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Update graphics and 101 [ci skip]
This commit is contained in:
Ines Montani
parent
5e1421e5a6
commit
3901b088ff
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@ -1,85 +0,0 @@
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<svg class="o-svg" xmlns="http://www.w3.org/2000/svg" width="931" height="456" viewBox="-1 -1 932 480" preserveAspectRatio="xMinYMin meet">
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<style>
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.svg__langdata__text-large, .svg__langdata__text-small, .svg__langdata__text-tiny {
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font-family: Arial, sans-serif;
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fill: #1a1e23
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}
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.svg__langdata__text-large { font-size: 20px }
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.svg__langdata__text-small, .svg__langdata__text-tiny { font-weight: bold; font-size: 15px; }
|
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</style>
|
||||
<path fill="none" stroke="#b85450" stroke-width="3" stroke-miterlimit="10" d="M610 404h-69.8" stroke-dasharray="1 6" stroke-linecap="round"/>
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||||
<path fill="#b85450" stroke="#b85450" stroke-width="2" stroke-miterlimit="10" d="M534.2 404l8-4-2 4 2 4z"/>
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<path fill="#f8cecc" stroke="#b85450" stroke-width="2" stroke-miterlimit="10" d="M642.7 361.3H708l33 43.6-33 43.5H643L610 405z"/>
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||||
<text class="svg__langdata__text-large" transform="translate(630 410)" width="80" height="22">Tokenizer</text>
|
||||
<path fill="none" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M780 303H621v-56.8"/>
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<path fill="#999" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M621 240.2l4 8-4-2-4 2z"/>
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<path fill="none" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M855 253v-20.8"/>
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<path fill="#999" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M855 226.2l4 8-4-2-4 2z"/>
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<path fill="none" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M780 303h-45v-56.8"/>
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<path fill="#999" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M735 240.2l4 8-4-2-4 2z"/>
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<path fill="none" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M780 303H504v-56.8"/>
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<path fill="#999" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M504 240.2l4 8-4-2-4 2z"/>
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<ellipse cx="855" cy="303" fill="#f5f5f5" stroke="#666" stroke-width="2" rx="74.8" ry="49.8"/>
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<text class="svg__langdata__text-large" transform="translate(815 308)" width="119" height="46">Base data</text>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M389 100l.4 39.8"/>
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<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M389.5 145.8l-4-8 4 2 4-2z"/>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M389 100v17h232v22.8"/>
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<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M621 145.8l-4-8 4 2 4-2z"/>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M389 100v17H280v22.8"/>
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<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M280 145.8l-4-8 4 2 4-2z"/>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M389 100v17h115v22.8"/>
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<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M504 145.8l-4-8 4 2 4-2z"/>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M389 100v17h346v22.8"/>
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<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M735 145.8l-4-8 4 2 4-2z"/>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M389 100v17H163v22.8"/>
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<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M163 145.8l-4-8 4 2 4-2z"/>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M389 100v17H46v22.8"/>
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<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M46 145.8l-4-8 4 2 4-2z"/>
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<ellipse cx="389" cy="50" fill="#dae8fc" stroke="#09a3d5" stroke-width="2" rx="74.8" ry="49.8"/>
|
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<text class="svg__langdata__text-large" transform="translate(346.5 42)" width="81" height="46">Language <tspan dy="1.45em" dx="-3.7em">data</tspan></text>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M435 193h15.8"/>
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<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M456.8 193l-8 4 2-4-2-4z"/>
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<ellipse cx="390" cy="193" fill="#dae8fc" stroke="#09a3d5" stroke-width="2" rx="45" ry="45"/>
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<text class="svg__langdata__text-small" transform="translate(368 187.5)" width="39" height="30">stop <tspan dx="-2.8em" dy="1.25em">words</tspan></text>
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<path fill="none" stroke="#9673a6" stroke-width="3" stroke-miterlimit="10" d="M472 225l-1.5 133.8" stroke-dasharray="1 6" stroke-linecap="round"/>
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<path fill="#9673a6" stroke="#9673a6" stroke-width="2" stroke-miterlimit="10" d="M470.4 364.8l-4-8 4 2 4-2z"/>
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<ellipse cx="504" cy="193" fill="#f5f5f5" stroke="#09a3d5" stroke-width="2" rx="45" ry="45"/>
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<text class="svg__langdata__text-small" transform="translate(473 187.5)" width="85" height="30">lexical <tspan dx="-4em" dy="1.25em">attributes</tspan></text>
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<path fill="none" stroke="#b85450" stroke-width="3" stroke-miterlimit="10" d="M653 225l5.6 127.8" stroke-dasharray="1 6" stroke-linecap="round"/>
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<path fill="#b85450" stroke="#b85450" stroke-width="2" stroke-miterlimit="10" d="M659 358.8l-4.5-8 4 2 4-2.2z"/>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M576 193h-18.8"/>
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||||
<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M551.2 193l8-4-2 4 2 4z"/>
|
||||
<ellipse cx="621" cy="193" fill="#dae8fc" stroke="#09a3d5" stroke-width="2" rx="45" ry="45"/>
|
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<text class="svg__langdata__text-small" transform="translate(582 187.5)" width="85" height="30">tokenizer <tspan dx="-5.2em" dy="1.25em">exceptions</tspan></text>
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<path fill="none" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M690 193h-15.8"/>
|
||||
<path fill="#09a3d5" stroke="#09a3d5" stroke-width="2" stroke-miterlimit="10" d="M668.2 193l8-4-2 4 2 4z"/>
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<path fill="none" stroke="#b85450" stroke-width="3" stroke-miterlimit="10" d="M703 225l-10.3 127.8" stroke-dasharray="1 6" stroke-linecap="round"/>
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||||
<path fill="#b85450" stroke="#b85450" stroke-width="2" stroke-miterlimit="10" d="M692.2 358.8l-3.4-8.3 4 2.3 4-1.7z"/>
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<ellipse cx="735" cy="193" fill="#f5f5f5" stroke="#09a3d5" stroke-width="2" rx="45" ry="45"/>
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<text class="svg__langdata__text-small" transform="translate(705 182)" width="53" height="46">prefixes, <tspan dy="1.25em" dx="-4.4em">suffixes,</tspan> <tspan dy="1.25em" dx="-4em">infixes</tspan>
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</text>
|
||||
<path fill="none" stroke="#d79b00" stroke-width="3" stroke-miterlimit="10" d="M280 238v114.8" stroke-dasharray="1 6" stroke-linecap="round"/>
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<path fill="#d79b00" stroke="#d79b00" stroke-width="2" stroke-miterlimit="10" d="M280 358.8l-4-8 4 2 4-2z"/>
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<ellipse cx="280" cy="193" fill="#dae8fc" stroke="#09a3d5" stroke-width="2" rx="45" ry="45"/>
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<text class="svg__langdata__text-small" transform="translate(254 187.5)" width="71" height="30">lemma <tspan dy="1.25em" dx="-3em">data</tspan></text>
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<path fill="none" stroke="#d79b00" stroke-width="3" stroke-miterlimit="10" d="M346 404h53.8" stroke-dasharray="1 6" stroke-linecap="round"/>
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||||
<path fill="#d79b00" stroke="#d79b00" stroke-width="2" stroke-miterlimit="10" d="M405.8 404l-8 4 2-4-2-4z"/>
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<path fill="#ffe6cc" stroke="#d79b00" stroke-width="2" stroke-miterlimit="10" d="M247.7 361.3H313l33 43.6-33 43.5h-65.3L215 405z"/>
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||||
<text class="svg__langdata__text-large" transform="translate(228 410)" width="100" height="22">Lemmatizer</text>
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<path fill="none" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M823 193h-34.8"/>
|
||||
<path fill="#999" stroke="#999" stroke-width="2" stroke-miterlimit="10" d="M782.2 193l8-4-2 4 2 4z"/>
|
||||
<ellipse cx="855" cy="193" fill="#f5f5f5" stroke="#666" stroke-width="2" rx="31.5" ry="31.5"/>
|
||||
<text class="svg__langdata__text-tiny" transform="translate(829 189)" width="50" height="30">char <tspan dy="1.1em" dx="-3.1em">classes</tspan></text>
|
||||
<path fill="#e1d5e7" stroke="#9673a6" stroke-width="2" d="M408 367h124v74H408z"/>
|
||||
<text class="svg__langdata__text-large" transform="translate(443.5 410)" width="51" height="22">Token</text>
|
||||
<path fill="none" stroke="#666" stroke-width="3" stroke-miterlimit="10" d="M131 225l-21 122.2" stroke-dasharray="1 6" stroke-linecap="round"/>
|
||||
<path fill="#666" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M109 353l-2.5-8.5 3.6 2.7 4.4-1.3z"/>
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||||
<ellipse cx="163" cy="193" fill="#dae8fc" stroke="#09a3d5" stroke-width="2" rx="45" ry="45"/>
|
||||
<text class="svg__langdata__text-small" transform="translate(139 187.5)" width="45" height="30">morph <tspan dy="1.25em" dx="-3.2em">rules</tspan></text>
|
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<path fill="none" stroke="#666" stroke-width="3" stroke-miterlimit="10" d="M78 225l15.4 122" stroke-dasharray="1 6" stroke-linecap="round"/>
|
||||
<path fill="#666" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M94.2 353l-5-7.5 4.2 1.5 3.7-2.5z"/>
|
||||
<ellipse cx="46" cy="193" fill="#dae8fc" stroke="#09a3d5" stroke-width="2" rx="45" ry="45"/>
|
||||
<text class="svg__langdata__text-small" transform="translate(33 187.5)" width="27" height="30">tag <tspan dy="1.25em" dx="-2em">map</tspan></text>
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<ellipse cx="101" cy="405" fill="#f5f5f5" stroke="#666" stroke-width="2" rx="74.5" ry="49.5"/>
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<text class="svg__langdata__text-large" transform="translate(49.5 410)" width="100" height="22">Morphology</text>
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</svg>
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|
Before Width: | Height: | Size: 9.1 KiB |
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@ -1,123 +1,305 @@
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<svg class="o-svg" xmlns="http://www.w3.org/2000/svg" width="600" height="380" viewBox="-20 -10 550 400">
|
||||
<style>
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||||
.svg__tokenization__text { fill: #1a1e23; font: 18px Arial, sans-serif }
|
||||
.svg__tokenization__text-small { fill: #fff; font: 600 13px Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace }
|
||||
</style>
|
||||
<path fill="none" stroke="#c00" stroke-width="2" stroke-miterlimit="10" d="M71 39v12H16v11M71 39v12h20v11"/>
|
||||
<path fill="#f8cecc" stroke="#c00" stroke-width="2" d="M1 1h140v38.2H1z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" width="43" height="19" transform="translate(48.5 9.5)">“Let’s</text>
|
||||
<path fill="none" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M175 39v23"/>
|
||||
<path fill="#f5f5f5" stroke="#666" stroke-width="2" d="M150 1h50v38.2h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 9.5)" width="19" height="19">go</text>
|
||||
<path fill="none" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M235 39v23"/>
|
||||
<path fill="#f5f5f5" stroke="#666" stroke-width="2" d="M210 1h50v38.2h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 9.5)" width="15" height="19">to</text>
|
||||
<path fill="none" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M341 39v23"/>
|
||||
<path fill="#f5f5f5" stroke="#666" stroke-width="2" d="M270 1h141v38.2H270z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(320.5 9.5)" width="38" height="19">N.Y.!”</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M16 100v20"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M1 62h30v38.2H1z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(11.5 70.5)" width="7" height="19">“</text>
|
||||
<path fill="none" stroke="#c00" stroke-width="2" stroke-miterlimit="10" d="M91 100v11H66v9M91 100v11h29v9"/>
|
||||
<path fill="#f8cecc" stroke="#c00" stroke-width="2" d="M41 62h100v38.2H41z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(72.5 70.5)" width="35" height="19">Let’s</text>
|
||||
<path fill="none" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M175 100v20"/>
|
||||
<path fill="#f5f5f5" stroke="#666" stroke-width="2" d="M150 62h50v38.2h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 70.5)" width="19" height="19">go</text>
|
||||
<path fill="none" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M235 100v20"/>
|
||||
<path fill="#f5f5f5" stroke="#666" stroke-width="2" d="M210 62h50v38.2h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 70.5)" width="15" height="19">to</text>
|
||||
<path fill="none" stroke="#666" stroke-width="2" stroke-miterlimit="10" d="M341 100v20"/>
|
||||
<path fill="#f5f5f5" stroke="#666" stroke-width="2" d="M270 62h141v38.2H270z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(320.5 70.5)" width="38" height="19">N.Y.!”</text>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M1 120h30v38H1z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(11.5 128.5)" width="7" height="19">“</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M66 158v24"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M41 120h50v38H41z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(53.5 128.5)" width="23" height="19">Let</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M175 158v24"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M150 120h50v38h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 128.5)" width="19" height="19">go</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M235 158v24"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M210 120h50v38h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 128.5)" width="15" height="19">to</text>
|
||||
<path fill="none" stroke="#c00" stroke-width="2" stroke-miterlimit="10" d="M341 158v13h-20v11M341 158v13h55v11"/>
|
||||
<path fill="#f8cecc" stroke="#c00" stroke-width="2" d="M270 120h141v38H270z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(320.5 128.5)" width="38" height="19">N.Y.!”</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M120 158v24"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M100 120h40v38h-40z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(113.5 128.5)" width="11" height="19">’s</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M16 220v23"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M1 181.8h30V220H1z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(11.5 190.5)" width="7" height="19">“</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M66 220v23"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M41 181.8h50V220H41z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(53.5 190.5)" width="23" height="19">Let</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M175 220v23"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M150 181.8h50V220h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 190.5)" width="19" height="19">go</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M235 220v23"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M210 181.8h50V220h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 190.5)" width="15" height="19">to</text>
|
||||
<path fill="none" stroke="#c00" stroke-width="2" stroke-miterlimit="10" d="M321 220v11h-20v12M321 220v11h34v12"/>
|
||||
<path fill="#f8cecc" stroke="#c00" stroke-width="2" d="M270 181.8h101V220H270z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(304.5 190.5)" width="30" height="19">N.Y.!</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M120 220v23"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M100 181.8h40V220h-40z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(113.5 190.5)" width="11" height="19">’s</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M396 220v23"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M381 181.8h30V220h-30z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(391.5 190.5)" width="7" height="19">”</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M16 281v23"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M1 242.7h30V281H1z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(11.5 251.5)" width="7" height="19">“</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M66 281v23"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M41 242.7h50V281H41z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(53.5 251.5)" width="23" height="19">Let</text>
|
||||
<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M175 281v20-17 20"/>
|
||||
<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M150 242.7h50V281h-50z"/>
|
||||
<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 251.5)" width="19" height="19">go</text>
|
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<path fill="none" stroke="#82b366" stroke-width="2" stroke-miterlimit="10" d="M235 281v23"/>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M210 242.7h50V281h-50z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 251.5)" width="15" height="19">to</text>
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<path fill="#f8cecc" stroke="#b85450" stroke-width="2" d="M270 242.7h61V281h-61z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(286.5 251.5)" width="26" height="19">N.Y.</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M100 242.7h40V281h-40z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(113.5 251.5)" width="11" height="19">’s</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M381 242.7h30V281h-30z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(391.5 251.5)" width="7" height="19">”</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M340 242.7h30V281h-30z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(351.5 251.5)" width="5" height="19">!</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(11.5 312.5)" width="7" height="19">“</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(53.5 312.5)" width="23" height="19">Let</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(164.5 312.5)" width="19" height="19">go</text>
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<text class="svg__tokenization__text" dy="1em" transform="translate(226.5 312.5)" width="15" height="19">to</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M270 304h61v38h-61z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(286.5 312.5)" width="26" height="19">N.Y.</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M100 304h40v38h-40z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(113.5 312.5)" width="11" height="19">’s</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M381 304h30v38h-30z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(391.5 312.5)" width="7" height="19">”</text>
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<path fill="#d5e8d4" stroke="#82b366" stroke-width="2" d="M340 304h30v38h-30z"/>
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<text class="svg__tokenization__text" dy="1em" transform="translate(351.5 312.5)" width="5" height="19">!</text>
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<rect width="104" height="19" x="437" y="72" fill="#c00" stroke="#c00" stroke-width="2" rx="2.9" ry="2.9"/>
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<text class="svg__tokenization__text-small" dy="0.9em" transform="translate(455.5 74.5)" width="65" height="12">EXCEPTION</text>
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||||
<rect width="104" height="19" x="437" y="11" fill="#c00" stroke="#c00" stroke-width="2" rx="2.9" ry="2.9"/>
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<text class="svg__tokenization__text-small" dy="0.9em" transform="translate(466.5 13.5)" width="43" height="12">PREFIX</text>
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<rect width="104" height="19" x="437" y="130" fill="#c00" stroke="#c00" stroke-width="2" rx="2.9" ry="2.9"/>
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<text class="svg__tokenization__text-small" dy="0.9em" transform="translate(466.5 132.5)" width="43" height="12">SUFFIX</text>
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<rect width="104" height="19" x="437" y="191" fill="#c00" stroke="#c00" stroke-width="2" rx="2.9" ry="2.9"/>
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<text class="svg__tokenization__text-small" dy="0.9em" transform="translate(466.5 193.5)" width="43" height="12">SUFFIX</text>
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<rect width="104" height="19" x="437" y="252" fill="#c00" stroke="#c00" stroke-width="2" rx="2.9" ry="2.9"/>
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<text class="svg__tokenization__text-small" dy="0.9em" transform="translate(455.5 254.5)" width="65" height="12">EXCEPTION</text>
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<text class="svg__tokenization__text-small" dy="0.9em" transform="translate(473.5 315.5)" width="29" height="12">DONE</text>
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<path stroke="#6A6A6A" stroke-linecap="square" stroke-width="2" d="M492.4 141v-30.7"/>
|
||||
</g>
|
||||
<g>
|
||||
<path fill="#6A6A6A" d="M140 253l-3.5-4.5h7z"/>
|
||||
<path fill="#6A6A6A" d="M140 211.5l3.5 4.4h-7z"/>
|
||||
<path stroke="#6A6A6A" stroke-linecap="square" stroke-width="2" d="M140 247.6v-30.8"/>
|
||||
<g>
|
||||
<path fill="#6A6A6A" d="M316 253l-3.5-4.5h7z"/>
|
||||
<path fill="#6A6A6A" d="M316 211.5l3.5 4.4h-7z"/>
|
||||
<path stroke="#6A6A6A" stroke-linecap="square" stroke-width="2" d="M316 247.6v-30.8"/>
|
||||
</g>
|
||||
<g>
|
||||
<path fill="#6A6A6A" d="M492 253l-3.5-4.5h7z"/>
|
||||
<path fill="#6A6A6A" d="M492 211.5l3.5 4.4h-7z"/>
|
||||
<path stroke="#6A6A6A" stroke-linecap="square" stroke-width="2" d="M492 247.6v-30.8"/>
|
||||
</g>
|
||||
</g>
|
||||
</g>
|
||||
</svg>
|
||||
|
|
|
|||
|
Before Width: | Height: | Size: 7.8 KiB After Width: | Height: | Size: 40 KiB |
|
|
@ -10,8 +10,9 @@ The **shared language data** in the directory root includes rules that can be
|
|||
generalized across languages – for example, rules for basic punctuation, emoji,
|
||||
emoticons and single-letter abbreviations. The **individual language data** in a
|
||||
submodule contains rules that are only relevant to a particular language. It
|
||||
also takes care of putting together all components and creating the `Language`
|
||||
subclass – for example, `English` or `German`.
|
||||
also takes care of putting together all components and creating the
|
||||
[`Language`](/api/language) subclass – for example, `English` or `German`. The
|
||||
values are defined in the [`Language.Defaults`](/api/language#defaults).
|
||||
|
||||
> ```python
|
||||
> from spacy.lang.en import English
|
||||
|
|
@ -21,14 +22,6 @@ subclass – for example, `English` or `German`.
|
|||
> nlp_de = German() # Includes German data
|
||||
> ```
|
||||
|
||||
<!-- TODO: upgrade graphic
|
||||
|
||||
|
||||
|
||||
-->
|
||||
|
||||
<!-- TODO: remove this table in favor of more specific Language.Defaults docs in linguistic features? -->
|
||||
|
||||
| Name | Description |
|
||||
| ---------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------- |
|
||||
| **Stop words**<br />[`stop_words.py`][stop_words.py] | List of most common words of a language that are often useful to filter out, for example "and" or "I". Matching tokens will return `True` for `is_stop`. |
|
||||
|
|
|
|||
|
|
@ -10,7 +10,6 @@ menu:
|
|||
- ['Serialization', 'serialization']
|
||||
- ['Training', 'training']
|
||||
- ['Language Data', 'language-data']
|
||||
- ['Lightning Tour', 'lightning-tour']
|
||||
- ['Architecture', 'architecture']
|
||||
- ['Community & FAQ', 'community-faq']
|
||||
---
|
||||
|
|
@ -379,79 +378,6 @@ spaCy will also export the `Vocab` when you save a `Doc` or `nlp` object. This
|
|||
will give you the object and its encoded annotations, plus the "key" to decode
|
||||
it.
|
||||
|
||||
## Knowledge base {#kb}
|
||||
|
||||
To support the entity linking task, spaCy stores external knowledge in a
|
||||
[`KnowledgeBase`](/api/kb). The knowledge base (KB) uses the `Vocab` to store
|
||||
its data efficiently.
|
||||
|
||||
> - **Mention**: A textual occurrence of a named entity, e.g. 'Miss Lovelace'.
|
||||
> - **KB ID**: A unique identifier referring to a particular real-world concept,
|
||||
> e.g. 'Q7259'.
|
||||
> - **Alias**: A plausible synonym or description for a certain KB ID, e.g. 'Ada
|
||||
> Lovelace'.
|
||||
> - **Prior probability**: The probability of a certain mention resolving to a
|
||||
> certain KB ID, prior to knowing anything about the context in which the
|
||||
> mention is used.
|
||||
> - **Entity vector**: A pretrained word vector capturing the entity
|
||||
> description.
|
||||
|
||||
A knowledge base is created by first adding all entities to it. Next, for each
|
||||
potential mention or alias, a list of relevant KB IDs and their prior
|
||||
probabilities is added. The sum of these prior probabilities should never exceed
|
||||
1 for any given alias.
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
from spacy.kb import KnowledgeBase
|
||||
|
||||
# load the model and create an empty KB
|
||||
nlp = spacy.load('en_core_web_sm')
|
||||
kb = KnowledgeBase(vocab=nlp.vocab, entity_vector_length=3)
|
||||
|
||||
# adding entities
|
||||
kb.add_entity(entity="Q1004791", freq=6, entity_vector=[0, 3, 5])
|
||||
kb.add_entity(entity="Q42", freq=342, entity_vector=[1, 9, -3])
|
||||
kb.add_entity(entity="Q5301561", freq=12, entity_vector=[-2, 4, 2])
|
||||
|
||||
# adding aliases
|
||||
kb.add_alias(alias="Douglas", entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.6, 0.1, 0.2])
|
||||
kb.add_alias(alias="Douglas Adams", entities=["Q42"], probabilities=[0.9])
|
||||
|
||||
print()
|
||||
print("Number of entities in KB:",kb.get_size_entities()) # 3
|
||||
print("Number of aliases in KB:", kb.get_size_aliases()) # 2
|
||||
```
|
||||
|
||||
### Candidate generation
|
||||
|
||||
Given a textual entity, the knowledge base can provide a list of plausible
|
||||
candidates or entity identifiers. The [`EntityLinker`](/api/entitylinker) will
|
||||
take this list of candidates as input, and disambiguate the mention to the most
|
||||
probable identifier, given the document context.
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
from spacy.kb import KnowledgeBase
|
||||
|
||||
nlp = spacy.load('en_core_web_sm')
|
||||
kb = KnowledgeBase(vocab=nlp.vocab, entity_vector_length=3)
|
||||
|
||||
# adding entities
|
||||
kb.add_entity(entity="Q1004791", freq=6, entity_vector=[0, 3, 5])
|
||||
kb.add_entity(entity="Q42", freq=342, entity_vector=[1, 9, -3])
|
||||
kb.add_entity(entity="Q5301561", freq=12, entity_vector=[-2, 4, 2])
|
||||
|
||||
# adding aliases
|
||||
kb.add_alias(alias="Douglas", entities=["Q1004791", "Q42", "Q5301561"], probabilities=[0.6, 0.1, 0.2])
|
||||
|
||||
candidates = kb.get_candidates("Douglas")
|
||||
for c in candidates:
|
||||
print(" ", c.entity_, c.prior_prob, c.entity_vector)
|
||||
```
|
||||
|
||||
## Serialization {#serialization}
|
||||
|
||||
import Serialization101 from 'usage/101/\_serialization.md'
|
||||
|
|
@ -485,384 +411,6 @@ import LanguageData101 from 'usage/101/\_language-data.md'
|
|||
|
||||
<LanguageData101 />
|
||||
|
||||
## Lightning tour {#lightning-tour}
|
||||
|
||||
The following examples and code snippets give you an overview of spaCy's
|
||||
functionality and its usage.
|
||||
|
||||
### Install models and process text {#lightning-tour-models}
|
||||
|
||||
```bash
|
||||
python -m spacy download en_core_web_sm
|
||||
python -m spacy download de_core_news_sm
|
||||
```
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
doc = nlp("Hello, world. Here are two sentences.")
|
||||
print([t.text for t in doc])
|
||||
|
||||
nlp_de = spacy.load("de_core_news_sm")
|
||||
doc_de = nlp_de("Ich bin ein Berliner.")
|
||||
print([t.text for t in doc_de])
|
||||
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`spacy.load()`](/api/top-level#spacy.load) **Usage:**
|
||||
[Models](/usage/models), [spaCy 101](/usage/spacy-101)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Get tokens, noun chunks & sentences {#lightning-tour-tokens-sentences model="parser"}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
doc = nlp("Peach emoji is where it has always been. Peach is the superior "
|
||||
"emoji. It's outranking eggplant 🍑 ")
|
||||
print(doc[0].text) # 'Peach'
|
||||
print(doc[1].text) # 'emoji'
|
||||
print(doc[-1].text) # '🍑'
|
||||
print(doc[17:19].text) # 'outranking eggplant'
|
||||
|
||||
noun_chunks = list(doc.noun_chunks)
|
||||
print(noun_chunks[0].text) # 'Peach emoji'
|
||||
|
||||
sentences = list(doc.sents)
|
||||
assert len(sentences) == 3
|
||||
print(sentences[1].text) # 'Peach is the superior emoji.'
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`Doc`](/api/doc), [`Token`](/api/token) **Usage:**
|
||||
[spaCy 101](/usage/spacy-101)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Get part-of-speech tags and flags {#lightning-tour-pos-tags model="tagger"}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
doc = nlp("Apple is looking at buying U.K. startup for $1 billion")
|
||||
apple = doc[0]
|
||||
print("Fine-grained POS tag", apple.pos_, apple.pos)
|
||||
print("Coarse-grained POS tag", apple.tag_, apple.tag)
|
||||
print("Word shape", apple.shape_, apple.shape)
|
||||
print("Alphabetic characters?", apple.is_alpha)
|
||||
print("Punctuation mark?", apple.is_punct)
|
||||
|
||||
billion = doc[10]
|
||||
print("Digit?", billion.is_digit)
|
||||
print("Like a number?", billion.like_num)
|
||||
print("Like an email address?", billion.like_email)
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`Token`](/api/token) **Usage:**
|
||||
[Part-of-speech tagging](/usage/linguistic-features#pos-tagging)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Use hash values for any string {#lightning-tour-hashes}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
doc = nlp("I love coffee")
|
||||
|
||||
coffee_hash = nlp.vocab.strings["coffee"] # 3197928453018144401
|
||||
coffee_text = nlp.vocab.strings[coffee_hash] # 'coffee'
|
||||
print(coffee_hash, coffee_text)
|
||||
print(doc[2].orth, coffee_hash) # 3197928453018144401
|
||||
print(doc[2].text, coffee_text) # 'coffee'
|
||||
|
||||
beer_hash = doc.vocab.strings.add("beer") # 3073001599257881079
|
||||
beer_text = doc.vocab.strings[beer_hash] # 'beer'
|
||||
print(beer_hash, beer_text)
|
||||
|
||||
unicorn_hash = doc.vocab.strings.add("🦄") # 18234233413267120783
|
||||
unicorn_text = doc.vocab.strings[unicorn_hash] # '🦄'
|
||||
print(unicorn_hash, unicorn_text)
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`StringStore`](/api/stringstore) **Usage:**
|
||||
[Vocab, hashes and lexemes 101](/usage/spacy-101#vocab)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Recognize and update named entities {#lightning-tour-entities model="ner"}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
from spacy.tokens import Span
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
doc = nlp("San Francisco considers banning sidewalk delivery robots")
|
||||
for ent in doc.ents:
|
||||
print(ent.text, ent.start_char, ent.end_char, ent.label_)
|
||||
|
||||
doc = nlp("FB is hiring a new VP of global policy")
|
||||
doc.ents = [Span(doc, 0, 1, label="ORG")]
|
||||
for ent in doc.ents:
|
||||
print(ent.text, ent.start_char, ent.end_char, ent.label_)
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**Usage:** [Named entity recognition](/usage/linguistic-features#named-entities)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Train and update neural network models {#lightning-tour-training"}
|
||||
|
||||
```python
|
||||
import random
|
||||
import spacy
|
||||
from spacy.gold import Example
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
train_data = [("Uber blew through $1 million", {"entities": [(0, 4, "ORG")]})]
|
||||
|
||||
with nlp.select_pipes(enable="ner"):
|
||||
optimizer = nlp.begin_training()
|
||||
for i in range(10):
|
||||
random.shuffle(train_data)
|
||||
for text, annotations in train_data:
|
||||
doc = nlp.make_doc(text)
|
||||
example = Example.from_dict(doc, annotations)
|
||||
nlp.update([example], sgd=optimizer)
|
||||
nlp.to_disk("/model")
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`Language.update`](/api/language#update) **Usage:**
|
||||
[Training spaCy's statistical models](/usage/training)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Visualize a dependency parse and named entities in your browser {#lightning-tour-displacy model="parser, ner" new="2"}
|
||||
|
||||
> #### Output
|
||||
>
|
||||
> 
|
||||
|
||||
```python
|
||||
from spacy import displacy
|
||||
|
||||
doc_dep = nlp("This is a sentence.")
|
||||
displacy.serve(doc_dep, style="dep")
|
||||
|
||||
doc_ent = nlp("When Sebastian Thrun started working on self-driving cars at Google "
|
||||
"in 2007, few people outside of the company took him seriously.")
|
||||
displacy.serve(doc_ent, style="ent")
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`displacy`](/api/top-level#displacy) **Usage:**
|
||||
[Visualizers](/usage/visualizers)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Get word vectors and similarity {#lightning-tour-word-vectors model="vectors"}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
|
||||
nlp = spacy.load("en_core_web_md")
|
||||
doc = nlp("Apple and banana are similar. Pasta and hippo aren't.")
|
||||
|
||||
apple = doc[0]
|
||||
banana = doc[2]
|
||||
pasta = doc[6]
|
||||
hippo = doc[8]
|
||||
|
||||
print("apple <-> banana", apple.similarity(banana))
|
||||
print("pasta <-> hippo", pasta.similarity(hippo))
|
||||
print(apple.has_vector, banana.has_vector, pasta.has_vector, hippo.has_vector)
|
||||
```
|
||||
|
||||
For the best results, you should run this example using the
|
||||
[`en_vectors_web_lg`](/models/en-starters#en_vectors_web_lg) model (currently
|
||||
not available in the live demo).
|
||||
|
||||
<Infobox>
|
||||
|
||||
**Usage:** [Word vectors and similarity](/usage/vectors-embeddings)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Simple and efficient serialization {#lightning-tour-serialization}
|
||||
|
||||
```python
|
||||
import spacy
|
||||
from spacy.tokens import Doc
|
||||
from spacy.vocab import Vocab
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
customer_feedback = open("customer_feedback_627.txt").read()
|
||||
doc = nlp(customer_feedback)
|
||||
doc.to_disk("/tmp/customer_feedback_627.bin")
|
||||
|
||||
new_doc = Doc(Vocab()).from_disk("/tmp/customer_feedback_627.bin")
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`Language`](/api/language), [`Doc`](/api/doc) **Usage:**
|
||||
[Saving and loading models](/usage/saving-loading#models)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Match text with token rules {#lightning-tour-rule-matcher}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
from spacy.matcher import Matcher
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
matcher = Matcher(nlp.vocab)
|
||||
|
||||
def set_sentiment(matcher, doc, i, matches):
|
||||
doc.sentiment += 0.1
|
||||
|
||||
pattern1 = [[{"ORTH": "Google"}, {"ORTH": "I"}, {"ORTH": "/"}, {"ORTH": "O"}]]
|
||||
patterns = [[{"ORTH": emoji, "OP": "+"}] for emoji in ["😀", "😂", "🤣", "😍"]]
|
||||
matcher.add("GoogleIO", patterns1) # Match "Google I/O" or "Google i/o"
|
||||
matcher.add("HAPPY", patterns2, on_match=set_sentiment) # Match one or more happy emoji
|
||||
|
||||
doc = nlp("A text about Google I/O 😀😀")
|
||||
matches = matcher(doc)
|
||||
|
||||
for match_id, start, end in matches:
|
||||
string_id = nlp.vocab.strings[match_id]
|
||||
span = doc[start:end]
|
||||
print(string_id, span.text)
|
||||
print("Sentiment", doc.sentiment)
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`Matcher`](/api/matcher) **Usage:**
|
||||
[Rule-based matching](/usage/rule-based-matching)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Minibatched stream processing {#lightning-tour-minibatched}
|
||||
|
||||
```python
|
||||
texts = ["One document.", "...", "Lots of documents"]
|
||||
# .pipe streams input, and produces streaming output
|
||||
iter_texts = (texts[i % 3] for i in range(100000000))
|
||||
for i, doc in enumerate(nlp.pipe(iter_texts, batch_size=50)):
|
||||
assert doc.is_parsed
|
||||
if i == 100:
|
||||
break
|
||||
```
|
||||
|
||||
### Get syntactic dependencies {#lightning-tour-dependencies model="parser"}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
doc = nlp("When Sebastian Thrun started working on self-driving cars at Google "
|
||||
"in 2007, few people outside of the company took him seriously.")
|
||||
|
||||
dep_labels = []
|
||||
for token in doc:
|
||||
while token.head != token:
|
||||
dep_labels.append(token.dep_)
|
||||
token = token.head
|
||||
print(dep_labels)
|
||||
```
|
||||
|
||||
<Infobox>
|
||||
|
||||
**API:** [`Token`](/api/token) **Usage:**
|
||||
[Using the dependency parse](/usage/linguistic-features#dependency-parse)
|
||||
|
||||
</Infobox>
|
||||
|
||||
### Export to numpy arrays {#lightning-tour-numpy-arrays}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
from spacy.attrs import ORTH, LIKE_URL
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
doc = nlp("Check out https://spacy.io")
|
||||
for token in doc:
|
||||
print(token.text, token.orth, token.like_url)
|
||||
|
||||
attr_ids = [ORTH, LIKE_URL]
|
||||
doc_array = doc.to_array(attr_ids)
|
||||
print(doc_array.shape)
|
||||
print(len(doc), len(attr_ids))
|
||||
|
||||
assert doc[0].orth == doc_array[0, 0]
|
||||
assert doc[1].orth == doc_array[1, 0]
|
||||
assert doc[0].like_url == doc_array[0, 1]
|
||||
|
||||
assert list(doc_array[:, 1]) == [t.like_url for t in doc]
|
||||
print(list(doc_array[:, 1]))
|
||||
```
|
||||
|
||||
### Calculate inline markup on original string {#lightning-tour-inline}
|
||||
|
||||
```python
|
||||
### {executable="true"}
|
||||
import spacy
|
||||
|
||||
def put_spans_around_tokens(doc):
|
||||
"""Here, we're building a custom "syntax highlighter" for
|
||||
part-of-speech tags and dependencies. We put each token in a
|
||||
span element, with the appropriate classes computed. All whitespace is
|
||||
preserved, outside of the spans. (Of course, HTML will only display
|
||||
multiple whitespace if enabled – but the point is, no information is lost
|
||||
and you can calculate what you need, e.g. <br />, <p> etc.)
|
||||
"""
|
||||
output = []
|
||||
for token in doc:
|
||||
if token.is_space:
|
||||
output.append(token.text)
|
||||
else:
|
||||
classes = f"pos-{token.pos_} dep-{token.dep_}"
|
||||
output.append(f'<span class="{classes}">{token.text}</span>{token.whitespace_}')
|
||||
string = "".join(output)
|
||||
string = string.replace("\\n", "")
|
||||
string = string.replace("\\t", " ")
|
||||
return f"<pre>{string}</pre>"
|
||||
|
||||
|
||||
nlp = spacy.load("en_core_web_sm")
|
||||
doc = nlp("This is a test.\\n\\nHello world.")
|
||||
html = put_spans_around_tokens(doc)
|
||||
print(html)
|
||||
```
|
||||
|
||||
## Architecture {#architecture}
|
||||
|
||||
import Architecture101 from 'usage/101/\_architecture.md'
|
||||
|
|
|
|||
Loading…
Reference in New Issue
Block a user