB</string> <key>content-save-edit-outline</key> <string>uF0CFC</string> <key>content-save-move</key> <string>uF0E27</string> <key>content-save-move-outline</key> <string>uF0E28</string> <key>content-save-off</key> <string>uF1643</string> <key>content-save-off-outline</key> <string>uF1644</string> <key>content-save-outline</key> <string>uF0818</string> <key>content-save-settings</key> <string>uF061B</string> <key>content-save-settings-outline</key> <string>uF0B2E</string> <key>contrast</key> <string>uF0195</string> <key>contrast-box</key> <string>uF0196</string> <key>contrast-circle</key> <string>uF0197</string> <key>controller-classic</key> <string>uF0B82</string> <key>controller-classic-outline</key> <string>uF0B83</string> <key>cookie</key> <string>uF0198</string> <key>cookie-alert</key> <string>uF16D0</string> <key>cookie-alert-outline</key> <string>uF16D1</string> <key>cookie-check</key> <string>uF16D2</string> <key>cookie-check-outline</key> <string>uF16D3</string> <key>cookie-clock</key> <string>uF16E4</string> <key>cookie-clock-outline</key> <string>uF16E5</string> <key>cookie-cog</key> <string>uF16D4</string> <key>cookie-cog-outline</key> <string>uF16D5</string> <key>cookie-edit</key> <string>uF16E6</string> <key>cookie-edit-outline</key> <string>uF16E7</string> <key>cookie-lock</key> <string>uF16E8</string> <key>cookie-lock-outline</key> <string>uF16E9</string> <key>cookie-minus</key> <string>uF16DA</string> <key>cookie-minus-outline</key> <string>uF16DB</string> <key>cookie-off</key> <string>uF16EA</string> <key>cookie-off-outline</key> <string>uF16EB</string> <key>cookie-outline</key> <string>uF16DE</string> <key>cookie-plus</key> <string>uF16D6</string> <key>cookie-plus-outline</key> <string>uF16D7</string> <key>cookie-refresh</key> <string>uF16EC</string> <key>cookie-refresh-outline</key> <string>uF16ED</string> <key>cookie-remove</key> <string>uF16D8</string> <key>cookie-remove-outline</key> <string>uF16D9</string> <key>cookie-settings</key> <string>uF16DC</string> <key>cookie-settings-outline</key> <string>uF16DD</string> <key>coolant-temperature</key> <string>uF03C8</string> <key>copyleft</key> <string>uF1939</string> <key>copyright</key> <string>uF05E6</string> <key>cordova</key> <string>uF0958</string> <key>corn</key> <string>uF07B8</string> <key>corn-off</key> <string>uF13EF</string> <key>cosine-wave</key> <string>uF1479</string> <key>counter</key> <string>uF0199</string> <key>countertop</key> <string>uF181C</string> <key>countertop-outline</key> <string>uF181D</string> <key>cow</key> <string>uF019A</string> <key>cow-off</key> <string>uF18FC</string> <key>cpu-32-bit</key> <string>uF0EDF</string> <key>cpu-64-bit</key> <string>uF0EE0</string> <key>cradle</key> <string>uF198B</string> <key>cradle-outline</key> <string>uF1991</string> <key>crane</key> <string>uF0862</string> <key>creation</key> <string>uF0674</string> <key>creative-commons</key> <string>uF0D6B</string> <key>credit-card</key> <string>uF0FEF</string> <key>credit-card-check</key> <string>uF13D0</string> <key>credit-card-check-outline</key> <string>uF13D1</string> <key>credit-card-chip</key> <string>uF190F</string> <key>credit-card-chip-outline</key> <string>uF1910</string> <key>credit-card-clock</key> <string>uF0EE1</string> <key>credit-card-clock-outline</key> <string>uF0EE2</string> <key>credit-card-edit</key> <string>uF17D7</string> <key>credit-card-edit-outline</key> <string>uF17D8</string> <key>credit-card-fast</key> <string>uF1911</string> <key>credit-card-fast-outline</key> <string>uF1912</string> <key>credit-card-lock</key> <string>uF18E7</string> <key>credit-card-lock-outline</key> <string>uF18E8</string> <key>credit-card-marker</key> <string>uF06A8</string> <key>credit-card-marker-outline</key> <string>uF0DBE</string> <key>credit-card-minus</key> <string>uF0FAC</string> <key>credit-card-minus-outline</key> <string>uF0FAD</string> <key>credit-card-multiple</key> <string>uF0FF0</string> <key>credit-card-multiple-outline</key> <string>uF019C</string> <key>credit-card-off</key> <string>uF0FF1</string> <key>credit-card-off-outline</key> <string>uF05E4</string> <key>credit-card-outline</key> <string>uF019B</string> <key>credit-card-plus</key> <string>uF0FF2</string> <key>credit-card-plus-outline</key> <string>uF0676</string> <key>credit-card-refresh</key> <string>uF1645</string> <key>credit-card-refresh-outline</key> <string>uF1646</string> <key>credit-card-refund</key> <string>uF0FF3</string> <key>credit-card-refund-outline</key> <string>uF0AA8</string> <key>credit-card-remove</key> <string>uF0FAE</string> <key>credit-card-remove-outline</key> <string>uF0FAF</string> <key>credit-card-scan</key> <string>uF0FF4</string> <key>credit-card-scan-outline</key> <string>uF019D</string> <key>credit-card-search</key> <string>uF1647</string> <key>credit-card-search-outline</key> <string>uF1648</string> <key>credit-card-settings</key> <string>uF0FF5</string> <key>credit-card-settings-outline</key> <string>uF08D7</string> <key>credit-card-sync</key> <string>uF1649</string> <key>credit-card-sync-outline</key> <string>uF164A</string> <key>credit-card-wireless</key> <string>uF0802</string> <key>credit-card-wireless-off</key> <string>uF057A</string> <key>credit-card-wireless-off-outline</key> <string>uF057B</string> <key>credit-card-wireless-outline</key> <string>uF0D6C</string> <key>cricket</key> <string>uF0D6D</string> <key>crop</key> <string>uF019E</string> <key>crop-free</key> <string>uF019F</string> <key>crop-landscape</key> <string>uF01A0</string> <key>crop-portrait</key> <string>uF01A1</string> <key>crop-rotate</key> <string>uF0696</string> <key>crop-square</key> <string>uF01A2</string> <key>cross</key> <string>uF0953</string> <key>cross-bolnisi</key> <string>uF0CED</string> <key>cross-celtic</key> <string>uF0CF5</string> <key>cross-outline</key> <string>uF0CF6</string> <key>crosshairs</key> <string>uF01A3</string> <key>crosshairs-gps</key> <string>uF01A4</string> <key>crosshairs-off</key> <string>uF0F45</string> <key>crosshairs-question</key> <string>uF1136</string> <key>crowd</key> <string>uF1975</string> <key>crown</key> <string>uF01A5</string> <key>crown-circle</key> <string>uF17DC</string> <key>crown-circle-outline</key> <string>uF17DD</string> <key>crown-outline</key> <string>uF11D0</string> <key>cryengine</key> <string>uF0959</string> <key>crystal-ball</key> <string>uF0B2F</string> <key>cube</key> <string>uF01A6</string> <key>cube-off</key> <string>uF141C</string> <key>cube-off-outline</key> <string>uF141D</string> <key>cube-outline</key> <string>uF01A7</string> <key>cube-scan</key> <string>uF0B84</string> <key>cube-send</key> <string>uF01A8</string> <key>cube-unfolded</key> <string>uF01A9</string> <key>cup</key> <string>uF01AA</string> <key>cup-off</key> <string>uF05E5</string> <key>cup-off-outline</key> <string>uF137D</string> <key>cup-outline</key> <string>uF130F</string> <key>cup-water</key> <string>uF01AB</string> <key>cupboard</key> <string>uF0F46</string> <key>cupboard-outline</key> <string>uF0F47</string> <key>cupcake</key> <string>uF095A</string> <key>curling</key> <string>uF0863</string> <key>currency-bdt</key> <string>uF0864</string> <key>currency-brl</key> <string>uF0B85</string> <key>currency-btc</key> <string>uF01AC</string> <key>currency-cny</key> <string>uF07BA</string> <key>currency-eth</key> <string>uF07BB</string> <key>currency-eur</key> <string>uF01AD</string> <key>currency-eur-off</key> <string>uF1315</string> <key>currency-fra</key> <string>uF1A39</string> <key>currency-gbp</key> <string>uF01AE</string> <key>currency-ils</key> <string>uF0C61</string> <key>currency-inr</key> <string>uF01AF</string> <key>currency-jpy</key> <string>uF07BC</string> <key>currency-krw</key> <string>uF07BD</string> <key>currency-kzt</key> <string>uF0865</string> <key>currency-mnt</key> <string>uF1512</string> <key>currency-ngn</key> <string>uF01B0</string> 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<string>uF1900</string> <key>eye-check</key> <string>uF0D04</string> <key>eye-check-outline</key> <string>uF0D05</string> <key>eye-circle</key> <string>uF0B94</string> <key>eye-circle-outline</key> <string>uF0B95</string> <key>eye-minus</key> <string>uF1026</string> <key>eye-minus-outline</key> <string>uF1027</string> <key>eye-off</key> <string>uF0209</string> <key>eye-off-outline</key> <string>uF06D1</string> <key>eye-outline</key> <string>uF06D0</string> <key>eye-plus</key> <string>uF086B</string> <key>eye-plus-outline</key> <string>uF086C</string> <key>eye-refresh</key> <string>uF197C</string> <key>eye-refresh-outline</key> <string>uF197D</string> <key>eye-remove</key> <string>uF15E3</string> <key>eye-remove-outline</key> <string>uF15E4</string> <key>eye-settings</key> <string>uF086D</string> <key>eye-settings-outline</key> <string>uF086E</string> <key>eyedropper</key> <string>uF020A</string> <key>eyedropper-minus</key> <string>uF13DD</string> <key>eyedropper-off</key> <string>uF13DF</string> <key>eyedropper-plus</key> <string>uF13DC</string> <key>eyedropper-remove</key> <string>uF13DE</string> <key>eyedropper-variant</key> <string>uF020B</string> <key>face-agent</key> <string>uF0D70</string> <key>face-man</key> <string>uF0643</string> <key>face-man-outline</key> <string>uF0B96</string> <key>face-man-profile</key> <string>uF0644</string> <key>face-man-shimmer</key> <string>uF15CC</string> <key>face-man-shimmer-outline</key> <string>uF15CD</string> <key>face-mask</key> <string>uF1586</string> <key>face-mask-outline</key> <string>uF1587</string> <key>face-recognition</key> <string>uF0C7B</string> <key>face-woman</key> <string>uF1077</string> <key>face-woman-outline</key> <string>uF1078</string> <key>face-woman-profile</key> <string>uF1076</string> <key>face-woman-shimmer</key> <string>uF15CE</string> <key>face-woman-shimmer-outline</key> <string>uF15CF</string> <key>facebook</key> <string>uF020C</string> <key>facebook-gaming</key> <string>uF07DD</string> <key>facebook-messenger</key> <string>uF020E</string> <key>facebook-workplace</key> <string>uF0B31</string> <key>factory</key> <string>uF020F</string> <key>family-tree</key> <string>uF160E</string> <key>fan</key> <string>uF0210</string> <key>fan-alert</key> <string>uF146C</string> <key>fan-auto</key> <string>uF171D</string> <key>fan-chevron-down</key> <string>uF146D</string> <key>fan-chevron-up</key> <string>uF146E</string> <key>fan-clock</key> <string>uF1A3A</string> <key>fan-minus</key> <string>uF1470</string> <key>fan-off</key> <string>uF081D</string> <key>fan-plus</key> <string>uF146F</string> <key>fan-remove</key> <string>uF1471</string> <key>fan-speed-1</key> <string>uF1472</string> <key>fan-speed-2</key> <string>uF1473</string> <key>fan-speed-3</key> <string>uF1474</string> <key>fast-forward</key> <string>uF0211</string> <key>fast-forward-10</key> <string>uF0D71</string> <key>fast-forward-15</key> <string>uF193A</string> <key>fast-forward-30</key> <string>uF0D06</string> <key>fast-forward-5</key> <string>uF11F8</string> <key>fast-forward-60</key> <string>uF160B</string> <key>fast-forward-outline</key> <string>uF06D2</string> <key>fax</key> <string>uF0212</string> <key>feather</key> <string>uF06D3</string> <key>feature-search</key> <string>uF0A49</string> <key>feature-search-outline</key> <string>uF0A4A</string> <key>fedora</key> <string>uF08DB</string> <key>fence</key> <string>uF179A</string> <key>fence-electric</key> <string>uF17F6</string> <key>fencing</key> <string>uF14C1</string> <key>ferris-wheel</key> <string>uF0EA4</string> <key>ferry</key> <string>uF0213</string> <key>file</key> <string>uF0214</string> <key>file-account</key> <string>uF073B</string> <key>file-account-outline</key> <string>uF1028</string> <key>file-alert</key> <string>uF0A4B</string> <key>file-alert-outline</key> <string>uF0A4C</string> <key>file-arrow-left-right</key> <string>uF1A93</string> <key>file-arrow-left-right-outline</key> 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<string>uF0B97</string> <key>file-gif-box</key> <string>uF0D78</string> <key>file-hidden</key> <string>uF0613</string> <key>file-image</key> <string>uF021F</string> <key>file-image-marker</key> <string>uF1772</string> <key>file-image-marker-outline</key> <string>uF1773</string> <key>file-image-minus</key> <string>uF193B</string> <key>file-image-minus-outline</key> <string>uF193C</string> <key>file-image-outline</key> <string>uF0EB0</string> <key>file-image-plus</key> <string>uF193D</string> <key>file-image-plus-outline</key> <string>uF193E</string> <key>file-image-remove</key> <string>uF193F</string> <key>file-image-remove-outline</key> <string>uF1940</string> <key>file-import</key> <string>uF0220</string> <key>file-import-outline</key> <string>uF102F</string> <key>file-jpg-box</key> <string>uF0225</string> <key>file-key</key> <string>uF1184</string> <key>file-key-outline</key> <string>uF1185</string> <key>file-link</key> <string>uF1177</string> <key>file-link-outline</key> 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<key>filter-remove-outline</key> <string>uF0235</string> <key>filter-settings</key> <string>uF1AA5</string> <key>filter-settings-outline</key> <string>uF1AA6</string> <key>filter-variant</key> <string>uF0236</string> <key>filter-variant-minus</key> <string>uF1112</string> <key>filter-variant-plus</key> <string>uF1113</string> <key>filter-variant-remove</key> <string>uF103F</string> <key>finance</key> <string>uF081F</string> <key>find-replace</key> <string>uF06D4</string> <key>fingerprint</key> <string>uF0237</string> <key>fingerprint-off</key> <string>uF0EB1</string> <key>fire</key> <string>uF0238</string> <key>fire-alert</key> <string>uF15D7</string> <key>fire-circle</key> <string>uF1807</string> <key>fire-extinguisher</key> <string>uF0EF2</string> <key>fire-hydrant</key> <string>uF1137</string> <key>fire-hydrant-alert</key> <string>uF1138</string> <key>fire-hydrant-off</key> <string>uF1139</string> <key>fire-off</key> <string>uF1722</string> <key>fire-truck</key> <string>uF08AB</string> <key>firebase</key> <string>uF0967</string> <key>firefox</key> <string>uF0239</string> <key>fireplace</key> <string>uF0E2E</string> <key>fireplace-off</key> <string>uF0E2F</string> <key>firewire</key> <string>uF05BE</string> <key>firework</key> <string>uF0E30</string> <key>firework-off</key> <string>uF1723</string> <key>fish</key> <string>uF023A</string> <key>fish-off</key> <string>uF13F3</string> <key>fishbowl</key> <string>uF0EF3</string> <key>fishbowl-outline</key> <string>uF0EF4</string> <key>fit-to-page</key> <string>uF0EF5</string> <key>fit-to-page-outline</key> <string>uF0EF6</string> <key>fit-to-screen</key> <string>uF18F4</string> <key>fit-to-screen-outline</key> <string>uF18F5</string> <key>flag</key> <string>uF023B</string> <key>flag-checkered</key> <string>uF023C</string> <key>flag-minus</key> <string>uF0B99</string> <key>flag-minus-outline</key> <string>uF10B2</string> <key>flag-off</key> <string>uF18EE</string> <key>flag-off-outline</key> <string>uF18EF</string> <key>flag-outline</key> <string>uF023D</string> <key>flag-plus</key> <string>uF0B9A</string> <key>flag-plus-outline</key> <string>uF10B3</string> <key>flag-remove</key> <string>uF0B9B</string> <key>flag-remove-outline</key> <string>uF10B4</string> <key>flag-triangle</key> <string>uF023F</string> <key>flag-variant</key> <string>uF0240</string> <key>flag-variant-outline</key> <string>uF023E</string> <key>flare</key> <string>uF0D72</string> <key>flash</key> <string>uF0241</string> <key>flash-alert</key> <string>uF0EF7</string> <key>flash-alert-outline</key> <string>uF0EF8</string> <key>flash-auto</key> <string>uF0242</string> <key>flash-off</key> <string>uF0243</string> <key>flash-outline</key> <string>uF06D5</string> <key>flash-red-eye</key> <string>uF067B</string> <key>flashlight</key> <string>uF0244</string> <key>flashlight-off</key> <string>uF0245</string> <key>flask</key> <string>uF0093</string> <key>flask-empty</key> <string>uF0094</string> <key>flask-empty-minus</key> <string>uF123A</string> <key>flask-empty-minus-outline</key> <string>uF123B</string> <key>flask-empty-off</key> <string>uF13F4</string> <key>flask-empty-off-outline</key> <string>uF13F5</string> <key>flask-empty-outline</key> <string>uF0095</string> <key>flask-empty-plus</key> <string>uF123C</string> <key>flask-empty-plus-outline</key> <string>uF123D</string> <key>flask-empty-remove</key> <string>uF123E</string> <key>flask-empty-remove-outline</key> <string>uF123F</string> <key>flask-minus</key> <string>uF1240</string> <key>flask-minus-outline</key> <string>uF1241</string> <key>flask-off</key> <string>uF13F6</string> <key>flask-off-outline</key> <string>uF13F7</string> <key>flask-outline</key> <string>uF0096</string> <key>flask-plus</key> <string>uF1242</string> <key>flask-plus-outline</key> <string>uF1243</string> <key>flask-remove</key> <string>uF1244</string> <key>flask-remove-outline</key> <string>uF1245</string> <key>flask-round-bottom</key> <string>uF124B</string> <key>flask-round-bottom-empty</key> <string>uF124C</string> <key>flask-round-bottom-empty-outline</key> <string>uF124D</string> <key>flask-round-bottom-outline</key> <string>uF124E</string> <key>fleur-de-lis</key> <string>uF1303</string> <key>flip-horizontal</key> <string>uF10E7</string> <key>flip-to-back</key> <string>uF0247</string> <key>flip-to-front</key> <string>uF0248</string> <key>flip-vertical</key> <string>uF10E8</string> <key>floor-lamp</key> <string>uF08DD</string> <key>floor-lamp-dual</key> <string>uF1040</string> <key>floor-lamp-dual-outline</key> <string>uF17CE</string> <key>floor-lamp-outline</key> <string>uF17C8</string> <key>floor-lamp-torchiere</key> <string>uF1747</string> <key>floor-lamp-torchiere-outline</key> <string>uF17D6</string> <key>floor-lamp-torchiere-variant</key> <string>uF1041</string> <key>floor-lamp-torchiere-variant-outline</key> <string>uF17CF</string> <key>floor-plan</key> <string>uF0821</string> <key>floppy</key> <string>uF0249</string> <key>floppy-variant</key> <string>uF09EF</string> <key>flower</key> <string>uF024A</string> <key>flower-outline</key> <string>uF09F0</string> <key>flower-pollen</key> <string>uF1885</string> <key>flower-pollen-outline</key> <string>uF1886</string> <key>flower-poppy</key> <string>uF0D08</string> <key>flower-tulip</key> <string>uF09F1</string> <key>flower-tulip-outline</key> <string>uF09F2</string> <key>focus-auto</key> <string>uF0F4E</string> <key>focus-field</key> <string>uF0F4F</string> <key>focus-field-horizontal</key> <string>uF0F50</string> <key>focus-field-vertical</key> <string>uF0F51</string> <key>folder</key> <string>uF024B</string> <key>folder-account</key> <string>uF024C</string> <key>folder-account-outline</key> <string>uF0B9C</string> <key>folder-alert</key> <string>uF0DCC</string> <key>folder-alert-outline</key> <string>uF0DCD</string> <key>folder-arrow-down</key> <string>uF19E8</string> <key>folder-arrow-down-outline</key> <string>uF19E9</string> <key>folder-arrow-left</key> <string>uF19EA</string> <key>folder-arrow-left-outline</key> <string>uF19EB</string> <key>folder-arrow-left-right</key> <string>uF19EC</string> <key>folder-arrow-left-right-outline</key> <string>uF19ED</string> <key>folder-arrow-right</key> <string>uF19EE</string> <key>folder-arrow-right-outline</key> <string>uF19EF</string> <key>folder-arrow-up</key> <string>uF19F0</string> <key>folder-arrow-up-down</key> <string>uF19F1</string> <key>folder-arrow-up-down-outline</key> <string>uF19F2</string> <key>folder-arrow-up-outline</key> <string>uF19F3</string> <key>folder-cancel</key> <string>uF19F4</string> <key>folder-cancel-outline</key> <string>uF19F5</string> <key>folder-check</key> <string>uF197E</string> <key>folder-check-outline</key> <string>uF197F</string> <key>folder-clock</key> <string>uF0ABA</string> <key>folder-clock-outline</key> <string>uF0ABB</string> <key>folder-cog</key> <string>uF107F</string> <key>folder-cog-outline</key> <string>uF1080</string> <key>folder-download</key> <string>uF024D</string> <key>folder-download-outline</key> <string>uF10E9</string> <key>folder-edit</key> <string>uF08DE</string> <key>folder-edit-outline</key> <string>uF0DCE</string> <key>folder-eye</key> <string>uF178A</string> <key>folder-eye-outline</key> <string>uF178B</string> <key>folder-file</key> <string>uF19F6</string> <key>folder-file-outline</key> <string>uF19F7</string> <key>folder-google-drive</key> <string>uF024E</string> <key>folder-heart</key> <string>uF10EA</string> <key>folder-heart-outline</key> <string>uF10EB</string> <key>folder-hidden</key> <string>uF179E</string> <key>folder-home</key> <string>uF10B5</string> <key>folder-home-outline</key> <string>uF10B6</string> <key>folder-image</key> <string>uF024F</string> <key>folder-information</key> <string>uF10B7</string> <key>folder-information-outline</key> <string>uF10B8</string> <key>folder-key</key> <string>uF08AC</string> <key>folder-key-network</key> <string>uF08AD</string> <key>folder-key-network-outline</key> <string>uF0C80</string> <key>folder-key-outline</key> <string>uF10EC</string> <key>folder-lock</key> <string>uF0250</string> <key>folder-lock-open</key> <string>uF0251</string> <key>folder-lock-open-outline</key> <string>uF1AA7</string> <key>folder-lock-outline</key> <string>uF1AA8</string> <key>folder-marker</key> <string>uF126D</string> <key>folder-marker-outline</key> <string>uF126E</string> <key>folder-move</key> <string>uF0252</string> <key>folder-move-outline</key> <string>uF1246</string> <key>folder-multiple</key> <string>uF0253</string> <key>folder-multiple-image</key> <string>uF0254</string> <key>folder-multiple-outline</key> <string>uF0255</string> <key>folder-multiple-plus</key> <string>uF147E</string> <key>folder-multiple-plus-outline</key> <string>uF147F</string> <key>folder-music</key> <string>uF1359</string> <key>folder-music-outline</key> <string>uF135A</string> <key>folder-network</key> <string>uF0870</string> <key>folder-network-outline</key> <string>uF0C81</string> <key>folder-off</key> <string>uF19F8</string> <key>folder-off-outline</key> <string>uF19F9</string> <key>folder-open</key> <string>uF0770</string> <key>folder-open-outline</key> <string>uF0DCF</string> <key>folder-outline</key> <string>uF0256</string> <key>folder-play</key> <string>uF19FA</string> <key>folder-play-outline</key> <string>uF19FB</string> <key>folder-plus</key> <string>uF0257</string> <key>folder-plus-outline</key> <string>uF0B9D</string> <key>folder-pound</key> <string>uF0D09</string> <key>folder-pound-outline</key> <string>uF0D0A</string> <key>folder-question</key> <string>uF19CA</string> <key>folder-question-outline</key> <string>uF19CB</string> <key>folder-refresh</key> <string>uF0749</string> <key>folder-refresh-outline</key> <string>uF0542</string> <key>folder-remove</key> <string>uF0258</string> <key>folder-remove-outline</key> <string>uF0B9E</string> <key>folder-search</key> <string>uF0968</string> <key>folder-search-outline</key> <string>uF0969</string> <key>folder-settings</key> <string>uF107D</string> <key>folder-settings-outline</key> <string>uF107E</string> <key>folder-star</key> <string>uF069D</string> <key>folder-star-multiple</key> <string>uF13D3</string> <key>folder-star-multiple-outline</key> <string>uF13D4</string> <key>folder-star-outline</key> <string>uF0B9F</string> <key>folder-swap</key> <string>uF0FB6</string> <key>folder-swap-outline</key> <string>uF0FB7</string> <key>folder-sync</key> <string>uF0D0B</string> <key>folder-sync-outline</key> <string>uF0D0C</string> <key>folder-table</key> <string>uF12E3</string> <key>folder-table-outline</key> <string>uF12E4</string> <key>folder-text</key> <string>uF0C82</string> <key>folder-text-outline</key> <string>uF0C83</string> <key>folder-upload</key> <string>uF0259</string> <key>folder-upload-outline</key> <string>uF10ED</string> <key>folder-wrench</key> <string>uF19FC</string> <key>folder-wrench-outline</key> <string>uF19FD</string> <key>folder-zip</key> <string>uF06EB</string> <key>folder-zip-outline</key> <string>uF07B9</string> <key>font-awesome</key> <string>uF003A</string> <key>food</key> <string>uF025A</string> <key>food-apple</key> <string>uF025B</string> <key>food-apple-outline</key> <string>uF0C84</string> <key>food-croissant</key> <string>uF07C8</string> <key>food-drumstick</key> <string>uF141F</string> <key>food-drumstick-off</key> <string>uF1468</string> <key>food-drumstick-off-outline</key> <string>uF1469</string> <key>food-drumstick-outline</key> <string>uF1420</string> <key>food-fork-drink</key> <string>uF05F2</string> <key>food-halal</key> <string>uF1572</string> <key>food-hot-dog</key> <string>uF184B</string> <key>food-kosher</key> <string>uF1573</string> <key>food-off</key> <string>uF05F3</string> <key>food-off-outline</key> <string>uF1915</string> <key>food-outline</key> <string>uF1916</string> <key>food-steak</key> <string>uF146A</string> <key>food-steak-off</key> <string>uF146B</string> <key>food-takeout-box</key> <string>uF1836</string> <key>food-takeout-box-outline</key> <string>uF1837</string> <key>food-turkey</key> <string>uF171C</string> <key>food-variant</key> <string>uF025C</string> <key>food-variant-off</key> <string>uF13E5</string> <key>foot-print</key> <string>uF0F52</string> <key>football</key> <string>uF025D</string> <key>football-australian</key> <string>uF025E</string> <key>football-helmet</key> <string>uF025F</string> <key>forest</key> <string>uF1897</string> <key>forklift</key> <string>uF07C9</string> <key>form-dropdown</key> <string>uF1400</string> <key>form-select</key> <string>uF1401</string> <key>form-textarea</key> <string>uF1095</string> <key>form-textbox</key> <string>uF060E</string> <key>form-textbox-lock</key> <string>uF135D</string> <key>form-textbox-password</key> <string>uF07F5</string> <key>format-align-bottom</key> <string>uF0753</string> <key>format-align-center</key> <string>uF0260</string> <key>format-align-justify</key> <string>uF0261</string> <key>format-align-left</key> <string>uF0262</string> <key>format-align-middle</key> <string>uF0754</string> <key>format-align-right</key> <string>uF0263</string> <key>format-align-top</key> <string>uF0755</string> <key>format-annotation-minus</key> <string>uF0ABC</string> <key>format-annotation-plus</key> <string>uF0646</string> <key>format-bold</key> <string>uF0264</string> <key>format-clear</key> <string>uF0265</string> <key>format-color-fill</key> <string>uF0266</string> <key>format-color-highlight</key> <string>uF0E31</string> <key>format-color-marker-cancel</key> <string>uF1313</string> <key>format-color-text</key> <string>uF069E</string> <key>format-columns</key> <string>uF08DF</string> <key>format-float-center</key> <string>uF0267</string> <key>format-float-left</key> <string>uF0268</string> <key>format-float-none</key> <string>uF0269</string> <key>format-float-right</key> <string>uF026A</string> <key>format-font</key> <string>uF06D6</string> <key>format-font-size-decrease</key> <string>uF09F3</string> <key>format-font-size-increase</key> <string>uF09F4</string> <key>format-header-1</key> <string>uF026B</string> <key>format-header-2</key> <string>uF026C</string> <key>format-header-3</key> <string>uF026D</string> <key>format-header-4</key> <string>uF026E</string> <key>format-header-5</key> <string>uF026F</string> <key>format-header-6</key> <string>uF0270</string> <key>format-header-decrease</key> <string>uF0271</string> <key>format-header-equal</key> <string>uF0272</string> <key>format-header-increase</key> <string>uF0273</string> <key>format-header-pound</key> <string>uF0274</string> <key>format-horizontal-align-center</key> <string>uF061E</string> <key>format-horizontal-align-left</key> <string>uF061F</string> <key>format-horizontal-align-right</key> <string>uF0620</string> <key>format-indent-decrease</key> <string>uF0275</string> <key>format-indent-increase</key> <string>uF0276</string> <key>format-italic</key> <string>uF0277</string> <key>format-letter-case</key> <string>uF0B34</string> <key>format-letter-case-lower</key> <string>uF0B35</string> <key>format-letter-case-upper</key> <string>uF0B36</string> <key>format-letter-ends-with</key> <string>uF0FB8</string> <key>format-letter-matches</key> <string>uF0FB9</string> <key>format-letter-spacing</key> <string>uF1956</string> <key>format-letter-starts-with</key> <string>uF0FBA</string> <key>format-line-spacing</key> <string>uF0278</string> <key>format-line-style</key> <string>uF05C8</string> <key>format-line-weight</key> <string>uF05C9</string> <key>format-list-bulleted</key> <string>uF0279</string> <key>format-list-bulleted-square</key> <string>uF0DD0</string> <key>format-list-bulleted-triangle</key> <string>uF0EB2</string> <key>format-list-bulleted-type</key> <string>uF027A</string> <key>format-list-checkbox</key> <string>uF096A</string> <key>format-list-checks</key> <string>uF0756</string> <key>format-list-group</key> <string>uF1860</string> <key>format-list-numbered</key> <string>uF027B</string> <key>format-list-numbered-rtl</key> <string>uF0D0D</string> <key>format-list-text</key> <string>uF126F</string> <key>format-overline</key> <string>uF0EB3</string> <key>format-page-break</key> <string>uF06D7</string> <key>format-page-split</key> <string>uF1917</string> <key>format-paint</key> <string>uF027C</string> <key>format-paragraph</key> <string>uF027D</string> <key>format-pilcrow</key> <string>uF06D8</string> <key>format-quote-close</key> <string>uF027E</string> <key>format-quote-close-outline</key> <string>uF11A8</string> <key>format-quote-open</key> <string>uF0757</string> <key>format-quote-open-outline</key> <string>uF11A7</string> <key>format-rotate-90</key> <string>uF06AA</string> <key>format-section</key> <string>uF069F</string> <key>format-size</key> <string>uF027F</string> <key>format-strikethrough</key> <string>uF0280</string> 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<string>uF0E37</string> <key>gamepad-circle-up</key> <string>uF0E38</string> <key>gamepad-down</key> <string>uF0E39</string> <key>gamepad-left</key> <string>uF0E3A</string> <key>gamepad-outline</key> <string>uF1919</string> <key>gamepad-right</key> <string>uF0E3B</string> <key>gamepad-round</key> <string>uF0E3C</string> <key>gamepad-round-down</key> <string>uF0E3D</string> <key>gamepad-round-left</key> <string>uF0E3E</string> <key>gamepad-round-outline</key> <string>uF0E3F</string> <key>gamepad-round-right</key> <string>uF0E40</string> <key>gamepad-round-up</key> <string>uF0E41</string> <key>gamepad-square</key> <string>uF0EB5</string> <key>gamepad-square-outline</key> <string>uF0EB6</string> <key>gamepad-up</key> <string>uF0E42</string> <key>gamepad-variant</key> <string>uF0297</string> <key>gamepad-variant-outline</key> <string>uF0EB7</string> <key>gamma</key> <string>uF10EE</string> <key>gantry-crane</key> <string>uF0DD1</string> <key>garage</key> <string>uF06D9</string> 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<key>globe-light</key> <string>uF12D7</string> <key>globe-model</key> <string>uF08E9</string> <key>gmail</key> <string>uF02AB</string> <key>gnome</key> <string>uF02AC</string> <key>go-kart</key> <string>uF0D79</string> <key>go-kart-track</key> <string>uF0D7A</string> <key>gog</key> <string>uF0BA1</string> <key>gold</key> <string>uF124F</string> <key>golf</key> <string>uF0823</string> <key>golf-cart</key> <string>uF11A4</string> <key>golf-tee</key> <string>uF1083</string> <key>gondola</key> <string>uF0686</string> <key>goodreads</key> <string>uF0D7B</string> <key>google</key> <string>uF02AD</string> <key>google-ads</key> <string>uF0C87</string> <key>google-analytics</key> <string>uF07CC</string> <key>google-assistant</key> <string>uF07CD</string> <key>google-cardboard</key> <string>uF02AE</string> <key>google-chrome</key> <string>uF02AF</string> <key>google-circles</key> <string>uF02B0</string> <key>google-circles-communities</key> <string>uF02B1</string> <key>google-circles-extended</key> <string>uF02B2</string> <key>google-circles-group</key> <string>uF02B3</string> <key>google-classroom</key> <string>uF02C0</string> <key>google-cloud</key> <string>uF11F6</string> <key>google-controller</key> <string>uF02B4</string> <key>google-controller-off</key> <string>uF02B5</string> <key>google-downasaur</key> <string>uF1362</string> <key>google-drive</key> <string>uF02B6</string> <key>google-earth</key> <string>uF02B7</string> <key>google-fit</key> <string>uF096C</string> <key>google-glass</key> <string>uF02B8</string> <key>google-hangouts</key> <string>uF02C9</string> <key>google-home</key> <string>uF0824</string> <key>google-keep</key> <string>uF06DC</string> <key>google-lens</key> <string>uF09F6</string> <key>google-maps</key> <string>uF05F5</string> <key>google-my-business</key> <string>uF1048</string> <key>google-nearby</key> <string>uF02B9</string> <key>google-play</key> <string>uF02BC</string> <key>google-plus</key> <string>uF02BD</string> <key>google-podcast</key> <string>uF0EB9</string> <key>google-spreadsheet</key> <string>uF09F7</string> <key>google-street-view</key> <string>uF0C88</string> <key>google-translate</key> <string>uF02BF</string> <key>gradient-horizontal</key> <string>uF174A</string> <key>gradient-vertical</key> <string>uF06A0</string> <key>grain</key> <string>uF0D7C</string> <key>graph</key> <string>uF1049</string> <key>graph-outline</key> <string>uF104A</string> <key>graphql</key> <string>uF0877</string> <key>grass</key> <string>uF1510</string> <key>grave-stone</key> <string>uF0BA2</string> <key>grease-pencil</key> <string>uF0648</string> <key>greater-than</key> <string>uF096D</string> <key>greater-than-or-equal</key> <string>uF096E</string> <key>greenhouse</key> <string>uF002D</string> <key>grid</key> <string>uF02C1</string> <key>grid-large</key> <string>uF0758</string> <key>grid-off</key> <string>uF02C2</string> <key>grill</key> <string>uF0E45</string> <key>grill-outline</key> <string>uF118A</string> <key>group</key> <string>uF02C3</string> <key>guitar-acoustic</key> <string>uF0771</string> <key>guitar-electric</key> <string>uF02C4</string> <key>guitar-pick</key> <string>uF02C5</string> <key>guitar-pick-outline</key> <string>uF02C6</string> <key>guy-fawkes-mask</key> <string>uF0825</string> <key>gymnastics</key> <string>uF1A41</string> <key>hail</key> <string>uF0AC1</string> <key>hair-dryer</key> <string>uF10EF</string> <key>hair-dryer-outline</key> <string>uF10F0</string> <key>halloween</key> <string>uF0BA3</string> <key>hamburger</key> <string>uF0685</string> <key>hamburger-check</key> <string>uF1776</string> <key>hamburger-minus</key> <string>uF1777</string> <key>hamburger-off</key> <string>uF1778</string> <key>hamburger-plus</key> <string>uF1779</string> <key>hamburger-remove</key> <string>uF177A</string> <key>hammer</key> <string>uF08EA</string> <key>hammer-screwdriver</key> <string>uF1322</string> <key>hammer-sickle</key> <string>uF1887</string> 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<string>uF182F</string> <key>hand-heart</key> <string>uF10F1</string> <key>hand-heart-outline</key> <string>uF157E</string> <key>hand-okay</key> <string>uF0A50</string> <key>hand-peace</key> <string>uF0A51</string> <key>hand-peace-variant</key> <string>uF0A52</string> <key>hand-pointing-down</key> <string>uF0A53</string> <key>hand-pointing-left</key> <string>uF0A54</string> <key>hand-pointing-right</key> <string>uF02C7</string> <key>hand-pointing-up</key> <string>uF0A55</string> <key>hand-saw</key> <string>uF0E48</string> <key>hand-wash</key> <string>uF157F</string> <key>hand-wash-outline</key> <string>uF1580</string> <key>hand-water</key> <string>uF139F</string> <key>hand-wave</key> <string>uF1821</string> <key>hand-wave-outline</key> <string>uF1822</string> <key>handball</key> <string>uF0F53</string> <key>handcuffs</key> <string>uF113E</string> <key>hands-pray</key> <string>uF0579</string> <key>handshake</key> <string>uF1218</string> <key>handshake-outline</key> 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<key>head-heart</key> <string>uF1342</string> <key>head-heart-outline</key> <string>uF1343</string> <key>head-lightbulb</key> <string>uF1344</string> <key>head-lightbulb-outline</key> <string>uF1345</string> <key>head-minus</key> <string>uF1346</string> <key>head-minus-outline</key> <string>uF1347</string> <key>head-outline</key> <string>uF135F</string> <key>head-plus</key> <string>uF1348</string> <key>head-plus-outline</key> <string>uF1349</string> <key>head-question</key> <string>uF134A</string> <key>head-question-outline</key> <string>uF134B</string> <key>head-remove</key> <string>uF134C</string> <key>head-remove-outline</key> <string>uF134D</string> <key>head-snowflake</key> <string>uF134E</string> <key>head-snowflake-outline</key> <string>uF134F</string> <key>head-sync</key> <string>uF1350</string> <key>head-sync-outline</key> <string>uF1351</string> <key>headphones</key> <string>uF02CB</string> <key>headphones-bluetooth</key> <string>uF0970</string> <key>headphones-box</key> <string>uF02CC</string> <key>headphones-off</key> <string>uF07CE</string> <key>headphones-settings</key> <string>uF02CD</string> <key>headset</key> <string>uF02CE</string> <key>headset-dock</key> <string>uF02CF</string> <key>headset-off</key> <string>uF02D0</string> <key>heart</key> <string>uF02D1</string> <key>heart-box</key> <string>uF02D2</string> <key>heart-box-outline</key> <string>uF02D3</string> <key>heart-broken</key> <string>uF02D4</string> <key>heart-broken-outline</key> <string>uF0D14</string> <key>heart-circle</key> <string>uF0971</string> <key>heart-circle-outline</key> <string>uF0972</string> <key>heart-cog</key> <string>uF1663</string> <key>heart-cog-outline</key> <string>uF1664</string> <key>heart-flash</key> <string>uF0EF9</string> <key>heart-half</key> <string>uF06DF</string> <key>heart-half-full</key> <string>uF06DE</string> <key>heart-half-outline</key> <string>uF06E0</string> <key>heart-minus</key> <string>uF142F</string> <key>heart-minus-outline</key> <string>uF1432</string> <key>heart-multiple</key> <string>uF0A56</string> <key>heart-multiple-outline</key> <string>uF0A57</string> <key>heart-off</key> <string>uF0759</string> <key>heart-off-outline</key> <string>uF1434</string> <key>heart-outline</key> <string>uF02D5</string> <key>heart-plus</key> <string>uF142E</string> <key>heart-plus-outline</key> <string>uF1431</string> <key>heart-pulse</key> <string>uF05F6</string> <key>heart-remove</key> <string>uF1430</string> <key>heart-remove-outline</key> <string>uF1433</string> <key>heart-settings</key> <string>uF1665</string> <key>heart-settings-outline</key> <string>uF1666</string> <key>heat-pump</key> <string>uF1A43</string> <key>heat-pump-outline</key> <string>uF1A44</string> <key>heat-wave</key> <string>uF1A45</string> <key>heating-coil</key> <string>uF1AAF</string> <key>helicopter</key> <string>uF0AC2</string> <key>help</key> <string>uF02D6</string> <key>help-box</key> <string>uF078B</string> <key>help-circle</key> <string>uF02D7</string> <key>help-circle-outline</key> <string>uF0625</string> <key>help-network</key> <string>uF06F5</string> <key>help-network-outline</key> <string>uF0C8A</string> <key>help-rhombus</key> <string>uF0BA5</string> <key>help-rhombus-outline</key> <string>uF0BA6</string> <key>hexadecimal</key> <string>uF12A7</string> <key>hexagon</key> <string>uF02D8</string> <key>hexagon-multiple</key> <string>uF06E1</string> <key>hexagon-multiple-outline</key> <string>uF10F2</string> <key>hexagon-outline</key> <string>uF02D9</string> <key>hexagon-slice-1</key> <string>uF0AC3</string> <key>hexagon-slice-2</key> <string>uF0AC4</string> <key>hexagon-slice-3</key> <string>uF0AC5</string> <key>hexagon-slice-4</key> <string>uF0AC6</string> <key>hexagon-slice-5</key> <string>uF0AC7</string> <key>hexagon-slice-6</key> <string>uF0AC8</string> <key>hexagram</key> <string>uF0AC9</string> <key>hexagram-outline</key> <string>uF0ACA</string> <key>high-definition</key> <string>uF07CF</string> <key>high-definition-box</key> <string>uF0878</string> <key>highway</key> <string>uF05F7</string> <key>hiking</key> <string>uF0D7F</string> <key>history</key> <string>uF02DA</string> <key>hockey-puck</key> <string>uF0879</string> <key>hockey-sticks</key> <string>uF087A</string> <key>hololens</key> <string>uF02DB</string> <key>home</key> <string>uF02DC</string> <key>home-account</key> <string>uF0826</string> <key>home-alert</key> <string>uF087B</string> <key>home-alert-outline</key> <string>uF15D0</string> <key>home-analytics</key> <string>uF0EBA</string> <key>home-assistant</key> <string>uF07D0</string> <key>home-automation</key> <string>uF07D1</string> <key>home-battery</key> <string>uF1901</string> <key>home-battery-outline</key> <string>uF1902</string> <key>home-circle</key> <string>uF07D2</string> <key>home-circle-outline</key> <string>uF104D</string> <key>home-city</key> <string>uF0D15</string> <key>home-city-outline</key> <string>uF0D16</string> <key>home-clock</key> <string>uF1A12</string> <key>home-clock-outline</key> <string>uF1A13</string> <key>home-edit</key> <string>uF1159</string> <key>home-edit-outline</key> <string>uF115A</string> <key>home-export-outline</key> <string>uF0F9B</string> <key>home-flood</key> <string>uF0EFA</string> <key>home-floor-0</key> <string>uF0DD2</string> <key>home-floor-1</key> <string>uF0D80</string> <key>home-floor-2</key> <string>uF0D81</string> <key>home-floor-3</key> <string>uF0D82</string> <key>home-floor-a</key> <string>uF0D83</string> <key>home-floor-b</key> <string>uF0D84</string> <key>home-floor-g</key> <string>uF0D85</string> <key>home-floor-l</key> <string>uF0D86</string> <key>home-floor-negative-1</key> <string>uF0DD3</string> <key>home-group</key> <string>uF0DD4</string> <key>home-group-minus</key> <string>uF19C1</string> <key>home-group-plus</key> <string>uF19C0</string> <key>home-group-remove</key> <string>uF19C2</string> <key>home-heart</key> <string>uF0827</string> <key>home-import-outline</key> <string>uF0F9C</string> <key>home-lightbulb</key> <string>uF1251</string> <key>home-lightbulb-outline</key> <string>uF1252</string> <key>home-lightning-bolt</key> <string>uF1903</string> <key>home-lightning-bolt-outline</key> <string>uF1904</string> <key>home-lock</key> <string>uF08EB</string> <key>home-lock-open</key> <string>uF08EC</string> <key>home-map-marker</key> <string>uF05F8</string> <key>home-minus</key> <string>uF0974</string> <key>home-minus-outline</key> <string>uF13D5</string> <key>home-modern</key> <string>uF02DD</string> <key>home-off</key> <string>uF1A46</string> <key>home-off-outline</key> <string>uF1A47</string> <key>home-outline</key> <string>uF06A1</string> <key>home-plus</key> <string>uF0975</string> <key>home-plus-outline</key> <string>uF13D6</string> <key>home-remove</key> <string>uF1247</string> <key>home-remove-outline</key> <string>uF13D7</string> <key>home-roof</key> <string>uF112B</string> <key>home-search</key> <string>uF13B0</string> <key>home-search-outline</key> <string>uF13B1</string> <key>home-switch</key> <string>uF1794</string> <key>home-switch-outline</key> <string>uF1795</string> <key>home-thermometer</key> <string>uF0F54</string> <key>home-thermometer-outline</key> <string>uF0F55</string> <key>home-variant</key> <string>uF02DE</string> <key>home-variant-outline</key> <string>uF0BA7</string> <key>hook</key> <string>uF06E2</string> <key>hook-off</key> <string>uF06E3</string> <key>hoop-house</key> <string>uF0E56</string> <key>hops</key> <string>uF02DF</string> <key>horizontal-rotate-clockwise</key> <string>uF10F3</string> <key>horizontal-rotate-counterclockwise</key> <string>uF10F4</string> <key>horse</key> <string>uF15BF</string> <key>horse-human</key> <string>uF15C0</string> <key>horse-variant</key> <string>uF15C1</string> <key>horse-variant-fast</key> <string>uF186E</string> <key>horseshoe</key> <string>uF0A58</string> <key>hospital</key> <string>uF0FF6</string> <key>hospital-box</key> <string>uF02E0</string> <key>hospital-box-outline</key> <string>uF0FF7</string> <key>hospital-building</key> <string>uF02E1</string> <key>hospital-marker</key> <string>uF02E2</string> <key>hot-tub</key> <string>uF0828</string> <key>hours-24</key> <string>uF1478</string> <key>hubspot</key> <string>uF0D17</string> <key>hulu</key> <string>uF0829</string> <key>human</key> <string>uF02E6</string> <key>human-baby-changing-table</key> <string>uF138B</string> <key>human-cane</key> <string>uF1581</string> <key>human-capacity-decrease</key> <string>uF159B</string> <key>human-capacity-increase</key> <string>uF159C</string> <key>human-child</key> <string>uF02E7</string> <key>human-dolly</key> <string>uF1980</string> <key>human-edit</key> <string>uF14E8</string> <key>human-female</key> <string>uF0649</string> <key>human-female-boy</key> <string>uF0A59</string> <key>human-female-dance</key> <string>uF15C9</string> <key>human-female-female</key> <string>uF0A5A</string> <key>human-female-girl</key> <string>uF0A5B</string> <key>human-greeting</key> <string>uF17C4</string> <key>human-greeting-proximity</key> <string>uF159D</string> <key>human-greeting-variant</key> <string>uF064A</string> <key>human-handsdown</key> <string>uF064B</string> <key>human-handsup</key> <string>uF064C</string> <key>human-male</key> <string>uF064D</string> <key>human-male-board</key> <string>uF0890</string> <key>human-male-board-poll</key> <string>uF0846</string> <key>human-male-boy</key> <string>uF0A5C</string> <key>human-male-child</key> <string>uF138C</string> <key>human-male-female</key> <string>uF02E8</string> <key>human-male-female-child</key> <string>uF1823</string> <key>human-male-girl</key> <string>uF0A5D</string> <key>human-male-height</key> <string>uF0EFB</string> <key>human-male-height-variant</key> <string>uF0EFC</string> <key>human-male-male</key> <string>uF0A5E</string> <key>human-non-binary</key> <string>uF1848</string> <key>human-pregnant</key> <string>uF05CF</string> <key>human-queue</key> <string>uF1571</string> <key>human-scooter</key> <string>uF11E9</string> <key>human-wheelchair</key> <string>uF138D</string> <key>human-white-cane</key> <string>uF1981</string> <key>humble-bundle</key> <string>uF0744</string> <key>hvac</key> <string>uF1352</string> <key>hvac-off</key> <string>uF159E</string> <key>hydraulic-oil-level</key> <string>uF1324</string> <key>hydraulic-oil-temperature</key> <string>uF1325</string> <key>hydro-power</key> <string>uF12E5</string> <key>hydrogen-station</key> <string>uF1894</string> <key>ice-cream</key> <string>uF082A</string> <key>ice-cream-off</key> <string>uF0E52</string> <key>ice-pop</key> <string>uF0EFD</string> <key>id-card</key> <string>uF0FC0</string> <key>identifier</key> <string>uF0EFE</string> <key>ideogram-cjk</key> <string>uF1331</string> <key>ideogram-cjk-variant</key> <string>uF1332</string> <key>image</key> <string>uF02E9</string> <key>image-album</key> <string>uF02EA</string> <key>image-area</key> <string>uF02EB</string> <key>image-area-close</key> <string>uF02EC</string> <key>image-auto-adjust</key> <string>uF0FC1</string> <key>image-broken</key> <string>uF02ED</string> <key>image-broken-variant</key> <string>uF02EE</string> <key>image-edit</key> <string>uF11E3</string> <key>image-edit-outline</key> <string>uF11E4</string> <key>image-filter-black-white</key> <string>uF02F0</string> <key>image-filter-center-focus</key> <string>uF02F1</string> <key>image-filter-center-focus-strong</key> <string>uF0EFF</string> <key>image-filter-center-focus-strong-outline</key> <string>uF0F00</string> <key>image-filter-center-focus-weak</key> <string>uF02F2</string> <key>image-filter-drama</key> <string>uF02F3</string> <key>image-filter-frames</key> <string>uF02F4</string> <key>image-filter-hdr</key> <string>uF02F5</string> <key>image-filter-none</key> <string>uF02F6</string> <key>image-filter-tilt-shift</key> <string>uF02F7</string> <key>image-filter-vintage</key> <string>uF02F8</string> 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<string>uF0C8E</string> <key>image-size-select-small</key> <string>uF0C8F</string> <key>image-sync</key> <string>uF1A00</string> <key>image-sync-outline</key> <string>uF1A01</string> <key>image-text</key> <string>uF160D</string> <key>import</key> <string>uF02FA</string> <key>inbox</key> <string>uF0687</string> <key>inbox-arrow-down</key> <string>uF02FB</string> <key>inbox-arrow-down-outline</key> <string>uF1270</string> <key>inbox-arrow-up</key> <string>uF03D1</string> <key>inbox-arrow-up-outline</key> <string>uF1271</string> <key>inbox-full</key> <string>uF1272</string> <key>inbox-full-outline</key> <string>uF1273</string> <key>inbox-multiple</key> <string>uF08B0</string> <key>inbox-multiple-outline</key> <string>uF0BA8</string> <key>inbox-outline</key> <string>uF1274</string> <key>inbox-remove</key> <string>uF159F</string> <key>inbox-remove-outline</key> <string>uF15A0</string> <key>incognito</key> <string>uF05F9</string> <key>incognito-circle</key> <string>uF1421</string> <key>incognito-circle-off</key> <string>uF1422</string> <key>incognito-off</key> <string>uF0075</string> <key>induction</key> <string>uF184C</string> <key>infinity</key> <string>uF06E4</string> <key>information</key> <string>uF02FC</string> <key>information-off</key> <string>uF178C</string> <key>information-off-outline</key> <string>uF178D</string> <key>information-outline</key> <string>uF02FD</string> <key>information-variant</key> <string>uF064E</string> <key>instagram</key> <string>uF02FE</string> <key>instrument-triangle</key> <string>uF104E</string> <key>integrated-circuit-chip</key> <string>uF1913</string> <key>invert-colors</key> <string>uF0301</string> <key>invert-colors-off</key> <string>uF0E4A</string> <key>iobroker</key> <string>uF12E8</string> <key>ip</key> <string>uF0A5F</string> <key>ip-network</key> <string>uF0A60</string> <key>ip-network-outline</key> <string>uF0C90</string> <key>ip-outline</key> <string>uF1982</string> <key>ipod</key> <string>uF0C91</string> <key>iron</key> <string>uF1824</string> <key>iron-board</key> <string>uF1838</string> <key>iron-outline</key> <string>uF1825</string> <key>island</key> <string>uF104F</string> <key>iv-bag</key> <string>uF10B9</string> <key>jabber</key> <string>uF0DD5</string> <key>jeepney</key> <string>uF0302</string> <key>jellyfish</key> <string>uF0F01</string> <key>jellyfish-outline</key> <string>uF0F02</string> <key>jira</key> <string>uF0303</string> <key>jquery</key> <string>uF087D</string> <key>jsfiddle</key> <string>uF0304</string> <key>jump-rope</key> <string>uF12FF</string> <key>kabaddi</key> <string>uF0D87</string> <key>kangaroo</key> <string>uF1558</string> <key>karate</key> <string>uF082C</string> <key>kayaking</key> <string>uF08AF</string> <key>keg</key> <string>uF0305</string> <key>kettle</key> <string>uF05FA</string> <key>kettle-alert</key> <string>uF1317</string> <key>kettle-alert-outline</key> <string>uF1318</string> <key>kettle-off</key> <string>uF131B</string> <key>kettle-off-outline</key> <string>uF131C</string> <key>kettle-outline</key> <string>uF0F56</string> <key>kettle-pour-over</key> <string>uF173C</string> <key>kettle-steam</key> <string>uF1319</string> <key>kettle-steam-outline</key> <string>uF131A</string> <key>kettlebell</key> <string>uF1300</string> <key>key</key> <string>uF0306</string> <key>key-alert</key> <string>uF1983</string> <key>key-alert-outline</key> <string>uF1984</string> <key>key-arrow-right</key> <string>uF1312</string> <key>key-chain</key> <string>uF1574</string> <key>key-chain-variant</key> <string>uF1575</string> <key>key-change</key> <string>uF0307</string> <key>key-link</key> <string>uF119F</string> <key>key-minus</key> <string>uF0308</string> <key>key-outline</key> <string>uF0DD6</string> <key>key-plus</key> <string>uF0309</string> <key>key-remove</key> <string>uF030A</string> <key>key-star</key> <string>uF119E</string> <key>key-variant</key> <string>uF030B</string> <key>key-wireless</key> 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<key>nix</key> <string>uF1105</string> <key>nodejs</key> <string>uF0399</string> <key>noodles</key> <string>uF117E</string> <key>not-equal</key> <string>uF098D</string> <key>not-equal-variant</key> <string>uF098E</string> <key>note</key> <string>uF039A</string> <key>note-alert</key> <string>uF177D</string> <key>note-alert-outline</key> <string>uF177E</string> <key>note-check</key> <string>uF177F</string> <key>note-check-outline</key> <string>uF1780</string> <key>note-edit</key> <string>uF1781</string> <key>note-edit-outline</key> <string>uF1782</string> <key>note-minus</key> <string>uF164F</string> <key>note-minus-outline</key> <string>uF1650</string> <key>note-multiple</key> <string>uF06B8</string> <key>note-multiple-outline</key> <string>uF06B9</string> <key>note-off</key> <string>uF1783</string> <key>note-off-outline</key> <string>uF1784</string> <key>note-outline</key> <string>uF039B</string> <key>note-plus</key> <string>uF039C</string> <key>note-plus-outline</key> <string>uF039D</string> <key>note-remove</key> <string>uF1651</string> <key>note-remove-outline</key> <string>uF1652</string> <key>note-search</key> <string>uF1653</string> <key>note-search-outline</key> <string>uF1654</string> <key>note-text</key> <string>uF039E</string> <key>note-text-outline</key> <string>uF11D7</string> <key>notebook</key> <string>uF082E</string> <key>notebook-check</key> <string>uF14F5</string> <key>notebook-check-outline</key> <string>uF14F6</string> <key>notebook-edit</key> <string>uF14E7</string> <key>notebook-edit-outline</key> <string>uF14E9</string> <key>notebook-heart</key> <string>uF1A0B</string> <key>notebook-heart-outline</key> <string>uF1A0C</string> <key>notebook-minus</key> <string>uF1610</string> <key>notebook-minus-outline</key> <string>uF1611</string> <key>notebook-multiple</key> <string>uF0E55</string> <key>notebook-outline</key> <string>uF0EBF</string> <key>notebook-plus</key> <string>uF1612</string> <key>notebook-plus-outline</key> <string>uF1613</string> <key>notebook-remove</key> <string>uF1614</string> <key>notebook-remove-outline</key> <string>uF1615</string> <key>notification-clear-all</key> <string>uF039F</string> <key>npm</key> <string>uF06F7</string> <key>nuke</key> <string>uF06A4</string> <key>null</key> <string>uF07E2</string> <key>numeric</key> <string>uF03A0</string> <key>numeric-0-box</key> <string>uF03A1</string> <key>numeric-0-box-multiple</key> <string>uF0F0E</string> <key>numeric-0-box-multiple-outline</key> <string>uF03A2</string> <key>numeric-0-box-outline</key> <string>uF03A3</string> <key>numeric-1</key> <string>uF0B3A</string> <key>numeric-1-box</key> <string>uF03A4</string> <key>numeric-1-box-multiple</key> <string>uF0F0F</string> <key>numeric-1-box-multiple-outline</key> <string>uF03A5</string> <key>numeric-1-box-outline</key> <string>uF03A6</string> <key>numeric-1-circle</key> <string>uF0CA0</string> <key>numeric-1-circle-outline</key> <string>uF0CA1</string> <key>numeric-10</key> <string>uF0FE9</string> <key>numeric-10-box</key> <string>uF0F7D</string> <key>numeric-10-box-multiple</key> <string>uF0FEA</string> <key>numeric-10-box-multiple-outline</key> <string>uF0FEB</string> <key>numeric-10-box-outline</key> <string>uF0F7E</string> <key>numeric-10-circle</key> <string>uF0FEC</string> <key>numeric-10-circle-outline</key> <string>uF0FED</string> <key>numeric-2</key> <string>uF0B3B</string> <key>numeric-2-box</key> <string>uF03A7</string> <key>numeric-2-box-multiple</key> <string>uF0F10</string> <key>numeric-2-box-multiple-outline</key> <string>uF03A8</string> <key>numeric-2-box-outline</key> <string>uF03A9</string> <key>numeric-2-circle</key> <string>uF0CA2</string> <key>numeric-2-circle-outline</key> <string>uF0CA3</string> <key>numeric-3</key> <string>uF0B3C</string> <key>numeric-3-box</key> <string>uF03AA</string> <key>numeric-3-box-multiple</key> <string>uF0F11</string> <key>numeric-3-box-multiple-outline</key> <string>uF03AB</string> <key>numeric-3-box-outline</key> <string>uF03AC</string> <key>numeric-3-circle</key> <string>uF0CA4</string> <key>numeric-3-circle-outline</key> <string>uF0CA5</string> <key>numeric-4</key> <string>uF0B3D</string> <key>numeric-4-box</key> <string>uF03AD</string> <key>numeric-4-box-multiple</key> <string>uF0F12</string> <key>numeric-4-box-multiple-outline</key> <string>uF03B2</string> <key>numeric-4-box-outline</key> <string>uF03AE</string> <key>numeric-4-circle</key> <string>uF0CA6</string> <key>numeric-4-circle-outline</key> <string>uF0CA7</string> <key>numeric-5</key> <string>uF0B3E</string> <key>numeric-5-box</key> <string>uF03B1</string> <key>numeric-5-box-multiple</key> <string>uF0F13</string> <key>numeric-5-box-multiple-outline</key> <string>uF03AF</string> <key>numeric-5-box-outline</key> <string>uF03B0</string> <key>numeric-5-circle</key> <string>uF0CA8</string> <key>numeric-5-circle-outline</key> <string>uF0CA9</string> <key>numeric-6</key> <string>uF0B3F</string> <key>numeric-6-box</key> <string>uF03B3</string> <key>numeric-6-box-multiple</key> <string>uF0F14</string> <key>numeric-6-box-multiple-outline</key> <string>uF03B4</string> <key>numeric-6-box-outline</key> <string>uF03B5</string> <key>numeric-6-circle</key> <string>uF0CAA</string> <key>numeric-6-circle-outline</key> <string>uF0CAB</string> <key>numeric-7</key> <string>uF0B40</string> <key>numeric-7-box</key> <string>uF03B6</string> <key>numeric-7-box-multiple</key> <string>uF0F15</string> <key>numeric-7-box-multiple-outline</key> <string>uF03B7</string> <key>numeric-7-box-outline</key> <string>uF03B8</string> <key>numeric-7-circle</key> <string>uF0CAC</string> <key>numeric-7-circle-outline</key> <string>uF0CAD</string> <key>numeric-8</key> <string>uF0B41</string> <key>numeric-8-box</key> <string>uF03B9</string> <key>numeric-8-box-multiple</key> <string>uF0F16</string> <key>numeric-8-box-multiple-outline</key> <string>uF03BA</string> <key>numeric-8-box-outline</key> <string>uF03BB</string> <key>numeric-8-circle</key> <string>uF0CAE</string> <key>numeric-8-circle-outline</key> <string>uF0CAF</string> <key>numeric-9</key> <string>uF0B42</string> <key>numeric-9-box</key> <string>uF03BC</string> <key>numeric-9-box-multiple</key> <string>uF0F17</string> <key>numeric-9-box-multiple-outline</key> <string>uF03BD</string> <key>numeric-9-box-outline</key> <string>uF03BE</string> <key>numeric-9-circle</key> <string>uF0CB0</string> <key>numeric-9-circle-outline</key> <string>uF0CB1</string> <key>numeric-9-plus</key> <string>uF0FEE</string> <key>numeric-9-plus-box</key> <string>uF03BF</string> <key>numeric-9-plus-box-multiple</key> <string>uF0F18</string> <key>numeric-9-plus-box-multiple-outline</key> <string>uF03C0</string> <key>numeric-9-plus-box-outline</key> <string>uF03C1</string> <key>numeric-9-plus-circle</key> <string>uF0CB2</string> <key>numeric-9-plus-circle-outline</key> <string>uF0CB3</string> <key>numeric-negative-1</key> <string>uF1052</string> <key>numeric-off</key> <string>uF19D3</string> <key>numeric-positive-1</key> <string>uF15CB</string> <key>nut</key> <string>uF06F8</string> <key>nutrition</key> <string>uF03C2</string> <key>nuxt</key> <string>uF1106</string> <key>oar</key> <string>uF067C</string> <key>ocarina</key> <string>uF0DE0</string> <key>oci</key> <string>uF12E9</string> <key>ocr</key> <string>uF113A</string> <key>octagon</key> <string>uF03C3</string> <key>octagon-outline</key> <string>uF03C4</string> <key>octagram</key> <string>uF06F9</string> <key>octagram-outline</key> <string>uF0775</string> <key>octahedron</key> <string>uF1950</string> <key>octahedron-off</key> <string>uF1951</string> <key>odnoklassniki</key> <string>uF03C5</string> <key>offer</key> <string>uF121B</string> <key>office-building</key> <string>uF0991</string> <key>office-building-cog</key> <string>uF1949</string> <key>office-building-cog-outline</key> <string>uF194A</string> <key>office-building-marker</key> <string>uF1520</string> <key>office-building-marker-outline</key> <string>uF1521</string> <key>office-building-outline</key> <string>uF151F</string> <key>oil</key> <string>uF03C7</string> <key>oil-lamp</key> <string>uF0F19</string> <key>oil-level</key> <string>uF1053</string> <key>oil-temperature</key> <string>uF0FF8</string> <key>om</key> <string>uF0973</string> <key>omega</key> <string>uF03C9</string> <key>one-up</key> <string>uF0BAD</string> <key>onepassword</key> <string>uF0881</string> <key>opacity</key> <string>uF05CC</string> <key>open-in-app</key> <string>uF03CB</string> <key>open-in-new</key> <string>uF03CC</string> <key>open-source-initiative</key> <string>uF0BAE</string> <key>openid</key> <string>uF03CD</string> <key>opera</key> <string>uF03CE</string> <key>orbit</key> <string>uF0018</string> <key>orbit-variant</key> <string>uF15DB</string> <key>order-alphabetical-ascending</key> <string>uF020D</string> <key>order-alphabetical-descending</key> <string>uF0D07</string> <key>order-bool-ascending</key> <string>uF02BE</string> <key>order-bool-ascending-variant</key> <string>uF098F</string> <key>order-bool-descending</key> <string>uF1384</string> <key>order-bool-descending-variant</key> <string>uF0990</string> <key>order-numeric-ascending</key> <string>uF0545</string> <key>order-numeric-descending</key> <string>uF0546</string> <key>origin</key> <string>uF0B43</string> <key>ornament</key> <string>uF03CF</string> <key>ornament-variant</key> <string>uF03D0</string> <key>outdoor-lamp</key> <string>uF1054</string> <key>overscan</key> <string>uF1005</string> <key>owl</key> <string>uF03D2</string> <key>pac-man</key> <string>uF0BAF</string> <key>package</key> <string>uF03D3</string> <key>package-down</key> <string>uF03D4</string> <key>package-up</key> <string>uF03D5</string> <key>package-variant</key> <string>uF03D6</string> <key>package-variant-closed</key> <string>uF03D7</string> <key>package-variant-closed-minus</key> <string>uF19D4</string> <key>package-variant-closed-plus</key> <string>uF19D5</string> <key>package-variant-closed-remove</key> <string>uF19D6</string> <key>package-variant-minus</key> <string>uF19D7</string> <key>package-variant-plus</key> <string>uF19D8</string> <key>package-variant-remove</key> <string>uF19D9</string> <key>page-first</key> <string>uF0600</string> <key>page-last</key> <string>uF0601</string> <key>page-layout-body</key> <string>uF06FA</string> <key>page-layout-footer</key> <string>uF06FB</string> <key>page-layout-header</key> <string>uF06FC</string> <key>page-layout-header-footer</key> <string>uF0F7F</string> <key>page-layout-sidebar-left</key> <string>uF06FD</string> <key>page-layout-sidebar-right</key> <string>uF06FE</string> <key>page-next</key> <string>uF0BB0</string> <key>page-next-outline</key> <string>uF0BB1</string> <key>page-previous</key> <string>uF0BB2</string> <key>page-previous-outline</key> <string>uF0BB3</string> <key>pail</key> <string>uF1417</string> <key>pail-minus</key> <string>uF1437</string> <key>pail-minus-outline</key> <string>uF143C</string> <key>pail-off</key> <string>uF1439</string> <key>pail-off-outline</key> <string>uF143E</string> <key>pail-outline</key> <string>uF143A</string> <key>pail-plus</key> <string>uF1436</string> <key>pail-plus-outline</key> <string>uF143B</string> <key>pail-remove</key> <string>uF1438</string> <key>pail-remove-outline</key> <string>uF143D</string> <key>palette</key> <string>uF03D8</string> <key>palette-advanced</key> <string>uF03D9</string> <key>palette-outline</key> <string>uF0E0C</string> <key>palette-swatch</key> <string>uF08B5</string> <key>palette-swatch-outline</key> <string>uF135C</string> <key>palette-swatch-variant</key> <string>uF195A</string> <key>palm-tree</key> <string>uF1055</string> <key>pan</key> <string>uF0BB4</string> <key>pan-bottom-left</key> <string>uF0BB5</string> <key>pan-bottom-right</key> <string>uF0BB6</string> <key>pan-down</key> <string>uF0BB7</string> <key>pan-horizontal</key> <string>uF0BB8</string> <key>pan-left</key> <string>uF0BB9</string> <key>pan-right</key> <string>uF0BBA</string> <key>pan-top-left</key> <string>uF0BBB</string> <key>pan-top-right</key> <string>uF0BBC</string> <key>pan-up</key> <string>uF0BBD</string> <key>pan-vertical</key> <string>uF0BBE</string> <key>panda</key> <string>uF03DA</string> <key>pandora</key> <string>uF03DB</string> <key>panorama</key> <string>uF03DC</string> <key>panorama-fisheye</key> <string>uF03DD</string> <key>panorama-horizontal</key> <string>uF1928</string> <key>panorama-horizontal-outline</key> <string>uF03DE</string> <key>panorama-outline</key> <string>uF198C</string> <key>panorama-sphere</key> <string>uF198D</string> <key>panorama-sphere-outline</key> <string>uF198E</string> <key>panorama-variant</key> <string>uF198F</string> <key>panorama-variant-outline</key> <string>uF1990</string> <key>panorama-vertical</key> <string>uF1929</string> <key>panorama-vertical-outline</key> <string>uF03DF</string> <key>panorama-wide-angle</key> <string>uF195F</string> <key>panorama-wide-angle-outline</key> <string>uF03E0</string> <key>paper-cut-vertical</key> <string>uF03E1</string> <key>paper-roll</key> <string>uF1157</string> <key>paper-roll-outline</key> <string>uF1158</string> <key>paperclip</key> <string>uF03E2</string> <key>paperclip-check</key> <string>uF1AC6</string> <key>paperclip-lock</key> <string>uF19DA</string> <key>paperclip-minus</key> <string>uF1AC7</string> <key>paperclip-off</key> <string>uF1AC8</string> <key>paperclip-plus</key> <string>uF1AC9</string> <key>paperclip-remove</key> <string>uF1ACA</string> <key>parachute</key> <string>uF0CB4</string> <key>parachute-outline</key> <string>uF0CB5</string> <key>paragliding</key> <string>uF1745</string> <key>parking</key> <string>uF03E3</string> <key>party-popper</key> <string>uF1056</string> <key>passport</key> <string>uF07E3</string> <key>passport-biometric</key> <string>uF0DE1</string> <key>pasta</key> <string>uF1160</string> <key>patio-heater</key> <string>uF0F80</string> <key>patreon</key> <string>uF0882</string> <key>pause</key> <string>uF03E4</string> <key>pause-circle</key> <string>uF03E5</string> <key>pause-circle-outline</key> <string>uF03E6</string> <key>pause-octagon</key> <string>uF03E7</string> <key>pause-octagon-outline</key> <string>uF03E8</string> <key>paw</key> <string>uF03E9</string> <key>paw-off</key> <string>uF0657</string> <key>paw-off-outline</key> <string>uF1676</string> <key>paw-outline</key> <string>uF1675</string> <key>peace</key> <string>uF0884</string> <key>peanut</key> <string>uF0FFC</string> <key>peanut-off</key> <string>uF0FFD</string> <key>peanut-off-outline</key> <string>uF0FFF</string> <key>peanut-outline</key> <string>uF0FFE</string> <key>pen</key> <string>uF03EA</string> <key>pen-lock</key> <string>uF0DE2</string> <key>pen-minus</key> <string>uF0DE3</string> <key>pen-off</key> <string>uF0DE4</string> <key>pen-plus</key> <string>uF0DE5</string> <key>pen-remove</key> <string>uF0DE6</string> 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<key>podium-gold</key> <string>uF0D27</string> <key>podium-silver</key> <string>uF0D28</string> <key>point-of-sale</key> <string>uF0D92</string> <key>pokeball</key> <string>uF041D</string> <key>pokemon-go</key> <string>uF0A09</string> <key>poker-chip</key> <string>uF0830</string> <key>polaroid</key> <string>uF041E</string> <key>police-badge</key> <string>uF1167</string> <key>police-badge-outline</key> <string>uF1168</string> <key>police-station</key> <string>uF1839</string> <key>poll</key> <string>uF041F</string> <key>polo</key> <string>uF14C3</string> <key>polymer</key> <string>uF0421</string> <key>pool</key> <string>uF0606</string> <key>pool-thermometer</key> <string>uF1A5F</string> <key>popcorn</key> <string>uF0422</string> <key>post</key> <string>uF1008</string> <key>post-lamp</key> <string>uF1A60</string> <key>post-outline</key> <string>uF1009</string> <key>postage-stamp</key> <string>uF0CBB</string> <key>pot</key> <string>uF02E5</string> <key>pot-mix</key> <string>uF065B</string> 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<key>progress-pencil</key> <string>uF1787</string> <key>progress-question</key> <string>uF1522</string> <key>progress-star</key> <string>uF1788</string> <key>progress-upload</key> <string>uF0998</string> <key>progress-wrench</key> <string>uF0CBD</string> <key>projector</key> <string>uF042E</string> <key>projector-off</key> <string>uF1A23</string> <key>projector-screen</key> <string>uF042F</string> <key>projector-screen-off</key> <string>uF180D</string> <key>projector-screen-off-outline</key> <string>uF180E</string> <key>projector-screen-outline</key> <string>uF1724</string> <key>projector-screen-variant</key> <string>uF180F</string> <key>projector-screen-variant-off</key> <string>uF1810</string> <key>projector-screen-variant-off-outline</key> <string>uF1811</string> <key>projector-screen-variant-outline</key> <string>uF1812</string> <key>propane-tank</key> <string>uF1357</string> <key>propane-tank-outline</key> <string>uF1358</string> <key>protocol</key> <string>uF0FD8</string> 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<string>uF0D93</string> <key>racquetball</key> <string>uF0D94</string> <key>radar</key> <string>uF0437</string> <key>radiator</key> <string>uF0438</string> <key>radiator-disabled</key> <string>uF0AD7</string> <key>radiator-off</key> <string>uF0AD8</string> <key>radio</key> <string>uF0439</string> <key>radio-am</key> <string>uF0CBE</string> <key>radio-fm</key> <string>uF0CBF</string> <key>radio-handheld</key> <string>uF043A</string> <key>radio-off</key> <string>uF121C</string> <key>radio-tower</key> <string>uF043B</string> <key>radioactive</key> <string>uF043C</string> <key>radioactive-circle</key> <string>uF185D</string> <key>radioactive-circle-outline</key> <string>uF185E</string> <key>radioactive-off</key> <string>uF0EC1</string> <key>radiobox-marked</key> <string>uF043E</string> <key>radiology-box</key> <string>uF14C5</string> <key>radiology-box-outline</key> <string>uF14C6</string> <key>radius</key> <string>uF0CC0</string> <key>radius-outline</key> <string>uF0CC1</string> 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<key>spirit-level</key> <string>uF14F1</string> <key>spoon-sugar</key> <string>uF1429</string> <key>spotify</key> <string>uF04C7</string> <key>spotlight</key> <string>uF04C8</string> <key>spotlight-beam</key> <string>uF04C9</string> <key>spray</key> <string>uF0665</string> <key>spray-bottle</key> <string>uF0AE0</string> <key>sprinkler</key> <string>uF105F</string> <key>sprinkler-fire</key> <string>uF199D</string> <key>sprinkler-variant</key> <string>uF1060</string> <key>sprout</key> <string>uF0E66</string> <key>sprout-outline</key> <string>uF0E67</string> <key>square</key> <string>uF0764</string> <key>square-circle</key> <string>uF1500</string> <key>square-edit-outline</key> <string>uF090C</string> <key>square-medium</key> <string>uF0A13</string> <key>square-medium-outline</key> <string>uF0A14</string> <key>square-off</key> <string>uF12EE</string> <key>square-off-outline</key> <string>uF12EF</string> <key>square-opacity</key> <string>uF1854</string> <key>square-outline</key> <string>uF0763</string> <key>square-root</key> <string>uF0784</string> <key>square-root-box</key> <string>uF09A3</string> <key>square-rounded</key> <string>uF14FB</string> <key>square-rounded-badge</key> <string>uF1A07</string> <key>square-rounded-badge-outline</key> <string>uF1A08</string> <key>square-rounded-outline</key> <string>uF14FC</string> <key>square-small</key> <string>uF0A15</string> <key>square-wave</key> <string>uF147B</string> <key>squeegee</key> <string>uF0AE1</string> <key>ssh</key> <string>uF08C0</string> <key>stack-exchange</key> <string>uF060B</string> <key>stack-overflow</key> <string>uF04CC</string> <key>stackpath</key> <string>uF0359</string> <key>stadium</key> <string>uF0FF9</string> <key>stadium-variant</key> <string>uF0720</string> <key>stairs</key> <string>uF04CD</string> <key>stairs-box</key> <string>uF139E</string> <key>stairs-down</key> <string>uF12BE</string> <key>stairs-up</key> <string>uF12BD</string> <key>stamper</key> <string>uF0D39</string> <key>standard-definition</key> <string>uF07EF</string> <key>star</key> <string>uF04CE</string> <key>star-box</key> <string>uF0A73</string> <key>star-box-multiple</key> <string>uF1286</string> <key>star-box-multiple-outline</key> <string>uF1287</string> <key>star-box-outline</key> <string>uF0A74</string> <key>star-check</key> <string>uF1566</string> <key>star-check-outline</key> <string>uF156A</string> <key>star-circle</key> <string>uF04CF</string> <key>star-circle-outline</key> <string>uF09A4</string> <key>star-cog</key> <string>uF1668</string> <key>star-cog-outline</key> <string>uF1669</string> <key>star-crescent</key> <string>uF0979</string> <key>star-david</key> <string>uF097A</string> <key>star-face</key> <string>uF09A5</string> <key>star-four-points</key> <string>uF0AE2</string> <key>star-four-points-outline</key> <string>uF0AE3</string> <key>star-half</key> <string>uF0246</string> <key>star-half-full</key> <string>uF04D0</string> <key>star-minus</key> <string>uF1564</string> <key>star-minus-outline</key> <string>uF1568</string> <key>star-off</key> <string>uF04D1</string> <key>star-off-outline</key> <string>uF155B</string> <key>star-outline</key> <string>uF04D2</string> <key>star-plus</key> <string>uF1563</string> <key>star-plus-outline</key> <string>uF1567</string> <key>star-remove</key> <string>uF1565</string> <key>star-remove-outline</key> <string>uF1569</string> <key>star-settings</key> <string>uF166A</string> <key>star-settings-outline</key> <string>uF166B</string> <key>star-shooting</key> <string>uF1741</string> <key>star-shooting-outline</key> <string>uF1742</string> <key>star-three-points</key> <string>uF0AE4</string> <key>star-three-points-outline</key> <string>uF0AE5</string> <key>state-machine</key> <string>uF11EF</string> <key>steam</key> <string>uF04D3</string> <key>steering</key> <string>uF04D4</string> <key>steering-off</key> <string>uF090E</string> <key>step-backward</key> <string>uF04D5</string> <key>step-backward-2</key> <string>uF04D6</string> <key>step-forward</key> <string>uF04D7</string> <key>step-forward-2</key> <string>uF04D8</string> <key>stethoscope</key> <string>uF04D9</string> <key>sticker</key> <string>uF1364</string> <key>sticker-alert</key> <string>uF1365</string> <key>sticker-alert-outline</key> <string>uF1366</string> <key>sticker-check</key> <string>uF1367</string> <key>sticker-check-outline</key> <string>uF1368</string> <key>sticker-circle-outline</key> <string>uF05D0</string> <key>sticker-emoji</key> <string>uF0785</string> <key>sticker-minus</key> <string>uF1369</string> <key>sticker-minus-outline</key> <string>uF136A</string> <key>sticker-outline</key> <string>uF136B</string> <key>sticker-plus</key> <string>uF136C</string> <key>sticker-plus-outline</key> <string>uF136D</string> <key>sticker-remove</key> <string>uF136E</string> <key>sticker-remove-outline</key> <string>uF136F</string> <key>sticker-text</key> <string>uF178E</string> <key>sticker-text-outline</key> <string>uF178F</string> <key>stocking</key> <string>uF04DA</string> <key>stomach</key> <string>uF1093</string> <key>stool</key> <string>uF195D</string> <key>stool-outline</key> <string>uF195E</string> <key>stop</key> <string>uF04DB</string> <key>stop-circle</key> <string>uF0666</string> <key>stop-circle-outline</key> <string>uF0667</string> <key>storage-tank</key> <string>uF1A75</string> <key>storage-tank-outline</key> <string>uF1A76</string> <key>store</key> <string>uF04DC</string> <key>store-24-hour</key> <string>uF04DD</string> <key>store-alert</key> <string>uF18C1</string> <key>store-alert-outline</key> <string>uF18C2</string> <key>store-check</key> <string>uF18C3</string> <key>store-check-outline</key> <string>uF18C4</string> <key>store-clock</key> <string>uF18C5</string> <key>store-clock-outline</key> <string>uF18C6</string> <key>store-cog</key> <string>uF18C7</string> <key>store-cog-outline</key> <string>uF18C8</string> <key>store-edit</key> <string>uF18C9</string> <key>store-edit-outline</key> <string>uF18CA</string> <key>store-marker</key> <string>uF18CB</string> <key>store-marker-outline</key> <string>uF18CC</string> <key>store-minus</key> <string>uF165E</string> <key>store-minus-outline</key> <string>uF18CD</string> <key>store-off</key> <string>uF18CE</string> <key>store-off-outline</key> <string>uF18CF</string> <key>store-outline</key> <string>uF1361</string> <key>store-plus</key> <string>uF165F</string> <key>store-plus-outline</key> <string>uF18D0</string> <key>store-remove</key> <string>uF1660</string> <key>store-remove-outline</key> <string>uF18D1</string> <key>store-search</key> <string>uF18D2</string> <key>store-search-outline</key> <string>uF18D3</string> <key>store-settings</key> <string>uF18D4</string> <key>store-settings-outline</key> <string>uF18D5</string> <key>storefront</key> <string>uF07C7</string> <key>storefront-outline</key> <string>uF10C1</string> <key>stove</key> <string>uF04DE</string> <key>strategy</key> <string>uF11D6</string> <key>stretch-to-page</key> <string>uF0F2B</string> <key>stretch-to-page-outline</key> <string>uF0F2C</string> <key>string-lights</key> <string>uF12BA</string> <key>string-lights-off</key> <string>uF12BB</string> <key>subdirectory-arrow-left</key> <string>uF060C</string> <key>subdirectory-arrow-right</key> <string>uF060D</string> <key>submarine</key> <string>uF156C</string> <key>subtitles</key> <string>uF0A16</string> <key>subtitles-outline</key> <string>uF0A17</string> <key>subway</key> <string>uF06AC</string> <key>subway-alert-variant</key> <string>uF0D9D</string> <key>subway-variant</key> <string>uF04DF</string> <key>summit</key> <string>uF0786</string> <key>sun-clock</key> <string>uF1A77</string> <key>sun-clock-outline</key> <string>uF1A78</string> <key>sun-compass</key> <string>uF19A5</string> <key>sun-snowflake</key> <string>uF1796</string> <key>sun-snowflake-variant</key> <string>uF1A79</string> <key>sun-thermometer</key> <string>uF18D6</string> <key>sun-thermometer-outline</key> <string>uF18D7</string> <key>sun-wireless</key> <string>uF17FE</string> <key>sun-wireless-outline</key> <string>uF17FF</string> <key>sunglasses</key> <string>uF04E0</string> <key>surfing</key> <string>uF1746</string> <key>surround-sound</key> <string>uF05C5</string> <key>surround-sound-2-0</key> <string>uF07F0</string> <key>surround-sound-2-1</key> <string>uF1729</string> <key>surround-sound-3-1</key> <string>uF07F1</string> <key>surround-sound-5-1</key> <string>uF07F2</string> <key>surround-sound-5-1-2</key> <string>uF172A</string> <key>surround-sound-7-1</key> <string>uF07F3</string> <key>svg</key> <string>uF0721</string> <key>swap-horizontal</key> <string>uF04E1</string> <key>swap-horizontal-bold</key> <string>uF0BCD</string> <key>swap-horizontal-circle</key> <string>uF0FE1</string> <key>swap-horizontal-circle-outline</key> <string>uF0FE2</string> <key>swap-horizontal-variant</key> <string>uF08C1</string> <key>swap-vertical</key> <string>uF04E2</string> <key>swap-vertical-bold</key> <string>uF0BCE</string> <key>swap-vertical-circle</key> <string>uF0FE3</string> <key>swap-vertical-circle-outline</key> <string>uF0FE4</string> <key>swap-vertical-variant</key> <string>uF08C2</string> <key>swim</key> <string>uF04E3</string> <key>switch</key> <string>uF04E4</string> <key>sword</key> <string>uF04E5</string> <key>sword-cross</key> <string>uF0787</string> <key>syllabary-hangul</key> <string>uF1333</string> <key>syllabary-hiragana</key> <string>uF1334</string> <key>syllabary-katakana</key> <string>uF1335</string> <key>syllabary-katakana-halfwidth</key> <string>uF1336</string> <key>symbol</key> <string>uF1501</string> <key>symfony</key> <string>uF0AE6</string> <key>sync</key> <string>uF04E6</string> <key>sync-alert</key> <string>uF04E7</string> <key>sync-circle</key> <string>uF1378</string> <key>sync-off</key> <string>uF04E8</string> <key>tab</key> <string>uF04E9</string> <key>tab-minus</key> <string>uF0B4B</string> <key>tab-plus</key> <string>uF075C</string> <key>tab-remove</key> <string>uF0B4C</string> <key>tab-search</key> <string>uF199E</string> <key>tab-unselected</key> <string>uF04EA</string> <key>table</key> <string>uF04EB</string> <key>table-account</key> <string>uF13B9</string> <key>table-alert</key> <string>uF13BA</string> <key>table-arrow-down</key> <string>uF13BB</string> <key>table-arrow-left</key> <string>uF13BC</string> <key>table-arrow-right</key> <string>uF13BD</string> <key>table-arrow-up</key> <string>uF13BE</string> <key>table-border</key> <string>uF0A18</string> <key>table-cancel</key> <string>uF13BF</string> <key>table-chair</key> <string>uF1061</string> <key>table-check</key> <string>uF13C0</string> <key>table-clock</key> <string>uF13C1</string> <key>table-cog</key> <string>uF13C2</string> <key>table-column</key> <string>uF0835</string> <key>table-column-plus-after</key> <string>uF04EC</string> <key>table-column-plus-before</key> <string>uF04ED</string> <key>table-column-remove</key> <string>uF04EE</string> <key>table-column-width</key> <string>uF04EF</string> <key>table-edit</key> <string>uF04F0</string> <key>table-eye</key> <string>uF1094</string> <key>table-eye-off</key> <string>uF13C3</string> <key>table-furniture</key> <string>uF05BC</string> <key>table-headers-eye</key> <string>uF121D</string> <key>table-headers-eye-off</key> <string>uF121E</string> <key>table-heart</key> <string>uF13C4</string> <key>table-key</key> <string>uF13C5</string> <key>table-large</key> <string>uF04F1</string> <key>table-large-plus</key> <string>uF0F87</string> <key>table-large-remove</key> <string>uF0F88</string> <key>table-lock</key> <string>uF13C6</string> <key>table-merge-cells</key> <string>uF09A6</string> <key>table-minus</key> <string>uF13C7</string> <key>table-multiple</key> <string>uF13C8</string> <key>table-network</key> <string>uF13C9</string> <key>table-of-contents</key> <string>uF0836</string> <key>table-off</key> <string>uF13CA</string> <key>table-picnic</key> <string>uF1743</string> <key>table-pivot</key> <string>uF183C</string> <key>table-plus</key> <string>uF0A75</string> <key>table-refresh</key> <string>uF13A0</string> <key>table-remove</key> <string>uF0A76</string> <key>table-row</key> <string>uF0837</string> <key>table-row-height</key> <string>uF04F2</string> <key>table-row-plus-after</key> <string>uF04F3</string> <key>table-row-plus-before</key> <string>uF04F4</string> <key>table-row-remove</key> <string>uF04F5</string> <key>table-search</key> <string>uF090F</string> <key>table-settings</key> <string>uF0838</string> <key>table-split-cell</key> <string>uF142A</string> <key>table-star</key> <string>uF13CB</string> <key>table-sync</key> <string>uF13A1</string> <key>table-tennis</key> <string>uF0E68</string> <key>tablet</key> <string>uF04F6</string> <key>tablet-android</key> <string>uF04F7</string> <key>tablet-cellphone</key> <string>uF09A7</string> <key>tablet-dashboard</key> <string>uF0ECE</string> <key>taco</key> <string>uF0762</string> <key>tag</key> <string>uF04F9</string> <key>tag-arrow-down</key> <string>uF172B</string> <key>tag-arrow-down-outline</key> <string>uF172C</string> <key>tag-arrow-left</key> <string>uF172D</string> <key>tag-arrow-left-outline</key> <string>uF172E</string> <key>tag-arrow-right</key> <string>uF172F</string> <key>tag-arrow-right-outline</key> <string>uF1730</string> <key>tag-arrow-up</key> <string>uF1731</string> <key>tag-arrow-up-outline</key> <string>uF1732</string> <key>tag-check</key> <string>uF1A7A</string> <key>tag-check-outline</key> <string>uF1A7B</string> <key>tag-faces</key> <string>uF04FA</string> <key>tag-heart</key> <string>uF068B</string> <key>tag-heart-outline</key> <string>uF0BCF</string> <key>tag-minus</key> <string>uF0910</string> <key>tag-minus-outline</key> <string>uF121F</string> <key>tag-multiple</key> <string>uF04FB</string> <key>tag-multiple-outline</key> <string>uF12F7</string> <key>tag-off</key> <string>uF1220</string> <key>tag-off-outline</key> <string>uF1221</string> <key>tag-outline</key> <string>uF04FC</string> <key>tag-plus</key> <string>uF0722</string> <key>tag-plus-outline</key> <string>uF1222</string> <key>tag-remove</key> <string>uF0723</string> <key>tag-remove-outline</key> <string>uF1223</string> <key>tag-search</key> <string>uF1907</string> <key>tag-search-outline</key> <string>uF1908</string> <key>tag-text</key> <string>uF1224</string> <key>tag-text-outline</key> <string>uF04FD</string> <key>tailwind</key> <string>uF13FF</string> <key>tally-mark-1</key> <string>uF1ABC</string> <key>tally-mark-2</key> <string>uF1ABD</string> <key>tally-mark-3</key> <string>uF1ABE</string> <key>tally-mark-4</key> <string>uF1ABF</string> <key>tally-mark-5</key> <string>uF1AC0</string> <key>tangram</key> <string>uF04F8</string> <key>tank</key> <string>uF0D3A</string> <key>tanker-truck</key> <string>uF0FE5</string> <key>tape-drive</key> <string>uF16DF</string> <key>tape-measure</key> <string>uF0B4D</string> <key>target</key> <string>uF04FE</string> <key>target-account</key> <string>uF0BD0</string> <key>target-variant</key> <string>uF0A77</string> <key>taxi</key> <string>uF04FF</string> <key>tea</key> <string>uF0D9E</string> <key>tea-outline</key> <string>uF0D9F</string> <key>teamviewer</key> <string>uF0500</string> <key>teddy-bear</key> <string>uF18FB</string> <key>telescope</key> <string>uF0B4E</string> <key>television</key> <string>uF0502</string> <key>television-ambient-light</key> <string>uF1356</string> <key>television-box</key> <string>uF0839</string> <key>television-classic</key> <string>uF07F4</string> <key>television-classic-off</key> <string>uF083A</string> <key>television-guide</key> <string>uF0503</string> <key>television-off</key> <string>uF083B</string> <key>television-pause</key> <string>uF0F89</string> <key>television-play</key> <string>uF0ECF</string> <key>television-shimmer</key> <string>uF1110</string> <key>television-stop</key> <string>uF0F8A</string> <key>temperature-celsius</key> <string>uF0504</string> <key>temperature-fahrenheit</key> <string>uF0505</string> <key>temperature-kelvin</key> <string>uF0506</string> <key>tennis</key> <string>uF0DA0</string> <key>tennis-ball</key> <string>uF0507</string> <key>tent</key> <string>uF0508</string> <key>terraform</key> <string>uF1062</string> <key>test-tube</key> <string>uF0668</string> <key>test-tube-empty</key> <string>uF0911</string> <key>test-tube-off</key> <string>uF0912</string> <key>text</key> <string>uF09A8</string> <key>text-account</key> <string>uF1570</string> <key>text-box</key> <string>uF021A</string> <key>text-box-check</key> <string>uF0EA6</string> <key>text-box-check-outline</key> <string>uF0EA7</string> <key>text-box-edit</key> <string>uF1A7C</string> <key>text-box-edit-outline</key> <string>uF1A7D</string> <key>text-box-minus</key> <string>uF0EA8</string> <key>text-box-minus-outline</key> <string>uF0EA9</string> <key>text-box-multiple</key> <string>uF0AB7</string> <key>text-box-multiple-outline</key> <string>uF0AB8</string> <key>text-box-outline</key> <string>uF09ED</string> <key>text-box-plus</key> <string>uF0EAA</string> <key>text-box-plus-outline</key> <string>uF0EAB</string> <key>text-box-remove</key> <string>uF0EAC</string> <key>text-box-remove-outline</key> <string>uF0EAD</string> <key>text-box-search</key> <string>uF0EAE</string> <key>text-box-search-outline</key> <string>uF0EAF</string> <key>text-long</key> <string>uF09AA</string> <key>text-recognition</key> <string>uF113D</string> <key>text-search</key> <string>uF13B8</string> <key>text-search-variant</key> <string>uF1A7E</string> <key>text-shadow</key> <string>uF0669</string> <key>text-short</key> <string>uF09A9</string> <key>text-to-speech</key> <string>uF050A</string> <key>text-to-speech-off</key> <string>uF050B</string> <key>texture</key> <string>uF050C</string> <key>texture-box</key> <string>uF0FE6</string> <key>theater</key> <string>uF050D</string> <key>theme-light-dark</key> <string>uF050E</string> <key>thermometer</key> <string>uF050F</string> <key>thermometer-alert</key> <string>uF0E01</string> <key>thermometer-bluetooth</key> <string>uF1895</string> <key>thermometer-check</key> <string>uF1A7F</string> <key>thermometer-chevron-down</key> <string>uF0E02</string> <key>thermometer-chevron-up</key> <string>uF0E03</string> <key>thermometer-high</key> <string>uF10C2</string> <key>thermometer-lines</key> <string>uF0510</string> <key>thermometer-low</key> <string>uF10C3</string> <key>thermometer-minus</key> <string>uF0E04</string> <key>thermometer-off</key> <string>uF1531</string> <key>thermometer-plus</key> <string>uF0E05</string> <key>thermometer-water</key> <string>uF1A80</string> <key>thermostat</key> <string>uF0393</string> <key>thermostat-box</key> <string>uF0891</string> <key>thought-bubble</key> <string>uF07F6</string> <key>thought-bubble-outline</key> <string>uF07F7</string> <key>thumb-down</key> <string>uF0511</string> <key>thumb-down-outline</key> 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<key>tooth-outline</key> <string>uF0529</string> <key>toothbrush</key> <string>uF1129</string> <key>toothbrush-electric</key> <string>uF112C</string> <key>toothbrush-paste</key> <string>uF112A</string> <key>torch</key> <string>uF1606</string> <key>tortoise</key> <string>uF0D3B</string> <key>toslink</key> <string>uF12B8</string> <key>tournament</key> <string>uF09AE</string> <key>tow-truck</key> <string>uF083C</string> <key>tower-beach</key> <string>uF0681</string> <key>tower-fire</key> <string>uF0682</string> <key>town-hall</key> <string>uF1875</string> <key>toy-brick</key> <string>uF1288</string> <key>toy-brick-marker</key> <string>uF1289</string> <key>toy-brick-marker-outline</key> <string>uF128A</string> <key>toy-brick-minus</key> <string>uF128B</string> <key>toy-brick-minus-outline</key> <string>uF128C</string> <key>toy-brick-outline</key> <string>uF128D</string> <key>toy-brick-plus</key> <string>uF128E</string> <key>toy-brick-plus-outline</key> <string>uF128F</string> 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<key>train-variant</key> <string>uF08C4</string> <key>tram</key> <string>uF052D</string> <key>tram-side</key> <string>uF0FE7</string> <key>transcribe</key> <string>uF052E</string> <key>transcribe-close</key> <string>uF052F</string> <key>transfer</key> <string>uF1065</string> <key>transfer-down</key> <string>uF0DA1</string> <key>transfer-left</key> <string>uF0DA2</string> <key>transfer-right</key> <string>uF0530</string> <key>transfer-up</key> <string>uF0DA3</string> <key>transit-connection</key> <string>uF0D3C</string> <key>transit-connection-horizontal</key> <string>uF1546</string> <key>transit-connection-variant</key> <string>uF0D3D</string> <key>transit-detour</key> <string>uF0F8B</string> <key>transit-skip</key> <string>uF1515</string> <key>transit-transfer</key> <string>uF06AE</string> <key>transition</key> <string>uF0915</string> <key>transition-masked</key> <string>uF0916</string> <key>translate</key> <string>uF05CA</string> <key>translate-off</key> <string>uF0E06</string> 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<key>truck-delivery-outline</key> <string>uF129B</string> <key>truck-fast</key> <string>uF0788</string> <key>truck-fast-outline</key> <string>uF129C</string> <key>truck-flatbed</key> <string>uF1891</string> <key>truck-minus</key> <string>uF19AE</string> <key>truck-minus-outline</key> <string>uF19BD</string> <key>truck-outline</key> <string>uF129D</string> <key>truck-plus</key> <string>uF19AD</string> <key>truck-plus-outline</key> <string>uF19BC</string> <key>truck-remove</key> <string>uF19AF</string> <key>truck-remove-outline</key> <string>uF19BE</string> <key>truck-snowflake</key> <string>uF19A6</string> <key>truck-trailer</key> <string>uF0727</string> <key>trumpet</key> <string>uF1096</string> <key>tshirt-crew</key> <string>uF0A7B</string> <key>tshirt-crew-outline</key> <string>uF053F</string> <key>tshirt-v</key> <string>uF0A7C</string> <key>tshirt-v-outline</key> <string>uF0540</string> <key>tsunami</key> <string>uF1A81</string> <key>tumble-dryer</key> <string>uF0917</string> <key>tumble-dryer-alert</key> <string>uF11BA</string> <key>tumble-dryer-off</key> <string>uF11BB</string> <key>tune</key> <string>uF062E</string> <key>tune-variant</key> <string>uF1542</string> <key>tune-vertical</key> <string>uF066A</string> <key>tune-vertical-variant</key> <string>uF1543</string> <key>tunnel</key> <string>uF183D</string> <key>tunnel-outline</key> <string>uF183E</string> <key>turbine</key> <string>uF1A82</string> <key>turkey</key> <string>uF171B</string> <key>turnstile</key> <string>uF0CD5</string> <key>turnstile-outline</key> <string>uF0CD6</string> <key>turtle</key> <string>uF0CD7</string> <key>twitch</key> <string>uF0543</string> <key>twitter</key> <string>uF0544</string> <key>two-factor-authentication</key> <string>uF09AF</string> <key>typewriter</key> <string>uF0F2D</string> <key>ubisoft</key> <string>uF0BDA</string> <key>ubuntu</key> <string>uF0548</string> <key>ufo</key> <string>uF10C4</string> <key>ufo-outline</key> <string>uF10C5</string> 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<key>youtube-subscription</key> <string>uF0D40</string> <key>youtube-tv</key> <string>uF0448</string> <key>yurt</key> <string>uF1516</string> <key>z-wave</key> <string>uF0AEA</string> <key>zend</key> <string>uF0AEB</string> <key>zigbee</key> <string>uF0D41</string> <key>zip-box</key> <string>uF05C4</string> <key>zip-box-outline</key> <string>uF0FFA</string> <key>zip-disk</key> <string>uF0A23</string> <key>zodiac-aquarius</key> <string>uF0A7D</string> <key>zodiac-aries</key> <string>uF0A7E</string> <key>zodiac-cancer</key> <string>uF0A7F</string> <key>zodiac-capricorn</key> <string>uF0A80</string> <key>zodiac-gemini</key> <string>uF0A81</string> <key>zodiac-leo</key> <string>uF0A82</string> <key>zodiac-libra</key> <string>uF0A83</string> <key>zodiac-pisces</key> <string>uF0A84</string> <key>zodiac-sagittarius</key> <string>uF0A85</string> <key>zodiac-scorpio</key> <string>uF0A86</string> <key>zodiac-taurus</key> <string>uF0A87</string> <key>zodiac-virgo</key> <string>uF0A88</string> 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cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/lib.plist/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/MaterialDesignIconsDesktop.ufo/lib.plist", "repo_id": "cascadia-code", "token_count": 346362 }
695
<?xml version='1.0' encoding='UTF-8'?> <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd"> <plist version="1.0"> <dict> <key>com.schriftgestaltung.disablesAutomaticAlignment</key> <false/> <key>com.schriftgestaltung.font.customParameters</key> <array> <dict> <key>active</key> <false/> <key>name</key> <string>glyphOrder</string> <key>value</key> <array> <string>.notdef</string> <string>NULL</string> <string>CR</string> <string>space</string> <string>AWAY</string> <string>POMODORO_SQUASHED</string> <string>LONG_PAUSE</string> <string>POMODORO_TICKING</string> <string>PAIR_PROGRAMMING</string> <string>CLEAN_CODE</string> <string>POMODORO_ESTIMATED</string> <string>POMODORO_DONE</string> <string>SHORT_PAUSE</string> <string>INTERNAL_INTERRUPTION</string> <string>EXTERNAL_INTERRUPTION</string> </array> </dict> </array> <key>com.schriftgestaltung.fontMasterID</key> <string>m01</string> <key>com.schriftgestaltung.formatVersion</key> <integer>3</integer> <key>com.schriftgestaltung.useGlyphOrder</key> <false/> <key>com.schriftgestaltung.useNiceNames</key> <false/> <key>public.glyphOrder</key> <array> <string>CLEAN_CODE</string> <string>POMODORO_DONE</string> <string>POMODORO_ESTIMATED</string> <string>POMODORO_TICKING</string> <string>POMODORO_SQUASHED</string> <string>SHORT_PAUSE</string> <string>LONG_PAUSE</string> <string>AWAY</string> <string>PAIR_PROGRAMMING</string> <string>INTERNAL_INTERRUPTION</string> <string>EXTERNAL_INTERRUPTION</string> </array> <key>public.postscriptNames</key> <dict> <key>AWAY</key> <string>uniE007</string> <key>CLEAN_CODE</key> <string>uniE000</string> <key>EXTERNAL_INTERRUPTION</key> <string>uniE00A</string> <key>INTERNAL_INTERRUPTION</key> <string>uniE009</string> <key>LONG_PAUSE</key> <string>uniE006</string> <key>PAIR_PROGRAMMING</key> <string>uniE008</string> <key>POMODORO_DONE</key> <string>uniE001</string> <key>POMODORO_ESTIMATED</key> <string>uniE002</string> <key>POMODORO_SQUASHED</key> <string>uniE004</string> <key>POMODORO_TICKING</key> <string>uniE003</string> <key>SHORT_PAUSE</key> <string>uniE005</string> </dict> </dict> </plist>
cascadia-code/sources/nerdfonts/full/processed/Pomicons.ufo/lib.plist/0
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696
<?xml version='1.0' encoding='UTF-8'?> <glyph name="HEAVY CIRCLE" format="2"> <advance width="1200"/> <unicode hex="2B58"/> <note> HEAVY CIRCLE </note> <outline> <contour> <point x="600" y="1290" type="curve" smooth="yes"/> <point x="281" y="1290"/> <point x="20" y="1029"/> <point x="20" y="710" type="curve" smooth="yes"/> <point x="20" y="391"/> <point x="281" y="130"/> <point x="600" y="130" type="curve" smooth="yes"/> <point x="919" y="130"/> <point x="1180" y="391"/> <point x="1180" y="710" type="curve" smooth="yes"/> <point x="1180" y="1029"/> <point x="919" y="1290"/> </contour> <contour> <point x="600" y="1092" type="curve" smooth="yes"/> <point x="812" y="1092"/> <point x="982" y="922"/> <point x="982" y="710" type="curve" smooth="yes"/> <point x="982" y="498"/> <point x="812" y="328"/> <point x="600" y="328" type="curve" smooth="yes"/> <point x="388" y="328"/> <point x="218" y="498"/> <point x="218" y="710" type="curve" smooth="yes"/> <point x="218" y="922"/> <point x="388" y="1092"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/Unicode_IEC_symbol_font.ufo/glyphs/H_E_A_V_Y_ C_I_R_C_L_E_.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/Unicode_IEC_symbol_font.ufo/glyphs/H_E_A_V_Y_ C_I_R_C_L_E_.glif", "repo_id": "cascadia-code", "token_count": 594 }
697
<?xml version='1.0' encoding='UTF-8'?> <glyph name="arrow-down" format="2"> <advance width="1200"/> <unicode hex="EA9A"/> <note> arrow-down </note> <outline> <contour> <point x="95" y="678" type="line"/> <point x="20" y="597" type="line"/> <point x="562" y="61" type="line"/> <point x="638" y="61" type="line"/> <point x="1180" y="597" type="line"/> <point x="1105" y="678" type="line"/> <point x="655" y="228" type="line"/> <point x="655" y="1359" type="line"/> <point x="545" y="1359" type="line"/> <point x="545" y="228" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/arrow-down.glif/0
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698
<?xml version='1.0' encoding='UTF-8'?> <glyph name="book" format="2"> <advance width="1200"/> <unicode hex="EAA4"/> <note> book </note> <outline> <contour> <point x="1180" y="1159" type="line"/> <point x="1140" y="1204" type="line"/> <point x="684" y="1204" type="line"/> <point x="653" y="1190" type="line"/> <point x="600" y="1137" type="line"/> <point x="547" y="1190" type="line"/> <point x="516" y="1204" type="line"/> <point x="60" y="1204" type="line"/> <point x="20" y="1159" type="line"/> <point x="20" y="331" type="line"/> <point x="60" y="287" type="line"/> <point x="498" y="287" type="line"/> <point x="569" y="216" type="line"/> <point x="631" y="216" type="line"/> <point x="702" y="287" type="line"/> <point x="1140" y="287" type="line"/> <point x="1180" y="331" type="line"/> </contour> <contour> <point x="560" y="1058" type="line"/> <point x="560" y="345" type="line"/> <point x="542" y="358" type="line"/> <point x="516" y="371" type="line"/> <point x="104" y="371" type="line"/> <point x="104" y="1120" type="line"/> <point x="498" y="1120" type="line"/> </contour> <contour> <point x="1100" y="1120" type="line"/> <point x="1100" y="371" type="line"/> <point x="684" y="371" type="line"/> <point x="653" y="358" type="line"/> <point x="644" y="349" type="line"/> <point x="644" y="1062" type="line"/> <point x="702" y="1120" type="line"/> </contour> <contour> <point x="436" y="872" type="line"/> <point x="436" y="951" type="line"/> <point x="184" y="951" type="line"/> <point x="184" y="872" type="line"/> </contour> <contour> <point x="436" y="540" type="line"/> <point x="436" y="619" type="line"/> <point x="184" y="619" type="line"/> <point x="184" y="540" type="line"/> </contour> <contour> <point x="184" y="703" type="line"/> <point x="436" y="703" type="line"/> <point x="436" y="787" type="line"/> <point x="184" y="787" type="line"/> </contour> <contour> <point x="1016" y="872" type="line"/> <point x="1016" y="951" type="line"/> <point x="768" y="951" type="line"/> <point x="768" y="872" type="line"/> </contour> <contour> <point x="768" y="703" type="line"/> <point x="1016" y="703" type="line"/> <point x="1016" y="787" type="line"/> <point x="768" y="787" type="line"/> </contour> <contour> <point x="768" y="540" type="line"/> <point x="1016" y="540" type="line"/> <point x="1016" y="619" type="line"/> <point x="768" y="619" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/book.glif/0
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699
<?xml version='1.0' encoding='UTF-8'?> <glyph name="chevron-left" format="2"> <advance width="1200"/> <unicode hex="EAB5"/> <note> chevron-left </note> <outline> <contour> <point x="907" y="1216" type="line"/> <point x="833" y="1290" type="line"/> <point x="293" y="744" type="line"/> <point x="293" y="676" type="line"/> <point x="833" y="130" type="line"/> <point x="907" y="204" type="line"/> <point x="398" y="707" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/chevron-left.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/chevron-left.glif", "repo_id": "cascadia-code", "token_count": 243 }
700
<?xml version='1.0' encoding='UTF-8'?> <glyph name="close" format="2"> <advance width="1200"/> <unicode hex="EA76"/> <note> close </note> <outline> <contour> <point x="119" y="130" type="line"/> <point x="600" y="618" type="line"/> <point x="1081" y="130" type="line"/> <point x="1180" y="229" type="line"/> <point x="692" y="710" type="line"/> <point x="1180" y="1191" type="line"/> <point x="1081" y="1290" type="line"/> <point x="600" y="802" type="line"/> <point x="119" y="1290" type="line"/> <point x="20" y="1191" type="line"/> <point x="508" y="710" type="line"/> <point x="20" y="229" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/close.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/close.glif", "repo_id": "cascadia-code", "token_count": 339 }
701
<?xml version='1.0' encoding='UTF-8'?> <glyph name="dash" format="2"> <advance width="1200"/> <unicode hex="EACC"/> <note> dash </note> <outline> <contour> <point x="20" y="612" type="line"/> <point x="1180" y="612" type="line"/> <point x="1180" y="808" type="line"/> <point x="20" y="808" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/dash.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/dash.glif", "repo_id": "cascadia-code", "token_count": 173 }
702
<?xml version='1.0' encoding='UTF-8'?> <glyph name="debug-continue-small" format="2"> <advance width="1200"/> <unicode hex="EBE0"/> <note> debug-continue-small </note> <outline> <contour> <point x="124" y="94" type="line"/> <point x="124" y="1326" type="line"/> <point x="20" y="1326" type="line"/> <point x="20" y="94" type="line"/> </contour> <contour> <point x="1180" y="751" type="line"/> <point x="463" y="1260" type="line"/> <point x="381" y="1222" type="line"/> <point x="381" y="193" type="line"/> <point x="463" y="155" type="line"/> <point x="1180" y="663" type="line"/> </contour> <contour> <point x="485" y="1123" type="line"/> <point x="1060" y="707" type="line"/> <point x="485" y="291" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/debug-continue-small.glif/0
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703
<?xml version='1.0' encoding='UTF-8'?> <glyph name="debug-step-out" format="2"> <advance width="1200"/> <unicode hex="EAD5"/> <note> debug-step-out </note> <outline> <contour> <point x="654" y="1420" type="line"/> <point x="600" y="1420" type="line"/> <point x="546" y="1420" type="line"/> <point x="150" y="1024" type="line"/> <point x="259" y="916" type="line"/> <point x="524" y="1182" type="line"/> <point x="524" y="553" type="line"/> <point x="676" y="553" type="line"/> <point x="676" y="1182" type="line"/> <point x="941" y="916" type="line"/> <point x="1050" y="1024" type="line"/> </contour> <contour> <point x="801" y="287"/> <point x="681" y="406"/> <point x="513" y="406"/> <point x="394" y="287"/> <point x="394" y="114"/> <point x="513" y="0"/> <point x="681" y="0"/> <point x="801" y="114"/> <point x="801" y="201" type="qcurve" smooth="yes"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/debug-step-out.glif/0
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704
<?xml version='1.0' encoding='UTF-8'?> <glyph name="editor-layout" format="2"> <advance width="1200"/> <unicode hex="EAE3"/> <note> editor-layout </note> <outline> <contour> <point x="1180" y="170" type="line"/> <point x="1180" y="834" type="line"/> <point x="1140" y="878" type="line"/> <point x="516" y="878" type="line"/> <point x="516" y="1250" type="line"/> <point x="476" y="1290" type="line"/> <point x="60" y="1290" type="line"/> <point x="20" y="1250" type="line"/> <point x="20" y="582" type="line"/> <point x="60" y="546" type="line"/> <point x="268" y="546" type="line"/> <point x="268" y="170" type="line"/> <point x="308" y="130" type="line"/> <point x="1140" y="130" type="line"/> </contour> <contour> <point x="436" y="626" type="line"/> <point x="104" y="626" type="line"/> <point x="104" y="1126" type="line"/> <point x="436" y="1126" type="line"/> </contour> <contour> <point x="1100" y="710" type="line"/> <point x="1100" y="214" type="line"/> <point x="352" y="214" type="line"/> <point x="352" y="546" type="line"/> <point x="476" y="546" type="line"/> <point x="516" y="582" type="line"/> <point x="516" y="710" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/editor-layout.glif/0
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705
<?xml version='1.0' encoding='UTF-8'?> <glyph name="graph-left" format="2"> <advance width="1200"/> <unicode hex="EBAD"/> <note> graph-left </note> <outline> <contour> <point x="1180" y="1056" type="line"/> <point x="1180" y="1139" type="line"/> <point x="141" y="1139" type="line"/> <point x="206" y="1203" type="line"/> <point x="159" y="1255" type="line"/> <point x="20" y="1121" type="line"/> <point x="20" y="1069" type="line"/> <point x="159" y="935" type="line"/> <point x="206" y="983" type="line"/> <point x="137" y="1056" type="line"/> </contour> <contour> <point x="327" y="165" type="line"/> <point x="492" y="165" type="line"/> <point x="531" y="199" type="line"/> <point x="531" y="939" type="line"/> <point x="492" y="974" type="line"/> <point x="327" y="974" type="line"/> <point x="288" y="939" type="line"/> <point x="288" y="199" type="line"/> </contour> <contour> <point x="371" y="238" type="line"/> <point x="371" y="900" type="line"/> <point x="453" y="900" type="line"/> <point x="453" y="238" type="line"/> </contour> <contour> <point x="652" y="325" type="line"/> <point x="816" y="325" type="line"/> <point x="855" y="364" type="line"/> <point x="855" y="939" type="line"/> <point x="816" y="974" type="line"/> <point x="652" y="974" type="line"/> <point x="613" y="939" type="line"/> <point x="613" y="364" type="line"/> </contour> <contour> <point x="695" y="398" type="line"/> <point x="695" y="905" type="line"/> <point x="777" y="905" type="line"/> <point x="777" y="398" type="line"/> </contour> <contour> <point x="977" y="974" type="line"/> <point x="938" y="939" type="line"/> <point x="938" y="524" type="line"/> <point x="977" y="489" type="line"/> <point x="1141" y="489" type="line"/> <point x="1180" y="524" type="line"/> <point x="1180" y="939" type="line"/> <point x="1141" y="974" type="line"/> </contour> <contour> <point x="1020" y="905" type="line"/> <point x="1102" y="905" type="line"/> <point x="1102" y="559" type="line"/> <point x="1020" y="559" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/graph-left.glif/0
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706
<?xml version='1.0' encoding='UTF-8'?> <glyph name="list-filter" format="2"> <advance width="1200"/> <unicode hex="EB83"/> <note> list-filter </note> <outline> <contour> <point x="793" y="274" type="line"/> <point x="793" y="372" type="line"/> <point x="407" y="372" type="line"/> <point x="407" y="274" type="line"/> </contour> <contour> <point x="211" y="661" type="line"/> <point x="984" y="661" type="line"/> <point x="984" y="759" type="line"/> <point x="211" y="759" type="line"/> </contour> <contour> <point x="20" y="1146" type="line"/> <point x="20" y="1048" type="line"/> <point x="1180" y="1048" type="line"/> <point x="1180" y="1146" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/list-filter.glif/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/list-filter.glif", "repo_id": "cascadia-code", "token_count": 375 }
707
<?xml version='1.0' encoding='UTF-8'?> <glyph name="server" format="2"> <advance width="1200"/> <unicode hex="EB50"/> <note> server </note> <outline> <contour> <point x="1128" y="999" type="line"/> <point x="1180" y="1050" type="line"/> <point x="1180" y="1339" type="line"/> <point x="1128" y="1385" type="line"/> <point x="66" y="1385" type="line"/> <point x="20" y="1339" type="line"/> <point x="20" y="1050" type="line"/> <point x="66" y="999" type="line"/> </contour> <contour> <point x="793" y="1195" type="line"/> <point x="886" y="1195" type="line"/> <point x="886" y="1293" type="line"/> <point x="1082" y="1293" type="line"/> <point x="1082" y="1097" type="line"/> <point x="113" y="1097" type="line"/> <point x="113" y="1293" type="line"/> <point x="211" y="1293" type="line"/> <point x="211" y="1195" type="line"/> <point x="309" y="1195" type="line"/> <point x="309" y="1293" type="line"/> <point x="407" y="1293" type="line"/> <point x="407" y="1195" type="line"/> <point x="499" y="1195" type="line"/> <point x="499" y="1293" type="line"/> <point x="597" y="1293" type="line"/> <point x="597" y="1195" type="line"/> <point x="695" y="1195" type="line"/> <point x="695" y="1293" type="line"/> <point x="793" y="1293" type="line"/> </contour> <contour> <point x="1128" y="519" type="line"/> <point x="1180" y="566" type="line"/> <point x="1180" y="854" type="line"/> <point x="1128" y="906" type="line"/> <point x="66" y="906" type="line"/> <point x="20" y="854" type="line"/> <point x="20" y="566" type="line"/> <point x="66" y="519" type="line"/> </contour> <contour> <point x="407" y="710" type="line"/> <point x="499" y="710" type="line"/> <point x="499" y="808" type="line"/> <point x="597" y="808" type="line"/> <point x="597" y="710" type="line"/> <point x="695" y="710" type="line"/> <point x="695" y="808" type="line"/> <point x="793" y="808" type="line"/> <point x="793" y="710" type="line"/> <point x="886" y="710" type="line"/> <point x="886" y="808" type="line"/> <point x="1082" y="808" type="line"/> <point x="1082" y="612" type="line"/> <point x="113" y="612" type="line"/> <point x="113" y="808" type="line"/> <point x="211" y="808" type="line"/> <point x="211" y="710" type="line"/> <point x="309" y="710" type="line"/> <point x="309" y="808" type="line"/> <point x="407" y="808" type="line"/> </contour> <contour> <point x="66" y="35" type="line"/> <point x="1128" y="35" type="line"/> <point x="1180" y="81" type="line"/> <point x="1180" y="370" type="line"/> <point x="1128" y="421" type="line"/> <point x="66" y="421" type="line"/> <point x="20" y="370" type="line"/> <point x="20" y="81" type="line"/> </contour> <contour> <point x="1082" y="133" type="line"/> <point x="113" y="133" type="line"/> <point x="113" y="323" type="line"/> <point x="211" y="323" type="line"/> <point x="211" y="225" type="line"/> <point x="309" y="225" type="line"/> <point x="309" y="323" type="line"/> <point x="407" y="323" type="line"/> <point x="407" y="225" type="line"/> <point x="499" y="225" type="line"/> <point x="499" y="323" type="line"/> <point x="597" y="323" type="line"/> <point x="597" y="225" type="line"/> <point x="695" y="225" type="line"/> <point x="695" y="323" type="line"/> <point x="793" y="323" type="line"/> <point x="793" y="225" type="line"/> <point x="886" y="225" type="line"/> <point x="886" y="323" type="line"/> <point x="1082" y="323" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/server.glif/0
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708
<?xml version='1.0' encoding='UTF-8'?> <glyph name="symbol-array" format="2"> <advance width="1200"/> <unicode hex="EA8A"/> <note> symbol-array </note> <outline> <contour> <point x="268" y="1208" type="line"/> <point x="60" y="1208" type="line"/> <point x="20" y="1164" type="line"/> <point x="20" y="252" type="line"/> <point x="60" y="212" type="line"/> <point x="268" y="212" type="line"/> <point x="268" y="292" type="line"/> <point x="104" y="292" type="line"/> <point x="104" y="1124" type="line"/> <point x="268" y="1124" type="line"/> </contour> <contour> <point x="932" y="212" type="line"/> <point x="1140" y="212" type="line"/> <point x="1180" y="252" type="line"/> <point x="1180" y="1164" type="line"/> <point x="1140" y="1208" type="line"/> <point x="932" y="1208" type="line"/> <point x="932" y="1124" type="line"/> <point x="1100" y="1124" type="line"/> <point x="1100" y="292" type="line"/> <point x="932" y="292" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/symbol-array.glif/0
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709
<?xml version='1.0' encoding='UTF-8'?> <glyph name="symbol-numeric" format="2"> <advance width="1200"/> <unicode hex="EA90"/> <note> symbol-numeric </note> <outline> <contour> <point x="768" y="1290" type="line"/> <point x="768" y="958" type="line"/> <point x="436" y="958" type="line"/> <point x="436" y="1290" type="line"/> <point x="352" y="1290" type="line"/> <point x="352" y="958" type="line"/> <point x="20" y="958" type="line"/> <point x="20" y="878" type="line"/> <point x="352" y="878" type="line"/> <point x="352" y="546" type="line"/> <point x="20" y="546" type="line"/> <point x="20" y="462" type="line"/> <point x="352" y="462" type="line"/> <point x="352" y="130" type="line"/> <point x="436" y="130" type="line"/> <point x="436" y="462" type="line"/> <point x="768" y="462" type="line"/> <point x="768" y="130" type="line"/> <point x="848" y="130" type="line"/> <point x="848" y="462" type="line"/> <point x="1180" y="462" type="line"/> <point x="1180" y="546" type="line"/> <point x="848" y="546" type="line"/> <point x="848" y="878" type="line"/> <point x="1180" y="878" type="line"/> <point x="1180" y="958" type="line"/> <point x="848" y="958" type="line"/> <point x="848" y="1290" type="line"/> </contour> <contour> <point x="768" y="878" type="line"/> <point x="768" y="546" type="line"/> <point x="436" y="546" type="line"/> <point x="436" y="878" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/symbol-numeric.glif/0
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710
<?xml version='1.0' encoding='UTF-8'?> <glyph name="terminal-cmd" format="2"> <advance width="1200"/> <unicode hex="EBC4"/> <note> terminal-cmd </note> <outline> <contour> <point x="759" y="783" type="line"/> <point x="902" y="420" type="line"/> <point x="956" y="420" type="line"/> <point x="809" y="783" type="line"/> </contour> <contour> <point x="457" y="741"/> <point x="492" y="733"/> <point x="507" y="725" type="qcurve"/> <point x="515" y="760" type="line"/> <point x="507" y="768"/> <point x="469" y="776"/> <point x="399" y="776"/> <point x="329" y="749"/> <point x="283" y="702"/> <point x="256" y="637"/> <point x="256" y="559"/> <point x="283" y="493"/> <point x="329" y="447"/> <point x="391" y="424"/> <point x="453" y="424"/> <point x="480" y="432" type="qcurve"/> <point x="499" y="432"/> <point x="515" y="439" type="qcurve"/> <point x="507" y="474" type="line"/> <point x="472" y="463"/> <point x="403" y="463"/> <point x="356" y="482"/> <point x="322" y="517"/> <point x="302" y="567"/> <point x="302" y="629"/> <point x="322" y="687"/> <point x="360" y="722"/> <point x="407" y="741"/> <point x="438" y="741" type="qcurve" smooth="yes"/> </contour> <contour> <point x="600" y="637" type="line"/> <point x="673" y="637" type="line"/> <point x="673" y="710" type="line"/> <point x="600" y="710" type="line"/> </contour> <contour> <point x="600" y="493" type="line"/> <point x="673" y="493" type="line"/> <point x="673" y="567" type="line"/> <point x="600" y="567" type="line"/> </contour> <contour> <point x="1180" y="1182" type="line"/> <point x="1145" y="1217" type="line"/> <point x="55" y="1217" type="line"/> <point x="20" y="1182" type="line"/> <point x="20" y="238" type="line"/> <point x="55" y="203" type="line"/> <point x="1145" y="203" type="line"/> <point x="1180" y="238" type="line"/> </contour> <contour> <point x="1107" y="927" type="line"/> <point x="1107" y="277" type="line"/> <point x="93" y="277" type="line"/> <point x="93" y="927" type="line"/> </contour> <contour> <point x="1107" y="1147" type="line"/> <point x="1107" y="1000" type="line"/> <point x="93" y="1000" type="line"/> <point x="93" y="1147" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/terminal-cmd.glif/0
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711
<?xml version='1.0' encoding='UTF-8'?> <glyph name="triangle-up" format="2"> <advance width="1200"/> <unicode hex="EB71"/> <note> triangle-up </note> <outline> <contour> <point x="644" y="999" type="line"/> <point x="561" y="999" type="line"/> <point x="20" y="473" type="line"/> <point x="56" y="421" type="line"/> <point x="1139" y="421" type="line"/> <point x="1180" y="473" type="line"/> </contour> </outline> </glyph>
cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/glyphs/triangle-up.glif/0
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712
<?xml version='1.0' encoding='UTF-8'?> <!DOCTYPE plist PUBLIC "-//Apple//DTD PLIST 1.0//EN" "http://www.apple.com/DTDs/PropertyList-1.0.dtd"> <plist version="1.0"> <dict> <key>com.schriftgestaltung.disablesAutomaticAlignment</key> <true/> <key>com.schriftgestaltung.fontMasterID</key> <string>m01</string> <key>com.schriftgestaltung.formatVersion</key> <integer>3</integer> <key>com.schriftgestaltung.useGlyphOrder</key> <true/> <key>com.schriftgestaltung.useNiceNames</key> <false/> <key>public.glyphOrder</key> <array> <string>account</string> <string>activate-breakpoints</string> <string>add</string> <string>archive</string> <string>arrow-both</string> <string>arrow-down</string> <string>arrow-left</string> <string>arrow-right</string> <string>arrow-small-down</string> <string>arrow-small-left</string> <string>arrow-small-right</string> <string>arrow-small-up</string> <string>arrow-swap</string> <string>arrow-up</string> <string>azure-devops</string> <string>azure</string> <string>beaker-stop</string> <string>beaker</string> <string>bell-dot</string> <string>bell</string> <string>bold</string> <string>book</string> <string>bookmark</string> <string>bracket-dot</string> <string>bracket-error</string> <string>briefcase</string> <string>broadcast</string> <string>browser</string> <string>bug</string> <string>calendar</string> <string>call-incoming</string> <string>call-outgoing</string> <string>case-sensitive</string> <string>check-all</string> <string>check</string> <string>checklist</string> <string>chevron-down</string> <string>chevron-left</string> <string>chevron-right</string> <string>chevron-up</string> <string>chrome-close</string> <string>chrome-maximize</string> <string>chrome-minimize</string> <string>chrome-restore</string> <string>circle-filled</string> <string>circle-large-filled</string> <string>circle-large-outline</string> <string>circle-outline</string> <string>circle-slash</string> <string>circuit-board</string> <string>clear-all</string> <string>clippy</string> <string>close-all</string> <string>close</string> <string>cloud-download</string> <string>cloud-upload</string> <string>cloud</string> <string>code</string> <string>collapse-all</string> <string>color-mode</string> <string>combine</string> <string>comment-discussion</string> <string>comment</string> <string>compass-active</string> <string>compass-dot</string> <string>compass</string> <string>copy</string> <string>credit-card</string> <string>dash</string> <string>dashboard</string> <string>database</string> <string>debug-all</string> <string>debug-alt-small</string> <string>debug-alt</string> <string>debug-breakpoint-conditional-unverified</string> <string>debug-breakpoint-conditional</string> <string>debug-breakpoint-data-unverified</string> <string>debug-breakpoint-data</string> <string>debug-breakpoint-function-unverified</string> <string>debug-breakpoint-function</string> <string>debug-breakpoint-log-unverified</string> <string>debug-breakpoint-log</string> <string>debug-breakpoint-unsupported</string> <string>debug-console</string> <string>debug-continue-small</string> <string>debug-continue</string> <string>debug-coverage</string> <string>debug-disconnect</string> <string>debug-line-by-line</string> <string>debug-pause</string> <string>debug-rerun</string> <string>debug-restart-frame</string> <string>debug-restart</string> <string>debug-reverse-continue</string> <string>debug-stackframe-active</string> <string>debug-stackframe-dot</string> <string>debug-stackframe</string> <string>debug-start</string> <string>debug-step-back</string> <string>debug-step-into</string> <string>debug-step-out</string> <string>debug-step-over</string> <string>debug-stop</string> <string>debug</string> <string>desktop-download</string> <string>device-camera-video</string> <string>device-camera</string> <string>device-mobile</string> <string>diff-added</string> <string>diff-ignored</string> <string>diff-modified</string> <string>diff-removed</string> <string>diff-renamed</string> <string>diff</string> <string>discard</string> <string>edit</string> <string>editor-layout</string> <string>ellipsis</string> <string>empty-window</string> <string>error</string> <string>exclude</string> <string>expand-all</string> <string>export</string> <string>extensions</string> <string>eye-closed</string> <string>eye</string> <string>feedback</string> <string>file-binary</string> <string>file-code</string> <string>file-media</string> <string>file-pdf</string> <string>file-submodule</string> <string>file-symlink-directory</string> <string>file-symlink-file</string> <string>file-zip</string> <string>file</string> <string>files</string> <string>filter-filled</string> <string>filter</string> <string>flame</string> <string>fold-down</string> <string>fold-up</string> <string>fold</string> <string>folder-active</string> <string>folder-library</string> <string>folder-opened</string> <string>folder</string> <string>gear</string> <string>gift</string> <string>gist-secret</string> <string>git-commit</string> <string>git-compare</string> <string>git-merge</string> <string>git-pull-request-closed</string> <string>git-pull-request-create</string> <string>git-pull-request-draft</string> <string>git-pull-request</string> <string>github-action</string> <string>github-alt</string> <string>github-inverted</string> <string>github</string> <string>globe</string> <string>go-to-file</string> <string>grabber</string> <string>graph-left</string> <string>graph-line</string> <string>graph-scatter</string> <string>graph</string> <string>gripper</string> <string>group-by-ref-type</string> <string>heart</string> <string>history</string> <string>home</string> <string>horizontal-rule</string> <string>hubot</string> <string>inbox</string> <string>info</string> <string>inspect</string> <string>issue-draft</string> <string>issue-reopened</string> <string>issues</string> <string>italic</string> <string>jersey</string> <string>json</string> <string>kebab-vertical</string> <string>key</string> <string>law</string> <string>layers-active</string> <string>layers-dot</string> <string>layers</string> <string>layout</string> <string>library</string> <string>lightbulb-autofix</string> <string>lightbulb</string> <string>link-external</string> <string>link</string> <string>list-filter</string> <string>list-flat</string> <string>list-ordered</string> <string>list-selection</string> <string>list-tree</string> <string>list-unordered</string> <string>live-share</string> <string>loading</string> <string>location</string> <string>lock-small</string> <string>lock</string> <string>magnet</string> <string>mail-read</string> <string>mail</string> <string>markdown</string> <string>megaphone</string> <string>mention</string> <string>menu</string> <string>merge</string> <string>milestone</string> <string>mirror</string> <string>mortar-board</string> <string>move</string> <string>multiple-windows</string> <string>mute</string> <string>new-file</string> <string>new-folder</string> <string>newline</string> <string>no-newline</string> <string>note</string> <string>notebook-template</string> <string>notebook</string> <string>octoface</string> <string>open-preview</string> <string>organization</string> <string>output</string> <string>package</string> <string>paintcan</string> <string>pass-filled</string> <string>pass</string> <string>person-add</string> <string>person</string> <string>pie-chart</string> <string>pin</string> <string>pinned-dirty</string> <string>pinned</string> <string>play-circle</string> <string>play</string> <string>plug</string> <string>preserve-case</string> <string>preview</string> <string>primitive-square</string> <string>project</string> <string>pulse</string> <string>question</string> <string>quote</string> <string>radio-tower</string> <string>reactions</string> <string>record-keys</string> <string>record</string> <string>redo</string> <string>references</string> <string>refresh</string> <string>regex</string> <string>remote-explorer</string> <string>remote</string> <string>remove</string> <string>replace-all</string> <string>replace</string> <string>reply</string> <string>repo-clone</string> <string>repo-force-push</string> <string>repo-forked</string> <string>repo-pull</string> <string>repo-push</string> <string>repo</string> <string>report</string> <string>request-changes</string> <string>rocket</string> <string>root-folder-opened</string> <string>root-folder</string> <string>rss</string> <string>ruby</string> <string>run-above</string> <string>run-all</string> <string>run-below</string> <string>run-errors</string> <string>save-all</string> <string>save-as</string> <string>save</string> <string>screen-full</string> <string>screen-normal</string> <string>search-stop</string> <string>search</string> <string>server-environment</string> <string>server-process</string> <string>server</string> <string>settings-gear</string> <string>settings</string> <string>shield</string> <string>sign-in</string> <string>sign-out</string> <string>smiley</string> <string>sort-precedence</string> <string>source-control</string> <string>split-horizontal</string> <string>split-vertical</string> <string>squirrel</string> <string>star-empty</string> <string>star-full</string> <string>star-half</string> <string>stop-circle</string> <string>symbol-array</string> <string>symbol-boolean</string> <string>symbol-class</string> <string>symbol-color</string> <string>symbol-constant</string> <string>symbol-enum-member</string> <string>symbol-enum</string> <string>symbol-event</string> <string>symbol-field</string> <string>symbol-file</string> <string>symbol-interface</string> <string>symbol-key</string> <string>symbol-keyword</string> <string>symbol-method</string> <string>symbol-misc</string> <string>symbol-namespace</string> <string>symbol-numeric</string> <string>symbol-operator</string> <string>symbol-parameter</string> <string>symbol-property</string> <string>symbol-ruler</string> <string>symbol-snippet</string> <string>symbol-string</string> <string>symbol-structure</string> <string>symbol-variable</string> <string>sync-ignored</string> <string>sync</string> <string>table</string> <string>tag</string> <string>tasklist</string> <string>telescope</string> <string>terminal-bash</string> <string>terminal-cmd</string> <string>terminal-debian</string> <string>terminal-linux</string> <string>terminal-powershell</string> <string>terminal-tmux</string> <string>terminal-ubuntu</string> <string>terminal</string> <string>text-size</string> <string>three-bars</string> <string>thumbsdown</string> <string>thumbsup</string> <string>tools</string> <string>trash</string> <string>triangle-down</string> <string>triangle-left</string> <string>triangle-right</string> <string>triangle-up</string> <string>twitter</string> <string>type-hierarchy-sub</string> <string>type-hierarchy-super</string> <string>type-hierarchy</string> <string>unfold</string> 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cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/lib.plist/0
{ "file_path": "cascadia-code/sources/nerdfonts/full/processed/codicon.ufo/lib.plist", "repo_id": "cascadia-code", "token_count": 18013 }
713
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cascadia-code/sources/nerdfonts/full/processed/devicons.ufo/glyphs/uniE_62C_.glif/0
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714
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cascadia-code/sources/nerdfonts/full/processed/font-logos.ufo/glyphs/C_rystal L_inux.glif/0
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715
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cascadia-code/sources/nerdfonts/full/processed/font-logos.ufo/glyphs/N_ixO_S_.glif/0
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716
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cascadia-code/sources/nerdfonts/full/processed/original-source.ufo/glyphs/i_seti_r.glif/0
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cascadia-code/sources/nerdfonts/full/processed/weathericons-regular-webfont.ufo/glyphs/contents.plist/0
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"""This script is to generate synthetic dataset for SCOTCH experiments.""" import os import sys from argparse import Namespace import pandas as pd import torch from scipy.io import loadmat from scotch.dataset_generation.example_sdes.lorenz_sde import Lorenz96SDE from scotch.dataset_generation.example_sdes.yeast_glycolysis import YeastGlycolysisSDE from scotch.dataset_generation.generate_trajectories import generate_and_return_trajectories def subsample(ts, data, samp_every): subsamp_ts = ts[::samp_every] subsamp_data = data[:, ::samp_every, :] return subsamp_ts, subsamp_data def generate_missing_data(ts, data, missing_probability): mask = torch.rand(data.shape[1]) > missing_probability missing_ts = ts[mask] missing_data = data[:, mask, :] return missing_ts, missing_data def load_data_from_file(arguments): match arguments.dataset: case "lorenz": z0_train = torch.randn(size=(arguments.train_size, arguments.dimension), device="cuda") ts, training_data, _ = generate_and_return_trajectories( Lorenz96SDE, z0_train, num_time_points=arguments.num_time_points, t_max=arguments.t_max, noise_scale=arguments.noise_scale, F=arguments.forcing, return_raw=True, dt=0.005, ) case "yeast": variable_ranges = torch.tensor( [[0.15, 1.60], [0.19, 2.16], [0.04, 0.20], [0.10, 0.35], [0.08, 0.30], [0.14, 2.67], [0.05, 0.10]], device="cuda", ) unif_samples = torch.rand(size=(arguments.train_size, 7), device="cuda") z0_train = variable_ranges[:, 0] + (variable_ranges[:, 1] - variable_ranges[:, 0]) * unif_samples ts, training_data, _ = generate_and_return_trajectories( YeastGlycolysisSDE, z0_train, num_time_points=arguments.num_time_points, t_max=arguments.t_max, noise_scale=arguments.noise_scale, return_raw=True, dt=0.01, ) case "netsim": training_data_dict = loadmat("<path to netsim data mat file>") ts = torch.linspace(0, 10, 200) training_data = torch.tensor(training_data_dict["ts"], device="cuda").view(50, 200, 15)[1:6, :, :] return ts, training_data def load_graph_from_file(arguments): match arguments.dataset: case "netsim": training_data_dict = loadmat("<path to netsim data mat file>") true_graph = (torch.tensor(training_data_dict["net"], device="cuda")[0] != 0).long() case "lorenz": true_graph = Lorenz96SDE.graph(arguments.dimension).to("cuda") case "yeast": true_graph = YeastGlycolysisSDE.graph().to("cuda") return true_graph def save_data_and_graph_to_file(arguments, ts, training_data, true_graph): match arguments.dataset: case "netsim": subf = "norm" if arguments.normalize else "unnorm" os.makedirs(f"data/netsim_processed_new/{subf}", exist_ok=True) torch.save(ts, f"data/netsim_processed_new/{subf}/times_{str(arguments.missing_prob)}_{arguments.seed}.pt") torch.save( training_data, f"data/netsim_processed_new/{subf}/data_{str(arguments.missing_prob)}_{arguments.seed}.pt", ) torch.save(true_graph, f"data/netsim_processed_new/{subf}/true_graph.pt") case "lorenz": subf = "norm" if arguments.normalize else "unnorm" os.makedirs(f"data/lorenz96_processed/{arguments.dimension}/{subf}", exist_ok=True) torch.save( ts, f"data/lorenz96_processed/{arguments.dimension}/{subf}/times_{arguments.num_subsamp}_{str(arguments.missing_prob)}_{arguments.seed}.pt", ) torch.save( training_data, f"data/lorenz96_processed/{arguments.dimension}/{subf}/data_{arguments.num_subsamp}_{str(arguments.missing_prob)}_{arguments.seed}.pt", ) torch.save(true_graph, f"data/lorenz96_processed/{arguments.dimension}/{subf}/true_graph.pt") case "yeast": subf = "norm" if arguments.normalize else "unnorm" os.makedirs(f"data/yeast_processed/{arguments.dimension}/{subf}", exist_ok=True) torch.save( ts, f"data/yeast_processed/{arguments.dimension}/{subf}/times_{arguments.num_subsamp}_{str(arguments.missing_prob)}_{arguments.seed}.pt", ) torch.save( training_data, f"data/yeast_processed/{arguments.dimension}/{subf}/data_{arguments.num_subsamp}_{str(arguments.missing_prob)}_{arguments.seed}.pt", ) torch.save(true_graph, f"data/yeast_processed/{arguments.dimension}/{subf}/true_graph.pt") def generate_data_standard(arguments, save_data=False): torch.manual_seed(arguments.seed) ts, training_data = load_data_from_file(arguments) _, num_time_points, _ = training_data.shape true_graph = load_graph_from_file(arguments) training_data = ( (training_data - training_data.mean(dim=(0, 1))) / training_data.std(dim=(0, 1)) if arguments.normalize else training_data ) # create missing data if arguments.dataset in ("lorenz", "yeast"): ts, training_data = subsample(ts, training_data, num_time_points // arguments.num_subsamp) ts, training_data = generate_missing_data(ts, training_data, arguments.missing_prob) if save_data: save_data_and_graph_to_file(arguments, ts, training_data, true_graph) return ts, training_data, true_graph if __name__ == "__main__": sys.setrecursionlimit(2000) gen_netsim_data = False print("Generating Yeast Glycolysis Dataset") for seed in [0, 1, 2, 3, 4]: for normalize in [False, True]: for num_subsamp in [100, 200, 500, 1000]: for missing_prob in [0.0, 0.1, 0.2, 0.5]: print( f"Seed: {seed}, Normalize: {normalize}, Num Subsamp: {num_subsamp}, Missing Prob: {missing_prob}" ) args = Namespace( normalize=normalize, dataset="yeast", missing_prob=missing_prob, seed=seed, train_size=100, num_time_points=1000, t_max=100.0, noise_scale=0.01, dimension=7, num_subsamp=num_subsamp, ) generate_data_standard(args, save_data=True) print("Generating Lorenz Dataset") for seed in [0, 1, 2, 3, 4]: for normalize in [False, True]: for num_subsamp in [1000, 500, 200, 100]: for missing_prob in [0.0, 0.3, 0.6]: print( f"Seed: {seed}, Normalize: {normalize}, Num Subsamp: {num_subsamp}, Missing Prob: {missing_prob}" ) args = Namespace( normalize=normalize, dataset="lorenz", missing_prob=missing_prob, seed=seed, forcing=10, train_size=100, num_time_points=1000, t_max=100.0, noise_scale=0.5, dimension=10, num_subsamp=num_subsamp, ) generate_data_standard(args, save_data=True) if gen_netsim_data: print("Generating Netsim Dataset") for seed in [0, 1, 2, 3, 4]: for normalize in [False, True]: for missing_prob in [0.0, 0.1, 0.2]: print(f"Seed: {seed}, Normalize: {normalize}, Missing Prob: {missing_prob}") args = Namespace(normalize=normalize, dataset="netsim", missing_prob=missing_prob, seed=seed) generate_data_standard(args, save_data=True)
causica/research_experiments/scotch/src/scotch/dataset_generation/generate_and_save_data.py/0
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"""This implements the abstract template for stochastic differential equations""" from abc import ABC, abstractmethod import torch class SDE(ABC): """Abstract base class for stochastic differential equations. Any concrete class must implement the f and g methods, and noise_type and sde_type properties. """ @property @abstractmethod def noise_type(self) -> str: """Type of SDE noise. Must be one of "diagonal", "additive", "scalar". or "general". """ @property @abstractmethod def sde_type(self): """Type of SDE. Must be one of "ito" or "stratonovich". """ @abstractmethod def f(self, t: float, y: torch.Tensor) -> torch.Tensor: """Drift coefficient of the SDE. Args: t: time point; scalar y: variable values; tensor of size (batch_size, state_size) """ @abstractmethod def g(self, t: float, y: torch.Tensor) -> torch.Tensor: """Diffusion coefficient of the SDE. Args: t: time point; scalar y: variable values; tensor of size (batch_size, state_size) """
causica/research_experiments/scotch/src/scotch/sdes/sdes_core.py/0
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import dataclasses import json import os from typing import Any, Callable, Iterable, Optional import fsspec import numpy as np import torch from tensordict import TensorDict from causica.datasets.causica_dataset_format.load import ( CounterfactualWithEffects, DataEnum, InterventionWithEffects, Variable, VariablesMetadata, get_group_names, ) from causica.datasets.interventional_data import CounterfactualData, InterventionData from causica.datasets.variable_types import VariableTypeEnum class TensorEncoder(json.JSONEncoder): """A JSON encoder that can encode tensors, numpy arrays and TensorDicts.""" def default(self, o): if isinstance(o, np.ndarray): return o.tolist() if isinstance(o, torch.Tensor): return self.default(o.numpy()) if isinstance(o, TensorDict): return o.to_dict() if isinstance(o, set): return list(o) return json.JSONEncoder.default(self, o) class VariableEncoder(json.JSONEncoder): """A JSON encoder that can encode Variable objects.""" def default(self, o): if isinstance(o, VariablesMetadata): return dataclasses.asdict(o) if isinstance(o, Variable): return dataclasses.asdict(o) if isinstance(o, VariableTypeEnum): return o.value return json.JSONEncoder.default(self, o) def _get_idx_list_from_node_names(names: Iterable[str], node_names: Iterable[str]) -> list[int]: """Returns a list of indices corresponding to the node names in the node_names list. Args: names: A list of node names node_names: A list of all node names Returns: A list of indices corresponding to the node names in the node_names list """ return [np.argwhere(np.array(node_names) == name).item() for name in names] def _packed_concatenate_tensordict_values( td: TensorDict, node_names: Iterable[str], variable_types: dict[str, VariableTypeEnum] ) -> np.ndarray: """Concatenates the values of a TensorDict along the last dimension. The order of the values is determined by the node_names list. Args: td: A TensorDict node_names: The names of the nodes in the TensorDict Returns: A numpy array of the concatenated values """ def _maybe_pack_onehot(t: torch.Tensor, variable_type: VariableTypeEnum): return torch.argmax(t, dim=-1, keepdim=True) if variable_type == VariableTypeEnum.CATEGORICAL else t return np.concatenate( [_maybe_pack_onehot(td[name], variable_types[name]) for name in node_names if name in td.keys()], axis=-1 ) def intervention_data_to_dict( intervention: InterventionData, reference: InterventionData | None, variables_metadata: VariablesMetadata, effect_idx_names: Iterable[str] | None = None, ) -> dict[str, np.ndarray | None]: """Converts an InterventionData object to a dictionary that can be saved to a json file. Args: intervention: An InterventionData object reference: An optional InterventionData object to use as a reference variables_metadata: The variables metadata for the dataset effect_idx_names: The names of the variables to use as the effect Returns: A dictionary of a single intervention data sample in causica dataset format that can be saved to a json file """ node_names = get_group_names(variables_metadata) variable_types = {var.group_name: var.type for var in variables_metadata.variables} effect_idxs = _get_idx_list_from_node_names(effect_idx_names or [], node_names) intervention_idxs = _get_idx_list_from_node_names(intervention.intervention_values.keys(), node_names) intervention_values = _packed_concatenate_tensordict_values( intervention.intervention_values, node_names, variable_types ) test_data = _packed_concatenate_tensordict_values(intervention.intervention_data, node_names, variable_types) reference_data = None intervention_reference = None if reference is not None: reference_data = _packed_concatenate_tensordict_values(reference.intervention_data, node_names, variable_types) intervention_reference = _packed_concatenate_tensordict_values( reference.intervention_values, node_names, variable_types ) return { "intervention_idxs": np.array(intervention_idxs), "intervention_values": intervention_values, "test_data": test_data, "reference_data": reference_data, "intervention_reference": intervention_reference, "effect_idxs": np.array(effect_idxs), "conditioning_idxs": None, "conditioning_values": None, } def counterfactual_data_to_dict( counterfactual: CounterfactualData, reference: Optional[CounterfactualData], variables_metadata: VariablesMetadata, effect_idx_names: Iterable[str] | None = None, ) -> dict[str, np.ndarray | list[int] | None]: """Converts a CounterfactualData object to a dictionary that can be saved to a json file. Args: counterfactual: A CounterfactualData object reference: An optional CounterfactualData object to use as a reference variables_metadata: The variables metadata for the dataset effect_idx_names: The names of the variables to use as the effect Returns: A dictionary of a single counterfactual data sample in causica dataset format that can be saved to a json file """ node_names = get_group_names(variables_metadata) variable_types = {var.group_name: var.type for var in variables_metadata.variables} effect_idxs = _get_idx_list_from_node_names(effect_idx_names or [], node_names) conditioning_idxs = _get_idx_list_from_node_names(counterfactual.factual_data.keys(), node_names) intervention_idxs = _get_idx_list_from_node_names(counterfactual.intervention_values.keys(), node_names) conditioning_values = _packed_concatenate_tensordict_values(counterfactual.factual_data, node_names, variable_types) intervention_values = _packed_concatenate_tensordict_values( counterfactual.intervention_values, node_names, variable_types ) test_data = _packed_concatenate_tensordict_values(counterfactual.counterfactual_data, node_names, variable_types) reference_data = None intervention_reference = None if reference is not None: reference_data = _packed_concatenate_tensordict_values( reference.counterfactual_data, node_names, variable_types ) intervention_reference = _packed_concatenate_tensordict_values( reference.intervention_values, node_names, variable_types ) return { "intervention_idxs": intervention_idxs, "intervention_values": intervention_values, "test_data": test_data, "effect_idxs": effect_idxs, "conditioning_idxs": conditioning_idxs, "conditioning_values": conditioning_values, "reference_data": reference_data, "intervention_reference": intervention_reference, } def intervention_or_counterfactual_to_causica_dict( data_with_effects: list[CounterfactualWithEffects] | list[InterventionWithEffects], variables_metadata: VariablesMetadata, ) -> dict[str, Any]: """Converts a list of CounterfactualWithEffects objects to a dictionary that can be saved to a json file. Args: data_with_effects: A list of CounterfactualWithEffects or InterventionWithEffects objects variables_metadata: The variables metadata for the dataset Returns: A dictionary of the data in causica dataset format that can be saved to a json file """ node_names = get_group_names(variables_metadata) convert_fn: Callable if isinstance(data_with_effects[0][0], InterventionData): assert all( isinstance(data, InterventionData) and (reference is None or isinstance(reference, InterventionData)) for data, reference, _ in data_with_effects ) convert_fn = intervention_data_to_dict data_td = data_with_effects[0][0].intervention_data elif isinstance(data_with_effects[0][0], CounterfactualData): assert all( isinstance(data, CounterfactualData) and (reference is None or isinstance(reference, CounterfactualData)) for data, reference, _ in data_with_effects ) convert_fn = counterfactual_data_to_dict data_td = data_with_effects[0][0].factual_data else: raise ValueError( f"data_with_effects must be a list of InterventionData or CounterfactualData objects, got {type(data_with_effects[0][0])}" ) columns_to_nodes = [idx for idx, name in enumerate(node_names) for _ in range(data_td[name].shape[-1])] return { "metadata": { "columns_to_nodes": columns_to_nodes, }, "environments": [ convert_fn(data_obj, reference_obj, variables_metadata, effect_idxs) for data_obj, reference_obj, effect_idxs in data_with_effects ], } def save_data( savedir: str, data: VariablesMetadata | torch.Tensor | TensorDict | list[InterventionWithEffects] | list[CounterfactualWithEffects], data_enum: DataEnum | None = None, variables: VariablesMetadata | None = None, **storage_kwargs, ) -> None: """ Save data to disk in the Causica dataset format. Args: savedir (str): The directory to save the data to. This can be any fsspec compatible url. data: The data to save. Must be one of the following types: - VariablesMetadata: If saving variables metadata. - torch.Tensor: If saving the true adjacency matrix. - TensorDict: If saving train, validation, or test data. - list[InterventionWithEffects]: If saving interventions data. - list[CounterfactualWithEffects]: If saving counterfactuals data. data_enum: The type of data being saved. Defaults to None. Not required for variables or adjacency. variables: The variables metadata associated with the data. Defaults to None. Not required for variables or adjacency. **storage_kwargs: Additional keyword arguments to pass to the fsspec.open function. Raises: AssertionError: If the input data is of an unexpected type or if the data_enum and variables arguments are not consistent with the input data type. """ if isinstance(data, VariablesMetadata): assert data_enum is None or data_enum == DataEnum.VARIABLES_JSON with fsspec.open(os.path.join(savedir, "variables.json"), mode="w", **storage_kwargs) as f: json.dump(dataclasses.asdict(data), f, indent=4, cls=VariableEncoder) elif isinstance(data, torch.Tensor): assert data_enum is None or data_enum == DataEnum.TRUE_ADJACENCY with fsspec.open(os.path.join(savedir, "adj_matrix.csv"), mode="w", **storage_kwargs) as f: np.savetxt( f, data.numpy(), delimiter=",", fmt="%i", ) elif isinstance(data, TensorDict): assert data_enum in (DataEnum.TRAIN, DataEnum.VALIDATION, DataEnum.TEST) assert variables is not None node_names = get_group_names(variables) variable_types = {var.group_name: var.type for var in variables.variables} with fsspec.open(os.path.join(savedir, data_enum.value), mode="w", **storage_kwargs) as f: np.savetxt( f, _packed_concatenate_tensordict_values(data, node_names, variable_types), delimiter=",", ) else: assert ( data_enum == DataEnum.COUNTERFACTUALS and isinstance(data, list) and isinstance(data[0][0], CounterfactualData) ) or ( data_enum == DataEnum.INTERVENTIONS and isinstance(data, list) and isinstance(data[0][0], InterventionData) ) assert variables is not None with fsspec.open(os.path.join(savedir, data_enum.value), mode="w", **storage_kwargs) as f: json.dump( intervention_or_counterfactual_to_causica_dict(data, variables), f, indent=4, cls=TensorEncoder, ) def save_dataset( savedir: str, variables: VariablesMetadata, adjacency: torch.Tensor, train_data: TensorDict, test_data: TensorDict, val_data: TensorDict | None = None, interventions: list[InterventionWithEffects] | None = None, counterfactuals: list[CounterfactualWithEffects] | None = None, overwrite: bool = False, **storage_kwargs, ) -> None: """ Saves a dataset to a directory in the Causica format. Args: savedir: The directory to save the dataset to. This can be any fsspec compatible url. variables: Metadata about the variables in the dataset. adjacency: The adjacency matrix of the causal graph. train_data: The training data. test_data: The test data. val_data: The validation data. interventions: A list of interventions to save. counterfactuals: A list of counterfactuals to save. overwrite: Whether to overwrite the directory if it already exists. Defaults to False. **storage_kwargs: Additional keyword arguments to pass to the storage backend. """ fs, _ = fsspec.core.url_to_fs(savedir, **storage_kwargs) if fs.exists(savedir): print(f"Directory {savedir} already exists...") if not overwrite: print("Skipping...") return fs.makedirs(savedir, exist_ok=True) save_data(savedir, variables, DataEnum.VARIABLES_JSON, variables, **storage_kwargs) save_data(savedir, adjacency, DataEnum.TRUE_ADJACENCY, variables, **storage_kwargs) save_data(savedir, train_data, DataEnum.TRAIN, variables, **storage_kwargs) save_data(savedir, test_data, DataEnum.TEST, variables, **storage_kwargs) if val_data is not None: save_data(savedir, val_data, DataEnum.VALIDATION, variables, **storage_kwargs) if interventions: save_data(savedir, interventions, DataEnum.INTERVENTIONS, variables, **storage_kwargs) if counterfactuals: save_data(savedir, counterfactuals, DataEnum.COUNTERFACTUALS, variables, **storage_kwargs)
causica/src/causica/datasets/causica_dataset_format/save.py/0
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from typing import Optional import torch import torch.distributions as td import torch.nn.functional as F from causica.distributions.adjacency.adjacency_distributions import AdjacencyDistribution from causica.triangular_transformations import fill_triangular, num_lower_tri_elements_to_n, unfill_triangular class ThreeWayAdjacencyDistribution(AdjacencyDistribution): """ For each pair of nodes xᵢ and xⱼ where i < j, sample a three way categorical Cᵢⱼ. Cᵢⱼ = 0, represents the edge xᵢ -> xⱼ, Cᵢⱼ = 1, represents the edge xᵢ <- xⱼ, Cᵢⱼ = 2, there is no edge between these nodes. We store the logits of C as a tensor of shape (n(n-1)/2, 3), so we have a three way categorical distribution for each edge in the strictly lower triangle. """ arg_constraints = {"logits": td.constraints.real} def __init__(self, logits: torch.Tensor, validate_args: Optional[bool] = None): """ Args: logits: An array of size (..., n(n-1)/2, 3), representing logit of i->j, j->i, no edge respectively. validate_args: Whether to validate the arguments. Passed to the superclass """ num_nodes = num_lower_tri_elements_to_n(logits.shape[-2]) if validate_args: assert len(logits.shape) >= 2, "Logits must be at least dimensional" assert logits.shape[-2:] == ((num_nodes * (num_nodes - 1)) // 2, 3), "Invalid logits shape" self.logits = logits super().__init__(num_nodes, validate_args=validate_args) @staticmethod def base_dist(logits: torch.Tensor) -> td.Distribution: """The underlying distribution is a vector of one hot categorical variables.""" return td.Independent(td.OneHotCategorical(logits=logits, validate_args=False), 1) def relaxed_sample(self, sample_shape: torch.Size = torch.Size(), temperature: float = 0.0) -> torch.Tensor: """Use the Gumbel Softmax trick to relax the distribution.""" shape = sample_shape + self.logits.shape samples = F.gumbel_softmax( self.logits.expand(*shape), tau=temperature, hard=True, dim=-1 ) # (..., n(n-1)/2, 3) binary return _triangular_vec_to_matrix(samples) def sample(self, sample_shape: torch.Size = torch.Size()) -> torch.Tensor: """ Sample a binary adjacency matrix from the underlying distribution. Args: sample_shape: the shape of the samples to return Returns: A tensor of shape sample_shape + batch_shape + (num_nodes, num_nodes) """ return _triangular_vec_to_matrix(self.base_dist(self.logits).sample(sample_shape)) def entropy(self) -> torch.Tensor: """ Return the entropy of the underlying distribution. Returns: A tensor of shape batch_shape, with the entropy of the distribution """ return self.base_dist(self.logits).entropy() @property def mean(self) -> torch.Tensor: """ Return the mean of the underlying independent Bernoulli distribution. This will be a matrix with all entries in the interval [0, 1]. Returns: A tensor of shape batch_shape + (num_nodes, num_nodes) """ return _triangular_vec_to_matrix(self.base_dist(self.logits).mean) @property def mode(self) -> torch.Tensor: """ Return the mode of the underlying distribution. This will be an adjacency matrix. Returns: A tensor of shape batch_shape + (num_nodes, num_nodes) """ # bernoulli mode can be nan for very small logits, favour sparseness and set to 0 return _triangular_vec_to_matrix(torch.nan_to_num(self.base_dist(self.logits).mode, 0.0)) def log_prob(self, value: torch.Tensor) -> torch.Tensor: """ Get the log probability of each tensor from the sample space Args: value: a binary matrix of shape value_shape + batch_shape + (n, n) Returns: A tensor of shape value_shape + batch_shape, with the log probabilities of each tensor in the batch. """ low_tri = unfill_triangular(value, upper=False) upp_tri = unfill_triangular(value, upper=True) missing = (1 - low_tri) * (1 - upp_tri) return self.base_dist(self.logits).log_prob(torch.stack([low_tri, upp_tri, missing], dim=-1)) def _triangular_vec_to_matrix(vec: torch.Tensor) -> torch.Tensor: """ Args: vec: A tensor of shape (..., n(n-1)/2, 3) Returns: A matrix of shape (..., n, n), where the strictly lower triangle is filled from vec[..., 0], the strictly upper triangle is filled from vec[..., 1], and zeros on the main diagonal """ return fill_triangular(vec[..., 0], upper=False) + fill_triangular(vec[..., 1], upper=True)
causica/src/causica/distributions/adjacency/three_way.py/0
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""" Wrapper around torch.distributions.transforms to allow for joint transforms on TensorDicts. """ import weakref from typing import Any, Generic, Optional, TypeVar, Union import torch from torch import nn from torch.distributions.transforms import Transform, _InverseTransform T_co = TypeVar("T_co", covariant=True, bound="TypedTransform") class _TransformRef(Generic[T_co]): """A covariant reference to a transform. Particularily used to allow subclasses to refine the inverse type. """ weak_ref: Optional[weakref.ReferenceType[T_co]] def __init__(self, obj: T_co): self.weak_ref = weakref.ref(obj) def __call__(self) -> Optional[T_co]: return self.weak_ref() if self.weak_ref is not None else None X = TypeVar("X", covariant=False) Y = TypeVar("Y", covariant=False) class TypedTransform(Generic[X, Y], Transform): """Transforms with typed argument and return values. Should not be instantiated directly, but rather through the `TypedTransform` class. Notes: Special care needs to be taken in overriding the inverse. In particular, the weak reference is of a non-covariant generic type, and therefore isn't compatible with subclasses returning refined inverses. We solve this by using a custom covariant reference class. """ def __call__(self, x: X) -> Y: # pylint: disable=useless-parent-delegation return super().__call__(x) # type: ignore def _inv_call(self, y: Y) -> X: # pylint: disable=useless-parent-delegation return super()._inv_call(y) # type: ignore def _call(self, x: X) -> Y: # pylint: disable=useless-parent-delegation return super()._call(x) def _inverse(self, y: Y) -> X: # pylint: disable=useless-parent-delegation return super()._inverse(y) def log_abs_det_jacobian(self, x: X, y: Y): # pylint: disable=useless-parent-delegation return super().log_abs_det_jacobian(x, y) @property def inv(self) -> "TypedTransform[Y, X]": inv: Optional[TypedTransform[Y, X]] = None match self._inv: case _TransformRef(): inv = self._inv() case TypedTransform(): inv = self._inv if inv is None: inv = _TypedInverseTransform[Y, X](self) self._inv: Union[_TransformRef[_TypedInverseTransform[Y, X]], TypedTransform[Y, X]] = _TransformRef[ _TypedInverseTransform[Y, X] ](inv) return inv class _TypedInverseTransform(Generic[Y, X], TypedTransform[Y, X], _InverseTransform): _inv: TypedTransform[X, Y] class TransformModule(Generic[X, Y], TypedTransform[X, Y], nn.Module): """Transforms with learnable parameters. This is similar to the `pyro.distributions.torch_transform.TransformModule` class. """ def __hash__(self): """Return the nn.Module based hash. Notes: The Transformation hash is None. """ return super(torch.nn.Module, self).__hash__() @property def inv(self) -> "TransformModule[Y, X]": inv: Optional[TransformModule[Y, X]] = None match self._inv: case _TransformRef(): inv = self._inv() case TransformModule(): inv = self._inv if inv is None: inv = _InverseTransformModule[Y, X](self) self._inv: Union[_TransformRef[_InverseTransformModule[Y, X]], TransformModule[Y, X]] = _TransformRef[ _InverseTransformModule[Y, X] ](inv) return inv class _InverseTransformModule(Generic[Y, X], TransformModule[Y, X], _TypedInverseTransform): """Inverse transformation of a TransformModule.""" _inv: TransformModule[X, Y] class SequentialTransformModule(Generic[X, Y], TransformModule[X, Y], nn.Sequential): """Sequential transform with TransformModule transformations.""" def __init__(self, *args: TransformModule[X, Y], cache_size: int = 0): super().__init__(cache_size=cache_size) for idx, module in enumerate(args): self.add_module(str(idx), module) def _inverse(self, y: Y) -> X: current: Any = y # Create a tuple of submodules before reversing, to avoid a copy of the Sequential module for module in tuple(self)[::-1]: assert isinstance(module, TransformModule) current = module.inv(current) return current def _call(self, x: X) -> Y: return nn.Sequential.__call__(self, x)
causica/src/causica/distributions/transforms/base.py/0
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from collections import defaultdict import pandas as pd import torch from tensordict import TensorDict from torch.utils.data import DataLoader from causica.datasets.causica_dataset_format import Variable, tensordict_from_variables_metadata from causica.datasets.normalization import fit_standardizer from causica.datasets.tensordict_utils import identity, tensordict_shapes from causica.datasets.variable_types import VariableTypeEnum from causica.lightning.data_modules.deci_data_module import DECIDataModule class BasicDECIDataModule(DECIDataModule): """A datamodule interface for a dataframe and variable specification.""" def __init__( self, dataframe: pd.DataFrame, variables: list[Variable], batch_size: int, normalize: bool = False, dataset_name: str = "anonymous_dataset", ): super().__init__() self.dataset_df = dataframe self.variables = variables self._dataset_name = dataset_name self.normalize = normalize self.batch_size = batch_size self._dataset_train = tensordict_from_variables_metadata(self.dataset_df.to_numpy(), self.variables) self._variable_shapes = tensordict_shapes(self._dataset_train) self._variable_types = {var.group_name: var.type for var in self.variables} self._column_names = defaultdict(list) for variable in self.variables: self._column_names[variable.group_name].append(variable.name) if self.normalize: continuous_keys = [k for k, v in self._variable_types.items() if v == VariableTypeEnum.CONTINUOUS] self.normalizer = fit_standardizer(self._dataset_train.select(*continuous_keys)) self._dataset_train = self.normalizer(self._dataset_train) @property def dataset_name(self) -> TensorDict: return self._dataset_name @property def dataset_train(self) -> TensorDict: return self._dataset_train @property def dataset_test(self) -> TensorDict: raise RuntimeError("Not defined") @property def variable_shapes(self) -> dict[str, torch.Size]: """Get the shape of each variable in the dataset.""" return self._variable_shapes @property def variable_types(self) -> dict[str, VariableTypeEnum]: """Get the type of each variable in the dataset.""" return self._variable_types @property def column_names(self) -> dict[str, list[str]]: """Get a map of the variable names and the corresponding columns of the original dataset.""" return self._column_names def train_dataloader(self): return DataLoader( dataset=self.dataset_train, collate_fn=identity, batch_size=self.batch_size, shuffle=True, drop_last=True, )
causica/src/causica/lightning/data_modules/basic_data_module.py/0
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import abc from typing import Iterable, Optional, Sequence import torch import torch.distributions as dist from tensordict import TensorDict class SEM(dist.Distribution, abc.ABC): """A structural equation model (SEM). A SEM defines the causal relationships amongst a given set of nodes. This class provides methods to sample data from the observational and interventional distributions of the SEM. A SEMs have a batch shape: `batch_shape_f + batch_shape_g` In general, a SEM has a batch shape corresponding to `functions shape + graphs shape` specified as `batch_shape_f` and `batch_shape_g` respectively. This allows for batched processing of different functions (e.g. interventions on the same nodes) on different graphs. Samples and noise are broadcast to include this shape before calling the functional relationships. """ arg_constraints: dict = {} def __init__( self, graph: torch.Tensor, node_names: Sequence[str], event_shape: torch.Size = torch.Size(), batch_shape: torch.Size | None = None, ) -> None: """ Args: graph: Adjacency Matrix for the underlying SEM node_names: The names of each node in the graph event_shape: Shape of a sample from the distribution. This is currently not used because the output shape is determined by the dictionary holding the samples. batch_shape: Batch shape of the distribution. This decomposes into the batch shape of the functions and the batch shape of the graphs: batch_shape = batch_shape_f + batch_shape_g. If None, the batch shape of the graph is used. """ self._graph = graph self.node_names = node_names assert node_names, "Can't have an empty SEM" assert graph.shape[-2:] == ( len(node_names), len(node_names), ), "Graph adjacency matrix must have shape [num_nodes, num_nodes] (excluding batch dimensions)" self.batch_shape_g = torch.Size(graph.shape[:-2]) if batch_shape is None: batch_shape = self.batch_shape_g self.batch_shape_f = batch_shape[: -len(self.batch_shape_g)] super().__init__(event_shape=event_shape, batch_shape=batch_shape) @property def graph(self) -> torch.Tensor: """ The adjacency matrix representing the graph. """ return self._graph @abc.abstractmethod def log_prob(self, value: TensorDict) -> torch.Tensor: pass @abc.abstractmethod def do(self, interventions: TensorDict) -> "SEM": """Return the SEM associated with the interventions. If the interventions have a batch shape, then the returned functions will have the same batch shape to batch the computation across interventions. """ def condition(self, conditioning: TensorDict) -> "SEM": """Return a SEM with conditioned variables. This implementation of conditioning relies on the do operator and only supports conditioning on a conditioning set with no unconditioned parents. This is a limitation of the current implementation and will be lifted in the future. For example in a SEM with the following graph: A -> B -> C and A -> C, conditioning on B is not supported yet. However, conditioning on A or {A, B} is supported. Args: conditioning: A dictionary of conditioning values for the nodes in the SEM. There must not be any nodes outside of the conditioning set that are parents of the conditioning set. Return: The SEM conditioned on the conditioning set """ conditioning_node_names = set(conditioning.keys()) unconditioned_node_names = [ name for name in self.node_names if name not in conditioning_node_names ] # keep order unconditioned_idx = [self.node_names.index(name) for name in unconditioned_node_names] for i, name in enumerate(self.node_names): if name in conditioning_node_names and self.graph[unconditioned_idx, i].sum() > 0: parents = set(node for idx, node in enumerate(self.node_names) if self.graph[idx, i] > 0) unconditioned_parents = parents - conditioning_node_names raise NotImplementedError( f"Conditioning on a node with unconditioned parents is not supported yet. Tried conditioning on {name} with parents {unconditioned_parents}" ) return self.do(conditioning) @abc.abstractmethod def noise_to_sample(self, noise: TensorDict) -> TensorDict: """ For a given noise vector, return the corresponding sample values. Args: noise: Dictionary of tensors representing the noise shape sample_shape + batch_shape + noise_shape Return: Dictionary of samples from the sem corresponding to the noise, shape sample_shape + batch_shape + event_shape """ @abc.abstractmethod def sample_to_noise(self, sample: TensorDict) -> TensorDict: """ For a given sample get the noise vector. Args: sample: samples from the sem each of shape sample_shape + batch_shape + event_shape Return: Dictionary of tensors representing the noise shape sample_shape + batch_shape + noise_shape """ @torch.no_grad() def sample(self, sample_shape: torch.Size = torch.Size()) -> TensorDict: """ Sample from the SEM Grads shall not pass through this method (see `Distribution.sample` vs `Distribution.rsample`). Args: sample_shape: shape of the returned samples Return: Dictionary of samples from the sem corresponding to the noise, shape sample_shape + batch_shape + event_shape """ noise_dict = self.sample_noise(sample_shape=sample_shape) return self.noise_to_sample(noise=noise_dict) @abc.abstractmethod @torch.no_grad() def sample_noise(self, sample_shape: torch.Size = torch.Size()) -> TensorDict: """ Sample the noise vector for the distribution. Grads shall not pass through implementations of this method. Args: sample_shape: shape of the returned noise samples Return: Dictionary of samples from the noise distribution for each node, shape sample_shape + batch_shape + event_shape """ def ite( sem: SEM, factual_data: TensorDict, intervention_a: TensorDict, intervention_b: TensorDict, effects: Optional[Iterable[str]] = None, ) -> TensorDict: """Calculate ITE of intervention A and B on some factual data for a list of effects. Args: factual_data: Factual data to abduct the noise from. intervention_a: Specification of intervention A. intervention_b: Specification of intervention B. effects: List of effect variables. Defaults to None. Returns: TensorDict: Dictionary holding the ITEs for the effect variables for all samples. """ if effects is None: effects = list(set(sem.node_names) - set(intervention_a.keys()) - set(intervention_b.keys())) base_noise = sem.sample_to_noise(factual_data) do_a_cfs = sem.do(interventions=intervention_a).noise_to_sample(base_noise) do_b_cfs = sem.do(interventions=intervention_b).noise_to_sample(base_noise) return {effect: do_a_cfs[effect] - do_b_cfs[effect] for effect in effects} def counterfactual(sem: SEM, factual_data: TensorDict, intervention: TensorDict) -> TensorDict: """Calculate Counterfactual of an intervention on some factual data. Args: factual_data: Factual data to abduct the noise from. intervention: Specification of intervention. Returns: TensorDict: Dictionary holding the counterfactual values for all samples. """ return sem.do(interventions=intervention).noise_to_sample(sem.sample_to_noise(factual_data)) def ate( sem: SEM, intervention_a: TensorDict, intervention_b: TensorDict, effects: Optional[Iterable[str]] = None, num_samples: int = 1000, ) -> TensorDict: """Calculate the ATE of intervention A and B for a list of effects. Args: intervention_a: Specification of intervention A. intervention_b: Specification of intervention B. effects: List of effect variables. Defaults to None. num_samples: Number of Monte-Carlo samples to estimate the ATE. Defaults to 1000. Returns: TensorDict: Dictionary holding the ATEs for the effect variables. """ sample_shape = torch.Size([num_samples]) if effects is None: effects = list(set(sem.node_names) - set(intervention_a.keys()) - set(intervention_b.keys())) do_a_samples = sem.do(interventions=intervention_a).sample(sample_shape) do_b_samples = sem.do(interventions=intervention_b).sample(sample_shape) return TensorDict( {effect: do_a_samples[effect].mean(0) - do_b_samples[effect].mean(0) for effect in effects}, batch_size=tuple() )
causica/src/causica/sem/structural_equation_model.py/0
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import pytest import torch from causica.distributions.adjacency.constrained_adjacency_distributions import constrained_adjacency from causica.distributions.adjacency.three_way import ThreeWayAdjacencyDistribution @pytest.mark.parametrize("num_nodes", [3, 100, 500]) @pytest.mark.parametrize("force_edge_from_diagonal", [1, 2, 3]) @pytest.mark.parametrize("exist_force_edge", [True, False]) def test_constrained_adjacency(num_nodes: int, force_edge_from_diagonal: int, exist_force_edge: bool): """Tests that a constrained distribution can be set up that forces no edges from the given diagonal. Args: num_nodes: Number of nodes represented by the adjacency matrix. force_edge_from_diagonal: Specifies which diagonal of the adjacency matrix to force to 1. """ ones = torch.ones((num_nodes, num_nodes), dtype=torch.bool) * exist_force_edge nans = torch.full((num_nodes, num_nodes), fill_value=torch.nan) # Set all edges but one diagonal to nan constraints = ( ones + torch.tril(nans, diagonal=force_edge_from_diagonal - 1) + torch.triu(nans, diagonal=force_edge_from_diagonal + 1) ) mask = ~torch.isnan(constraints) constrained_dist_cls = constrained_adjacency(ThreeWayAdjacencyDistribution) logits = torch.nn.Parameter(torch.zeros(((num_nodes * (num_nodes - 1)) // 2, 3))) constrained_dist = constrained_dist_cls(logits=logits, graph_constraint_matrix=constraints) assert torch.allclose(constrained_dist.sample()[mask], constraints[mask])
causica/test/distributions/adjacency/test_constrained_adjacency_distributions.py/0
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import pytest import torch from tensordict import TensorDict from torch.distributions import AffineTransform from causica.distributions.transforms.joint import JointTransform @pytest.fixture(name="affine_transform") def fixture_affine_transform() -> JointTransform: transformation_dict = { "x": AffineTransform(loc=torch.tensor([[0.0]]), scale=torch.tensor([[1.0]])), "y": AffineTransform(loc=torch.tensor([[1.0]]), scale=torch.tensor([[2.0]])), } return JointTransform(transformation_dict) def test_joint_transform_call_and_inv(affine_transform): data = TensorDict({"x": torch.randn((100, 1)), "y": torch.randn((100, 1))}, batch_size=100) transformed_data = affine_transform(data) assert torch.allclose(transformed_data["x"], data.get("x"), atol=1e-6) assert torch.allclose(transformed_data["y"], data.get("y") * 2 + 1, atol=1e-6) assert torch.allclose(affine_transform.inv(transformed_data)["x"], data.get("x"), atol=1e-6) assert torch.allclose(affine_transform.inv(transformed_data)["y"], data.get("y"), atol=1e-6) def test_joint_transform_log_abs_det_jacobian(affine_transform): data = TensorDict({"x": torch.randn((100, 1)), "y": torch.randn((100, 1))}, batch_size=100) transformed_data = affine_transform(data) log_abs_det_jacobian = affine_transform.log_abs_det_jacobian(data, transformed_data) assert torch.allclose(log_abs_det_jacobian["x"], torch.zeros_like(log_abs_det_jacobian["x"]), atol=1e-6) assert torch.allclose( log_abs_det_jacobian["y"], torch.log(torch.ones_like(log_abs_det_jacobian["y"]) * 2), atol=1e-6 ) def test_joint_transform_passthrough(affine_transform): data = TensorDict( {"x": torch.randn((100, 1)), "y": torch.randn((100, 1)), "z": torch.randn((100, 3))}, batch_size=100 ) assert torch.allclose(affine_transform(data)["z"], data.get("z"))
causica/test/distributions/transforms/test_joint.py/0
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import pytest import torch from causica.graph.evaluation_metrics import ( adjacency_f1, adjacency_precision_recall, orientation_f1, orientation_precision_recall, ) MATRICES = [ torch.tensor([[0, 1, 1], [0, 0, 0], [0, 0, 0]]), torch.tensor([[0, 0, 0], [1, 0, 0], [1, 0, 0]]), torch.tensor([[0, 0, 0], [1, 0, 0], [0, 0, 0]]), torch.tensor([[0, 1, 0], [0, 0, 0], [0, 0, 0]]), ] ADJACENCY_METRICS = [ {"adjacency_recall": 1.0, "adjacency_precision": 1.0, "adjacency_fscore": 1.0}, { "adjacency_recall": 1.0, "adjacency_precision": 1 / 2, "adjacency_fscore": 2 / 3, }, { "adjacency_recall": 1 / 2, "adjacency_precision": 1.0, "adjacency_fscore": 2 / 3, }, ] ORIENTATION_METRICS = [ { "orientation_recall": 1.0, "orientation_precision": 1.0, "orientation_fscore": 1.0, }, { "orientation_recall": 1.0, "orientation_precision": 1 / 2, "orientation_fscore": 2 / 3, }, { "orientation_recall": 1 / 2, "orientation_precision": 1.0, "orientation_fscore": 2 / 3, }, { "orientation_recall": 0.0, "orientation_precision": 0.0, "orientation_fscore": 0.0, }, ] TEST_COMBINATIONS = [ (MATRICES[0], MATRICES[0], ADJACENCY_METRICS[0], ORIENTATION_METRICS[0]), (MATRICES[1], MATRICES[0], ADJACENCY_METRICS[0], ORIENTATION_METRICS[3]), (MATRICES[2], MATRICES[0], ADJACENCY_METRICS[1], ORIENTATION_METRICS[3]), (MATRICES[3], MATRICES[0], ADJACENCY_METRICS[1], ORIENTATION_METRICS[1]), (MATRICES[0], MATRICES[1], ADJACENCY_METRICS[0], ORIENTATION_METRICS[3]), (MATRICES[1], MATRICES[1], ADJACENCY_METRICS[0], ORIENTATION_METRICS[0]), (MATRICES[2], MATRICES[1], ADJACENCY_METRICS[1], ORIENTATION_METRICS[1]), (MATRICES[3], MATRICES[1], ADJACENCY_METRICS[1], ORIENTATION_METRICS[3]), (MATRICES[0], MATRICES[2], ADJACENCY_METRICS[2], ORIENTATION_METRICS[3]), (MATRICES[1], MATRICES[2], ADJACENCY_METRICS[2], ORIENTATION_METRICS[2]), (MATRICES[2], MATRICES[2], ADJACENCY_METRICS[0], ORIENTATION_METRICS[0]), (MATRICES[3], MATRICES[2], ADJACENCY_METRICS[0], ORIENTATION_METRICS[3]), (MATRICES[0], MATRICES[3], ADJACENCY_METRICS[2], ORIENTATION_METRICS[2]), (MATRICES[1], MATRICES[3], ADJACENCY_METRICS[2], ORIENTATION_METRICS[3]), (MATRICES[2], MATRICES[3], ADJACENCY_METRICS[0], ORIENTATION_METRICS[3]), (MATRICES[3], MATRICES[3], ADJACENCY_METRICS[0], ORIENTATION_METRICS[0]), ] @pytest.mark.parametrize("graph1, graph2, adj_metrics, orientation_metrics", TEST_COMBINATIONS) def test_graph_eval_metrics(graph1, graph2, adj_metrics, orientation_metrics): assert orientation_precision_recall(graph1, graph2) == ( orientation_metrics["orientation_precision"], orientation_metrics["orientation_recall"], ) assert orientation_f1(graph1, graph2) == orientation_metrics["orientation_fscore"] assert adjacency_precision_recall(graph1, graph2) == ( adj_metrics["adjacency_precision"], adj_metrics["adjacency_recall"], ) assert adjacency_f1(graph1, graph2) == adj_metrics["adjacency_fscore"]
causica/test/metrics/test_graph_eval_metrics.py/0
{ "file_path": "causica/test/metrics/test_graph_eval_metrics.py", "repo_id": "causica", "token_count": 1553 }
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# Copyright (c) Microsoft Corporation. # Licensed under the MIT license. from typing import Union import torch import torch.nn as nn from torch.nn import init from ...signature import CliffordSignature from ..functional.batchnorm import clifford_batch_norm, complex_batch_norm class _ComplexBatchNorm(nn.Module): def __init__( self, channels: int, eps: float = 1e-5, momentum: float = 0.1, affine: bool = True, track_running_stats=True ) -> None: super().__init__() self.channels = channels self.eps = eps self.momentum = momentum self.affine = affine self.track_running_stats = track_running_stats if self.affine: self.weight = torch.nn.Parameter(torch.empty(2, 2, channels)) self.bias = torch.nn.Parameter(torch.empty(2, channels)) else: self.register_parameter("weight", None) self.register_parameter("bias", None) if self.track_running_stats: self.register_buffer("running_mean", torch.empty(2, channels)) self.register_buffer("running_cov", torch.empty(2, 2, channels)) self.register_buffer("num_batches_tracked", torch.tensor(0, dtype=torch.long)) else: self.register_parameter("running_mean", None) self.register_parameter("running_cov", None) self.register_parameter("num_batches_tracked", None) self.reset_running_stats() self.reset_parameters() def reset_running_stats(self): if not self.track_running_stats: return self.num_batches_tracked.zero_() self.running_mean.zero_() self.running_cov.copy_(torch.eye(2, 2).unsqueeze(-1)) def reset_parameters(self): if not self.affine: return self.weight.data.copy_(torch.eye(2, 2).unsqueeze(-1)) init.zeros_(self.bias) def _check_input_dim(self, x): raise NotImplementedError def forward(self, x): self._check_input_dim(x) if self.momentum is None: exponential_average_factor = 0.0 else: exponential_average_factor = self.momentum if self.training and self.track_running_stats: if self.num_batches_tracked is not None: self.num_batches_tracked += 1 if self.momentum is None: # use cumulative moving average exponential_average_factor = 1.0 / float(self.num_batches_tracked) else: # use exponential moving average exponential_average_factor = self.momentum return complex_batch_norm( x, self.running_mean, self.running_cov, self.weight, self.bias, self.training or not self.track_running_stats, exponential_average_factor, self.eps, ) def extra_repr(self): return ( "{channels}, eps={eps}, momentum={momentum}, affine={affine}, " "track_running_stats={track_running_stats}".format(**vars(self)) ) class ComplexBatchNorm1d(_ComplexBatchNorm): """Complex-valued batch normalization for 2D or 3D data. The input complex-valued data is expected to be at least 2d, with shape `(B, C, D)`, where `B` is the batch dimension, `C` the channels/features, and D the remaining dimension (if present). See [torch.nn.BatchNorm1d][] for details. """ def _check_input_dim(self, x): if x.dim() != 2 and x.dim() != 3: raise ValueError(f"Expected 2D or 3D input (got {x.dim()}D input).") class ComplexBatchNorm2d(_ComplexBatchNorm): """Complex-valued batch normalization for 4D data. The input complex-valued data is expected to be 4d, with shape `(B, C, *D)`, where `B` is the batch dimension, `C` the channels/features, and D the remaining 2 dimensions. See [torch.nn.BatchNorm2d][] for details. """ def _check_input_dim(self, x): if x.dim() != 4: raise ValueError(f"Expected 4D input (got {x.dim()}D input).") class ComplexBatchNorm3d(_ComplexBatchNorm): """Complex-valued batch normalization for 5D data. The input complex-valued data is expected to be 5d, with shape `(B, C, *D)`, where `B` is the batch dimension, `C` the channels/features, and D the remaining 3 dimensions. See [torch.nn.BatchNorm3d][] for details. """ def _check_input_dim(self, x): if x.dim() != 5: raise ValueError(f"Expected 5D input (got {x.dim()}D input).") class _CliffordBatchNorm(nn.Module): def __init__( self, g: Union[tuple, list, torch.Tensor], channels: int, eps: float = 1e-5, momentum: float = 0.1, affine: bool = True, track_running_stats: bool = True, ): super().__init__() sig = CliffordSignature(g) self.g = sig.g self.dim = sig.dim self.n_blades = sig.n_blades self.channels = channels self.eps = eps self.momentum = momentum self.affine = affine self.track_running_stats = track_running_stats if self.affine: self.weight = torch.nn.Parameter(torch.empty(self.n_blades, self.n_blades, channels)) self.bias = torch.nn.Parameter(torch.empty(self.n_blades, channels)) else: self.register_parameter("weight", None) self.register_parameter("bias", None) if self.track_running_stats: self.register_buffer("running_mean", torch.empty(self.n_blades, channels)) self.register_buffer("running_cov", torch.empty(self.n_blades, self.n_blades, channels)) self.register_buffer("num_batches_tracked", torch.tensor(0, dtype=torch.long)) else: self.register_parameter("running_mean", None) self.register_parameter("running_cov", None) self.register_parameter("num_batches_tracked", None) self.reset_running_stats() self.reset_parameters() def reset_running_stats(self): if not self.track_running_stats: return self.num_batches_tracked.zero_() self.running_mean.zero_() self.running_cov.copy_(torch.eye(self.n_blades, self.n_blades).unsqueeze(-1)) def reset_parameters(self): if not self.affine: return self.weight.data.copy_(torch.eye(self.n_blades, self.n_blades).unsqueeze(-1)) init.zeros_(self.bias) def _check_input_dim(self, x): raise NotImplementedError def forward(self, x): self._check_input_dim(x) if self.momentum is None: exponential_average_factor = 0.0 else: exponential_average_factor = self.momentum if self.training and self.track_running_stats: if self.num_batches_tracked is not None: self.num_batches_tracked += 1 if self.momentum is None: # Use cumulative moving average. exponential_average_factor = 1.0 / float(self.num_batches_tracked) else: # Use exponential moving average. exponential_average_factor = self.momentum return clifford_batch_norm( x, self.n_blades, self.running_mean, self.running_cov, self.weight, self.bias, self.training or not self.track_running_stats, exponential_average_factor, self.eps, ) def extra_repr(self): return ( "{channels}, eps={eps}, momentum={momentum}, affine={affine}, " "track_running_stats={track_running_stats}".format(**vars(self)) ) class CliffordBatchNorm1d(_CliffordBatchNorm): """Clifford batch normalization for 2D or 3D data. The input data is expected to be at least 3d, with shape `(B, C, D, I)`, where `B` is the batch dimension, `C` the channels/features, and D the remaining dimension (if present). See [torch.nn.BatchNorm1d] for details. """ def _check_input_dim(self, x): *_, I = x.shape if not I == self.n_blades: raise ValueError(f"Wrong number of Clifford blades. Expected {self.n_blades} blades, but {I} were given.") if x.dim() != 3 and x.dim() != 4: raise ValueError(f"Expected 3D or 4D input (got {x.dim()}D input).") class CliffordBatchNorm2d(_CliffordBatchNorm): """Clifford batch normalization for 4D data. The input data is expected to be 4d, with shape `(B, C, *D, I)`, where `B` is the batch dimension, `C` the channels/features, and D the remaining dimension 2 dimensions. See [torch.nn.BatchNorm2d][] for details. """ def _check_input_dim(self, x): *_, I = x.shape if not I == self.n_blades: raise ValueError(f"Wrong number of Clifford blades. Expected {self.n_blades} blades, but {I} were given.") if x.dim() != 5: raise ValueError(f"Expected 3D or 4D input (got {x.dim()}D input).") class CliffordBatchNorm3d(_CliffordBatchNorm): """Clifford batch normalization for 5D data. The input data is expected to be 5d, with shape `(B, C, *D, I)`, where `B` is the batch dimension, `C` the channels/features, and D the remaining dimension 3 dimensions. See [torch.nn.BatchNorm2d][] for details. """ def _check_input_dim(self, x): *_, I = x.shape if not I == self.n_blades: raise ValueError(f"Wrong number of Clifford blades. Expected {self.n_blades} blades, but {I} were given.") if x.dim() != 6: raise ValueError(f"Expected 3D or 4D input (got {x.dim()}D input).")
cliffordlayers/cliffordlayers/nn/modules/batchnorm.py/0
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729
--- title: CliffordLayers template: home.html --- <!-- Overridden -->
cliffordlayers/docs/index.md/0
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730
import torch from cliffordlayers.cliffordalgebra import CliffordAlgebra def test_geometric_product_vs_complex_multiplication(): algebra = CliffordAlgebra([-1]) x = torch.randn(4, 8, 2) y = torch.randn(4, 8, 2) x_complex = torch.complex(x[..., 0], x[..., 1]) y_complex = torch.complex(y[..., 0], y[..., 1]) x = algebra.embed(x, (0, 1)) y = algebra.embed(y, (0, 1)) xy = algebra.geometric_product(x, y) xy_complex = x_complex * y_complex torch.testing.assert_close(xy, torch.view_as_real(xy_complex)) def test_reverse(): algebra = CliffordAlgebra([-1.0, -1.0]) v1 = algebra.embed(torch.randn(4, 8, 2), (1, 2)) v2 = algebra.embed(torch.randn(4, 8, 2), (1, 2)) v1v2 = algebra.geometric_product(v1, v2) v2v1 = algebra.geometric_product(v2, v1) v1v2_reversed = algebra.reverse(v1v2) torch.testing.assert_close(v1v2_reversed, v2v1) def test_mag2(): algebra = CliffordAlgebra([1.0, 1.0]) v = torch.randn(4, 8, 2) normsq = torch.sum(v**2, dim=-1, keepdim=True) v_algebra = algebra.embed(v, (1, 2)) mag2 = algebra.mag2(v_algebra) torch.testing.assert_close(mag2[..., :1], normsq) if __name__ == "__main__": test_geometric_product_vs_complex_multiplication() test_reverse() test_mag2()
cliffordlayers/tests/test_algebra.py/0
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731
wget https://raw.githubusercontent.com/rdkit/rdkit/master/Contrib/SA_Score/sascorer.py wget https://raw.githubusercontent.com/rdkit/rdkit/master/Contrib/SA_Score/fpscores.pkl.gz
constrained-graph-variational-autoencoder/get_sascorer.sh/0
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732
<!DOCTYPE html> <html lang="en"> <head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width, initial-scale=1, shrink-to-fit=no"> <meta name="theme-color" content="#000000"> <!-- manifest.json provides metadata used when your web app is added to the homescreen on Android. See https://developers.google.com/web/fundamentals/engage-and-retain/web-app-manifest/ --> <link rel="manifest" href="%PUBLIC_URL%/manifest.json"> <link rel="shortcut icon" href="%PUBLIC_URL%/favicon.ico"> <!-- Notice the use of %PUBLIC_URL% in the tags above. It will be replaced with the URL of the `public` folder during the build. Only files inside the `public` folder can be referenced from the HTML. Unlike "/favicon.ico" or "favicon.ico", "%PUBLIC_URL%/favicon.ico" will work correctly both with client-side routing and a non-root public URL. Learn how to configure a non-root public URL by running `npm run build`. --> <title>Sharing Updatable Models (SUM)</title> </head> <body> <noscript> You need to enable JavaScript to run this app. </noscript> <div id="root"></div> <!-- This HTML file is a template. If you open it directly in the browser, you will see an empty page. You can add webfonts, meta tags, or analytics to this file. The build step will place the bundled scripts into the <body> tag. To begin the development, run `npm start` or `yarn start`. To create a production bundle, use `npm run build` or `yarn build`. --> </body> </html>
0xDeCA10B/demo/client/public/index.html/0
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0
pragma solidity ^0.6; pragma experimental ABIEncoderV2; import "../../../lib/Math.sol"; import {Classifier64} from "./Classifier.sol"; /** * A Multinomial Naive Bayes classifier. * `update` and `predict` methods take `data` that holds the indices of the features that are present. * Works like in https://scikit-learn.org/stable/modules/naive_bayes.html#multinomial-naive-bayes. * * The prediction function is not optimized with typical things like working with log-probabilities because: * * it is mainly an example, * * storing log probabilities would be extra work for the update function which should be very efficient, and * * computing log in solidity is not reliable (yet). */ contract NaiveBayesClassifier is Classifier64 { /** A class has been added. */ event AddClass( /** The name of the class. */ string name, /** The index for the class in the members of this classifier. */ uint index ); /** * Information for a class. */ struct ClassInfo { /** * The number of samples in the class. * We use this instead of class prior probabilities. */ uint64 numSamples; /** * The total number of occurrences of all features (sum of featureCounts). */ uint64 totalFeatureCount; /** * The number of occurrences of a feature. */ mapping(uint32 => uint32) featureCounts; } /** * Information for each supported classification. */ ClassInfo[] public classInfos; /** * The smoothing factor (sometimes called alpha). * Use toFloat (1 mapped) for Laplace smoothing. */ uint32 public smoothingFactor; /** * The total number of features throughout all classes. */ uint totalNumFeatures; /** * @param _classifications The classifications supported by the model. * @param _classCounts The number of occurrences of each class in the training data. * @param _featureCounts For each class, the number of times each feature occurs within that class. * Each innermost array is a tuple of the feature index and the number of times that feature occurs within the class. * For example: Class 0 has feature 3 13 times and feature 5 15 times. Class 1 has feature 8 18 times: [[[3, 13], [5, 15]], [8, 18]]. * @param _totalNumFeatures The total number of features throughout all classes. * @param _smoothingFactor The smoothing factor (sometimes called alpha). Use toFloat (1 mapped) for Laplace smoothing. */ constructor( string[] memory _classifications, uint64[] memory _classCounts, uint32[][][] memory _featureCounts, uint _totalNumFeatures, uint32 _smoothingFactor) Classifier64(_classifications) public { require(_classifications.length > 0, "At least one class is required."); require(_classifications.length < 2 ** 65, "Too many classes given."); require(_classifications.length == _classCounts.length, "The number of classifications must match the number of _classCounts."); require(_classifications.length == _featureCounts.length, "The number of classifications must match the number of _featureCounts."); totalNumFeatures = _totalNumFeatures; smoothingFactor = _smoothingFactor; for (uint i = 0; i < _featureCounts.length; ++i){ ClassInfo memory info = ClassInfo(_classCounts[i], 0); uint totalFeatureCount = 0; classInfos.push(info); ClassInfo storage storedInfo = classInfos[i]; for (uint j = 0 ; j < _featureCounts[i].length; ++j) { storedInfo.featureCounts[_featureCounts[i][j][0]] = _featureCounts[i][j][1]; totalFeatureCount = totalFeatureCount.add(_featureCounts[i][j][1]); } require(totalFeatureCount < 2 ** 65, "There are too many features."); classInfos[i].totalFeatureCount = uint64(totalFeatureCount); } } /** * Set feature counts for an existing classification. * For efficiency, features are overriden them if they have already been set. * Made to be called just after the contract is created and never again. * @param _featureCounts The number of times each feature occurs. * Each innermost array is a tuple of the feature index and the number of times that feature occurs within the class. * @param classification The class to add counts to. */ function initializeCounts(uint32[][] memory _featureCounts, uint64 classification) public onlyOwner { require(classification < classInfos.length, "This classification has not been added yet."); ClassInfo storage classInfo = classInfos[classification]; uint totalFeatureCount = classInfo.totalFeatureCount; for (uint j = 0 ; j < _featureCounts.length; ++j) { // Possibly override a feature. classInfo.featureCounts[_featureCounts[j][0]] = _featureCounts[j][1]; totalFeatureCount = totalFeatureCount.add(_featureCounts[j][1]); } require(totalFeatureCount < 2 ** 65, "There are too many features."); classInfo.totalFeatureCount = uint64(totalFeatureCount); } // Main overriden methods for training and predicting: function addClass(uint64 numSamples, uint32[][] memory featureCounts, string memory classification) public onlyOwner { require(classifications.length + 1 < 2 ** 65, "There are too many classes already."); classifications.push(classification); uint classIndex = classifications.length - 1; emit AddClass(classification, classIndex); ClassInfo memory info = ClassInfo(numSamples, 0); uint totalFeatureCount = 0; classInfos.push(info); ClassInfo storage storedInfo = classInfos[classIndex]; for (uint j = 0 ; j < featureCounts.length; ++j) { storedInfo.featureCounts[featureCounts[j][0]] = featureCounts[j][1]; totalFeatureCount = totalFeatureCount.add(featureCounts[j][1]); } require(totalFeatureCount < 2 ** 65, "There are too many features."); classInfos[classIndex].totalFeatureCount = uint64(totalFeatureCount); } function norm(int64[] memory /* data */) public override pure returns (uint) { revert("Normalization is not required."); } function predict(int64[] memory data) public override view returns (uint64 bestClass) { // Sparse representation: each number in data is a feature index. // Implementation: simple calculation (no log-probabilities optimization, see contract docs for the reasons) bestClass = 0; uint maxProb = 0; uint denominatorSmoothFactor = uint(smoothingFactor).mul(totalNumFeatures); for (uint classIndex = 0; classIndex < classInfos.length; ++classIndex) { ClassInfo storage info = classInfos[classIndex]; uint prob = uint(info.numSamples).mul(toFloat); for (uint featureIndex = 0; featureIndex < data.length; ++featureIndex) { uint32 featureCount = info.featureCounts[uint32(data[featureIndex])]; prob = prob.mul(uint(toFloat) * featureCount + smoothingFactor) .div(uint(toFloat) * info.totalFeatureCount + denominatorSmoothFactor); } if (prob > maxProb) { maxProb = prob; // There are already checks to make sure there are a limited number of classes. bestClass = uint64(classIndex); } } } function update(int64[] memory data, uint64 classification) public override onlyOwner { // `data` holds the indices of the features that are present. // We could also change this to hold the feature index and counts without changing the interface: // each int64 would be split into featureIndex|count and decomposed using bit shift operations. require(classification < classifications.length, "Classification is out of bounds."); ClassInfo storage info = classInfos[classification]; require(info.numSamples < 2**64 - 1, "There are too many samples for the class."); ++info.numSamples; uint totalFeatureCount = data.length.add(info.totalFeatureCount); require(totalFeatureCount < 2 ** 65, "Feature count will be too high."); info.totalFeatureCount = uint64(totalFeatureCount); for (uint dataIndex = 0; dataIndex < data.length; ++dataIndex) { int64 featureIndex = data[dataIndex]; require(featureIndex < 2 ** 33, "A feature index is too high."); require(info.featureCounts[uint32(featureIndex)] < 2 ** 33 - 1, "A feature count in the class would become too high."); info.featureCounts[uint32(featureIndex)] += 1; } } // Useful methods to view the underlying data: function getClassTotalFeatureCount(uint classIndex) public view returns (uint64) { return classInfos[classIndex].totalFeatureCount; } function getFeatureCount(uint classIndex, uint32 featureIndex) public view returns (uint32) { return classInfos[classIndex].featureCounts[featureIndex]; } function getNumSamples(uint classIndex) public view returns (uint64) { return classInfos[classIndex].numSamples; } }
0xDeCA10B/demo/client/src/contracts/classification/NaiveBayesClassifier.sol/0
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1
# Train the Classifier From the `client` folder: 1. `git clone https://github.com/snipsco/nlu-benchmark ../../../nlu-benchmark` 2. Run `yarn train-vpa-classifier`
0xDeCA10B/demo/client/src/ml-models/vpa/README.md/0
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2
#!/bin/bash # Enable job control with -m so that the blockchain can be killed. set -emx pushd .. yarn blockchain & bc_pid=$! sleep 1s popd cleanup() { kill -9 -${bc_pid} if [ "$1" == "exit" ]; then exit 1 fi } # The `set -e` at the top doesn't seem to help with getting these exit on failure. # Default to development environment. export NODE_ENVIRONMENT=${NODE_ENVIRONMENT:-development} truffle compile || cleanup exit CI=true truffle migrate || cleanup exit CI=true truffle test test/contracts/*.js test/contracts/**/*.js || cleanup exit # Set `CI=true` to avoid watching for changes. CI=true react-scripts test --env='./test/custom-test-env.js' --testPathIgnorePatterns='src/.*/__tests__/[^/]*-node.test.js' || cleanup exit cleanup # Add CI=true before to remove colors. mocha --recursive './src/**/__tests__/*-node.test.js' || exit 1
0xDeCA10B/demo/client/test.sh/0
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3
{ "name": "decai-demo", "version": "1.4.5", "license": "MIT", "private": true, "scripts": { "blockchain": "mkdir --parents blockchain_db && ganache-cli --db blockchain_db --networkId 5782 --chainId 0xDeCA10B --gasLimit 9000000 --gasPrice 1 --host 0.0.0.0 --port ${PORT:-7545} --mnemonic \"net pistol fun vibrant sausage vintage general silk weekend street brave rubber\"", "clean": "rm -rf blockchain_db db.sqlite client/src/contracts/compiled/*.json", "client": "cd client && yarn start", "prod-client": "cd client && yarn start-prod", "lint": "bash scripts/custom_lint.sh", "lint-fix": "bash scripts/custom_lint.sh --fix", "server": "nodemon server.js --ignore client/", "start-prod-back-end": "node server.js", "test": "cd client && yarn test" }, "dependencies": { "body-parser": "^1.18.3", "express": "^4.17.3", "ganache-cli": "^6.12.1", "sql.js": "^1.1.0", "typescript": "^4.3.5" }, "eslintConfig": { "extends": "react-app" }, "devDependencies": { "@typescript-eslint/eslint-plugin": "^4.28.1", "@typescript-eslint/parser": "^4.28.1", "eslint": "^6.6.0", "eslint-plugin-react": "^7.24.0", "ethlint": "^1.2.5", "nodemon": "^2.0.2" } }
0xDeCA10B/demo/package.json/0
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4
from abc import ABC, abstractmethod import math from decai.simulation.contract.data.data_handler import StoredData from decai.simulation.contract.objects import Address, SmartContract class IncentiveMechanism(ABC, SmartContract): """ Defines incentives for others to contribute "good" quality data. """ def __init__(self, refund_time_s=math.inf, any_address_claim_wait_time_s=math.inf): super().__init__() self.refund_time_s = refund_time_s """ Amount of time to wait to get a refund back. Once this amount of time has passed, the entire deposit can be reclaimed. Also once this amount of time has passed, the deposit (in full or in part) can be taken by others. Default to not allowing refunds. """ self.any_address_claim_wait_time_s = any_address_claim_wait_time_s """ Amount of time after which anyone can take someone's entire remaining deposit. The purpose of this is to help ensure that value does not get "stuck" in a contract. This must be greater than the required amount of time to wait for attempting a refund. Contracts may want to enforce that this is much greater than the amount of time to wait for attempting a refund to give even more time to get the deposit back and not let others take too much. """ @abstractmethod def distribute_payment_for_prediction(self, sender: str, value: float): """ Share `value` with those that submit data. :param sender: The address of the one calling prediction. :param value: The amount sent with the request to call prediction. """ pass @abstractmethod def handle_add_data(self, contributor_address: Address, msg_value: float, data, classification) \ -> (float, bool): """ Determine if the request to add data is acceptable. :param contributor_address: The address of the one attempting to add data :param msg_value: The value sent with the initial transaction to add data. :param data: A single sample of training data for the model. :param classification: The label for `data`. :return: tuple The cost required to add new data. `True` if the model should be updated, `False` otherwise. """ pass @abstractmethod def handle_refund(self, submitter: str, stored_data: StoredData, claimable_amount: float, claimed_by_submitter: bool, prediction) -> float: """ Notify that a refund is being attempted. :param submitter: The address of the one attempting a refund. :param stored_data: The data for which a refund is being attempted. :param claimable_amount: The amount that can be claimed for the refund. :param claimed_by_submitter: True if the data has already been claimed by `submitter`, otherwise false. :param prediction: The current prediction of the model for data or a callable with no parameters to lazily get the prediction of the model on the data. :return: The amount to refund to `submitter`. """ pass @abstractmethod def handle_report(self, reporter: str, stored_data: StoredData, claimed_by_reporter: bool, prediction) \ -> float: """ Notify that data is being reported as bad or old. :param reporter: The address of the one reporting about the data. :param stored_data: The data being reported. :param claimed_by_reporter: True if the data has already been claimed by `reporter`, otherwise false. :param prediction: The current prediction of the model for data or a callable with no parameters to lazily get the prediction of the model on the data. :return: The amount to reward to `reporter`. """ pass
0xDeCA10B/simulation/decai/simulation/contract/incentive/incentive_mechanism.py/0
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5
import os import sys import math from injector import inject, Injector from decai.simulation.contract.classification.classifier import Classifier from decai.simulation.contract.classification.decision_tree import DecisionTreeModule from decai.simulation.contract.collab_trainer import DefaultCollaborativeTrainerModule from decai.simulation.contract.incentive.stakeable import StakeableImModule from decai.simulation.data.bhp_data_loader import BhpDataModule from decai.simulation.data.data_loader import DataLoader from decai.simulation.logging_module import LoggingModule from decai.simulation.simulate import Agent, Simulator # For `bokeh serve`. sys.path.append(os.path.join(os.path.dirname(__file__), '../..')) class Runner(object): @inject def __init__(self, data: DataLoader, simulator: Simulator, ): self._data = data self._s = simulator def run(self): init_train_data_portion = 0.10 # Set up the agents that will act in the simulation. agents = [ # Good Agent(address="Good", start_balance=10_000, mean_deposit=5, stdev_deposit=1, mean_update_wait_s=10 * 60, ), # Malicious: determined with the goal of disrupting others. Agent(address="Bad", start_balance=10_000, mean_deposit=10, stdev_deposit=3, mean_update_wait_s=1 * 60 * 60, good=False, ), ] # Start the simulation. self._s.simulate(agents, baseline_accuracy=0.44, init_train_data_portion=init_train_data_portion, accuracy_plot_wait_s=math.inf, ) # Run with `bokeh serve PATH`. if __name__.startswith('bk_script_'): # Set up the data, model, and incentive mechanism. inj = Injector([ DecisionTreeModule, DefaultCollaborativeTrainerModule, LoggingModule, StakeableImModule, BhpDataModule, ]) inj.get(Runner).run() if __name__ == '__main__': # Play the game. inj = Injector([ DecisionTreeModule(regression=True), DefaultCollaborativeTrainerModule, LoggingModule, StakeableImModule, BhpDataModule, ]) d = inj.get(DataLoader) (x_train, y_train), (x_test, y_test) = d.load_data() c = inj.get(Classifier) c.init_model(x_train, y_train) score = c.evaluate(x_train, y_train) import random for _ in range(10): i = random.randrange(len(x_train)) print(f"{i:04d}: {x_train[i]}: {y_train[i]}") print(f"Prediction: {c.predict(x_train[i])}") print(f"Evaluation on training data: {score}") if len(x_test) > 0: score = c.evaluate(x_test, y_test) print(f"Evaluation on test data: {score}")
0xDeCA10B/simulation/decai/simulation/simulate_bhp_dt.py/0
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pong-apex: env: PongNoFrameskip-v4 run: APEX config: # Works for both torch and tf. framework: tf target_network_update_freq: 20000 num_workers: 16 num_envs_per_worker: 1 lr: .00005 train_batch_size: 64 gamma: 0.99
AI-System/Labs/AdvancedLabs/Lab9/config/pong-apex-16.yaml/0
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## 运行你的第一个容器 当前章节假设你已经配置好Docker环境. 在本小节,你将在你的操作系统中运行一个 [Alpine Linux](http://www.alpinelinux.org/)容器(container)-一个轻量的Linux 发行版操作系统 ,并测试使用`docker run`命令。 在开始的时候,请在命令行执行以下命令,Pull Docker镜像(image): ``` $ docker pull alpine ``` > **注意:** 取决于你如何在你的系统中安装的Docker, 执行完上面的命令后,你可能看到`permission denied`错误 。尝试以下教程中的命令[verify your installation](https://docs.docker.com/engine/getstarted/step_one/#/step-3-verify-your-installation)去修正这个问题。 如果是在Linux下执行,可以在 `docker`命令前追加`sudo`. 或者可以[create a docker group](https://docs.docker.com/engine/installation/linux/ubuntulinux/#/create-a-docker-group)去解决这个问题。 `pull`命令会从从**Docker registry** 下载alpine 镜像(**image**)并在你的系统中保存。你可以使用 `docker images` 命令去罗列出当前你的系统中的所有镜像。 ``` $ docker images REPOSITORY TAG IMAGE ID CREATED VIRTUAL SIZE alpine latest c51f86c28340 4 weeks ago 1.109 MB hello-world latest 690ed74de00f 5 months ago 960 B ``` ### Docker Run命令启动容器 让我们来基于当前镜像运行一个Docker **container**. 我们通过执行`docker run` 命令,运行容器. ``` $ docker run alpine ls -l total 48 drwxr-xr-x 2 root root 4096 Mar 2 16:20 bin drwxr-xr-x 5 root root 360 Mar 18 09:47 dev drwxr-xr-x 13 root root 4096 Mar 18 09:47 etc drwxr-xr-x 2 root root 4096 Mar 2 16:20 home drwxr-xr-x 5 root root 4096 Mar 2 16:20 lib ...... ...... ``` 执行以上命令发生了什么?当你执行完`run`,会触发以下流程: 1. Docker 客户端(client)与Docker daemon通信 2. Docker daemon检查本地存储是否镜像在本地存在,在本实例中是(alpine in this case)。如果本地没有,从Docker Hub或Registry中下载镜像. (Since we have issued `docker pull alpine` before, the download step is not necessary) 3. Docker daemon会创建相应容器并在容器中执行一条命令。 4. Docker daemon将命令执行结果重定向到Docker client 当你运行`docker run alpine`, 由于你提供了一条Shell命令(`ls -l`), 所以Docker启动了相应命令,并且你看到了执行结果。 让我们尝试一下其他命令。 ``` $ docker run alpine echo "hello from alpine" hello from alpine ``` 这是一些真实的输出。在这个实例中,Docker客户端在alpine容器中国执行了`echo`命令并之后退出。当前的执行相比虚拟机的启动,执行命令,并退出要快的多。 If you've noticed, all of that happened pretty quickly. Imagine booting up a virtual machine, running a command and then killing it. Now you know why they say containers are fast! 尝试另一条命令 ``` $ docker run alpine /bin/sh ``` 为何当前什么也没有发生?是由于Bug吗?其实是因为当执行完这些脚本后这些交互式的shell会退出。除非将命令运行与交互式的终端,例如本例子可以执行以下命令进入交互式模式`docker run -it alpine /bin/sh`。 当前你已经在容器的shell中,你可以尝试一些命令,例如`ls -l`, `uname -a` 或者其他命令。可以通过`exit`命令退出容器。 退出后,我们可能会使用`docker ps`命令,因为`docker ps` 命令会向用户展示所有在运行的容器和其信息。 ``` $ docker ps CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES ``` 由于当前没有容器在运行,你只看到了一个空白行。让我们尝试一个更有用的命令配: `docker ps -a` ``` $ docker ps -a CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES 36171a5da744 alpine "/bin/sh" 5 minutes ago Exited (0) 2 minutes ago fervent_newton a6a9d46d0b2f alpine "echo 'hello from alp" 6 minutes ago Exited (0) 6 minutes ago lonely_kilby ff0a5c3750b9 alpine "ls -l" 8 minutes ago Exited (0) 8 minutes ago elated_ramanujan c317d0a9e3d2 hello-world "/hello" 34 seconds ago Exited (0) 12 minutes ago stupefied_mcclintock ``` 以上展示的是你运行的所有容器。注意`STATUS`列提示这些容器刚刚在几分钟前退出。当前你可能想能否有一种方式能让我们在容器中执行更多的命令。我们可以通过以下命令做到: ``` $ docker run -it alpine /bin/sh / # ls bin dev etc home lib linuxrc media mnt proc root run sbin sys tmp usr var / # uname -a Linux 97916e8cb5dc 4.4.27-moby #1 SMP Wed Oct 26 14:01:48 UTC 2016 x86_64 Linux ``` 运行`run`命令时并附加`-it`选项,会让我们以一种交互式的方式进入容器中,这样用户可以执行更多所需要执行的命令。 如果想查询`run`命令的更多用法, 用户可以是哟领`docker run --help`去查询它所有支持的选项列表。 ### 2.2 术语表 让我们在进行后面的教程前,先认识一些容易产生困惑但是在Docker生态系统中又比较重要的概念术语: - *Images* - 应用的文件系统和配置,通过使用镜像才能创建容器。如果想查看镜像更多的信息,执行命令`docker inspect alpine`。在以上的实例中,使用 `docker pull`命令下载**alpine**镜像。当用户执行命令`docker run hello-world`, 它默认也会在后台执行`docker pull`去下载**hello-world** 镜像。 - *Containers* - 正在运行的Docker镜像实例。容器运行真正的应用。一个容器包含一个应用所包含的所有依赖,它与其他容器共享内核,并作为在主机操作系统中的一个被隔离的用户空间进程。用户可以通过`docker run`创建已下载的镜像的容器。用户可以通过`docker ps`查看当前正在运行的容器 - *Docker daemon* - 在主机上运行的后台服务,它管理构建,运行和销毁容器。 - *Docker client* - 允许用户与Docker daemon交互的命令行工具。 - *Docker Store* - 一个Docker镜像注册表[registry](https://store.docker.com/), 在这里用户可以找到可信的和企业级的容器镜像,插件,和Docker版本。 ## 本小节作业 1. 按以上步骤创建一个alpine容器 2. 执行Linux监控命令,观察创建的容器的资源和命名空间和主机操作系统观察到的有何不同? ## 下一步 下一步教程 [2. Docker部署PyTorch训练程序](./train.md)
AI-System/Labs/BasicLabs/Lab5/alpine.md/0
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# 书写规范(Writing Conventions) 本文档给出了包含文档内的书写约定。 请作者与贡献者参考以下约定检查格式,内容一致性与正确性。 这个风格指南随着时间的推移而演变,因为额外的约定被识别出来,并且过去的约定因语言本身的变化而变得过时。规范大多数来自于常见错误的总结。 许多项目都有自己的风格指南。如果发生任何冲突,此类特定于项目的指南优先于该项目。 # 1 内容格式 参考章节-第7章。 ## 1.1 小节包含内容 - n-前沿.md - n.m-章节名.md - ... ## 1.2 小节内容 1. 添加各个章节和小节序号。 2. 提那家章节目录,例如可以通过[Markdown All in One](https://marketplace.visualstudio.com/items?itemName=yzhang.markdown-all-in-one)插件自动化。 ``` # 7.1 小节名 xxx 小节目录 ## 7.1.1 子节名 ... ## 小结与讨论 本章我们xx。 请读者思考,xx? ## 参考文献 - - ``` ## 1.3 文字 1. 保持中文,中文(英文)。 例如: Figure改为图片 2. 英文,数字,长序号两侧加空格,标点符号两侧不需要添加 例如: 使用 TensorFlow 框架 使用 TensorFlow, 批尺寸(Batch Size), 图 1.3.2, 例如 1 中所示 为 $ x $ 字节 ## 1.4 链接 Http链接不直接暴露。放于语法[文字](链接中)。 ## 1.5 图片 1. 注意追加图序号。 ``` <center><img src="./img/1/7-1-1-jobsubmission.png" /></center> <center>图 7.1.1 多租环境提交运行作业(<a href="https://xx">图片引用</a>)</center> ``` 2. 图片清晰度可以看到内容细节。 3. 图片宽高调整自然。 4. 图片添加引用。 5. 图片要有对应格式解释。 6. 图片文字尽量汉化。 ## 1.6 代码 1. 代码放于 \``` \```中。 ```python # 启动脚本 python train.py --batch_size=256 --model_name=resnet50 ``` 2. 追加适当注释解释文字。 ## 1.7 表格 1. 追加表序号。 2. 使用Markdown语法保持格式一致。 3. 通过语法让表格居中。 <center>表 1.2.1 不同图像分类问题数据集的数据量</center> |MNIST|ImageNet|Web Images| |---|---|---| |6万样本|1600万样本|10亿量级图像样本| |10分类|1000分类|开放分类| 4. 表格要有对应文字解释。 5. 如果表格需要用到公式,可以参考下面语法以公式呈现表格。 $$ \begin{array}{|c|c|c|} \hline & 比特数 & 取值范围 \\ \hline FP32& 32 & -3.4 \times 10^{38} \sim + 3.4 \times 10^{38} \\ \hline FP16& 16 & -65504 \sim +65504 \\ \hline INT8 & 8 & -128 \sim +127 \\ \hline \end{array} $$ ## 1.8 概念,工作与文献引用 1. 正文中概念,相关工作,或者文献需要追加引用链接。 2. 英文概念能用中文解释的尽量用中文解释。 3. 如果为某文献创造的概念,一定需要加概念引用。 例如: 单指令流多数据流([SIMD](https://en.wikipedia.org/wiki/Single_instruction,_multiple_data)) ## 1.9 参考文献 向Markdown中添加参考文献引用,并且在点击参考文献引用标记时,能够自动跳转到“参考文献”一节中参考文献的详细条目,需要以下两步: 1. **增加锚点** “参考文献”是Markdown文件末尾独立的一节,向这一节中添加具体的参考文献条目信息和锚点,如下所示: ```text # 参考文献 <div id="ref1"></div> 1. [参考文献](链接) ``` **注**:参考文献条目信息可以使用Google Scholar或是其他文献检索工具导出ACM Ref格式的参考文献信息。 2. **增加引用** 在引用改参考文献的正文部分增加对锚点的引用,使用`<sup>`标注引用,如下所示: ```text 这里是引用了参考文献1的正文[<sup>[1]</sup>](#ref1)。 ``` ## 1.10 语法生效检查 请校验预览正文 例如: **文字 ** 多空格则无法呈现 **文字** ## 1.11 字符 1. ASCII字符两侧可以加空格保持美观。例如 x 初值为 100 情况下。 2. ()和,和。和“”等使用中文输入法中的标点符号。 ## 1.12 中英文混杂问题 - 原则能用中文就用中文 - 首次提到需要 - 人工智能(Artificial Intelligence),简称 AI - 前面提到后,后面可以使用简称 AI - 例外: - 如果 Netron,TensorFlow 这类特定工具名字,可以用英文 - 动词要尽量用中文 - 专有通用名词尽量用中文。例如,编译器 # 2. 术语约定 术语是约束内容一致性重要的方法。 1. 正文中英文 中文术语(英文术语-首字母大写),如果需要引用加引用链接。 例如: 部署(Deployment) 注意:中文和括号之间不加空格。 2. 追加到 术语表.md |英文|中文|缩写|首次提交人| |---|---|---|---| |Deployment|部署||xx|
AI-System/Textbook/书写规范.md/0
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<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> # 1.2 算法,框架,体系结构与算力的进步 催生这轮人工智能热潮的原因有三个重要因素:大数据的积累、超大规模的计算能力支撑、机器学习尤其是深度学习算法取得了突破性进展,本章我们将围绕以上重要的三方面因素展开介绍。 本小节将围绕以下内容进行介绍: - [1.2 算法,框架,体系结构与算力的进步](#12-算法框架体系结构与算力的进步) - [1.2.1 大数据和分布式系统](#121-大数据和分布式系统) - [1.2.2 深度学习算法的进步](#122-深度学习算法的进步) - [1.2.3 计算机体系结构和计算能力的进步](#123-计算机体系结构和计算能力的进步) - [1.2.4 计算框架的进步](#124-计算框架的进步) - [小结与讨论](#小结与讨论) - [参考文献](#参考文献) ## 1.2.1 大数据和分布式系统 随着各个领域数字化发展,信息系统和软件平台上不断沉淀了大量数据。人工智能的算法是数据驱动(Data Driven)的方式解决问题,从数据中不断学习出规律和模型,进而完成预测任务。正是这些数据为人工智能提供了基础“原料”。 互联网公司由于有海量的用户,大规模的数据中心,信息系统完善,所以可以较早沉淀出大规模数据,并应用人工智能技术,投入研发创新人工智能技术。 互联网服务和大数据平台给深度学习带来了大量的数据集。例如,以下几种服务中沉淀和形成了相应领域代表性的数据集: - 搜索引擎(Search Engine) - 图像检索(Image Search)服务: ImageNet,Coco 等计算机视觉数据集 - 文本检索(Text Search)服务: Wikipedia 等自然语言处理数据集 - 商业网站 - 亚马逊, 淘宝: 推荐系统数据集, 广告数据集 - 其他互联网服务(Internet Services) - 对话机器人服务 XiaoIce, Siri, Cortana:问答数据集 - ... 互联网公司通过不断爬取互联网数据沉淀了大量数据,同时因为其有海量的用户,这些用户不断使用互联网服务,上传文字,图片,音频等数据,又积累了更为丰富的用户生成数据。这些数据随着时间的流逝和新业务功能的推出,数据量越来越大,数据模式越来越丰富。所以互联网公司较早的开发和部署了大数据存储与分析平台。基于这些海量数据,互联网公司通过数据驱动的方式,训练人工智能模型,进而优化和提升业务用户体验(例如,点击率预测让用户获取感兴趣的信息),让更多的用户使用服务,进而形成良性循环。由于随着业务发展遇到更多需要应用人工智能技术的实际场景和需求,相较于学术界,互联网公司作为工业界的代表,较早地将深度学习的发展推到了更加实用,落地的阶段,并不断投入研发推动人工智能算法与系统的不断演进和发展。 以表 1.2.1 中为例,同样是图像分类问题,从最开始数据规模较小的 MNIST[<sup>[1]</sup>](#mnist) 手写数字识别数据集(其只有 6 万样本,10 个分类),到更大规模的 ImageNet(其有 1600 万样本,1000 个分类)再到互联网 Web 服务中沉淀了数亿量级的图像数据。海量的数据让人工智能问题变得愈发挑战的同时,实质性的促进了人工智能模型效果的提升。因为当前的以深度学习为核心的代表性人工智能算法,其本身是数据驱动的方式从数据中学习规律与知识,数据的质与量决定了模型的本身的天花板。 <center>表 1.2.1 不同图像分类问题数据集的数据量</center> |MNIST|ImageNet|Web Images| |---|---|---| |6万样本|1600万样本|10亿量级图像样本| |10分类|1000分类|开放分类| 这些海量的数据集为深度学习系统的发展产生了以下的影响: - 推动深度学习算法不断在指定任务上产生更高的准确度与更低的误差。让深度学习有更广泛的应用,进而产生商业价值,让工业界和学术界看到其应用潜力并投入更多资源进行研究。这样产生了针对深度学习的系统与硬件发展的用户基础,应用落地场景驱动力和研发资源投入。 - 海量的数据集让单机越来越难以完成深度学习模型的训练,进而产生了分布式训练和平台的需求,让传统的机器学习库不能满足相应的需求。 - 多样的数据格式和任务,产生了模型结构的复杂性,驱动框架或针对深度学习的程序语言需要有更灵活的表达能力对问题进行表达与映射。 - 同时伴随着性能等需求得到满足,数据安全与模型安全问题挑战也变的日益突出。 综上所述,深度学习系统本身的设计相较于传统机器学习库有更多样的表达需求,更大规模和多样的数据集和更广泛的用户基础。 ## 1.2.2 深度学习算法的进步 除了数据本身不断的沉淀,算法研究员和工程师不断设计新的算法和模型提升预测效果,深度学习算法和模型的预测效果不断取得突破性进展。但是新的算法和模型结构需要前端框架提供编程的表达力和灵活性,对执行层系统优化有可能会改变原有假设,进而产生了系统前端设计和执行过程优化新的挑战。 接下来我们从几个代表性数据集上看算法与模型的进步: ***1. 深度学习在已有数据集(MNIST数据集)上超越机器学习算法*** [MNIST](http://yann.lecun.com/exdb/mnist/)[<sup>[1]</sup>](#mnist) 手写数字识别图像数据库是在早期通常用于训练和研究各种图像分类的深度学习模型,由于其样本与数据规模较小,当前也常常用于教学或神经网络结构(NAS)搜索的研究。 我们可以观察图 1.2.1,了解不同的机器学习算法取得的效果。 <center><img src="./img/2/2-3-5-mnist.png" /></center> <center>图 1.2.1 MNIST数据集上各算法的测试误差百分比(Test Error %)</center> 从图中可以观察到这样的趋势: 1998 年,一个简单的卷积神经网络可以取得和 SVM 取得的最好效果接近。 2012 年,一个深度卷积神经网络可以将错误率降低到 0.23% (2012),这样的结果已经可以和人所达到的错误率 0.2% 非常接近。 深度学习模型在 MNIST[<sup>[1]</sup>](#mnist) 数据集上相比传统机器学习模型的表现,让研究者们看到了深度学习模型提升预测效果的潜力,进而不断尝试新的深度学习模型和更复杂的数据集进行验证。 所以我们看到,深度学习算法在不同应用场景上的问题取得突破进展,让领域相关研发人员看到相应潜力,驱动机构和研究人员不断投入研发新的深度学习算法与模型。 ***2. 深度学习在公开数据集(ImageNet)上不断取得突破*** 随着每年 ImageNet 数据集上的新模型取得突破,我们看到新的深度学习模型结构和训练方式的潜力。通过图 1-2-2,我们观察到,更深的模型结构有潜力提升当前预测的效果。 <center><img src="./img/2/2-3-4-dl-imagenet-improve.png" /></center> <center>图 1.2.2 更深层和更高效的深度学习模型结构在 ImageNet 数据集上的效果不断取得突破</center> 从图中可以看到,1998 年的 Lenet,到 2012 年的 AlexNet,不仅效果提升,模型变大,同时引入了 GPU 训练,新的算子(ReLU等)。到 2015 年的 Inception,模型的计算图进一步复杂,且有新的层被提出,错误率进一步降低到 6.7%。到 2015 年的 ResNet,模型层数进一步加深,甚至达到上百层。到 2019 年 NAS,模型设计逐渐出现通过自动化的方式进行设计。 我们可以观察到,新的模型不断在以下方向演化进而提升效果: - 效果更好,计算效率更高的激活函数和算子: ReLU,Batch Normalization 等。 - 更复杂更深的网络结构和更大的模型权重。 - 更好的训练方法: 正则化(Regularization),初始化(Initialization),学习方法(Learning Methods),自动化机器学习与模型结构搜索等。 算法工程师与研究员不断研发取得更好的模型效果的设计和方法。同时也驱动深度学习系统及系统工程师不断提供新的算子(Operator)支持,优化算子,加速训练算法。 ***3. 其他领域算法的进步*** 除了我们看到的计算机视觉,深度学习在多个领域也取得了不俗的表现,并取得超越原有方案的里程碑式的效果。 例如,在下面的领域中相关代表性工作: - 计算机视觉(Computer Vision)领域 例如:2015 年, ImageNet 数据集上 微软亚洲研究院(MSRA)研发的 Resnet[<sup>[2]</sup>](#resnet) 取得了当年的 5 项第一,并又一次刷新了 CNN 模型在 ImageNet 上的历史最好效果。 - 自然语言处理(Natural Language Processing)领域 例如:2019 年,在斯坦福大学举办的 SQuAD(Stanford Question Answering Dataset)[<sup>[3]</sup>](#squad) 和 CoQA(Conversational Question Answering)[<sup>[4]</sup>](#coqa)挑战赛中,微软亚洲研究院(MSRA) 的 NLP 团队通过多阶段(Multi-Stage),多任务(Multi-Task)学习的方式取得第一。 - 语音识别(Speech Recognition)领域 例如:2016 年,微软研究院(MSR)提出的 Combined 模型[<sup>[5]</sup>](#combined)系统的在 NIST 2000[<sup>[6]</sup>](#nist2000) 数据集上错误率为 6.2%,超越之前报告的基准测试结果。 - 强化学习(Reinforcement Learning)领域 2016 年,Google DeepMind 研发的 AlphaGo[<sup>[7]</sup>](#alphago) 在围棋比赛中以 4:1 的高分击败了世界大师级冠军李世石。OpenAI 训练出了名为 OpenAI Five[<sup>[8]</sup>](#openaifive) 的 Dota 2 游戏智能体。2019 年 4 月,OpenAI Five 击败了一支 Dota 2 世界冠军战队,这是首个击败电子竞技游戏世界冠军的人工智能系统。 由于不同领域的输入数据格式不同,预测输出结果不同,数据获取方式不同,造成模型结构和训练方式产生非常多样的需求,各家公司和组织不断研发新的针对特定领域的框架或上层接口封装(例如,Facebook 推出的 Caffe 与 Torch 演化到 PyTorch,Google TensorFlow 及新推出的 JAX),工具与框架本身也是随着用户的模型构建与程序书写与部署需求不断演进。框架支持特定领域数据科学家快速验证和实现新的想法,工程化部署和批量训练成熟的模型。所以我们可以看到,由最开始 AlexNet 是作者直接通过 [CUDA](https://code.google.com/archive/p/cuda-convnet) 实现深度学习模型,到目前有通过 Python 语言灵活和轻松调用的框架,到大家习惯使用 Hugging Face 进行神经网络语言模型训练,背后是系统工程师贴合实际需求不断研发新的工具,并推动深度学习生产力提升的结果。所以即使作为系统工程师,也需要密切关注算法和应用的演进,才能紧跟潮流设计出贴合应用实际的工具与系统。 ## 1.2.3 计算机体系结构和计算能力的进步 <center><img src="./img/2/2-3-1-arch-improve.png" /></center> <center>图 1.2.3 计算机体系结构和计算能力的进步</center> 从 1960 年以来,计算机性能的增长主要来自摩尔定律,到二十世纪初大概增长了 $10^8$ 倍。但是由于摩尔定律的停滞,性能的增长逐渐放缓了。单纯靠工艺尺寸的进步,无法满足各种应用对性能的要求。 于是,人们就开始为应用定制专有芯片,通过消除通用处理器中冗余的功能部分,来进一步提高对特定应用的计算性能。 比如,图形图像处理器 GPU 就对图像类算法做专用加速。后来出现 GPGPU,也就是通用 GPU,对适合于抽象为单指令流多数据流(SIMD)的并行算法与工作负载都能起到不错的加速效果。 为了更高的性能,这些年人工智能芯片也大行其道。其中一个代表就是 Google TPU(Tensor Processing Unit)[<sup>[9]</sup>](#tpu)。通过对深度学习模型中的算子进行抽象,转换为矩阵乘法或非线性变换,根据专用负载特点进一步定制流水线化执行的脉动阵列(Systolic Array),进一步减少访存,提升计算密度,提高了性能。除了算子层面驱动的定制,深度学习负载本身在算法层常常应用的稀疏性和量化等加速手段也逐渐被硬件厂商根据通用算子定制到专用加速器中(例如,英伟达在 H 系列 GPU 中推出的 Transformer Engine),在专用计算领域进一步引入以往算法框架层才会涉及的优化,进一步优化加速深度学习负载 。 通过定制化硬件,厂商又将处理器性能提升了大约 $10^5$ 量级。专有芯片的算力发展也逐渐逼或超越蜻蜓,老鼠和人脑的算力。 然而可惜的是,经过这么多年的发展,虽然处理器性能提升这么多,我们机器的数值运算能力早已是人类望尘莫及了,里面的程序仍然是人类指定的固定代码,智能程度还远远不及生物大脑。从智力程度来说,大约也就只相当于啮齿动物,距离人类还有一定距离。 我们可以看到随着硬件的发展,虽然算力逐渐逼近人脑,让深度学习取得了突破。但是我们也看到,计算力还是可能在短期内成为瓶颈,那么人工智能系统的性能下一代的出路在哪?我们在后面会看到,除了单独芯片的不断迭代进行性能放大(Scale Up),系统工程师不断设计更好的分布式计算系统将计算并行开来达到向外扩展(Scale Out),同时发掘深度学习的作业特点,如稀疏性等通过算法,系统硬件协同设计,进一步提升计算效率和性能。 ## 1.2.4 计算框架的进步 算法工程师和研究员为了搭建深度学习模型,完成训练,部署模型进行推理,抛开其他需求,这其中都离不开深度学习框架的支持(例如:PyTorch,TensorFlow 等)。框架对用户提供编程接口,隐藏硬件细节,同时将用户书写的深度学习程序进行编译优化并部署在设备上进行执行。在众多的人工智能系统中深度学习框架属于其中的核心系统,构建了算法工程师和底层硬件之间的桥梁。通过业界的开源社区发展和学术研究进展,我们观察到,深度学习框架大致经过以下的发展脉络。 ***第一代框架***: 以 [Theano](https://en.wikipedia.org/wiki/Theano_(software))[<sup>[10]</sup>](#theano),[Caffe](https://caffe.berkeleyvision.org/)[<sup>[11]</sup>](#caffe),[DisBelief](https://research.google/pubs/pub40565/)[<sup>[12]</sup>](#disbelief) 为代表的第一代框架,其设计初衷为数值计算或特定机器学习问题或算法而设计。例如,Caffe 设计之初主要为支持卷积神经网络,DisBelief[<sup>[12]</sup>](#disbelief) 只支持以参数服务器模式在 CPU 集群训练特定的深度学习模型。接下来我们从前端,后端和生态角度再做进一步分析: (1)前端:例如,有的初代框架编程范式为通过[配置文件](https://caffe.berkeleyvision.org/tutorial/net_layer_blob.html)进行模型构建,框架将模型翻译成粗粒度的算子(例如,卷积层,池化层),并调用底层硬件提供的优化算子库(如NVIDIA cuDNN,CUDA)等进行高效执行。其特点是简单构建方便,但是灵活性不足,算子类型支持有限,用户直接书写配置文件也容易写出有缺陷(Bug)的程序,难以做静态程序分析。还有些框架需要用户关注声明张量形状(Shape),用户开发代码量较高,容易出错,书写复杂模型工作量较大。 (2)后端:对更加灵活的模型分布式训练及部署模式支持有限。 (3)生态:对某领域模型支持较好但其他领域模型动物园(Model Zoo)支持有限。 随着用户的模型构建需求和应用场景越来越灵活和多样化,逐渐衍生出应用更加广泛的第二代框架。 ***第二代框架***: 以 [TenorFlow](https://github.com/tensorflow/tensorflow)[<sup>[13]</sup>](#tensorflow) 和 [PyTorch](https://github.com/pytorch/pytorch)[<sup>[17]</sup>](#pytorch) 为代表的第二代框架,目前是有最为广泛用户基础的计算框架。其中通常业界将框架按照编程范式分类两类: - 声明式编程(Declarative Programming) - 代表性框架:TensorFlow[<sup>[13]</sup>](#tensorflow), Keras[<sup>[14]</sup>](#keras), CNTK[<sup>[15]</sup>](#cntk), Caffe2[<sup>[16]</sup>](#caffe2) - 特点:用户只需要表达模型结构和需要执行的任务,无需关注底层的执行流程,框架提供计算图优化,让用户无需关心底层优化细节,但是对用户来说不容易调试。 - 命令式编程(Imperative Programming) - 代表性框架:PyTorch[<sup>[17]</sup>](#pytorch), Chainer[<sup>[18]</sup>](#chainer), DyNet[<sup>[19]</sup>](#dynet) - 特点:用户不仅表达模型结构,还需要表达执行步骤,并且按照每一步定义进行执行,由于无法像声明式编程获取完整计算图并优化后执行,所以难以提供全面的计算图优化,但是由于其简单易用,灵活性高,在模型研究人员中也有很高的用户基础,并不断在新的研究工作中被广泛使用,从而打下广泛的用户基础。 <center><img src="./img/2/2-3-2-framework1to2.png" ></center> <center>图 1.2.4 第一代框架到第二代框架的进步</center> 第二代框架以 Python 语言作为前端语言,通过框架构建模型和训练,并结合使用 Numpy,Scipy 等数据处理库构建深度学习的程序。 虽然框架解决了大部分的问题,但是我们也可以看到,控制流,数据预处理等其他语言层的逻辑与深度学习模型计算图的割裂造成不便于统一编译与优化,除深度学习模型之外的库不方便卸载计算和利用 GPU 等专有硬件进而造成低效数据流水线,没有侧重面向方面设计造成作业调试诊断困难,运维负担较大等。同时 Python 语言本身特点是简单,但是并发支持效率不高,不利于静态优化与错误检测等,对大规模工程化实践不友好。由于以上问题造成在不断演化的深度学习研究与工程化对性能和稳定性越来越极致要求的趋势下现有编程方式仍有提升空间。目前也有趋势是提供静态语言前端(例如,Swift,Julia 等)从语言层提供静态程序分析,后端提供编译器(例如,TVM,TensorFlow XLA 等)进行编译优化尝试规避和解决当前框架已有的问题。 ***第三代框架***: 我们除了设计框架解决当前的问题,还应该思考关注和设计下一代的框架以支持未来的模型趋势。 <center><img src="./img/2/2-3-3-framework-2to3.png" ></center> <center>图 1.2.3 第二代框架到第三代框架的发展趋势</center> - 框架应在有更加全面功能的编程语言前端下构建,并提供灵活性和表达力,例如:控制流(Control Flow)的支持,递归和稀疏性的原生表达与支持。这样才能应对大的(Large)、动态(Dynamic)的和自我修改(Self-Modifying)的深度学习模型趋势。我们无法准确预估深度学习模型在多年后会是什么样子,但从现在的趋势看,它们将会更大、更稀疏、结构更松散。下一代框架应该更好地支持像 [Pathways](https://blog.google/technology/ai/introducing-pathways-next-generation-ai-architecture/)[<sup>[20]</sup>](#pathways) 模型这样的动态模型,像预训练神经语言模型(NLM)或多专家混合模型(MoE)这样的大型模型,以及需要与真实或模拟环境频繁交互的强化学习模型等多样的需求。 - 框架同时应该不断跟进并提供针对多样且新的硬件特性下的编译优化与运行时调度的优化支持。例如:单指令流多数据流(SIMD)到 多指令流多数据流(MIMD)的支持,稀疏性和量化的硬件内支持,异构与分布式计算,虚拟化支持,关联处理等。 ## 小结与讨论 本章我们主要围绕深度学习系统的算法,框架与体系结构展开。对系统研究,除了理解上层深度学习算法,也需要理解底层的体系结构,并利用两者之前的巨大的优化空间进行抽象和权衡取舍选取最优解决方法。 请读者思考未来的深度学习框架和系统应该是怎样的? ## 参考文献 <div id="mnist"></div> 1. 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[Xiong, Wayne et al. “The microsoft 2016 conversational speech recognition system.” 2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2017): 5255-5259.](https://arxiv.org/abs/1609.03528) <div id="nist2000"></div> 6. [Przybocki, Mark, and Alvin Martin. 2000 NIST Speaker Recognition Evaluation LDC2001S97. Web Download. Philadelphia: Linguistic Data Consortium, 2001.](https://www.nist.gov/itl/iad/mig/speaker-recognition) <div id="alphago"></div> 7. [Silver, D., Huang, A., Maddison, C. et al. Mastering the game of Go with deep neural networks and tree search. Nature 529, 484–489 (2016).](https://www.nature.com/articles/nature16961) <div id="openaifive"></div> 8. [Berner, Christopher, et al. "Dota 2 with large scale deep reinforcement learning." arXiv preprint arXiv:1912.06680 (2019).](https://arxiv.org/abs/1912.06680) <div id="tpu"></div> 9. [Norman P. Jouppi, et al. 2017. In-Datacenter Performance Analysis of a Tensor Processing Unit. 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"{TensorFlow}: a system for {Large-Scale} machine learning." 12th USENIX symposium on operating systems design and implementation (OSDI 16). 2016.](https://research.google/pubs/pub45381/) <div id="keras"></div> 14. [Chollet, F., & others. (2015). Keras. GitHub. Retrieved from https://github.com/fchollet/keras](https://github.com/keras-team/keras) <div id="cntk"></div> 1. [Frank Seide and Amit Agarwal. 2016. CNTK: Microsoft's Open-Source Deep-Learning Toolkit. In Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD '16). Association for Computing Machinery, New York, NY, USA, 2135.](https://dl.acm.org/doi/10.1145/2939672.2945397) <div id="caffe2"></div> 16. [https://caffe2.ai/](https://caffe2.ai/) <div id="pytorch"></div> 17. [Paszke, Adam, et al. "Pytorch: An imperative style, high-performance deep learning library." Advances in neural information processing systems 32 (2019).](https://arxiv.org/abs/1912.01703) <div id="chainer"></div> 18. [Tokui, Seiya and Kenta Oono. “Chainer : a Next-Generation Open Source Framework for Deep Learning.” (2015).](http://learningsys.org/papers/LearningSys_2015_paper_33.pdf) <div id="dynet"></div> 19. [Neubig, Graham, et al. "Dynet: The dynamic neural network toolkit." arXiv preprint arXiv:1701.03980 (2017).](https://arxiv.org/abs/1701.03980) <div id="pathways"></div> 20. [Barham, Paul, et al. "Pathways: Asynchronous distributed dataflow for ML." Proceedings of Machine Learning and Systems 4 (2022): 430-449.](https://arxiv.org/abs/2203.12533)
AI-System/Textbook/第1章-人工智能系统概述/1.2-算法,框架,体系结构与算力的进步.md/0
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<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> ## 2.8 循环神经网络 本小节主要围绕循环神经网络,循环神经网络的发展简史,循环神经网络的结构和典型用途,深度循环神经网络,双向循环神经网络,高级循环神经网络展开介绍。 - [2.8 循环神经网络](#28-循环神经网络) - [2.8.1 循环神经网络的发展简史](#281-循环神经网络的发展简史) - [2.8.2 循环神经网络的结构和典型用途](#282-循环神经网络的结构和典型用途) - [一对多的结构](#一对多的结构) - [多对一的结构](#多对一的结构) - [多对多(输入输出等量)](#多对多输入输出等量) - [多对多(输入输出不等量)](#多对多输入输出不等量) - [2.8.3 深度循环神经网络](#283-深度循环神经网络) - [2.8.4 双向循环神经网络](#284-双向循环神经网络) - [2.8.5 高级循环神经网络简介](#285-高级循环神经网络简介) - [长短时记忆网络(LSTM)](#长短时记忆网络lstm) - [门控循环单元网络(GRU)](#门控循环单元网络gru) - [序列到序列网络(Sequence-to-Sequence)](#序列到序列网络sequence-to-sequence) - [小结与讨论](#小结与讨论) - [参考文献](#参考文献) ### 2.8.1 循环神经网络的发展简史 循环神经网络(RNN,Recurrent Neural Network)的历史可以简单概括如下: - 1933年,西班牙神经生物学家Rafael Lorente de Nó发现大脑皮层(cerebral cortex)的解剖结构允许刺激在神经回路中循环传递,并由此提出反响回路假设(reverberating circuit hypothesis)。 - 1982年,美国学者John Hopfield使用二元节点建立了具有结合存储(content-addressable memory)能力的神经网络,即Hopfield神经网络。 - 1986年,Michael I. Jordan基于Hopfield网络的结合存储概念,在分布式并行处理(parallel distributed processing)理论下建立了新的循环神经网络,即Jordan网络。 - 1990年,Jeffrey Elman提出了第一个全连接的循环神经网络,Elman网络。Jordan网络和Elman网络是最早出现的面向序列数据的循环神经网络,由于二者都从单层前馈神经网络出发构建递归连接,因此也被称为简单循环网络(Simple Recurrent Network, SRN)。 - 1990年,Paul Werbos提出了循环神经网络的随时间反向传播(BP Through Time,BPTT),BPTT被沿用至今,是循环神经网络进行学习的主要方法。 - 1991年,Sepp Hochreiter发现了循环神经网络的长期依赖问题(long-term dependencies problem),大量优化理论得到引入并衍生出许多改进算法,包括神经历史压缩器(Neural History Compressor, NHC)、长短期记忆网络(Long Short-Term Memory networks, LSTM)、门控循环单元网络(Gated Recurrent Unit networks, GRU)、回声状态网络(echo state network)、独立循环神经网络(Independent RNN)等。 图 2.8.1 简单描述了从前馈神经网络到循环神经网络的演化过程。 <img src="./img/Forward2Rnn.png"> 图 2.8.1 从前馈神经网络到循环神经网络的演化 1. 最左侧的是前馈神经网络的概括图,即,根据一个静态的输入数据x,经过隐层h的计算,最终得到结果a。这里的h是全连接神经网络或者卷积神经网络,a是回归或分类的结果。 2. 当遇到序列数据的问题后(假设时间步数为3),可以建立三个前馈神经网络来分别处理t=1、t=2、t=3的数据,即x1、x2、x3 3. 但是两个时间步之间是有联系的,于是在隐层h1、h2、h3之间建立了一条连接线,实际上是一个矩阵W 4. 根据序列数据的特性,可以扩充时间步的数量,在每个相邻的时间步之间都会有联系 如果仅此而已的话,还不能称之为循环神经网络,只能说是多个前馈神经网络的堆叠而已。在循环神经网络中,以图19-1最右侧的图为例,只有三个参数: - U:是x到隐层h的权重矩阵 - V:是隐层h到输出a的权重矩阵 - W:是相邻隐层h之间的权重矩阵 请注意这三个参数在不同的时间步是共享的,以图19-1最右侧的图为例,三个U其实是同一个矩阵,三个V是同一个矩阵,两个W是同一个矩阵。这样的话,无论有多少个时间步,都可以像折扇一样“折叠”起来,用一个“循环”来计算各个时间步的输出,这才是“循环神经网络”的真正含义。 ### 2.8.2 循环神经网络的结构和典型用途 #### 一对多的结构 在国外,用户可以指定一个风格,或者一段旋律,让机器自动生成一段具有巴赫风格的乐曲。在中国,有藏头诗的娱乐形式,比如以“春”字开头的一句五言绝句可以是“春眠不觉晓”、“春草细还生”等等。这两个例子都是只给出一个输入,生成多个输出的情况,如图 2.8.2 所示。 <img src="./img/One2Many.png"> 图 2.8.2 一对多的结构示意图 这种情况的特殊性在于,第一个时间步生成的结果要做为第二个时间步的输入,使得前后有连贯性。图中只画出了4个时间步,在实际的应用中,如果是五言绝句,则有5个时间步;如果是音乐,则要指定小节数,比如40个小节,则时间步为40。 #### 多对一的结构 在阅读一段影评后,会判断出该观众对所评价的电影的基本印象如何,比如是积极的评价还是消极的评价,反映在数值上就是给5颗星还是只给1颗星。在这个例子中,输入是一段话,可以拆成很多句或者很多词组,输出则是一个分类结果。这是一个多个输入单个输出的形式,如图 2.8.3 所示。 <img src="./img/Many2One.png"> 图 2.8.3 多对一的示意图 图中x可以看作很多连续的词组,依次输入到网络中,只在最后一个时间步才有一个统一的输出。另外一种典型的应用就是视频动作识别,输入连续的视频帧(图片形式),输出是分类结果,比如“跑步”、“骑车”等等动作。 还有一个很吸引人的应用就是股票价格的预测,输入是前10天的股票基本数据,如每天的开盘价、收盘价、交易量等,而输出是明天的股票的收盘价,这也是典型的多对一的应用。但是由于很多其它因素的干扰,股票价格预测具有很大的不确定性。 #### 多对多(输入输出等量) 这种结构要求输入的数据时间步的数量和输出的数据的时间步的数量相同,如图 2.8.4所示。 <img src="./img/Many2Many.png"> 图 2.8.4 多对多结构 比如想分析视频中每一帧的分类,则输入100帧输入,输出是对应的100个分类结果。另外一个典型应用就是基于字符的语言模型,比如对于英文单词“hello”来说,当第一个字母是h时,计算第二个字母是e的概率,以此类推,则输入是“hell”四个字母,输出是“ello”四个字母的概率。 在中文中,对联的生成问题也是使用了这种结构,如果上联是“风吹水面层层浪”七个字,则下联也一定是七个字,如“雨打沙滩点点坑”。 #### 多对多(输入输出不等量) 这是循环神经网络最重要的一个变种,又叫做编码解码(Encoder-Decoder)模型,或者序列到序列(seqence to seqence)模型,如图 2.8.5 所示。 <img src="./img/Seq2Seq.png"> 图 2.8.5 编码解码模型 以机器翻译任务举例,源语言和目标语言的句子通常不会是相同的长度,为此,此种结构会先把输入数据编码成一个上下文向量,在h2后生成,做为h3的输入。此时,h1和h2可以看做是一个编码网络,h3和h4看做是一个解码网络。解码网络拿到编码网络的输出后,进行解码,得到目标语言的句子。 由于这种结构不限制输入和输出的序列长度,所以应用范围广泛,类似的应用还有: - 文本摘要:输入是一段文本,输出是摘要,摘要的字数要比正文少很多。 - 阅读理解:输入是文章和问题,输出是问题答案,答案一般都很简短。 - 语音识别,输入是语音信号序列,输出是文字序列,输入的语音信号按时间计算长度,而输出按字数计算长度,根本不是一个量纲。 ### 2.8.3 深度循环神经网络 前面的几个例子中,单独看每一时刻的网络结构,其实都是由“输入层->隐层->输出层”所组成的,这与我们在前馈神经网络中学到的单隐层的知识一样,由于输入层不算做网络的一层,输出层是必须具备的,所以网络只有一个隐层。我们知道单隐层的能力是有限的,所以人们会使用更深(更多隐层)的网络来解决复杂的问题。 在循环神经网络中,会有同样的需求,要求每一时刻的网络是由多个隐层组成。比如图 2.8.6 为两个隐层的循环神经网络。 <img src="./img/deep_rnn_net.png" width="500"/> 图 2.8.6 两个隐层的循环神经网络 注意最左侧的两个隐藏状态s1和s2是同时展开为右侧的图的,这样的循环神经网络称为深度循环神经网络,它可以具备比单隐层的循环神经网络更强大的能力。 ### 2.8.4 双向循环神经网络 前面学习的内容,都是因为“过去”的时间步的状态对“未来”的时间步的状态有影响,在本节中,我们将学习一种双向影响的结构,即双向循环神经网络。 比如在一个语音识别的模型中,可能前面的一个词听上去比较模糊,会产生多个猜测,但是后面的词都很清晰,于是可以用后面的词来为前面的词提供一个最有把握(概率最大)的猜测。再比如,在手写识别应用中,前面的笔划与后面的笔划是相互影响的,特别是后面的笔划对整个字的识别有较大的影响。 在本节中会出现两组相似的词:前向计算、反向传播、正向循环、逆向循环。区别如下: - 前向计算:是指神经网络中通常所说的前向计算,包括正向循环的前向计算和逆向循环的前向计算。 - 反向传播:是指神经网络中通常所说的反向传播,包括正向循环的反向传播和逆向循环的反向传播。 - 正向循环:是指双向循环神经网络中的从左到右时间步。在正向过程中,会存在前向计算和反向传播。 - 逆向循环:是指双向循环神经网络中的从右到左时间步。在逆向过程中,也会存在前向计算和反向传播。 双向循环神经网络图如图 2.8.7 所示。 <img src="./img/bi_rnn_net_right.png"/> 图 2.8.7 双向循环神经网络结构图 用$h1/s1$表示正向循环的隐层状态,$U1$、$W1$表示权重矩阵;用$h2/s2$表示逆向循环的隐层状态,$U2$、$W2$表示权重矩阵。$s$ 是 $h$ 的激活函数结果。 请注意上下两组$x_{t1}$至$x_{t4}$的顺序是相反的: - 对于正向循环的最后一个时间步来说,$x_{t4}$ 作为输入,$s1_{t4}$是最后一个时间步的隐层值; - 对于逆向循环的最后一个时间步来说,$x_{t1}$ 作为输入,$s2_{t4}$是最后一个时间步的隐层值; - 然后 $s1_{t4}$ 和 $s2_{t4}$ 拼接得到 $s_{t4}$,再通过与权重矩阵 $V$ 相乘得出 $Z$。 图 2.8.7 中的 $s$ 节点有两种,一种是绿色实心的,表示有实际输出;另一种是绿色空心的,表示没有实际输出,对于没有实际输出的节点,也不需要做反向传播的计算。 ### 2.8.5 高级循环神经网络简介 针对上述问题,科学家们对普通循环神经网络进行改进,以便处理更复杂场景的数据的模型,提出了如LSTM, GRU, Seq2Seq等模型。此外,注意力(Attention)机制的引入,使得Seq2Seq模型的性能得到提升,关于Attention的内容,目前没有列入章节,以后将会进行补充。 下面简单介绍本章将会讲解的三种网络模型。 #### 长短时记忆网络(LSTM) 长短时记忆网络(LSTM)是最先提出的改进算法,由于门控单元的引入,从根本上解决了梯度爆炸和消失的问题,使网络可以处理长距离依赖。 #### 门控循环单元网络(GRU) LSTM网络结构中有三个门控单元和两个状态,参数较多,实现复杂。为此,针对LSTM提出了许多变体,其中门控循环单元网络是最流行的一种,它将三个门减少为两个,状态也只保留一个,和普通循环神经网络保持一致。 #### 序列到序列网络(Sequence-to-Sequence) LSTM与其变体很好地解决了网络中梯度爆炸和消失的问题。但LSTM有一个缺陷,无法处理输入和输出序列不等长的问题,为此提出了序列到序列(Sequence-to-Sequence, 简称Seq2Seq)模型,引入和编码解码机制(Encoder-Decoder),在机器翻译等领域取得了很大的成果,进一步提升了循环神经网络的处理范围。 ## 小结与讨论 本小节主要介绍了循环神经网络,循环神经网络的发展简史,循环神经网络的结构和典型用途,深度循环神经网络,双向循环神经网络,高级循环神经网络。 请读者思考循环神经网络和卷积神经网络分别适合哪些场景? ## 参考文献 1. 《智能之门》,胡晓武等著,高等教育出版社 2. Duchi, J., Hazan, E., & Singer, Y. (2011). Adaptive subgradient methods for online learning and stochastic optimization. Journal of Machine Learning Research, 12(Jul), 2121-2159. 3. Zeiler, M. D. (2012). ADADELTA: an adaptive learning rate method. arXiv preprint arXiv:1212.5701. 4. Tieleman, T., & Hinton, G. (2012). Lecture 6.5-rmsprop: Divide the gradient by a running average of its recent magnitude. COURSERA: Neural networks for machine learning, 4(2), 26-31. 5. Kingma, D. P., & Ba, J. (2014). Adam: A method for stochastic optimization. arXiv preprint arXiv:1412.6980. 6. 周志华老师的西瓜书《机器学习》 7. Chawla N V, Bowyer K W, Hall L O, et al. SMOTE: synthetic minority over-sampling technique[J]. Journal of Artificial Intelligence Research, 2002, 16(1):321-357. 8. Inoue H. Data Augmentation by Pairing Samples for Images Classification[J]. 2018. 9. Zhang H, Cisse M, Dauphin Y N, et al. mixup: Beyond Empirical Risk Minimization[J]. 2017. 10. 《深度学习》- 伊恩·古德费洛 11. Shaoqing Ren, Kaiming He, Ross Girshick, and Jian Sun, Faster R-CNN: Towards Real-Time Object Detection with Region Proposal Networks. Link: https://arxiv.org/pdf/1506.01497v3.pdf
AI-System/Textbook/第2章-神经网络基础/2.8-循环神经网络.md/0
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<!--Copyright © Microsoft Corporation. All rights reserved. 适用于[License](https://github.com/microsoft/AI-System/blob/main/LICENSE)版权许可--> # 8.3 部署 <center> <img src="./img/3/8-3-13-modeldeploy.png" /></center> <center>图 8-3-1. 推理系统与模型的部署 </center> 推理系统进行模型部署时,需要应对多样的框架,多样的部署硬件,以及持续集成和持续部署的模型上线发布等诸多的软件工程问题。如图 8-3-1 所示,本小节将围绕部署过程中涉及到的可靠性(Reliability),可扩展性(Scalability),灵活性(Flexibility)进行展开。 - [8.3 部署](#83-部署) - [8.3.1 可靠性(Reliability)和可扩展性(Scalability)](#831-可靠性reliability和可扩展性scalability) - [8.3.2 部署灵活性](#832-部署灵活性) - [8.3.3 模型转换与开放协议](#833-模型转换与开放协议) - [8.3.4 移动端部署](#834-移动端部署) - [8.3.5 推理系统简介](#835-推理系统简介) - [8.3.6 配置镜像与容器进行云上训练,推理与压测实验](#836-配置镜像与容器进行云上训练推理与压测实验) - [8.3.6.1 实验目的](#8361-实验目的) - [8.3.6.2 实验环境](#8362-实验环境) - [8.3.6.3 实验原理](#8363-实验原理) - [8.3.6.4 实验内容](#8364-实验内容) - [8.3.6.5 实验报告](#8365-实验报告) - [小结与讨论](#小结与讨论) - [参考文献](#参考文献) ## 8.3.1 可靠性(Reliability)和可扩展性(Scalability) 当推理系统部署到生产环境中,需要 $7 \times 24$ 小时不间断对用户提供相应的在线推理服务。在服务用户的过程中需要对不一致的数据,软件、用户配置和底层执行环境故障等造成的中断有弹性(Resilience)- 能够快速恢复服务,达到一定的可靠性,保证服务等级协议。同时推理系统也需要优雅地扩展,进而应对生产环境中流量的增加的场景。 综上,推理系统在设计之初就需要考虑提供更好的扩展性。推理系统随着请求负载增加而自动和动态的部署更多的实例,进而才可以应对更大负载,提供更高的推理吞吐和让推理系统更加可靠。 如图所示,通过底层的部署平台(例如,Kubernetes)的支持,用户可以通过配置方便地描述和自动部署多个推理服务的副本,并通过部署前端负载均衡服务达到负载均衡,进而达到高扩展性提升了吞吐量,同时更多的副本也使得推理服务有了更高的可靠性。 <center> <img src="./img/4/8-4-2-scalability.png" /></center> <center>图 8.3.2 Kubernetes 部署多副本的训练和推理服务</center> 例如,通过如下实例([参考 Kubernetes 官方文档](https://kubernetes.io/docs/concepts/workloads/controllers/replicaset/))[<sup>[1]</sup>](#k8s),我们可以利用Kubernetes 副本集(ReplicaSet)机制,自动部署推理系统的多个实例。用户在以下 yaml 文件中,配置副本集(ReplicaSet)选项。 ```yml apiVersion: apps/v1 kind: ReplicaSet metadata: name: frontend labels: app: dlinference tier: frontend spec: # 根据自身需求修改副本数 replicas: 3 selector: matchLabels: tier: frontend template: metadata: labels: tier: frontend spec: containers: - name: inference-service image: xxx/gxx/gxx:v3 ``` 提交 yaml 文件到 Kuberenetes ```shell kubectl apply inference.yaml ``` 之后可以查询当前部署的副本集 ```shell kubectl get rs ``` 返回结果,当前看到有 3 个副本。 ```shell NAME DESIRED CURRENT READY AGE frontend 3 3 3 6s ``` ## 8.3.2 部署灵活性 由于在模型训练的过程中,人工智能研究员和工程师不断尝试业界领先模型或不断尝试新的超参数和模型结构。由于框架开源,很多新的模型使用的框架类型和版本多样。推理系统需要支持多样的深度学习框架所保存的模型文件,并和其他系统服务进行交互。同时由于框架开源,社区活跃,不断的更新版本,对推理系统对不同版本的支持也提出了挑战。从性能角度考虑,大多数深度学习框架是为训练优化,有些框架甚至不支持在线推理。最后,在部署模型后,整个推理的流水线需要做一定的数据处理或者多模型融合(Ensemble),推理系统也需要支持与不同语言接口和不同逻辑的应用结合。这些因素为推理系统提出了灵活性的挑战,通常有以下解决方法: - 深度学习模型开放协议:通过 ONNX 等模型开放协议和工具,将不同框架的模型进行通过标准协议转换,优化和部署。 - 跨框架模型转换。 - 接口抽象:将模型文件封装并提供特定语言的调用接口。 - 提供构建不同应用逻辑的灵活性。 - 提供不同框架的通用抽象。 - 远程过程调用(Remote Procedure Call):可以将不同的模型或数据处理模块封装为微服务,通过远程过程调用(RPC)进行推理流水线构建。 - 跨语言,远程过程调用。 - 镜像和容器技术:通过镜像技术解决多版本与部署资源隔离问题。 - 运行时环境依赖与资源隔离。 例如,我们可以通过下面的实例练习([参考 TorchServe 文档](https://pytorch.org/serve/grpc_api.html)[<sup>[2]</sup>](#torchserve)),将训练好的模型部署并通过 [gRPC](https://grpc.io/) 的 API 调用。这样意味着,我们可以将模型本身变为微服务,融合进当前已有的基础架构中其他的微服务中只需要客户端提供好相应的输入数据,处理好返回数据即可,模型本身当成一个软件服务被使用。 1. 首先安装好 [TorchServe](https://pytorch.org/serve/grpc_api.html) 2. 克隆其库到本地,使用其内置实例操作 ``` git clone https://github.com/pytorch/serve cd serve ``` 3. 安装 gRPC Python 依赖 ``` pip install -U grpcio protobuf grpcio-tools ``` 4. 启动 TorchServe ``` mkdir model_store torchserve --start ``` 5. 通过 protobuf 文件生成 python gRPC 客户端 stub ```bash python -m grpc_tools.protoc --proto_path=frontend/server/src/main/resources/proto/ --python_out=ts_scripts --grpc_python_out=ts_scripts frontend/server/src/main/resources/proto/inference.proto frontend/server/src/main/resources/proto/management.proto ``` 6. 注册 densenet161 模型 ```bash python ts_scripts/torchserve_grpc_client.py register densenet161 ``` 7. 通过下面命令推理 ```bash python ts_scripts/torchserve_grpc_client.py infer densenet161 examples/image_classifier/kitten.jpg Unregister densenet161 model ``` 以上命令在其[调用文件 torchserve_grpc_client.py](https://github.com/pytorch/serve/blob/master/ts_scripts/torchserve_grpc_client.py)中,使用的是标准 gRPC 的 Python 接口。 ```python def infer(stub, model_name, model_input): with open(model_input, 'rb') as f: data = f.read() input_data = {'data': data} # 调用推理远程过程调用 RPC response = stub.Predictions( inference_pb2.PredictionsRequest(model_name=model_name, input=input_data)) try: prediction = response.prediction.decode('utf-8') print(prediction) except grpc.RpcError as e: exit(1) ``` ***经典回顾*** 在部署和设计推理系统时,我们也可以参考经典的 Web 服务架构设计方法与原则。2000 年 Roy Fielding 提出表象状态转移([Representational State Transfer](https://en.wikipedia.org/wiki/Representational_state_transfer)简称REST)体系结构风格:“REST 的目标是提高性能、可伸缩性、可修改性、可移植性和可靠性等。其通过遵循 REST 原则来实现的:客户端-服务器架构(推理系统本身为服务器)、无状态(模型状态不用再训练,保持无状态)、可缓存性、使用分层系统、支持按需代码(Code on Demand)以及使用统一接口(Uniform Interface)。”推理系统本身为服务器接受客户端请求;模型状态不用再训练,保持无状态,更容易弹性伸缩和可靠;也可以追加负载均衡和安全策略;使用统一接口封装,被客户端调用,解耦各个模块独立演化等。 ## 8.3.3 模型转换与开放协议 由于目前存在很多深度学习框架已经开源,并可以被开发者选用,同时很多公司自研深度学习框架,并通过相应的框架开源预训练模型。这样一种生态造成有人工智能业务的公司,切换,微调和部署模型的工程成本较高,频繁切换模型和需要自研模型转换工具。为了缓解这个痛点,业界有相应的两大类工作来缓解当前问题。 - 模型中间表达标准([ONNX](https://onnx.ai/)[<sup>[3]</sup>](#onnx)):让框架,工具和运行时有一套通用的模型标准,使得优化和工具能够被复用。 - ONNX 是一种用于表示机器学习模型的开放格式。ONNX 定义了一组通用运算符(机器学习和深度学习模型的构建块),以及一种通用文件格式,使 AI 开发人员能够使用被各种框架、工具、运行时和编译器所支持的深度学习模型。 - 同时 ONNX 社区也开发了模型优化与部署的运行时框架 [ONNX Runtime](https://onnxruntime.ai/)。 如下图所示,ONNX 标准成为衔接不同框架与部署环境(服务端和移动端)的桥梁,通过规范的中间表达,模型解析器,优化和后端代码生成的工具链得以复用,减少了开发与维护代价。 <center> <img src="./img/4/8-4-3-onnx.png" /></center> <center>图 8.3.3 模型构建与部署</center> - 模型转换工具([MMdnn](https://github.com/microsoft/MMdnn)[<sup>[4]</sup>](#mmdnn)):让模型可以打通不同框架已有工具链,实现更加方便的部署或迁移学习(Transfer Learning)。 如图 8.3.4 MMdnn 实例所示,模型可以通过中间表达(IR)和相应的对应框架的模型解析器(Parser)和对应框架的模型发射器(Emitter)实现跨框架转换。这样,例如某家机构如果开源了模型文件但是是通过 TensorFlow 训练的,而我想通过 PyTorch 对其进行迁移学习微调,则可以通过当前的方式进行模型的转换。 <center> <img src="./img/4/8-4-1-mmdnn.jpg" /></center> <center>图 8.3.4 通过 MMdnn 模型转换(Model Convert) <a href="https://github.com/microsoft/MMdnn">图片引用 MMdnn 文档</a></center> 接下来,我们通过如下 [MMdnn 文档实例](https://github.com/microsoft/MMdnn/blob/master/docs/keras2cntk.md),体验和练习模型转换。假设读者已经安装 MMdnn 环境,或者通过 Docker 启动了环境。 1. 准备 Keras 模型:首先,准备好预训练的 Keras 模型。 有一个预先训练的模型提取器供框架执行此操作,或者读者通过其他模型动物园(Model Zoo)进行下载。进而提取 Keras 模型的结构和权重。 ```shell $ mmdownload -f keras -n inception_v3 Keras model inception_v3 is saved in [./imagenet_inception_v3.h5] ``` 2. Keras 模型转换为 CNTK 格式: 当前通过一步方式进行模型转换,利用以下命令即可。 ```shell $ mmconvert -sf keras -iw imagenet_inception_v3.h5 -df cntk -om keras_to_cntk_inception_v3.dnn . . . # 转换成功后会打印以下日志 CNTK model file is saved as [keras_to_cntk_inception_v3.dnn], generated by [2c33f7f278cb46be992f50226fcfdb5d.py] and [2c33f7f278cb46be992f50226fcfdb5d.npy]. ``` ***经典回顾*** 中间表达([Intermediate Representation](https://en.wikipedia.org/wiki/Intermediate_representation)):“是编译器,虚拟机,源到源编译器内部用于表示源代码的数据结构或代码。 IR 设计目标是(1)准确,能够在不丢失信息的情况下表示源代码,在深度学习中就是模型算子(2)独立于任何特定的源语言或目标语言。”在深度学习中就是独立于深度学习框架且能可信地(Faithfully)做模型转换。 ## 8.3.4 移动端部署 除了服务端的部署,深度学习模型的另一大场景就是移动端(Mobile)部署(我们也称作边缘(Edge)部署),随着越来越多的物联网设备智能化,越来越多的移动端系统中开始部署深度学习模型。移动端部署应用常常有以下场景:智能设备,智慧城市,智能工业互联网,智慧办公室等。 如图 8.3.5 所示,深度学习模型一般在云端进行训练,训练完成后,在边缘设备中,一种是通过无线方式互联的设备,这时通信带宽受限,以及不稳定,此类设备中可以直接部署模型推理,边缘服务器提供一定的数据缓存与模型缓存。 还有一类是在边缘侧可以连接电源或网线的设备,这类设备通信稳定,可以适当部署更多模型在边缘服务器,进行推理。 <center> <img src="./img/3/8-3-6-edgearch.png" /></center> <center>图 8.3.5 边缘部署和云端部署关系 <a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8763885">图片引用 Jiasi, et al 论文</a></center> 如表 8.3.1 所示,我们可以对比出边缘和云端的软硬件技术栈和任务的区别。 <center>表 8.3.1. 对比边缘端和云端技术栈 <a href="https://cloud.google.com/edge-tpu">表格引用</a></center> ||边缘(设备/节点,网关,边缘服务器)|云| |------|------|------| |任务|推理|训练和推理| |软件服务|Linux,Windows|AI 平台,Kubernetes,计算引擎,云 IOT 核心| |机器学习框架|TensorFlow Lite,NN API,Core ML等|TensorFlow,PyTorch,Scikit-Learn等| |硬件加速器|Edge TPU,GPU,CPU|Cloud TPU,GPU,CPU| 在展开移动端部署内容前,我们先总结一下,云端部署模型特点与优势,这样才能对比出移动端部署的特点: - 对功耗(Power Consumption)、温度、模型尺寸(Model Size)没有严格限制 - 有用于训练和推理的强大硬件支持 - 集中的数据管理有利于模型训练 - 模型更容易在云端得到保护 - 深度学习模型的执行平台和框架统一 虽然云端部署深度学习模型有很多的好处,但同时我们也应该看到,云端部署推理服务也存在一定的问题: - 云上提供所有人工智能服务成本高昂 - 数据隐私(Data Privacy)问题 - 数据传输成本 - 推理服务依赖于网络的依赖 - 很难定制化模型 所以很多场景下模型推理也会考虑在端和云混合情况下提供 AI 服务。 那么在移动端部署存在哪些挑战呢? - 严格约束功耗(Power Consumption)、热量、模型尺寸(Model Size)小于设备内存 - 硬件算力对推理服务来说不足 - 数据分散且难以训练 - 模型在边缘更容易受到攻击 - 平台支持的深度学习软硬件环境多样,无通用解决方案 移动端部署各层的工作与挑战: - 应用层算法优化:很多模型在考虑到移动端部署的苛刻资源约束条件下,都纷纷提供小(Tiny)版本供移动端部署和使用。 - 高效率模型设计:通过模型压缩,量化,神经网络结构搜索(NAS)等技术,提升移动端的模型效率。 - 移动端代表性框架:[TensorFlow Lite](https://www.tensorflow.org/lite),[MACE](https://github.com/XiaoMi/mace),[ONNX Runtime](https://onnxruntime.ai/)等框架更好的支持模型转换,模型优化与后端生成。 - 移动端芯片:针对推理负载相比训练负载的不同,提供更加高效的低功耗芯片支持,例如 [Google Edge TPU](https://cloud.google.com/edge-tpu),[NVIDIA Jetson](https://www.nvidia.com/en-us/autonomous-machines/embedded-systems/) 等。 一般我们部署移动端模型的过程中,涉及以下步骤,在每个步骤中一般有相应的工具或者优化算法所支持。 移动端模型部署实践与常见步骤: 1. 设计与选择模型 - 模型设计之初,针对模型结构和超参数的设计,就可以考虑移动端的约束(内存,浮点运算量,功耗等),这样就可以对 [移动端资源指导的搜索空间进行剪枝](https://ieeexplore.ieee.org/document/9402095),在模型设计与训练阶段就提前规避和减少返工流程和节省训练资源。 - 在选择预训练好的模型时,用户可以通过模型动物园(Model Zoo)挑选合适的模型。用户一般可以选择针对移动端所训练或者压缩出的经典模型,一般以 -tiny,-mobile 和 -lite 等后缀进行命名说明 2. 模型精简 - 可以通过[模型压缩(Model Compression)](https://pytorch.org/tutorials/intermediate/pruning_tutorial.html)减少权重,[模型量化(Model Quantization)](https://pytorch.org/docs/stable/quantization.html)减少数据精度。 3. 模型文件格式转换 - 当前大多数框架都是为训练设计,在性能和对移动端优化的支持上没有特殊的设计,同时移动端部署的系统框架和训练侧不一致,需要有相应的工具(例如,MMdnn,ONNX 等)进行格式转换。 4. 移动端代码生成与优化 - 同时移动端部署环境,语言与接口多样,所以需要有特定的工具,或者编译器(例如,TVM,NNfusion 等)进行模型文件格式转换和后端优化代码生成。 5. 部署 - 运行时可以通过硬件或软件的稀疏性等机制,在运行时进行加速。 - 运行时也可以通过针对移动端设计的内存管理策略优化内存消耗。 如图 8.4.5 Jiasi 等对边缘侧部署做过[相关综述](https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8763885)[<sup>[5]</sup>](#jiasi),通过 1~5 子图可以观察到边缘部署和推理方式常见的为以下几种: “1. 设备上计算:如图(1)所示,将模型完全部署在设备端。很多工作的方向是在这个假设下,如何优化模型执行降低延迟。例如,通过 1)模型结构设计(MobileNets)。2)通过模型压缩,量化等。3)针对神经网络的专用芯片 ASIC 设计。 2. 安全计算 + 完全卸载到云端:如图(2)所示,此部署模型将模型部署与数据中心,边缘侧通过安全通信协议将请求发送到云端,云端推理返回结果,相当于将计算卸载(Offloading)到云端,这种方式好处是利用云端安全性更有保障,适合部署端侧无法部署的大模型。完全卸载到云端有可能违背实时性的需求。过渡方法是可以将模型切片,移动端和边缘端各有部分模型切片。 3. 边缘设备 + 云端服务器:一部分的卸载方式是利用深度学习的结构特点,将一部分层切分放置在设备端进行计算,其他放置在云端,这种方式也被称作深度学习切片。这种方式一定程度上能够比 2 降低延迟,由于其利用了边缘设备的算力,但是与云端通信和计算还是会带来额外开销。这种方式的动机是,[经过前几层的计算后,中间结果变得非常少。工作](https://ieeexplore.ieee.org/document/8493499),例如[Neurosurgeon](https://dl.acm.org/doi/10.1145/3037697.3037698)智能决策将模型切片后的放置。 4. 分布式计算:如图(5)所示,此类工作从分布式系统角度抽象问题,深度学习计算可以在多个辅助边缘设备上切片。例如,[MoDNN](https://ieeexplore.ieee.org/document/7927211) 和 [DeepThings](https://ieeexplore.ieee.org/document/8493499) 通过细粒度的切片策略,将模型切片部署在设备,例如,树莓派和安卓手机,进行执行。切片策略根据设备计算能力,内存约束。在运行期, DeepThings 输入数据通过负载均衡策略进行调度,MoDNN 抽象了一层类 MapReduce 计算模型进行调度。 5. 跨设备卸载(Offloading):如图(4)所示,[DeepDecision](https://ieeexplore.ieee.org/document/8485905),[Xukan, et al.](https://dl.acm.org/doi/10.1145/3097895.3097903)和 [MCDNN](https://dl.acm.org/doi/10.1145/2906388.2906396) 通过一种考虑约束(例如,网络延迟和带宽,设备功耗,成本)优化的卸载方法。这些决策是基于经验性的权衡功耗,准确度,延迟和输入尺寸等度量和参数,不同的模型可以从当前流行的模型中选择,或者通过知识蒸馏,或者通过混合和匹配的方式从多个模型中组合层。图中实例展示了一个卸载实例,较强的模型放在边缘服务器,较弱模型放置在设备。” <center> <img src="./img/3/8-3-7-edgedeploy.png" /></center> <center>图 8.3.6 边缘部署和推理方式总览 <a href="https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8763885">图片引用 Jiasi, et al 论文</a></center> ## 8.3.5 推理系统简介 我们总结以下常用的推理系统与服务,读者可以根据部署场景和需求选择适合的推理系统进行部署和使用。 - 服务端推理系统 - 本地部署(On-Premises Deployment)推理系统 - 对 NVIDIA GPU 支持较好的 [TensorRT](https://developer.nvidia.com/tensorrt )和 [Triton推理服务器](https://github.com/triton-inference-server/server)。Triton 是一款用于高性能深度学习推理的 SDK,包括深度学习推理优化器和运行时,可为推理应用程序提供低延迟和高吞吐量。对 NVIDIA 系列 GPU 加速器原生支持较好,性能较高。深度学习模型需要做一定的模型转换才能部署到 TensorRT 中。之后 NVIDIA 又推出了 [Triton推理服务器](https://github.com/triton-inference-server/server),Triton Inference Server 提供了针对 CPU 和 GPU 优化的云和边缘推理解决方案。Triton 支持 HTTP/REST 和 gRPC 协议,允许远程客户端请求对服务器管理的任何模型进行推理。对于边缘部署,Triton 可作为带有 C API 的共享库使用,允许将 Triton 的全部功能直接包含在应用程序中。其提供以下特征:主流深度学习模型和框架支持,机器学习框架支持,并行模型执行,动态批尺寸,自定义扩展后端,模型流水线,HTTP/REST/gPRC 协议支持,C/Java/Python 支持,暴露性能监控指标,模型版本管理。 - 对 TensorFlow 模型支持较好的 [TensorFlow Serving(TFX)](https://www.tensorflow.org/tfx/guide/serving):TensorFlow Serving 是专为生产环境而设计灵活、高性能的机器学习模型推理。TensorFlow Serving 可以轻松部署新算法和实验,同时保持相同的服务器架构和 API。对基于 TensorFlow 训练的模型原生支持较好,同时工具链完善,经过多年考验较为成熟。 - 对 PyTorch 模型支持较好的 [TorchServe](https://pytorch.org/serve/):对基于 PyTorch 训练的模型原生支持较好 TorchServe 是一种高性能、灵活且易于使用的工具,用于在生产中服务和扩展 PyTorch 模型。 - [ONNX Runtime(ORT)](https://onnxruntime.ai/):ONNX Runtime 通过对多种框架统一的中间表达支持,可以服务推理更多样的框架,更大的模型推理任务。 - 云(Cloud)推理系统 - Azure Machine Learning:与 Azure 各种云服务集成较好,适合基础架构部署于 Azure 的客户选用。 - AWS SageMaker:与 Azure 各种云服务集成较好,适合基础架构部署于 Azure的客户选用。 - 边缘(Edge)端推理库: 相比云端,边缘端移动端的很多推理系统常常以库的形式内嵌到APP中被调用。 - Android 平台:[TensorFlow Lite](https://www.tensorflow.org/lite)是一个移动库,用于在移动(Mobile)设备、微控制器(Microcontrollers)和其他边缘设备上部署模型。Google 针对 Android 平台提出的推理系统,对 Andriod 平台和生态支持较好。 - IOS 平台:[Core ML](https://developer.apple.com/documentation/coreml),苹果针对 IOS 平台提出的推理库,对 IOS 平台和生态支持较好。Core ML 将机器学习算法应用于一组训练数据以创建模型。用户使用模型根据新的输入数据进行预测。创建模型后,将其集成到用户的应用程序中并将其部署到用户的设备上。应用程序使用 Core ML API 和用户数据进行预测以及训练或微调模型。 - [Triton 推理服务器](https://github.com/triton-inference-server/server):支持以库的形式内嵌到应用程序中。 ## 8.3.6 配置镜像与容器进行云上训练,推理与压测实验 配置容器(Container)进行云上训练或推理。实验目的:配置使用容器,进行自定义深度学习推理。并进行性能和压力测试。读者可以参考 Lab5 中的相应[实例](https://github.com/microsoft/AI-System/blob/main/Labs/BasicLabs/Lab5/alpine.md),学会部署 Docker 容器。也可以根据 Lab5 中的[实例](https://github.com/microsoft/AI-System/blob/main/Labs/BasicLabs/Lab5/inference.md),进行推理服务的容器部署。 ### 8.3.6.1 实验目的 1. 理解 Container 机制 2. 使用 Container 进行自定义深度学习训练或推理 ### 8.3.6.2 实验环境 * PyTorch==1.5.0 * Docker Engine ### 8.3.6.3 实验原理 计算集群调度管理,与云上训练和推理的基本知识 ### 8.3.6.4 实验内容 ***实验流程图*** <center> <img src="./img/4/Lab5-flow.png" width="300" height="800" /></center> <center>图 8.3.7 实验流程图</center> ***具体步骤*** 1. 安装最新版 Docker Engine,完成实验环境设置 2. 运行一个 alpine 容器 1. Pull alpine docker image 2. 运行docker container,并列出当前目录内容 3. 使用交互式方式启动docker container,并查看当前目录内容 4. 退出容器 3. Docker 部署 PyTorch 训练程序,并完成模型训练 1. 编写 Dockerfile:使用含有 cuda10.1 的基础镜像,编写能够运行 MNIST 样例的 Dockerfile 2. Build 镜像 3. 使用该镜像启动容器,并完成训练过程 4. 获取训练结果 4. Docker 部署 PyTorch 推理程序,并完成一个推理服务 1. 克隆 TorchServe 源码 2. 编写基于 GPU 的 TorchServe 镜像 3. 使用 TorchServe 镜像启动一个容器 4. 使用 TorchServe 进行模型推理 5. 返回推理结果,验证正确性 5. 延迟和吞吐量实验 1. 读者可以通过相关工具(例如,[JMeter](https://jmeter.apache.org/usermanual/curl.html))对推理服务进行性能测试。关注响应延迟和吞吐量等性能指标。 ### 8.3.6.5 实验报告 ***实验环境*** |||| |--------|--------------|--------------------------| |硬件环境|CPU(vCPU 数目)|&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; | ||GPU(型号,数目)|| |软件环境|OS版本|| ||深度学习框架<br>python包名称及版本|| ||CUDA版本|| |||| ***实验结果*** 1. 使用 Docker 部署 PyTorch MNIST 训练程序,以交互的方式在容器中运行训练程序。提交以下内容: 1. 创建模型训练镜像,并提交 Dockerfile 2. 提交镜像构建成功的日志 3. 启动训练程序,提交训练成功日志(例如:MNIST 训练日志截图) 2. 使用 Docker 部署 MNIST 模型的推理服务,并进行推理。提交以下内容: 1. 创建模型推理镜像,并提交 Dockerfile 2. 启动容器,访问 TorchServe API,提交返回结果日志 3. 使用训练好的模型,启动 TorchServe,在新的终端中,使用一张图片进行推理服务。提交图片和推理程序返回结果截图。 ***参考代码*** 本次实验基本教程: * [1. 实验环境设置](https://github.com/microsoft/AI-System/blob/main/Labs/BasicLabs/Lab5/setup.md) * [2. 运行你的第一个容器 - 内容,步骤,作业](https://github.com/microsoft/AI-System/blob/main/Labs/BasicLabs/Lab5/alpine.md) * [3. Docker部署PyTorch训练程序 - 内容,步骤,作业](https://github.com/microsoft/AI-System/blob/main/Labs/BasicLabs/Lab5/train.md) * [4. Docker部署PyTorch推理程序 - 内容,步骤,作业](https://github.com/microsoft/AI-System/blob/main/Labs/BasicLabs/Lab5/inference.md) * [5. 进阶学习](https://github.com/microsoft/AI-System/blob/main/Labs/BasicLabs/Lab5/extend.md) * [6. 常见问题](https://github.com/microsoft/AI-System/blob/main/Labs/BasicLabs/Lab5/issue.md) ***参考资料*** * [Docker Tutorials and Labs](https://github.com/docker/labs/) * [A comprehensive tutorial on getting started with Docker!](https://github.com/prakhar1989/docker-curriculum) * [Please-Contain-Yourself](https://github.com/dylanlrrb/Please-Contain-Yourself) * [Create TorchServe docker image](https://github.com/pytorch/serve/tree/master/docker) ## 小结与讨论 本小节主要围绕推理系统的部署展开讨论,推理系统在部署模型时,需要考虑部署的扩展性,灵活性,版本管理,移动端部署等多样的问题,我们在本章针对这些问题总结了业界相关代表性的系统和方法。未来期望读者能以全生命周期的视角看待人工智能的训练与部署,这样才能真正的做好人工智能的工程化实践。 ## 参考文献 <div id="k8s"></div> 1. [Kubernetes ReplicaSet](https://kubernetes.io/docs/concepts/workloads/controllers/replicaset/) <div id="torchserve"></div> 2. [TORCHSERVE GRPC API](https://pytorch.org/serve/grpc_api.html) <div id="onnx"></div> 3. [ONNX: Open Neural Network Exchange](https://onnx.ai/) <div id="mmdnn"></div> 4. [Yu Liu, Cheng Chen, Ru Zhang, Tingting Qin, Xiang Ji, Haoxiang Lin, and Mao Yang. 2020. Enhancing the interoperability between deep learning frameworks by model conversion. Proceedings of the 28th ACM Joint Meeting on European Software Engineering Conference and Symposium on the Foundations of Software Engineering. Association for Computing Machinery, New York, NY, USA, 1320–1330.](https://dl.acm.org/doi/10.1145/3368089.3417051) <div id="jiasi"></div> 5. [J. Chen and X. Ran, "Deep Learning With Edge Computing: A Review," in Proceedings of the IEEE, vol. 107, no. 8, pp. 1655-1674, Aug. 2019, doi: 10.1109/JPROC.2019.2921977.](https://ieeexplore.ieee.org/document/8763885)
AI-System/Textbook/第8章-深度学习推理系统/8.3-部署.md/0
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# Pipeline for testing AKSDeploymentTutorialAML trigger: batch: true branches: include: - master paths: include: - architectures/Python-Keras-RealTimeServing/* pr: branches: include: - master paths: include: - architectures/Python-Keras-RealTimeServing/* schedules: - cron: "0 0 * * *" displayName: Daily midnight build branches: include: - master always: true variables: deployment_name: '' template: '' azureSubscription: '' azure_subscription: '' azureresourcegroup: '' workspacename: '' azureregion: '' aksimagename: '' environment: 'tridant-ai' doCleanup: True alias: '-' project: '-' expires : "2019-08-01" agent: 'AI-GPU' python_path: "$(System.DefaultWorkingDirectory)/architectures/Python-Keras-RealTimeServing/{{cookiecutter.project_name}}/" jobs: - job: AKSDeployAMLJob timeoutInMinutes: 300 cancelTimeoutInMinutes: 2 pool: name: AKSDeployment vmImage: 'GpuSelfHostedAgent' steps: - script: echo Hello, AKSDeployment! displayName: 'Builds source for AKSDeploymentTutorialAML/Keras_Tensorflow' - template: deploy_rts.yml parameters: azureSubscription: ${{parameters.azureSubscription}} azureresourcegroup: ${{parameters.azureresourcegroup}} location: ${{parameters.azureregion}} alias : ${{parameters.alias}} project : ${{parameters.project}} expires : ${{parameters.expires}} conda: ${{parameters.conda}} azure_subscription: ${{parameters.azure_subscription}} workspacename: ${{parameters.workspacename}} azureregion: ${{parameters.azureregion}} aksimagename: ${{parameters.aksimagename}} aks_name: ${{parameters.aks_name}} aks_location: ${{parameters.azureregion}} aks_service_name: ${{parameters.aks_service_name}} python_path: $(python_path) - bash: | echo Remove All Docker Containers docker stop $(docker ps -a -q) docker rm $(docker ps -a -q) docker rmi $(docker images -q) echo Removing extensions az extension remove --name azure-cli-iot-ext --debug rm -r -f /home/CicdAdmin/.azure/cliextensions/azure-cli-iot-ext echo Remove Conda Environment conda remove -n deployment_aml --all -q --force -y conda env list echo Ensure Resource Group Deletion existResponse=$(az group exists -n $(azureresourcegroup)) if [ "$existResponse" == "true" ]; then echo Deleting project resource group az group delete --name $(azureresourcegroup) --yes else echo Project resource group did not exist fi echo Done Cleanup displayName: 'Cleanup Task' condition: always()
AI/.ci/python-keras-realtimeserving.yml/0
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parameters: azureSubscription: '' azure_subscription: '' location: submodules/DeployMLModelPipelines azureresourcegroup: dcibhpdl workspacename: dcibhpwsdl azureregion: westus2 aksimagename: dcibhpaksdl aks_name: dcibhpaksdl aks_service_name: dcibhpaksdlapi conda: batchscoringdl_aml doCleanup: true python_path: "$(System.DefaultWorkingDirectory)/submodules/DeployMLModelPipelines" cluster_name: "x" acr_name: "x" storage_account_name: aidlbatchstore flighting_release: false flighting_preview: false steps: - template: config_conda.yml parameters: conda_location: ${{parameters.python_path}} azureSubscription: ${{parameters.azureSubscription}} conda: ${{parameters.conda}} flighting_release: ${{parameters.flighting_release}} flighting_preview: ${{parameters.flighting_preview}} - template: azpapermill.yml parameters: notebook: 000_Setup_GeophysicsTutorial_FWI_Azure_devito.ipynb location: ${{parameters.location}} azureSubscription: ${{parameters.azureSubscription}} conda: ${{parameters.conda}} azure_subscription: ${{parameters.azure_subscription}} azureresourcegroup: ${{parameters.azureresourcegroup}} workspacename: ${{parameters.workspacename}} azureregion: ${{parameters.azureregion}} storage_account_name: ${{parameters.storage_account_name}} - template: azpapermill.yml parameters: notebook: 010_CreateExperimentationDockerImage_GeophysicsTutorial_FWI_Azure_devito.ipynb location: ${{parameters.location}} azureSubscription: ${{parameters.azureSubscription}} conda: ${{parameters.conda}} azure_subscription: ${{parameters.azure_subscription}} azureresourcegroup: ${{parameters.azureresourcegroup}} workspacename: ${{parameters.workspacename}} azureregion: ${{parameters.azureregion}} storage_account_name: ${{parameters.storage_account_name}} - template: azpapermill.yml parameters: notebook: 020_UseAzureMLEstimatorForExperimentation_GeophysicsTutorial_FWI_Azure_devito.ipynb location: ${{parameters.location}} azureSubscription: ${{parameters.azureSubscription}} conda: ${{parameters.conda}} azure_subscription: ${{parameters.azure_subscription}} azureresourcegroup: ${{parameters.azureresourcegroup}} workspacename: ${{parameters.workspacename}} azureregion: ${{parameters.azureregion}} storage_account_name: ${{parameters.storage_account_name}}
AI/.ci/steps/DevitoDeployAMLJob.yml/0
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parameters: conda_location: . azureSubscription: # conda: # backward_compatability: false backward_version: 1.0.2 flighting_release: false flighting_preview: false flighting_master: false fresh_install: true update_conda: false update_conda_package: true ubuntu18: true off: false steps: - bash: echo "##vso[task.prependpath]/anaconda/bin" displayName: Add conda to PATH - task: AzureCLI@1 displayName: 'Update Conda' condition: eq('${{ parameters.update_conda }}', true) inputs: azureSubscription: ${{parameters.azureSubscription}} failOnStandardError: True scriptLocation: inlineScript inlineScript: | conda update --force-reinstall -y -n base -c defaults conda - task: AzureCLI@1 displayName: 'Create New Conda' condition: eq('${{ parameters.off }}', true) inputs: azureSubscription: ${{parameters.azureSubscription}} failOnStandardError: True scriptLocation: inlineScript inlineScript: | conda config --set notify_outdated_conda false conda env create --force --file ${{parameters.conda_location}}/environment.yml python=3.6 source activate ${{parameters.conda}} python -m ipykernel install --prefix=/data/anaconda/envs/${{parameters.conda}} --name ${{parameters.conda}} - task: AzureCLI@1 displayName: 'Upgrade Existing or Create New Conda' condition: eq('${{ parameters.off }}', true) inputs: azureSubscription: ${{parameters.azureSubscription}} failOnStandardError: True scriptLocation: inlineScript inlineScript: | conda config --set notify_outdated_conda false conda env create --force --file ${{parameters.conda_location}}/environment.yml python=3.7.4 source activate ${{parameters.conda}} python -m ipykernel install --prefix=/data/anaconda/envs/${{parameters.conda}} --name ${{parameters.conda}} - task: AzureCLI@1 displayName: 'U18 Upgrade Existing or Create New Conda' condition: eq('${{ parameters.ubuntu18 }}', true) inputs: azureSubscription: ${{parameters.azureSubscription}} failOnStandardError: True scriptLocation: inlineScript inlineScript: | conda config --set notify_outdated_conda false conda env create --force --file ${{parameters.conda_location}}/environment.yml python=3.7.4 source activate ${{parameters.conda}} - task: AzureCLI@1 displayName: 'Upgrade AML SDK to latest release' condition: eq('${{ parameters.flighting_release }}', true) inputs: azureSubscription: ${{parameters.azureSubscription}} failOnStandardError: True scriptLocation: inlineScript inlineScript: | source activate ${{parameters.conda}} pip install -U azureml-core azureml-contrib-services azureml-pipeline - task: AzureCLI@1 displayName: 'Upgrade AML SDK to Candidate release' condition: eq('${{ parameters.flighting_preview }}', true) inputs: azureSubscription: ${{parameters.azureSubscription}} failOnStandardError: True scriptLocation: inlineScript inlineScript: | source activate ${{parameters.conda}} pip install -U azureml-core azureml-contrib-services azureml-pipeline \ --extra-index-url https://azuremlsdktestpypi.azureedge.net/sdk-release/Candidate/604C89A437BA41BD942B4F46D9A3591D - task: AzureCLI@1 displayName: 'Upgrade AML SDK to master release' condition: eq('${{ parameters.flighting_master }}', true) inputs: azureSubscription: ${{parameters.azureSubscription}} failOnStandardError: True scriptLocation: inlineScript inlineScript: | source activate ${{parameters.conda}} pip install -U "azureml-core<0.1.5" "azureml-contrib-services<0.1.5" "azureml-pipeline<0.1.5" \ --extra-index-url https://azuremlsdktestpypi.azureedge.net/sdk-release/master/588E708E0DF342C4A80BD954289657CF
AI/.ci/steps/config_conda.yml/0
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parameters: notebook: 01_DataPrep.ipynb # defaults for any parameters that aren't specified location: "{{cookiecutter.project_name}}" steps: - bash: | source /usr/share/miniconda/etc/profile.d/conda.sh conda activate MLAKSDeployAML export PYTHONPATH=$(pwd)/{{cookiecutter.project_name}}:${PYTHONPATH} cd ${{parameters.location}} echo Execute ${{parameters.notebook}} papermill ${{parameters.notebook}} output.ipynb \ --log-output \ --no-progress-bar \ -k python3 sleep 30 displayName: '${{parameters.notebook}}'
AI/.ci/steps/papermill.yml/0
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variables: TridentWorkloadTypeShort: aimlrts DeployLocation: eastus ProjectLocation: "{{cookiecutter.project_name}}" PythonPath: "/{{cookiecutter.project_name}}" Template: MLAKSDeployAMLJob.yml
AI/.ci/vars/ml_realtime_scoring.yml/0
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# # Passage ANCE(FirstP) gpu_no=4 seq_length=512 model_type=rdot_nll tokenizer_type="roberta-base" base_data_dir="../data/raw_data/" preprocessed_data_dir="${base_data_dir}ann_data_${tokenizer_type}_${seq_length}_dev/" job_name="OSPass512" pretrained_checkpoint_dir="" # # Document ANCE(FirstP) # gpu_no=4 # seq_length=512 # model_type=rdot_nll # tokenizer_type="roberta-base" # base_data_dir="../data/raw_data/" # preprocessed_data_dir="${base_data_dir}ann_data_${tokenizer_type}_${seq_length}/" # job_name="OSDoc512" # pretrained_checkpoint_dir="" # # Document ANCE(MaxP) # gpu_no=4 # seq_length=2048 # model_type=rdot_nll_multi_chunk # tokenizer_type="roberta-base" # base_data_dir="../data/raw_data/" # preprocessed_data_dir="${base_data_dir}ann_data_${tokenizer_type}_${seq_length}/" # job_name="OSDoc2048" # pretrained_checkpoint_dir="" ##################################### Inference ################################ model_dir="${base_data_dir}${job_name}/" model_ann_data_dir="${model_dir}ann_data_inf/" initial_data_gen_cmd="\ python -m torch.distributed.launch --nproc_per_node=$gpu_no ../drivers/run_ann_data_gen.py --training_dir $pretrained_checkpoint_dir \ --init_model_dir $pretrained_checkpoint_dir --model_type $model_type --output_dir $model_ann_data_dir \ --cache_dir "${model_ann_data_dir}cache/" --data_dir $preprocessed_data_dir --max_seq_length $seq_length \ --per_gpu_eval_batch_size 16 --topk_training 200 --negative_sample 20 --end_output_num 0 --inference \ " echo $initial_data_gen_cmd eval $initial_data_gen_cmd
ANCE/commands/run_inference.sh/0
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""" Code for self-training with weak supervision. Author: Giannis Karamanolakis ([email protected]) """ import numpy as np from sklearn.metrics import classification_report, confusion_matrix, accuracy_score, f1_score, precision_recall_fscore_support from collections import defaultdict implemented_metrics = ['acc', 'prec', 'rec', 'f1', 'weighted_acc', 'weighted_f1'] class Evaluator: # A class that implements all evaluation metrics and prints relevant statistics def __init__(self, args, logger=None): self.args = args self.logger = logger self.metric = args.metric assert self.metric in implemented_metrics, "Evaluation metric not implemented: {}".format(self.metric) def evaluate(self, preds, labels, proba=None, comment="", verbose=True): assert len(preds) == len(labels), "pred should have same length as true: pred={} gt={}".format( len(preds), len(labels) ) preds = np.array(preds) labels = np.array(labels) total_num = len(preds) self.logger.info("Evaluating {} on {} examples".format(comment, total_num)) # Ignore pred == -1 but also penalize by considering all of them as wrong predictions... ignore_ind = preds == -1 keep_ind = preds != -1 ignore_num = np.sum(ignore_ind) ignore_perc = ignore_num / float(total_num) if ignore_num > 0: self.logger.info("Ignoring {:.4f}% ({}/{}) predictions".format(100*ignore_perc, ignore_num, total_num)) preds = preds[keep_ind] labels = labels[keep_ind] if proba is not None: proba = proba[keep_ind] if len(preds) == 0: self.logger.info("Passed empty {} list to Evaluator. Skipping evaluation".format(comment)) return defaultdict(int) pred = list(preds) true = list(labels) acc = accuracy_score(y_true=true, y_pred=pred) f1 = f1_score(y_true=true, y_pred=pred, average='macro') prec, rec, fscore, support = precision_recall_fscore_support(y_true=true, y_pred=pred, average='macro') conf_mat = confusion_matrix(y_true=true, y_pred=pred) clf_report = classification_report(y_true=true, y_pred=pred) weighted_acc, weighted_f1 = compute_weighted_acc_f1(y_true=true, y_pred=pred) adjust_coef = (total_num - ignore_num) / float(total_num) res = { 'acc': 100 * acc * adjust_coef, 'weighted_acc': 100 * weighted_acc * adjust_coef, 'prec': 100 * prec * adjust_coef, 'rec': 100 * rec * adjust_coef, 'f1': 100 * f1 * adjust_coef, 'weighted_f1': 100 * weighted_f1 * adjust_coef, 'ignored': ignore_num, 'total': total_num } res["perf"] = res[self.metric] self.logger.info("{} performance: {:.2f}".format(comment, res["perf"])) if verbose: self.logger.info("{} confusion matrix:\n{}".format(comment, conf_mat)) self.logger.info("{} report:\n{}".format(comment, clf_report)) return res def compute_weighted_acc_f1(y_true, y_pred): prec, rec, fscore, support = precision_recall_fscore_support(y_true=y_true, y_pred=y_pred) weighted_acc = np.sum(support * rec) / np.sum(support) weighted_f1 = np.mean(fscore) return weighted_acc, weighted_f1
ASTRA/astra/Evaluator.py/0
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# download data wget -O astra_data.zip https://www.dropbox.com/s/hx7hp5hza9ys675/astra_data.zip?dl=0 unzip astra_data.zip rm astra_data.zip
ASTRA/data/prepare_data.sh/0
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<!--- Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. --> # How To Request Support This is an Open Source Project so please be mindful that like in any other project of this kind there is no obligation to answer all requests for help. However, we want to encourage you to ask for help whenever you think it's needed! We are happy about every question we get because it allows us to better understand your needs, possible misunderstandings, and most importantly a way for you to help us make this library better. That being said, this document's main purpose is to provide guidelines at how you can formulate your requests to increase your chances to be understood and to get support. There are two main venues to receive support: [the forums](https://discuss.huggingface.co/) and [the GitHub issues](https://github.com/huggingface/transformers/issues). ## The Forums [The user forums](https://discuss.huggingface.co/) are supported by the wide community of the library users and backed up by developers when needed. If you have a difficulty with deploying this library or some questions, or you'd like to discuss a new feature, please first consider discussing those things at the forums. Only when you feel your subject matter has been crystalized and you still need support from the library developers do proceed to file an [issue](https://github.com/huggingface/transformers/issues). In particular all "Please explain" questions or objectively very user-specific feature requests belong to the forums. Here are some example of such questions: * "I would like to use a BertModel within a RL-Agent for a customer support service. How can I use a BertForMaskedLM in my ChatBotModel?" * "Could you please explain why T5 has no positional embedding matrix under T5Model?" * "How should I set my generation parameters for translation?" * "How to train T5 on De->En translation?" ## The GitHub Issues Everything which hints at a bug should be opened as an [issue](https://github.com/huggingface/transformers/issues). You are not required to read the following guidelines before opening an issue. However, if you notice that your issue doesn't get any replies, chances are that the developers have one or several difficulties with its quality. In this case, reading the following points and adjusting your issue accordingly could help. 1. Before posting an issue, first search for already posted issues, since chances are someone has already asked a similar question before you. If you use Google your search query should be: ``` "huggingface" "transformers" your query ``` The first two quoted words tell Google to limit the search to the context of the Huggingface Transformers. The remainder is your query - most commonly this would be the error message the software fails with. We will go deeper into details shortly. The results of such a query will typically match GitHub issues, Hugging Face forums, StackExchange, and blogs. If you find relevant hints, you may choose to continue the discussion there if you have follow up questions. If what you found is similar but doesn't quite answer your problem, please, post a new issue and do include links to similar issues or forum discussions you may have found. Let's look at some examples: The error message, often referred to as an assertion, tells us what went wrong. Here is an example of an assertion: ```python Traceback (most recent call last): File "<string>", line 1, in <module> File "/transformers/src/transformers/__init__.py", line 34, in <module> from . import dependency_versions_check File "/transformers/src/transformers/dependency_versions_check.py", line 34, in <module> from .file_utils import is_tokenizers_available File "/transformers/src/transformers/file_utils.py", line 40, in <module> from tqdm.auto import tqdm ModuleNotFoundError: No module named 'tqdm.auto' ``` and it typically includes a traceback, so that we can see the full stack of calls the program made before it fails. This gives us the context to know why the program failed. Going back to the above example. If you received this error search, look at the very last line of the error which is: ```python ModuleNotFoundError: No module named 'tqdm.auto' ``` And now we can use it to do the searching on your favorite search engine: 1. first for `"huggingface" "transformers" "ModuleNotFoundError: No module named 'tqdm.auto'"` 2. if you don't find relevant results, then search for just `"ModuleNotFoundError: No module named 'tqdm.auto'"` 3. and finally if nothing still comes up, then remove the outside quotes: `ModuleNotFoundError: No module named 'tqdm.auto'` If the error includes any messages that include bits unique to your filesystem, always remove those in the search query since other users will not have the same filesystem as yours. For example: ```bash python -c 'open("/tmp/wrong_path.txt", "r")' Traceback (most recent call last): File "<string>", line 1, in <module> FileNotFoundError: [Errno 2] No such file or directory: '/tmp/wrong_path.txt' ``` Here you'd search for just: `"FileNotFoundError: [Errno 2] No such file or directory"` If the local information that you removed were inside the error message and you removed them you may need to remove double quotes since your query is no longer exact. So if the error message was something like: ```bash ValueError: '/tmp/wrong_path.txt' cannot be found ``` then you'd search for `"ValueError" "cannot be found"` As you search you will notice that when you don't use quotes often the search engines will return a variety of unrelated hits, which may or may not be what you want. Experiment with different ways and find which approach gives the most satisfactory results. 2. Keep the issue short, providing the information that you think will aid the developers to understand your situation. Put yourself in the shoes of the person who has never seen your code or knows anything about your custom setup. This mental exercise will help to develop an intuition to what/what not to share" 3. If there is a software failure, always provide the full traceback, for example: ```python $ python -c 'import transformers' Traceback (most recent call last): File "<string>", line 1, in <module> File "/transformers/src/transformers/__init__.py", line 34, in <module> from . import dependency_versions_check File "/transformers/src/transformers/dependency_versions_check.py", line 34, in <module> from .file_utils import is_tokenizers_available File "/transformers/src/transformers/file_utils.py", line 40, in <module> from tqdm.auto import tqdm ModuleNotFoundError: No module named 'tqdm.auto' ``` As compared to providing just the last line of the error message, e.g.: ```python ModuleNotFoundError: No module named 'tqdm.auto' ``` which is not sufficient. If your application is running on more than one GPU (e.g. under `DistributedDataParallel`) and typically getting every log and traceback printed multiple times, please make sure that you paste only one copy of it. At times the traceback from parallel processes may get interleaved - so either disentangle these or change the loggers to log only for `local_rank==0` so that only one process logs things. 4. When quoting a traceback, command line instructions and any type of code always enclose it in triple backticks inside the editor window, that is: ```` ``` git clone https://github.com/huggingface/transformers cd transformers pip install . ``` ```` If it's a command line with a long argument list, please consider breaking it down using backslashes and new lines. Here is an example of a good command line quote: ```bash cd examples/seq2seq python -m torch.distributed.launch --nproc_per_node=2 ./finetune_trainer.py \ --model_name_or_path sshleifer/distill-mbart-en-ro-12-4 --data_dir wmt_en_ro \ --output_dir output_dir --overwrite_output_dir \ --do_train --n_train 500 --num_train_epochs 1 \ --per_device_train_batch_size 1 --freeze_embeds \ --src_lang en_XX --tgt_lang ro_RO --task translation \ --fp16 --sharded_ddp ``` If you don't break it up, one has to scroll horizontally which often makes it quite difficult to quickly see what's happening. The backslashes allow us to copy the command directly into the console to run it, without needing to edit it. 5. Include only the important information that you think will help the developer to quickly identify the problem. For example applications often create huge amounts of logs. Ask yourself whether providing all or parts of the log is useful. Pasting a 100-1000 lines of log into the issue is an immediate turn off, since it will take a lot of time to figure out where the pertinent parts of the log are. Attaching a full log can be helpful if it's done as an attachment, if it's enclosed in the following html code in the comment editor window: ``` <details> <summary>Full log</summary> <pre> many lines go here </pre> </details> ``` which would result in the following entry, which can be opened if desired, but otherwise takes little space. <details> <summary>Full log</summary> <pre> many lines go here </pre> </details> You could also provide a link to a pastebin service, but this is less beneficial since those links tend to expire quickly and future readers of your issue might not be able to access that log file anymore and may lack some context. 6. If this is an issue in your code, do try to reduce that code to a minimal example that still demonstrates the problem. Please ask at the forums if you have a hard time figuring how to do that. Please realize that we don't have the luxury of having time to try and understand all of your custom code. If you really tried to make a short reproducible code but couldn't figure it out, it might be that having a traceback will give the developer enough information to know what's going on. But if it is not enough and we can't reproduce the problem, we can't really solve it. Do not dispair if you can't figure it out from the begining, just share what you can and perhaps someone else will be able to help you at the forums. If your setup involves any custom datasets, the best way to help us reproduce the problem is to create a [Google Colab notebook](https://colab.research.google.com/) that demonstrates the issue and once you verify that the issue still exists, include a link to that notebook in the Issue. Just make sure that you don't copy and paste the location bar url of the open notebook - as this is private and we won't be able to open it. Instead, you need to click on `Share` in the right upper corner of the notebook, select `Get Link` and then copy and paste the public link it will give to you. 7. If you forked off some of this project's code or example applications, please, do not ask us to go into your code repository and figure out what you may have done. The code is already very complex and unless there is an easy way to do a diff and it's a small diff, it won't be possible to find someone with time on their hands to make a lengthy investigation. Albeit, you might find someone at the forums who will be generous to do this for you. 8. Before reporting an issue, first, always try to update your environment to the latest official version of this library. We have no resources to go and debug older revisions, which could easily have bugs that have been fixed in the latest released version. We understand that this is not always possible, especially when APIs change, in which case file an issue against the highest library version your environment can support. Of course, if you upgrade the library, always retest that the problem is still there. 9. Please do not ask us to reproduce an issue with your custom data, since we don't have it. So, either you should use some existing dataset supported by HF datasets or you need to supply a code that generates a small sample on the fly, or some another quick and simple way to get it. Please do not send us any non-public domain data that may require a license or a permission to be used. 10. Do not tag multiple developers on the issue unless you know this is expected, either because you asked them and they gave you an explicit permission to tag them or the issue template instructs you to do so. The "who to tag for what domain" part of the issue template is there to help users direct their questions to the right developers who are designated maintainers of project's specific domains. They can then decide at their own discretion to tag other developers if they feel it'd help move the issue forward. We currently don't have a triage service and we trust your capacity to identify the right domain and thus the persons to tag in your issue. If you are not sure, please use the forums to ask for guidance. When in doubt, err on the side of not tagging a given person. If you tag multiple people out of context or permission don't be surprised if you get no response at all. Please remember that every time you tag someone, they get a notification and you're taking their time without their permission. Please be sensitive to that. If you got helped by one of the developers in the past please don't tag them in future issues, unless they are listed in the issue template for the domain you are asking about or that developer gave you an explicit permission to tag them in future issues. If you see a certain developer doing multiple and/or recent commits into a specific area of the project that you feel is relevant to your issue, it is not a good reason to tag them. Various developers may be fixing things that prevent them from moving forward, but often their work is focused on a totally different domain. And while they may or may not know how to help you with the problem at hand, it would benefit the whole community much more if they focus on the domain of their unique expertise. 11. Use the Edit button. Take your time, and re-read and improve the wording and formatting to make your posts and comments as easy to understand as possible. Avoid posting multiple comments in a row, as each comment generates a notification for the developers tagged in that issue. If you happened to post multiple comments in a row, and nobody followed up yet - consider merging those into one or a few comments while editing the combined content to be coherent. If you choose to edit your older comments after others posted follow up comments you need to be aware that your modifications might not be noticed, so if it's not a typo fixing, try to write a new comment flagging that something has been changed in the previous comments. For example, the very first comment is the most important one. If while the thread unfolds you realize that things aren't as they seemed to you originally you may want to edit the first post to reflect the up-to-date understanding of the issue at hand so that it helps those who read your issue in the future quickly understand what's going on and not need to sift through dozens of comments. It also helps to indicate that the post was edited. So, those reading the thread later can understand why there might be certain discontinuity in the information flow. Use bullets and items if you have lists of items and the outcome improves overall readability. Use backticks to refer to class and function names, e.g. `BartModel` and `generate` as these stand out and improve the speed of a reader's comprehension. Try not use italics and bold text too much as these often make the text more difficult to read. 12. If you are cross-referencing a specific comment in a given thread or another issue, always link to that specific comment, rather than using the issue link. If you do the latter it could be quite impossible to find which specific comment you're referring to. To get the link to the specific comment do not copy the url from the location bar of your browser, but instead, click the `...` icon in the upper right corner of the comment and then select "Copy Link". For example the first link is a link to an issue, and the second to a specific comment in the same issue: 1. https://github.com/huggingface/transformers/issues/9257 2. https://github.com/huggingface/transformers/issues/9257#issuecomment-749945162 13. If you are replying to a last comment, it's totally fine to make your reply with just your comment in it. The readers can follow the information flow here. But if you're replying to a comment that happened some comments back it's always a good practice to quote just the relevant lines you're replying it. The `>` is used for quoting, or you can always use the menu to do so. For example your editor box will look like: ``` > How big is your gpu cluster? Our cluster is made of 256 gpus. ``` If you are addressing multiple comments, quote the relevant parts of each before your answer. Some people use the same comment to do multiple replies, others separate them into separate comments. Either way works. The latter approach helps for linking to a specific comment. In general the best way to figure out what works the best is learn from issues posted by other people - see which issues get great responses and which get little to no response - observe what the posters who received great responses did differently from those who did not. Thank you for reading this somewhat lengthy document. We would like to conclude that these are not absolute rules, but a friendly advice that will help maximize the chances for us to understand what you are trying to communicate, reproduce the problem then resolve it to your satisfaction and the benefit of the whole community. If after reading this document there are remaining questions on how and why or there is a need for further elucidation, please, don't hesitate to ask your question in [this thread](https://discuss.huggingface.co/t/how-to-request-support/3128).
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#!/bin/bash echo "downloading pretrained model checkpoints..." mkdir pretrained_checkpoints cd pretrained_checkpoints wget https://s3.amazonaws.com/models.huggingface.co/bert/gpt2-pytorch_model.bin wget https://s3.amazonaws.com/models.huggingface.co/bert/gpt2-medium-pytorch_model.bin wget https://s3.amazonaws.com/models.huggingface.co/bert/gpt2-large-pytorch_model.bin cd .. echo "script complete!"
AdaMix/NLG/download_pretrained_checkpoints.sh/0
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. ./venv/bin/activate seed=110 python -m torch.distributed.launch --nproc_per_node=1 src/gpt2_ft.py \ --train_data ./data/dart/train.jsonl \ --valid_data ./data/dart/valid.jsonl \ --train_batch_size 8 \ --grad_acc 1 \ --valid_batch_size 4 \ --seq_len 512 \ --model_card gpt2.md \ --init_checkpoint ./pretrained_checkpoints/gpt2-medium-pytorch_model.bin \ --platform local \ --clip 0.0 \ --lr 0.0002 \ --weight_decay 0.0 \ --correct_bias \ --adam_beta2 0.999 \ --scheduler linear \ --warmup_step 500 \ --max_epoch 5 \ --save_interval 1000 \ --lora_dim 4 \ --lora_alpha 32 \ --lora_dropout 0.0 \ --label_smooth 0.0 \ --work_dir ./trained_models/GPT2_M/dart/$seed/lora_only \ --random_seed $seed \ --lora_only 1 bash run_eval_dart_lora_only.sh --seed $seed
AdaMix/NLG/run_train_dart_lora_only.sh/0
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# ------------------------------------------------------------------------------------------ # Copyright (c). All rights reserved. # Licensed under the MIT License (MIT). See LICENSE in the repo root for license information. # ------------------------------------------------------------------------------------------ import json import numpy as np import encoder import argparse import os import random import torch import torch.nn as nn import torch.nn.parallel import torch.backends.cudnn as cudnn import torch.optim as optim import torch.utils.data import numpy import io import sys import threading import math import random import json import collections from collections import Counter from collections import OrderedDict from progress.bar import Bar as Bar parser = argparse.ArgumentParser() parser.add_argument('--input', default=None, type=str, help='ft input file') parser.add_argument('--vocab', type=str, default=None, help='vocab path') parser.add_argument('--output', default=None, type=str, help='ft output file') parser.add_argument('--add_bos', action='store_true', help='') parser.add_argument('--add_eos', action='store_true', help='') args = parser.parse_args() if __name__ == "__main__": enc = encoder.get_encoder(args.vocab) writer = open(args.output, 'w') with open(args.input, 'r') as reader: line_idx = 0 for line in reader: items = json.loads(line.strip()) context = items['context'] completion = items['completion'] bos = 50256 eos = 50256 context_bpes, _ = enc.encode(context) context_bpes += [bos] if args.add_bos else [] completion_bpes, _ = enc.encode(' ' + completion) completion_bpes += [eos] if args.add_eos else [] ft_json = {} ft_json['context'] = context_bpes ft_json['completion'] = completion_bpes writer.write(json.dumps(ft_json)+'\n') line_idx += 1 writer.close()
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.highlight .c1, .highlight .sd{ color: #999 } .highlight .nn, .highlight .k, .highlight .s1, .highlight .nb, .highlight .bp, .highlight .kc { color: #FB8D68; } .highlight .kn, .highlight .nv, .highlight .s2, .highlight .ow { color: #6670FF; } .highlight .gp { color: #FB8D68; }
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.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. BART ----------------------------------------------------------------------------------------------------------------------- **DISCLAIMER:** If you see something strange, file a `Github Issue <https://github.com/huggingface/transformers/issues/new?assignees=&labels=&template=bug-report.md&title>`__ and assign @patrickvonplaten Overview ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The Bart model was proposed in `BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension <https://arxiv.org/abs/1910.13461>`__ by Mike Lewis, Yinhan Liu, Naman Goyal, Marjan Ghazvininejad, Abdelrahman Mohamed, Omer Levy, Ves Stoyanov and Luke Zettlemoyer on 29 Oct, 2019. According to the abstract, - Bart uses a standard seq2seq/machine translation architecture with a bidirectional encoder (like BERT) and a left-to-right decoder (like GPT). - The pretraining task involves randomly shuffling the order of the original sentences and a novel in-filling scheme, where spans of text are replaced with a single mask token. - BART is particularly effective when fine tuned for text generation but also works well for comprehension tasks. It matches the performance of RoBERTa with comparable training resources on GLUE and SQuAD, achieves new state-of-the-art results on a range of abstractive dialogue, question answering, and summarization tasks, with gains of up to 6 ROUGE. The Authors' code can be found `here <https://github.com/pytorch/fairseq/tree/master/examples/bart>`__. Examples _______________________________________________________________________________________________________________________ - Examples and scripts for fine-tuning BART and other models for sequence to sequence tasks can be found in :prefix_link:`examples/seq2seq/ <examples/seq2seq/README.md>`. - An example of how to train :class:`~transformers.BartForConditionalGeneration` with a Hugging Face :obj:`datasets` object can be found in this `forum discussion <https://discuss.huggingface.co/t/train-bart-for-conditional-generation-e-g-summarization/1904>`__. - `Distilled checkpoints <https://huggingface.co/models?search=distilbart>`__ are described in this `paper <https://arxiv.org/abs/2010.13002>`__. Implementation Notes ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ - Bart doesn't use :obj:`token_type_ids` for sequence classification. Use :class:`~transformers.BartTokenizer` or :meth:`~transformers.BartTokenizer.encode` to get the proper splitting. - The forward pass of :class:`~transformers.BartModel` will create the ``decoder_input_ids`` if they are not passed. This is different than some other modeling APIs. A typical use case of this feature is mask filling. - Model predictions are intended to be identical to the original implementation when :obj:`force_bos_token_to_be_generated=True`. This only works, however, if the string you pass to :func:`fairseq.encode` starts with a space. - :meth:`~transformers.BartForConditionalGeneration.generate` should be used for conditional generation tasks like summarization, see the example in that docstrings. - Models that load the `facebook/bart-large-cnn` weights will not have a :obj:`mask_token_id`, or be able to perform mask-filling tasks. Mask Filling ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The :obj:`facebook/bart-base` and :obj:`facebook/bart-large` checkpoints can be used to fill multi-token masks. .. code-block:: from transformers import BartForConditionalGeneration, BartTokenizer model = BartForConditionalGeneration.from_pretrained("facebook/bart-large", force_bos_token_to_be_generated=True) tok = BartTokenizer.from_pretrained("facebook/bart-large") example_english_phrase = "UN Chief Says There Is No <mask> in Syria" batch = tok(example_english_phrase, return_tensors='pt') generated_ids = model.generate(batch['input_ids']) assert tok.batch_decode(generated_ids, skip_special_tokens=True) == ['UN Chief Says There Is No Plan to Stop Chemical Weapons in Syria'] BartConfig ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.BartConfig :members: BartTokenizer ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.BartTokenizer :members: BartTokenizerFast ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.BartTokenizerFast :members: BartModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.BartModel :members: forward BartForConditionalGeneration ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.BartForConditionalGeneration :members: forward BartForSequenceClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.BartForSequenceClassification :members: forward BartForQuestionAnswering ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.BartForQuestionAnswering :members: forward BartForCausalLM ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.BartForCausalLM :members: forward TFBartModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFBartModel :members: call TFBartForConditionalGeneration ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFBartForConditionalGeneration :members: call
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.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. ELECTRA ----------------------------------------------------------------------------------------------------------------------- Overview ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The ELECTRA model was proposed in the paper `ELECTRA: Pre-training Text Encoders as Discriminators Rather Than Generators <https://openreview.net/pdf?id=r1xMH1BtvB>`__. ELECTRA is a new pretraining approach which trains two transformer models: the generator and the discriminator. The generator's role is to replace tokens in a sequence, and is therefore trained as a masked language model. The discriminator, which is the model we're interested in, tries to identify which tokens were replaced by the generator in the sequence. The abstract from the paper is the following: *Masked language modeling (MLM) pretraining methods such as BERT corrupt the input by replacing some tokens with [MASK] and then train a model to reconstruct the original tokens. While they produce good results when transferred to downstream NLP tasks, they generally require large amounts of compute to be effective. As an alternative, we propose a more sample-efficient pretraining task called replaced token detection. Instead of masking the input, our approach corrupts it by replacing some tokens with plausible alternatives sampled from a small generator network. Then, instead of training a model that predicts the original identities of the corrupted tokens, we train a discriminative model that predicts whether each token in the corrupted input was replaced by a generator sample or not. Thorough experiments demonstrate this new pretraining task is more efficient than MLM because the task is defined over all input tokens rather than just the small subset that was masked out. As a result, the contextual representations learned by our approach substantially outperform the ones learned by BERT given the same model size, data, and compute. The gains are particularly strong for small models; for example, we train a model on one GPU for 4 days that outperforms GPT (trained using 30x more compute) on the GLUE natural language understanding benchmark. Our approach also works well at scale, where it performs comparably to RoBERTa and XLNet while using less than 1/4 of their compute and outperforms them when using the same amount of compute.* Tips: - ELECTRA is the pretraining approach, therefore there is nearly no changes done to the underlying model: BERT. The only change is the separation of the embedding size and the hidden size: the embedding size is generally smaller, while the hidden size is larger. An additional projection layer (linear) is used to project the embeddings from their embedding size to the hidden size. In the case where the embedding size is the same as the hidden size, no projection layer is used. - The ELECTRA checkpoints saved using `Google Research's implementation <https://github.com/google-research/electra>`__ contain both the generator and discriminator. The conversion script requires the user to name which model to export into the correct architecture. Once converted to the HuggingFace format, these checkpoints may be loaded into all available ELECTRA models, however. This means that the discriminator may be loaded in the :class:`~transformers.ElectraForMaskedLM` model, and the generator may be loaded in the :class:`~transformers.ElectraForPreTraining` model (the classification head will be randomly initialized as it doesn't exist in the generator). The original code can be found `here <https://github.com/google-research/electra>`__. ElectraConfig ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraConfig :members: ElectraTokenizer ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraTokenizer :members: ElectraTokenizerFast ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraTokenizerFast :members: Electra specific outputs ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.models.electra.modeling_electra.ElectraForPreTrainingOutput :members: .. autoclass:: transformers.models.electra.modeling_tf_electra.TFElectraForPreTrainingOutput :members: ElectraModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraModel :members: forward ElectraForPreTraining ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraForPreTraining :members: forward ElectraForMaskedLM ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraForMaskedLM :members: forward ElectraForSequenceClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraForSequenceClassification :members: forward ElectraForMultipleChoice ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraForMultipleChoice :members: forward ElectraForTokenClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraForTokenClassification :members: forward ElectraForQuestionAnswering ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.ElectraForQuestionAnswering :members: forward TFElectraModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFElectraModel :members: call TFElectraForPreTraining ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFElectraForPreTraining :members: call TFElectraForMaskedLM ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFElectraForMaskedLM :members: call TFElectraForSequenceClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFElectraForSequenceClassification :members: call TFElectraForMultipleChoice ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFElectraForMultipleChoice :members: call TFElectraForTokenClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFElectraForTokenClassification :members: call TFElectraForQuestionAnswering ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFElectraForQuestionAnswering :members: call
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.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. MobileBERT ----------------------------------------------------------------------------------------------------------------------- Overview ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The MobileBERT model was proposed in `MobileBERT: a Compact Task-Agnostic BERT for Resource-Limited Devices <https://arxiv.org/abs/2004.02984>`__ by Zhiqing Sun, Hongkun Yu, Xiaodan Song, Renjie Liu, Yiming Yang, and Denny Zhou. It's a bidirectional transformer based on the BERT model, which is compressed and accelerated using several approaches. The abstract from the paper is the following: *Natural Language Processing (NLP) has recently achieved great success by using huge pre-trained models with hundreds of millions of parameters. However, these models suffer from heavy model sizes and high latency such that they cannot be deployed to resource-limited mobile devices. In this paper, we propose MobileBERT for compressing and accelerating the popular BERT model. Like the original BERT, MobileBERT is task-agnostic, that is, it can be generically applied to various downstream NLP tasks via simple fine-tuning. Basically, MobileBERT is a thin version of BERT_LARGE, while equipped with bottleneck structures and a carefully designed balance between self-attentions and feed-forward networks. To train MobileBERT, we first train a specially designed teacher model, an inverted-bottleneck incorporated BERT_LARGE model. Then, we conduct knowledge transfer from this teacher to MobileBERT. Empirical studies show that MobileBERT is 4.3x smaller and 5.5x faster than BERT_BASE while achieving competitive results on well-known benchmarks. On the natural language inference tasks of GLUE, MobileBERT achieves a GLUEscore o 77.7 (0.6 lower than BERT_BASE), and 62 ms latency on a Pixel 4 phone. On the SQuAD v1.1/v2.0 question answering task, MobileBERT achieves a dev F1 score of 90.0/79.2 (1.5/2.1 higher than BERT_BASE).* Tips: - MobileBERT is a model with absolute position embeddings so it's usually advised to pad the inputs on the right rather than the left. - MobileBERT is similar to BERT and therefore relies on the masked language modeling (MLM) objective. It is therefore efficient at predicting masked tokens and at NLU in general, but is not optimal for text generation. Models trained with a causal language modeling (CLM) objective are better in that regard. The original code can be found `here <https://github.com/google-research/mobilebert>`__. MobileBertConfig ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertConfig :members: MobileBertTokenizer ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertTokenizer :members: MobileBertTokenizerFast ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertTokenizerFast :members: MobileBert specific outputs ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.models.mobilebert.modeling_mobilebert.MobileBertForPreTrainingOutput :members: .. autoclass:: transformers.models.mobilebert.modeling_tf_mobilebert.TFMobileBertForPreTrainingOutput :members: MobileBertModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertModel :members: forward MobileBertForPreTraining ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertForPreTraining :members: forward MobileBertForMaskedLM ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertForMaskedLM :members: forward MobileBertForNextSentencePrediction ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertForNextSentencePrediction :members: forward MobileBertForSequenceClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertForSequenceClassification :members: forward MobileBertForMultipleChoice ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertForMultipleChoice :members: forward MobileBertForTokenClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertForTokenClassification :members: forward MobileBertForQuestionAnswering ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.MobileBertForQuestionAnswering :members: forward TFMobileBertModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFMobileBertModel :members: call TFMobileBertForPreTraining ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFMobileBertForPreTraining :members: call TFMobileBertForMaskedLM ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFMobileBertForMaskedLM :members: call TFMobileBertForNextSentencePrediction ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFMobileBertForNextSentencePrediction :members: call TFMobileBertForSequenceClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFMobileBertForSequenceClassification :members: call TFMobileBertForMultipleChoice ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFMobileBertForMultipleChoice :members: call TFMobileBertForTokenClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFMobileBertForTokenClassification :members: call TFMobileBertForQuestionAnswering ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFMobileBertForQuestionAnswering :members: call
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.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. XLM ----------------------------------------------------------------------------------------------------------------------- Overview ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The XLM model was proposed in `Cross-lingual Language Model Pretraining <https://arxiv.org/abs/1901.07291>`__ by Guillaume Lample, Alexis Conneau. It's a transformer pretrained using one of the following objectives: - a causal language modeling (CLM) objective (next token prediction), - a masked language modeling (MLM) objective (BERT-like), or - a Translation Language Modeling (TLM) object (extension of BERT's MLM to multiple language inputs) The abstract from the paper is the following: *Recent studies have demonstrated the efficiency of generative pretraining for English natural language understanding. In this work, we extend this approach to multiple languages and show the effectiveness of cross-lingual pretraining. We propose two methods to learn cross-lingual language models (XLMs): one unsupervised that only relies on monolingual data, and one supervised that leverages parallel data with a new cross-lingual language model objective. We obtain state-of-the-art results on cross-lingual classification, unsupervised and supervised machine translation. On XNLI, our approach pushes the state of the art by an absolute gain of 4.9% accuracy. On unsupervised machine translation, we obtain 34.3 BLEU on WMT'16 German-English, improving the previous state of the art by more than 9 BLEU. On supervised machine translation, we obtain a new state of the art of 38.5 BLEU on WMT'16 Romanian-English, outperforming the previous best approach by more than 4 BLEU. Our code and pretrained models will be made publicly available.* Tips: - XLM has many different checkpoints, which were trained using different objectives: CLM, MLM or TLM. Make sure to select the correct objective for your task (e.g. MLM checkpoints are not suitable for generation). - XLM has multilingual checkpoints which leverage a specific :obj:`lang` parameter. Check out the :doc:`multi-lingual <../multilingual>` page for more information. The original code can be found `here <https://github.com/facebookresearch/XLM/>`__. XLMConfig ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMConfig :members: XLMTokenizer ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMTokenizer :members: build_inputs_with_special_tokens, get_special_tokens_mask, create_token_type_ids_from_sequences, save_vocabulary XLM specific outputs ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.models.xlm.modeling_xlm.XLMForQuestionAnsweringOutput :members: XLMModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMModel :members: forward XLMWithLMHeadModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMWithLMHeadModel :members: forward XLMForSequenceClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMForSequenceClassification :members: forward XLMForMultipleChoice ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMForMultipleChoice :members: forward XLMForTokenClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMForTokenClassification :members: forward XLMForQuestionAnsweringSimple ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMForQuestionAnsweringSimple :members: forward XLMForQuestionAnswering ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.XLMForQuestionAnswering :members: forward TFXLMModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFXLMModel :members: call TFXLMWithLMHeadModel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFXLMWithLMHeadModel :members: call TFXLMForSequenceClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFXLMForSequenceClassification :members: call TFXLMForMultipleChoice ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFXLMForMultipleChoice :members: call TFXLMForTokenClassification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFXLMForTokenClassification :members: call TFXLMForQuestionAnsweringSimple ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ .. autoclass:: transformers.TFXLMForQuestionAnsweringSimple :members: call
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.. Copyright 2020 The HuggingFace Team. All rights reserved. Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with the License. You may obtain a copy of the License at http://www.apache.org/licenses/LICENSE-2.0 Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the specific language governing permissions and limitations under the License. Testing ======================================================================================================================= Let's take a look at how 🤗 Transformer models are tested and how you can write new tests and improve the existing ones. There are 2 test suites in the repository: 1. ``tests`` -- tests for the general API 2. ``examples`` -- tests primarily for various applications that aren't part of the API How transformers are tested ----------------------------------------------------------------------------------------------------------------------- 1. Once a PR is submitted it gets tested with 9 CircleCi jobs. Every new commit to that PR gets retested. These jobs are defined in this :prefix_link:`config file <.circleci/config.yml>`, so that if needed you can reproduce the same environment on your machine. These CI jobs don't run ``@slow`` tests. 2. There are 3 jobs run by `github actions <https://github.com/huggingface/transformers/actions>`__: * :prefix_link:`torch hub integration <.github/workflows/github-torch-hub.yml>`: checks whether torch hub integration works. * :prefix_link:`self-hosted (push) <.github/workflows/self-push.yml>`: runs fast tests on GPU only on commits on ``master``. It only runs if a commit on ``master`` has updated the code in one of the following folders: ``src``, ``tests``, ``.github`` (to prevent running on added model cards, notebooks, etc.) * :prefix_link:`self-hosted runner <.github/workflows/self-scheduled.yml>`: runs normal and slow tests on GPU in ``tests`` and ``examples``: .. code-block:: bash RUN_SLOW=1 pytest tests/ RUN_SLOW=1 pytest examples/ The results can be observed `here <https://github.com/huggingface/transformers/actions>`__. Running tests ----------------------------------------------------------------------------------------------------------------------- Choosing which tests to run ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ This document goes into many details of how tests can be run. If after reading everything, you need even more details you will find them `here <https://docs.pytest.org/en/latest/usage.html>`__. Here are some most useful ways of running tests. Run all: .. code-block:: console pytest or: .. code-block:: bash make test Note that the latter is defined as: .. code-block:: bash python -m pytest -n auto --dist=loadfile -s -v ./tests/ which tells pytest to: * run as many test processes as they are CPU cores (which could be too many if you don't have a ton of RAM!) * ensure that all tests from the same file will be run by the same test process * do not capture output * run in verbose mode Getting the list of all tests ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ All tests of the test suite: .. code-block:: bash pytest --collect-only -q All tests of a given test file: .. code-block:: bash pytest tests/test_optimization.py --collect-only -q Run a specific test module ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ To run an individual test module: .. code-block:: bash pytest tests/test_logging.py Run specific tests ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Since unittest is used inside most of the tests, to run specific subtests you need to know the name of the unittest class containing those tests. For example, it could be: .. code-block:: bash pytest tests/test_optimization.py::OptimizationTest::test_adam_w Here: * ``tests/test_optimization.py`` - the file with tests * ``OptimizationTest`` - the name of the class * ``test_adam_w`` - the name of the specific test function If the file contains multiple classes, you can choose to run only tests of a given class. For example: .. code-block:: bash pytest tests/test_optimization.py::OptimizationTest will run all the tests inside that class. As mentioned earlier you can see what tests are contained inside the ``OptimizationTest`` class by running: .. code-block:: bash pytest tests/test_optimization.py::OptimizationTest --collect-only -q You can run tests by keyword expressions. To run only tests whose name contains ``adam``: .. code-block:: bash pytest -k adam tests/test_optimization.py To run all tests except those whose name contains ``adam``: .. code-block:: bash pytest -k "not adam" tests/test_optimization.py And you can combine the two patterns in one: .. code-block:: bash pytest -k "ada and not adam" tests/test_optimization.py Run only modified tests ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ You can run the tests related to the unstaged files or the current branch (according to Git) by using `pytest-picked <https://github.com/anapaulagomes/pytest-picked>`__. This is a great way of quickly testing your changes didn't break anything, since it won't run the tests related to files you didn't touch. .. code-block:: bash pip install pytest-picked .. code-block:: bash pytest --picked All tests will be run from files and folders which are modified, but not yet committed. Automatically rerun failed tests on source modification ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ `pytest-xdist <https://github.com/pytest-dev/pytest-xdist>`__ provides a very useful feature of detecting all failed tests, and then waiting for you to modify files and continuously re-rerun those failing tests until they pass while you fix them. So that you don't need to re start pytest after you made the fix. This is repeated until all tests pass after which again a full run is performed. .. code-block:: bash pip install pytest-xdist To enter the mode: ``pytest -f`` or ``pytest --looponfail`` File changes are detected by looking at ``looponfailroots`` root directories and all of their contents (recursively). If the default for this value does not work for you, you can change it in your project by setting a configuration option in ``setup.cfg``: .. code-block:: ini [tool:pytest] looponfailroots = transformers tests or ``pytest.ini``/``tox.ini`` files: .. code-block:: ini [pytest] looponfailroots = transformers tests This would lead to only looking for file changes in the respective directories, specified relatively to the ini-file’s directory. `pytest-watch <https://github.com/joeyespo/pytest-watch>`__ is an alternative implementation of this functionality. Skip a test module ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ If you want to run all test modules, except a few you can exclude them by giving an explicit list of tests to run. For example, to run all except ``test_modeling_*.py`` tests: .. code-block:: bash pytest `ls -1 tests/*py | grep -v test_modeling` Clearing state ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ CI builds and when isolation is important (against speed), cache should be cleared: .. code-block:: bash pytest --cache-clear tests Running tests in parallel ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ As mentioned earlier ``make test`` runs tests in parallel via ``pytest-xdist`` plugin (``-n X`` argument, e.g. ``-n 2`` to run 2 parallel jobs). ``pytest-xdist``'s ``--dist=`` option allows one to control how the tests are grouped. ``--dist=loadfile`` puts the tests located in one file onto the same process. Since the order of executed tests is different and unpredictable, if running the test suite with ``pytest-xdist`` produces failures (meaning we have some undetected coupled tests), use `pytest-replay <https://github.com/ESSS/pytest-replay>`__ to replay the tests in the same order, which should help with then somehow reducing that failing sequence to a minimum. Test order and repetition ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ It's good to repeat the tests several times, in sequence, randomly, or in sets, to detect any potential inter-dependency and state-related bugs (tear down). And the straightforward multiple repetition is just good to detect some problems that get uncovered by randomness of DL. Repeat tests ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ * `pytest-flakefinder <https://github.com/dropbox/pytest-flakefinder>`__: .. code-block:: bash pip install pytest-flakefinder And then run every test multiple times (50 by default): .. code-block:: bash pytest --flake-finder --flake-runs=5 tests/test_failing_test.py .. note:: This plugin doesn't work with ``-n`` flag from ``pytest-xdist``. .. note:: There is another plugin ``pytest-repeat``, but it doesn't work with ``unittest``. Run tests in a random order ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ .. code-block:: bash pip install pytest-random-order Important: the presence of ``pytest-random-order`` will automatically randomize tests, no configuration change or command line options is required. As explained earlier this allows detection of coupled tests - where one test's state affects the state of another. When ``pytest-random-order`` is installed it will print the random seed it used for that session, e.g: .. code-block:: bash pytest tests [...] Using --random-order-bucket=module Using --random-order-seed=573663 So that if the given particular sequence fails, you can reproduce it by adding that exact seed, e.g.: .. code-block:: bash pytest --random-order-seed=573663 [...] Using --random-order-bucket=module Using --random-order-seed=573663 It will only reproduce the exact order if you use the exact same list of tests (or no list at all). Once you start to manually narrowing down the list you can no longer rely on the seed, but have to list them manually in the exact order they failed and tell pytest to not randomize them instead using ``--random-order-bucket=none``, e.g.: .. code-block:: bash pytest --random-order-bucket=none tests/test_a.py tests/test_c.py tests/test_b.py To disable the shuffling for all tests: .. code-block:: bash pytest --random-order-bucket=none By default ``--random-order-bucket=module`` is implied, which will shuffle the files on the module levels. It can also shuffle on ``class``, ``package``, ``global`` and ``none`` levels. For the complete details please see its `documentation <https://github.com/jbasko/pytest-random-order>`__. Another randomization alternative is: ``pytest-randomly`` <https://github.com/pytest-dev/pytest-randomly>`__. This module has a very similar functionality/interface, but it doesn't have the bucket modes available in ``pytest-random-order``. It has the same problem of imposing itself once installed. Look and feel variations ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ pytest-sugar ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ `pytest-sugar <https://github.com/Frozenball/pytest-sugar>`__ is a plugin that improves the look-n-feel, adds a progressbar, and show tests that fail and the assert instantly. It gets activated automatically upon installation. .. code-block:: bash pip install pytest-sugar To run tests without it, run: .. code-block:: bash pytest -p no:sugar or uninstall it. Report each sub-test name and its progress ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ For a single or a group of tests via ``pytest`` (after ``pip install pytest-pspec``): .. code-block:: bash pytest --pspec tests/test_optimization.py Instantly shows failed tests ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ `pytest-instafail <https://github.com/pytest-dev/pytest-instafail>`__ shows failures and errors instantly instead of waiting until the end of test session. .. code-block:: bash pip install pytest-instafail .. code-block:: bash pytest --instafail To GPU or not to GPU ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ On a GPU-enabled setup, to test in CPU-only mode add ``CUDA_VISIBLE_DEVICES=""``: .. code-block:: bash CUDA_VISIBLE_DEVICES="" pytest tests/test_logging.py or if you have multiple gpus, you can specify which one is to be used by ``pytest``. For example, to use only the second gpu if you have gpus ``0`` and ``1``, you can run: .. code-block:: bash CUDA_VISIBLE_DEVICES="1" pytest tests/test_logging.py This is handy when you want to run different tasks on different GPUs. Some tests must be run on CPU-only, others on either CPU or GPU or TPU, yet others on multiple-GPUs. The following skip decorators are used to set the requirements of tests CPU/GPU/TPU-wise: * ``require_torch`` - this test will run only under torch * ``require_torch_gpu`` - as ``require_torch`` plus requires at least 1 GPU * ``require_torch_multi_gpu`` - as ``require_torch`` plus requires at least 2 GPUs * ``require_torch_non_multi_gpu`` - as ``require_torch`` plus requires 0 or 1 GPUs * ``require_torch_tpu`` - as ``require_torch`` plus requires at least 1 TPU Let's depict the GPU requirements in the following table: +----------+----------------------------------+ | n gpus | decorator | +==========+==================================+ | ``>= 0`` | ``@require_torch`` | +----------+----------------------------------+ | ``>= 1`` | ``@require_torch_gpu`` | +----------+----------------------------------+ | ``>= 2`` | ``@require_torch_multi_gpu`` | +----------+----------------------------------+ | ``< 2`` | ``@require_torch_non_multi_gpu`` | +----------+----------------------------------+ For example, here is a test that must be run only when there are 2 or more GPUs available and pytorch is installed: .. code-block:: python @require_torch_multi_gpu def test_example_with_multi_gpu(): If a test requires ``tensorflow`` use the ``require_tf`` decorator. For example: .. code-block:: python @require_tf def test_tf_thing_with_tensorflow(): These decorators can be stacked. For example, if a test is slow and requires at least one GPU under pytorch, here is how to set it up: .. code-block:: python @require_torch_gpu @slow def test_example_slow_on_gpu(): Some decorators like ``@parametrized`` rewrite test names, therefore ``@require_*`` skip decorators have to be listed last for them to work correctly. Here is an example of the correct usage: .. code-block:: python @parameterized.expand(...) @require_torch_multi_gpu def test_integration_foo(): This order problem doesn't exist with ``@pytest.mark.parametrize``, you can put it first or last and it will still work. But it only works with non-unittests. Inside tests: * How many GPUs are available: .. code-block:: bash from transformers.testing_utils import get_gpu_count n_gpu = get_gpu_count() # works with torch and tf Distributed training ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ ``pytest`` can't deal with distributed training directly. If this is attempted - the sub-processes don't do the right thing and end up thinking they are ``pytest`` and start running the test suite in loops. It works, however, if one spawns a normal process that then spawns off multiple workers and manages the IO pipes. This is still under development but you can study 2 different tests that perform this successfully: * :prefix_link:`test_seq2seq_examples_multi_gpu.py <examples/seq2seq/test_seq2seq_examples_multi_gpu.py>` - a ``pytorch-lightning``-running test (had to use PL's ``ddp`` spawning method which is the default) * :prefix_link:`test_finetune_trainer.py <examples/seq2seq/test_finetune_trainer.py>` - a normal (non-PL) test To jump right into the execution point, search for the ``execute_subprocess_async`` function in those tests. You will need at least 2 GPUs to see these tests in action: .. code-block:: bash CUDA_VISIBLE_DEVICES="0,1" RUN_SLOW=1 pytest -sv examples/seq2seq/test_finetune_trainer.py \ examples/seq2seq/test_seq2seq_examples_multi_gpu.py Output capture ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ During test execution any output sent to ``stdout`` and ``stderr`` is captured. If a test or a setup method fails, its according captured output will usually be shown along with the failure traceback. To disable output capturing and to get the ``stdout`` and ``stderr`` normally, use ``-s`` or ``--capture=no``: .. code-block:: bash pytest -s tests/test_logging.py To send test results to JUnit format output: .. code-block:: bash py.test tests --junitxml=result.xml Color control ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ To have no color (e.g., yellow on white background is not readable): .. code-block:: bash pytest --color=no tests/test_logging.py Sending test report to online pastebin service ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Creating a URL for each test failure: .. code-block:: bash pytest --pastebin=failed tests/test_logging.py This will submit test run information to a remote Paste service and provide a URL for each failure. You may select tests as usual or add for example -x if you only want to send one particular failure. Creating a URL for a whole test session log: .. code-block:: bash pytest --pastebin=all tests/test_logging.py Writing tests ----------------------------------------------------------------------------------------------------------------------- 🤗 transformers tests are based on ``unittest``, but run by ``pytest``, so most of the time features from both systems can be used. You can read `here <https://docs.pytest.org/en/stable/unittest.html>`__ which features are supported, but the important thing to remember is that most ``pytest`` fixtures don't work. Neither parametrization, but we use the module ``parameterized`` that works in a similar way. Parametrization ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Often, there is a need to run the same test multiple times, but with different arguments. It could be done from within the test, but then there is no way of running that test for just one set of arguments. .. code-block:: python # test_this1.py import unittest from parameterized import parameterized class TestMathUnitTest(unittest.TestCase): @parameterized.expand([ ("negative", -1.5, -2.0), ("integer", 1, 1.0), ("large fraction", 1.6, 1), ]) def test_floor(self, name, input, expected): assert_equal(math.floor(input), expected) Now, by default this test will be run 3 times, each time with the last 3 arguments of ``test_floor`` being assigned the corresponding arguments in the parameter list. and you could run just the ``negative`` and ``integer`` sets of params with: .. code-block:: bash pytest -k "negative and integer" tests/test_mytest.py or all but ``negative`` sub-tests, with: .. code-block:: bash pytest -k "not negative" tests/test_mytest.py Besides using the ``-k`` filter that was just mentioned, you can find out the exact name of each sub-test and run any or all of them using their exact names. .. code-block:: bash pytest test_this1.py --collect-only -q and it will list: .. code-block:: bash test_this1.py::TestMathUnitTest::test_floor_0_negative test_this1.py::TestMathUnitTest::test_floor_1_integer test_this1.py::TestMathUnitTest::test_floor_2_large_fraction So now you can run just 2 specific sub-tests: .. code-block:: bash pytest test_this1.py::TestMathUnitTest::test_floor_0_negative test_this1.py::TestMathUnitTest::test_floor_1_integer The module `parameterized <https://pypi.org/project/parameterized/>`__ which is already in the developer dependencies of ``transformers`` works for both: ``unittests`` and ``pytest`` tests. If, however, the test is not a ``unittest``, you may use ``pytest.mark.parametrize`` (or you may see it being used in some existing tests, mostly under ``examples``). Here is the same example, this time using ``pytest``'s ``parametrize`` marker: .. code-block:: python # test_this2.py import pytest @pytest.mark.parametrize( "name, input, expected", [ ("negative", -1.5, -2.0), ("integer", 1, 1.0), ("large fraction", 1.6, 1), ], ) def test_floor(name, input, expected): assert_equal(math.floor(input), expected) Same as with ``parameterized``, with ``pytest.mark.parametrize`` you can have a fine control over which sub-tests are run, if the ``-k`` filter doesn't do the job. Except, this parametrization function creates a slightly different set of names for the sub-tests. Here is what they look like: .. code-block:: bash pytest test_this2.py --collect-only -q and it will list: .. code-block:: bash test_this2.py::test_floor[integer-1-1.0] test_this2.py::test_floor[negative--1.5--2.0] test_this2.py::test_floor[large fraction-1.6-1] So now you can run just the specific test: .. code-block:: bash pytest test_this2.py::test_floor[negative--1.5--2.0] test_this2.py::test_floor[integer-1-1.0] as in the previous example. Files and directories ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ In tests often we need to know where things are relative to the current test file, and it's not trivial since the test could be invoked from more than one directory or could reside in sub-directories with different depths. A helper class :obj:`transformers.test_utils.TestCasePlus` solves this problem by sorting out all the basic paths and provides easy accessors to them: * ``pathlib`` objects (all fully resolved): - ``test_file_path`` - the current test file path, i.e. ``__file__`` - ``test_file_dir`` - the directory containing the current test file - ``tests_dir`` - the directory of the ``tests`` test suite - ``examples_dir`` - the directory of the ``examples`` test suite - ``repo_root_dir`` - the directory of the repository - ``src_dir`` - the directory of ``src`` (i.e. where the ``transformers`` sub-dir resides) * stringified paths---same as above but these return paths as strings, rather than ``pathlib`` objects: - ``test_file_path_str`` - ``test_file_dir_str`` - ``tests_dir_str`` - ``examples_dir_str`` - ``repo_root_dir_str`` - ``src_dir_str`` To start using those all you need is to make sure that the test resides in a subclass of :obj:`transformers.test_utils.TestCasePlus`. For example: .. code-block:: python from transformers.testing_utils import TestCasePlus class PathExampleTest(TestCasePlus): def test_something_involving_local_locations(self): data_dir = self.examples_dir / "seq2seq/test_data/wmt_en_ro" If you don't need to manipulated paths via ``pathlib`` or you just need a path as a string, you can always invoked ``str()`` on the ``pathlib`` oboject or use the accessors ending with ``_str``. For example: .. code-block:: python from transformers.testing_utils import TestCasePlus class PathExampleTest(TestCasePlus): def test_something_involving_stringified_locations(self): examples_dir = self.examples_dir_str Temporary files and directories ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ Using unique temporary files and directories are essential for parallel test running, so that the tests won't overwrite each other's data. Also we want to get the temporary files and directories removed at the end of each test that created them. Therefore, using packages like ``tempfile``, which address these needs is essential. However, when debugging tests, you need to be able to see what goes into the temporary file or directory and you want to know it's exact path and not having it randomized on every test re-run. A helper class :obj:`transformers.test_utils.TestCasePlus` is best used for such purposes. It's a sub-class of :obj:`unittest.TestCase`, so we can easily inherit from it in the test modules. Here is an example of its usage: .. code-block:: python from transformers.testing_utils import TestCasePlus class ExamplesTests(TestCasePlus): def test_whatever(self): tmp_dir = self.get_auto_remove_tmp_dir() This code creates a unique temporary directory, and sets :obj:`tmp_dir` to its location. * Create a unique temporary dir: .. code-block:: python def test_whatever(self): tmp_dir = self.get_auto_remove_tmp_dir() ``tmp_dir`` will contain the path to the created temporary dir. It will be automatically removed at the end of the test. * Create a temporary dir of my choice, ensure it's empty before the test starts and don't empty it after the test. .. code-block:: python def test_whatever(self): tmp_dir = self.get_auto_remove_tmp_dir("./xxx") This is useful for debug when you want to monitor a specific directory and want to make sure the previous tests didn't leave any data in there. * You can override the default behavior by directly overriding the ``before`` and ``after`` args, leading to one of the following behaviors: - ``before=True``: the temporary dir will always be cleared at the beginning of the test. - ``before=False``: if the temporary dir already existed, any existing files will remain there. - ``after=True``: the temporary dir will always be deleted at the end of the test. - ``after=False``: the temporary dir will always be left intact at the end of the test. .. note:: In order to run the equivalent of ``rm -r`` safely, only subdirs of the project repository checkout are allowed if an explicit obj:`tmp_dir` is used, so that by mistake no ``/tmp`` or similar important part of the filesystem will get nuked. i.e. please always pass paths that start with ``./``. .. note:: Each test can register multiple temporary directories and they all will get auto-removed, unless requested otherwise. Skipping tests ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ This is useful when a bug is found and a new test is written, yet the bug is not fixed yet. In order to be able to commit it to the main repository we need make sure it's skipped during ``make test``. Methods: - A **skip** means that you expect your test to pass only if some conditions are met, otherwise pytest should skip running the test altogether. Common examples are skipping windows-only tests on non-windows platforms, or skipping tests that depend on an external resource which is not available at the moment (for example a database). - A **xfail** means that you expect a test to fail for some reason. A common example is a test for a feature not yet implemented, or a bug not yet fixed. When a test passes despite being expected to fail (marked with pytest.mark.xfail), it’s an xpass and will be reported in the test summary. One of the important differences between the two is that ``skip`` doesn't run the test, and ``xfail`` does. So if the code that's buggy causes some bad state that will affect other tests, do not use ``xfail``. Implementation ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ - Here is how to skip whole test unconditionally: .. code-block:: python @unittest.skip("this bug needs to be fixed") def test_feature_x(): or via pytest: .. code-block:: python @pytest.mark.skip(reason="this bug needs to be fixed") or the ``xfail`` way: .. code-block:: python @pytest.mark.xfail def test_feature_x(): - Here is how to skip a test based on some internal check inside the test: .. code-block:: python def test_feature_x(): if not has_something(): pytest.skip("unsupported configuration") or the whole module: .. code-block:: python import pytest if not pytest.config.getoption("--custom-flag"): pytest.skip("--custom-flag is missing, skipping tests", allow_module_level=True) or the ``xfail`` way: .. code-block:: python def test_feature_x(): pytest.xfail("expected to fail until bug XYZ is fixed") - Here is how to skip all tests in a module if some import is missing: .. code-block:: python docutils = pytest.importorskip("docutils", minversion="0.3") - Skip a test based on a condition: .. code-block:: python @pytest.mark.skipif(sys.version_info < (3,6), reason="requires python3.6 or higher") def test_feature_x(): or: .. code-block:: python @unittest.skipIf(torch_device == "cpu", "Can't do half precision") def test_feature_x(): or skip the whole module: .. code-block:: python @pytest.mark.skipif(sys.platform == 'win32', reason="does not run on windows") class TestClass(): def test_feature_x(self): More details, example and ways are `here <https://docs.pytest.org/en/latest/skipping.html>`__. Slow tests ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ The library of tests is ever-growing, and some of the tests take minutes to run, therefore we can't afford waiting for an hour for the test suite to complete on CI. Therefore, with some exceptions for essential tests, slow tests should be marked as in the example below: .. code-block:: python from transformers.testing_utils import slow @slow def test_integration_foo(): Once a test is marked as ``@slow``, to run such tests set ``RUN_SLOW=1`` env var, e.g.: .. code-block:: bash RUN_SLOW=1 pytest tests Some decorators like ``@parameterized`` rewrite test names, therefore ``@slow`` and the rest of the skip decorators ``@require_*`` have to be listed last for them to work correctly. Here is an example of the correct usage: .. code-block:: python @parameterized.expand(...) @slow def test_integration_foo(): As explained at the beginning of this document, slow tests get to run on a scheduled basis, rather than in PRs CI checks. So it's possible that some problems will be missed during a PR submission and get merged. Such problems will get caught during the next scheduled CI job. But it also means that it's important to run the slow tests on your machine before submitting the PR. Here is a rough decision making mechanism for choosing which tests should be marked as slow: If the test is focused on one of the library's internal components (e.g., modeling files, tokenization files, pipelines), then we should run that test in the non-slow test suite. If it's focused on an other aspect of the library, such as the documentation or the examples, then we should run these tests in the slow test suite. And then, to refine this approach we should have exceptions: * All tests that need to download a heavy set of weights or a dataset that is larger than ~50MB (e.g., model or tokenizer integration tests, pipeline integration tests) should be set to slow. If you're adding a new model, you should create and upload to the hub a tiny version of it (with random weights) for integration tests. This is discussed in the following paragraphs. * All tests that need to do a training not specifically optimized to be fast should be set to slow. * We can introduce exceptions if some of these should-be-non-slow tests are excruciatingly slow, and set them to ``@slow``. Auto-modeling tests, which save and load large files to disk, are a good example of tests that are marked as ``@slow``. * If a test completes under 1 second on CI (including downloads if any) then it should be a normal test regardless. Collectively, all the non-slow tests need to cover entirely the different internals, while remaining fast. For example, a significant coverage can be achieved by testing with specially created tiny models with random weights. Such models have the very minimal number of layers (e.g., 2), vocab size (e.g., 1000), etc. Then the ``@slow`` tests can use large slow models to do qualitative testing. To see the use of these simply look for *tiny* models with: .. code-block:: bash grep tiny tests examples Here is a an example of a :prefix_link:`script <scripts/fsmt/fsmt-make-tiny-model.py>` that created the tiny model `stas/tiny-wmt19-en-de <https://huggingface.co/stas/tiny-wmt19-en-de>`__. You can easily adjust it to your specific model's architecture. It's easy to measure the run-time incorrectly if for example there is an overheard of downloading a huge model, but if you test it locally the downloaded files would be cached and thus the download time not measured. Hence check the execution speed report in CI logs instead (the output of ``pytest --durations=0 tests``). That report is also useful to find slow outliers that aren't marked as such, or which need to be re-written to be fast. If you notice that the test suite starts getting slow on CI, the top listing of this report will show the slowest tests. Testing the stdout/stderr output ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ In order to test functions that write to ``stdout`` and/or ``stderr``, the test can access those streams using the ``pytest``'s `capsys system <https://docs.pytest.org/en/latest/capture.html>`__. Here is how this is accomplished: .. code-block:: python import sys def print_to_stdout(s): print(s) def print_to_stderr(s): sys.stderr.write(s) def test_result_and_stdout(capsys): msg = "Hello" print_to_stdout(msg) print_to_stderr(msg) out, err = capsys.readouterr() # consume the captured output streams # optional: if you want to replay the consumed streams: sys.stdout.write(out) sys.stderr.write(err) # test: assert msg in out assert msg in err And, of course, most of the time, ``stderr`` will come as a part of an exception, so try/except has to be used in such a case: .. code-block:: python def raise_exception(msg): raise ValueError(msg) def test_something_exception(): msg = "Not a good value" error = '' try: raise_exception(msg) except Exception as e: error = str(e) assert msg in error, f"{msg} is in the exception:\n{error}" Another approach to capturing stdout is via ``contextlib.redirect_stdout``: .. code-block:: python from io import StringIO from contextlib import redirect_stdout def print_to_stdout(s): print(s) def test_result_and_stdout(): msg = "Hello" buffer = StringIO() with redirect_stdout(buffer): print_to_stdout(msg) out = buffer.getvalue() # optional: if you want to replay the consumed streams: sys.stdout.write(out) # test: assert msg in out An important potential issue with capturing stdout is that it may contain ``\r`` characters that in normal ``print`` reset everything that has been printed so far. There is no problem with ``pytest``, but with ``pytest -s`` these characters get included in the buffer, so to be able to have the test run with and without ``-s``, you have to make an extra cleanup to the captured output, using ``re.sub(r'~.*\r', '', buf, 0, re.M)``. But, then we have a helper context manager wrapper to automatically take care of it all, regardless of whether it has some ``\r``'s in it or not, so it's a simple: .. code-block:: python from transformers.testing_utils import CaptureStdout with CaptureStdout() as cs: function_that_writes_to_stdout() print(cs.out) Here is a full test example: .. code-block:: python from transformers.testing_utils import CaptureStdout msg = "Secret message\r" final = "Hello World" with CaptureStdout() as cs: print(msg + final) assert cs.out == final+"\n", f"captured: {cs.out}, expecting {final}" If you'd like to capture ``stderr`` use the :obj:`CaptureStderr` class instead: .. code-block:: python from transformers.testing_utils import CaptureStderr with CaptureStderr() as cs: function_that_writes_to_stderr() print(cs.err) If you need to capture both streams at once, use the parent :obj:`CaptureStd` class: .. code-block:: python from transformers.testing_utils import CaptureStd with CaptureStd() as cs: function_that_writes_to_stdout_and_stderr() print(cs.err, cs.out) Capturing logger stream ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ If you need to validate the output of a logger, you can use :obj:`CaptureLogger`: .. code-block:: python from transformers import logging from transformers.testing_utils import CaptureLogger msg = "Testing 1, 2, 3" logging.set_verbosity_info() logger = logging.get_logger("transformers.models.bart.tokenization_bart") with CaptureLogger(logger) as cl: logger.info(msg) assert cl.out, msg+"\n" Testing with environment variables ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ If you want to test the impact of environment variables for a specific test you can use a helper decorator ``transformers.testing_utils.mockenv`` .. code-block:: python from transformers.testing_utils import mockenv class HfArgumentParserTest(unittest.TestCase): @mockenv(TRANSFORMERS_VERBOSITY="error") def test_env_override(self): env_level_str = os.getenv("TRANSFORMERS_VERBOSITY", None) At times an external program needs to be called, which requires setting ``PYTHONPATH`` in ``os.environ`` to include multiple local paths. A helper class :obj:`transformers.test_utils.TestCasePlus` comes to help: .. code-block:: python from transformers.testing_utils import TestCasePlus class EnvExampleTest(TestCasePlus): def test_external_prog(self): env = self.get_env() # now call the external program, passing ``env`` to it Depending on whether the test file was under the ``tests`` test suite or ``examples`` it'll correctly set up ``env[PYTHONPATH]`` to include one of these two directories, and also the ``src`` directory to ensure the testing is done against the current repo, and finally with whatever ``env[PYTHONPATH]`` was already set to before the test was called if anything. This helper method creates a copy of the ``os.environ`` object, so the original remains intact. Getting reproducible results ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ In some situations you may want to remove randomness for your tests. To get identical reproducable results set, you will need to fix the seed: .. code-block:: python seed = 42 # python RNG import random random.seed(seed) # pytorch RNGs import torch torch.manual_seed(seed) torch.backends.cudnn.deterministic = True if torch.cuda.is_available(): torch.cuda.manual_seed_all(seed) # numpy RNG import numpy as np np.random.seed(seed) # tf RNG tf.random.set_seed(seed) Debugging tests ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ To start a debugger at the point of the warning, do this: .. code-block:: bash pytest tests/test_logging.py -W error::UserWarning --pdb Testing Experimental CI Features ----------------------------------------------------------------------------------------------------------------------- Testing CI features can be potentially problematic as it can interfere with the normal CI functioning. Therefore if a new CI feature is to be added, it should be done as following. 1. Create a new dedicated job that tests what needs to be tested 2. The new job must always succeed so that it gives us a green ✓ (details below). 3. Let it run for some days to see that a variety of different PR types get to run on it (user fork branches, non-forked branches, branches originating from github.com UI direct file edit, various forced pushes, etc. - there are so many) while monitoring the experimental job's logs (not the overall job green as it's purposefully always green) 4. When it's clear that everything is solid, then merge the new changes into existing jobs. That way experiments on CI functionality itself won't interfere with the normal workflow. Now how can we make the job always succeed while the new CI feature is being developed? Some CIs, like TravisCI support ignore-step-failure and will report the overall job as successful, but CircleCI and Github Actions as of this writing don't support that. So the following workaround can be used: 1. ``set +euo pipefail`` at the beginning of the run command to suppress most potential failures in the bash script. 2. the last command must be a success: ``echo "done"`` or just ``true`` will do Here is an example: .. code-block:: yaml - run: name: run CI experiment command: | set +euo pipefail echo "setting run-all-despite-any-errors-mode" this_command_will_fail echo "but bash continues to run" # emulate another failure false # but the last command must be a success echo "during experiment do not remove: reporting success to CI, even if there were failures" For simple commands you could also do: .. code-block:: bash cmd_that_may_fail || true Of course, once satisfied with the results, integrate the experimental step or job with the rest of the normal jobs, while removing ``set +euo pipefail`` or any other things you may have added to ensure that the experimental job doesn't interfere with the normal CI functioning. This whole process would have been much easier if we only could set something like ``allow-failure`` for the experimental step, and let it fail without impacting the overall status of PRs. But as mentioned earlier CircleCI and Github Actions don't support it at the moment. You can vote for this feature and see where it is at at these CI-specific threads: * `Github Actions: <https://github.com/actions/toolkit/issues/399>`__ * `CircleCI: <https://ideas.circleci.com/ideas/CCI-I-344>`__
AdaMix/docs/source/testing.rst/0
{ "file_path": "AdaMix/docs/source/testing.rst", "repo_id": "AdaMix", "token_count": 12771 }
30
#!/usr/bin/env python import argparse import json from typing import List from ltp import LTP from transformers import BertTokenizer def _is_chinese_char(cp): """Checks whether CP is the codepoint of a CJK character.""" # This defines a "chinese character" as anything in the CJK Unicode block: # https://en.wikipedia.org/wiki/CJK_Unified_Ideographs_(Unicode_block) # # Note that the CJK Unicode block is NOT all Japanese and Korean characters, # despite its name. The modern Korean Hangul alphabet is a different block, # as is Japanese Hiragana and Katakana. Those alphabets are used to write # space-separated words, so they are not treated specially and handled # like the all of the other languages. if ( (cp >= 0x4E00 and cp <= 0x9FFF) or (cp >= 0x3400 and cp <= 0x4DBF) # or (cp >= 0x20000 and cp <= 0x2A6DF) # or (cp >= 0x2A700 and cp <= 0x2B73F) # or (cp >= 0x2B740 and cp <= 0x2B81F) # or (cp >= 0x2B820 and cp <= 0x2CEAF) # or (cp >= 0xF900 and cp <= 0xFAFF) or (cp >= 0x2F800 and cp <= 0x2FA1F) # ): # return True return False def is_chinese(word: str): # word like '180' or '身高' or '神' for char in word: char = ord(char) if not _is_chinese_char(char): return 0 return 1 def get_chinese_word(tokens: List[str]): word_set = set() for token in tokens: chinese_word = len(token) > 1 and is_chinese(token) if chinese_word: word_set.add(token) word_list = list(word_set) return word_list def add_sub_symbol(bert_tokens: List[str], chinese_word_set: set()): if not chinese_word_set: return bert_tokens max_word_len = max([len(w) for w in chinese_word_set]) bert_word = bert_tokens start, end = 0, len(bert_word) while start < end: single_word = True if is_chinese(bert_word[start]): l = min(end - start, max_word_len) for i in range(l, 1, -1): whole_word = "".join(bert_word[start : start + i]) if whole_word in chinese_word_set: for j in range(start + 1, start + i): bert_word[j] = "##" + bert_word[j] start = start + i single_word = False break if single_word: start += 1 return bert_word def prepare_ref(lines: List[str], ltp_tokenizer: LTP, bert_tokenizer: BertTokenizer): ltp_res = [] for i in range(0, len(lines), 100): res = ltp_tokenizer.seg(lines[i : i + 100])[0] res = [get_chinese_word(r) for r in res] ltp_res.extend(res) assert len(ltp_res) == len(lines) bert_res = [] for i in range(0, len(lines), 100): res = bert_tokenizer(lines[i : i + 100], add_special_tokens=True, truncation=True, max_length=512) bert_res.extend(res["input_ids"]) assert len(bert_res) == len(lines) ref_ids = [] for input_ids, chinese_word in zip(bert_res, ltp_res): input_tokens = [] for id in input_ids: token = bert_tokenizer._convert_id_to_token(id) input_tokens.append(token) input_tokens = add_sub_symbol(input_tokens, chinese_word) ref_id = [] # We only save pos of chinese subwords start with ##, which mean is part of a whole word. for i, token in enumerate(input_tokens): if token[:2] == "##": clean_token = token[2:] # save chinese tokens' pos if len(clean_token) == 1 and _is_chinese_char(ord(clean_token)): ref_id.append(i) ref_ids.append(ref_id) assert len(ref_ids) == len(bert_res) return ref_ids def main(args): # For Chinese (Ro)Bert, the best result is from : RoBERTa-wwm-ext (https://github.com/ymcui/Chinese-BERT-wwm) # If we want to fine-tune these model, we have to use same tokenizer : LTP (https://github.com/HIT-SCIR/ltp) with open(args.file_name, "r", encoding="utf-8") as f: data = f.readlines() data = [line.strip() for line in data if len(line) > 0 and not line.isspace()] # avoid delimiter like '\u2029' ltp_tokenizer = LTP(args.ltp) # faster in GPU device bert_tokenizer = BertTokenizer.from_pretrained(args.bert) ref_ids = prepare_ref(data, ltp_tokenizer, bert_tokenizer) with open(args.save_path, "w", encoding="utf-8") as f: data = [json.dumps(ref) + "\n" for ref in ref_ids] f.writelines(data) if __name__ == "__main__": parser = argparse.ArgumentParser(description="prepare_chinese_ref") parser.add_argument( "--file_name", type=str, default="./resources/chinese-demo.txt", help="file need process, same as training data in lm", ) parser.add_argument( "--ltp", type=str, default="./resources/ltp", help="resources for LTP tokenizer, usually a path" ) parser.add_argument("--bert", type=str, default="./resources/robert", help="resources for Bert tokenizer") parser.add_argument("--save_path", type=str, default="./resources/ref.txt", help="path to save res") args = parser.parse_args() main(args)
AdaMix/examples/legacy/run_chinese_ref.py/0
{ "file_path": "AdaMix/examples/legacy/run_chinese_ref.py", "repo_id": "AdaMix", "token_count": 2388 }
31
# Copyright 2020 The HuggingFace Team. All rights reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. import logging import os import sys from pathlib import Path from unittest.mock import patch from parameterized import parameterized from run_eval import run_generate from run_eval_search import run_search from transformers.testing_utils import CaptureStdout, TestCasePlus, slow from utils import ROUGE_KEYS logging.basicConfig(level=logging.DEBUG) logger = logging.getLogger() def _dump_articles(path: Path, articles: list): content = "\n".join(articles) Path(path).open("w").writelines(content) T5_TINY = "patrickvonplaten/t5-tiny-random" BART_TINY = "sshleifer/bart-tiny-random" MBART_TINY = "sshleifer/tiny-mbart" stream_handler = logging.StreamHandler(sys.stdout) logger.addHandler(stream_handler) logging.disable(logging.CRITICAL) # remove noisy download output from tracebacks class TestTheRest(TestCasePlus): def run_eval_tester(self, model): input_file_name = Path(self.get_auto_remove_tmp_dir()) / "utest_input.source" output_file_name = input_file_name.parent / "utest_output.txt" assert not output_file_name.exists() articles = [" New York (CNN)When Liana Barrientos was 23 years old, she got married in Westchester County."] _dump_articles(input_file_name, articles) score_path = str(Path(self.get_auto_remove_tmp_dir()) / "scores.json") task = "translation_en_to_de" if model == T5_TINY else "summarization" testargs = f""" run_eval_search.py {model} {input_file_name} {output_file_name} --score_path {score_path} --task {task} --num_beams 2 --length_penalty 2.0 """.split() with patch.object(sys, "argv", testargs): run_generate() assert Path(output_file_name).exists() # os.remove(Path(output_file_name)) # test one model to quickly (no-@slow) catch simple problems and do an # extensive testing of functionality with multiple models as @slow separately def test_run_eval(self): self.run_eval_tester(T5_TINY) # any extra models should go into the list here - can be slow @parameterized.expand([BART_TINY, MBART_TINY]) @slow def test_run_eval_slow(self, model): self.run_eval_tester(model) # testing with 2 models to validate: 1. translation (t5) 2. summarization (mbart) @parameterized.expand([T5_TINY, MBART_TINY]) @slow def test_run_eval_search(self, model): input_file_name = Path(self.get_auto_remove_tmp_dir()) / "utest_input.source" output_file_name = input_file_name.parent / "utest_output.txt" assert not output_file_name.exists() text = { "en": ["Machine learning is great, isn't it?", "I like to eat bananas", "Tomorrow is another great day!"], "de": [ "Maschinelles Lernen ist großartig, oder?", "Ich esse gerne Bananen", "Morgen ist wieder ein toller Tag!", ], } tmp_dir = Path(self.get_auto_remove_tmp_dir()) score_path = str(tmp_dir / "scores.json") reference_path = str(tmp_dir / "val.target") _dump_articles(input_file_name, text["en"]) _dump_articles(reference_path, text["de"]) task = "translation_en_to_de" if model == T5_TINY else "summarization" testargs = f""" run_eval_search.py {model} {str(input_file_name)} {str(output_file_name)} --score_path {score_path} --reference_path {reference_path} --task {task} """.split() testargs.extend(["--search", "num_beams=1:2 length_penalty=0.9:1.0"]) with patch.object(sys, "argv", testargs): with CaptureStdout() as cs: run_search() expected_strings = [" num_beams | length_penalty", model, "Best score args"] un_expected_strings = ["Info"] if "translation" in task: expected_strings.append("bleu") else: expected_strings.extend(ROUGE_KEYS) for w in expected_strings: assert w in cs.out for w in un_expected_strings: assert w not in cs.out assert Path(output_file_name).exists() os.remove(Path(output_file_name))
AdaMix/examples/legacy/seq2seq/old_test_seq2seq_examples.py/0
{ "file_path": "AdaMix/examples/legacy/seq2seq/old_test_seq2seq_examples.py", "repo_id": "AdaMix", "token_count": 2126 }
32
{ "en-ru": { "src": [ "Welsh AMs worried about 'looking like muppets'", "There is consternation among some AMs at a suggestion their title should change to MWPs (Member of the Welsh Parliament).", "It has arisen because of plans to change the name of the assembly to the Welsh Parliament.", "AMs across the political spectrum are worried it could invite ridicule.", "One Labour AM said his group was concerned \"it rhymes with Twp and Pwp.\"", "For readers outside of Wales: In Welsh twp means daft and pwp means poo.", "A Plaid AM said the group as a whole was \"not happy\" and has suggested alternatives.", "A Welsh Conservative said his group was \"open minded\" about the name change, but noted it was a short verbal hop from MWP to Muppet." ], "tgt": [ "Члены Национальной ассамблеи Уэльса обеспокоены, что \"выглядят как куклы\"", "Некоторые члены Национальной ассамблеи Уэльса в ужасе от предложения о том, что их наименование должно измениться на MPW (члены Парламента Уэльса).", "Этот вопрос был поднят в связи с планами по переименованию ассамблеи в Парламент Уэльса.", "Члены Национальной ассамблеи Уэльса всего политического спектра обеспокоены, что это может породить насмешки.", "Один из лейбористских членов Национальной ассамблеи Уэльса сказал, что его партия обеспокоена тем, что \"это рифмуется с Twp и Pwp\".", "Для читателей за предлами Уэльса: по-валлийски twp означает \"глупый\", а pwp означает \"какашка\".", "Член Национальной ассамблеи от Плайд сказал, что эта партия в целом \"не счастлива\" и предложил альтернативы.", "Представитель Консервативной партии Уэльса сказал, что его партия \"открыта\" к переименованию, но отметил, что между WMP и Muppet небольшая разница в произношении." ] }, "ru-en": { "src": [ "Названо число готовящихся к отправке в Донбасс новобранцев из Украины", "Официальный представитель Народной милиции самопровозглашенной Луганской Народной Республики (ЛНР) Андрей Марочко заявил, что зимой 2018-2019 года Украина направит в Донбасс не менее 3 тыс. новобранцев.", "По его словам, таким образом Киев планирует \"хоть как-то доукомплектовать подразделения\".", "\"Нежелание граждан Украины проходить службу в рядах ВС Украины, массовые увольнения привели к низкой укомплектованности подразделений\", - рассказал Марочко, которого цитирует \"РИА Новости\".", "Он также не исключил, что реальные цифры призванных в армию украинцев могут быть увеличены в случае необходимости.", "В 2014-2017 годах Киев начал так называемую антитеррористическую операцию (АТО), которую позже сменили на операцию объединенных сил (ООС).", "Предполагалось, что эта мера приведет к усилению роли украинских силовиков в урегулировании ситуации.", "В конце августа 2018 года ситуация в Донбассе обострилась из-за убийства главы ДНР Александра Захарченко." ], "tgt": [ "The number of new Ukrainian recruits ready to go to Donbass has become public", "Official representative of the peoples’ militia of the self-proclaimed Lugansk People’s Republic Andrey Marochko claimed that Ukrainian will send at least 3 thousand new recruits to Donbass in winter 2018-2019.", "This is how Kyiv tries “at least somehow to staff the units,” he said.", "“The unwillingness of Ukrainian citizens to serve in the Ukraine’s military forces, mass resignments lead to low understaffing,” said Marochko cited by RIA Novosti.", "Also, he doesn’t exclude that the real numbers of conscripts in the Ukrainian army can be raised is necessary.", "In 2014-2017, Kyiv started so-called antiterrorist operation, that ws later changed to the united forces operation.", "This measure was supposed to strengthen the role of the Ukrainian military in settling the situation.", "In the late August 2018, the situation in Donbass escalated as the DNR head Aleksandr Zakharchenko was killed." ] }, "en-de": { "src": [ "Welsh AMs worried about 'looking like muppets'", "There is consternation among some AMs at a suggestion their title should change to MWPs (Member of the Welsh Parliament).", "It has arisen because of plans to change the name of the assembly to the Welsh Parliament.", "AMs across the political spectrum are worried it could invite ridicule.", "One Labour AM said his group was concerned \"it rhymes with Twp and Pwp.\"", "For readers outside of Wales: In Welsh twp means daft and pwp means poo.", "A Plaid AM said the group as a whole was \"not happy\" and has suggested alternatives.", "A Welsh Conservative said his group was \"open minded\" about the name change, but noted it was a short verbal hop from MWP to Muppet." ], "tgt": [ "Walisische Ageordnete sorgen sich \"wie Dödel auszusehen\"", "Es herrscht Bestürzung unter einigen Mitgliedern der Versammlung über einen Vorschlag, der ihren Titel zu MWPs (Mitglied der walisischen Parlament) ändern soll.", "Der Grund dafür waren Pläne, den Namen der Nationalversammlung in Walisisches Parlament zu ändern.", "Mitglieder aller Parteien der Nationalversammlung haben Bedenken, dass sie sich dadurch Spott aussetzen könnten.", "Ein Labour-Abgeordneter sagte, dass seine Gruppe \"sich mit Twp und Pwp reimt\".", "Hinweis für den Leser: „twp“ im Walisischen bedeutet „bescheuert“ und „pwp“ bedeutet „Kacke“.", "Ein Versammlungsmitglied von Plaid Cymru sagte, die Gruppe als Ganzes sei \"nicht glücklich\" und hat Alternativen vorgeschlagen.", "Ein walisischer Konservativer sagte, seine Gruppe wäre „offen“ für eine Namensänderung, wies aber darauf hin, dass es von „MWP“ (Mitglied des Walisischen Parlaments) nur ein kurzer verbaler Sprung zu „Muppet“ ist." ] }, "de-en": { "src": [ "Schöne Münchnerin 2018: Schöne Münchnerin 2018 in Hvar: Neun Dates", "Von az, aktualisiert am 04.05.2018 um 11:11", "Ja, sie will...", "\"Schöne Münchnerin\" 2018 werden!", "Am Nachmittag wartet erneut eine Überraschung auf unsere Kandidatinnen: sie werden das romantische Candlelight-Shooting vor der MY SOLARIS nicht alleine bestreiten, sondern an der Seite von Male-Model Fabian!", "Hvar - Flirten, kokettieren, verführen - keine einfachen Aufgaben für unsere Mädchen.", "Insbesondere dann, wenn in Deutschland ein Freund wartet.", "Dennoch liefern die neun \"Schöne Münchnerin\"-Kandidatinnen beim Shooting mit People-Fotograf Tuan ab und trotzen Wind, Gischt und Regen wie echte Profis." ], "tgt": [ "The Beauty of Munich 2018: the Beauty of Munich 2018 in Hvar: Nine dates", "From A-Z, updated on 04/05/2018 at 11:11", "Yes, she wants to...", "to become \"The Beauty of Munich\" in 2018!", "In the afternoon there is another surprise waiting for our contestants: they will be competing for the romantic candlelight photo shoot at MY SOLARIS not alone, but together with a male-model Fabian!", "Hvar with its flirting, coquetting, and seduction is not an easy task for our girls.", "Especially when there is a boyfriend waiting in Germany.", "Despite dealing with wind, sprays and rain, the nine contestants of \"The Beauty of Munich\" behaved like real professionals at the photo shoot with People-photographer Tuan." ] } }
AdaMix/examples/legacy/seq2seq/test_data/fsmt/fsmt_val_data.json/0
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