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Update models directory [ci skip]
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@ -12,7 +12,6 @@ import Tag from '../components/tag'
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import { H2, Label } from '../components/typography'
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import Icon from '../components/icon'
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import Link from '../components/link'
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import Grid from '../components/grid'
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import Infobox from '../components/infobox'
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import Accordion from '../components/accordion'
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import { join, arrayToObj, abbrNum, markdownToReact } from '../components/util'
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@ -31,10 +30,16 @@ const MODEL_META = {
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wiki: 'Wikipedia',
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uas: 'Unlabelled dependencies',
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las: 'Labelled dependencies',
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token_acc: 'Tokenization',
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tok: 'Tokenization',
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tags_acc: 'Part-of-speech tags (fine grained tags, Token.tag)',
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ents_f: 'Entities (F-score)',
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ents_p: 'Entities (precision)',
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ents_r: 'Entities (recall)',
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tag: 'Part-of-speech tags (fine grained tags, Token.tag)',
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ents_f: 'Named entities (F-score)',
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ents_p: 'Named entities (precision)',
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ents_r: 'Named entities (recall)',
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sent_f: 'Sentence segmentation (F-score)',
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sent_p: 'Sentence segmentation (precision)',
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sent_r: 'Sentence segmentation (recall)',
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cpu: 'words per second on CPU',
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gpu: 'words per second on GPU',
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pipeline: 'Active processing pipeline components in order',
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@ -83,25 +88,19 @@ function formatVectors(data) {
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}
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function formatAccuracy(data) {
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if (!data) return null
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const labels = {
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las: 'LAS',
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uas: 'UAS',
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tags_acc: 'TAG',
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ents_f: 'NER F',
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ents_p: 'NER P',
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ents_r: 'NER R',
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}
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const isSyntax = key => ['tags_acc', 'las', 'uas'].includes(key)
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const isNer = key => key.startsWith('ents_')
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if (!data) return []
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return Object.keys(data)
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.filter(key => labels[key])
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.map(key => ({
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label: labels[key],
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value: data[key].toFixed(2),
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help: MODEL_META[key],
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type: isNer(key) ? 'ner' : isSyntax(key) ? 'syntax' : null,
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}))
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.map(label => {
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const value = data[label]
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return isNaN(value)
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? null
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: {
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label,
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value: value.toFixed(2),
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help: MODEL_META[label],
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}
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})
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.filter(item => item)
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}
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function formatModelMeta(data) {
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@ -188,16 +187,6 @@ const Model = ({ name, langId, langName, baseUrl, repo, compatibility, hasExampl
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{ label: 'Author', content: author },
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{ label: 'License', content: license },
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]
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const accuracy = [
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{
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label: 'Syntax Accuracy',
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items: meta.accuracy ? meta.accuracy.filter(a => a.type === 'syntax') : null,
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},
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{
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label: 'NER Accuracy',
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items: meta.accuracy ? meta.accuracy.filter(a => a.type === 'ner') : null,
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},
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]
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const error = (
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<Infobox title="Unable to load model details from GitHub" variant="danger">
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@ -209,7 +198,6 @@ const Model = ({ name, langId, langName, baseUrl, repo, compatibility, hasExampl
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</p>
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</Infobox>
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)
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return (
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<Section id={name}>
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<H2
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@ -254,33 +242,6 @@ const Model = ({ name, langId, langName, baseUrl, repo, compatibility, hasExampl
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)}
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</tbody>
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</Table>
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<Grid cols={2} gutterBottom={hasInteractiveCode || !!labels}>
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{accuracy &&
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accuracy.map(({ label, items }, i) =>
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!items ? null : (
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<Table fixed key={i}>
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<thead>
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<Tr>
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<Th colSpan={2}>{label}</Th>
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</Tr>
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</thead>
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<tbody>
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{items.map((item, i) => (
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<Tr key={i}>
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<Td>
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<Label>
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{item.label}{' '}
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{item.help && <Help>{item.help}</Help>}
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</Label>
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</Td>
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<Td num>{item.value}</Td>
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</Tr>
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))}
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</tbody>
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</Table>
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)
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)}
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</Grid>
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{meta.notes && markdownToReact(meta.notes, MARKDOWN_COMPONENTS)}
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{hasInteractiveCode && (
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<CodeBlock title="Try out the model" lang="python" executable={true}>
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@ -288,7 +249,7 @@ const Model = ({ name, langId, langName, baseUrl, repo, compatibility, hasExampl
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`import spacy`,
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`from spacy.lang.${langId}.examples import sentences `,
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``,
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`nlp = spacy.load('${name}')`,
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`nlp = spacy.load("${name}")`,
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`doc = nlp(sentences[0])`,
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`print(doc.text)`,
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`for token in doc:`,
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@ -296,6 +257,25 @@ const Model = ({ name, langId, langName, baseUrl, repo, compatibility, hasExampl
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].join('\n')}
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</CodeBlock>
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)}
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{meta.accuracy && (
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<Accordion id={`${name}-accuracy`} title="Accuracy Evaluation">
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<Table>
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<tbody>
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{meta.accuracy.map(({ label, value, help }) => (
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<Tr key={`${name}-${label}`}>
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<Td nowrap>
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<InlineCode>{label.toUpperCase()}</InlineCode>
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</Td>
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<Td>{help}</Td>
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<Td num style={{ textAlign: 'right' }}>
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{value}
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</Td>
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</Tr>
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))}
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</tbody>
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</Table>
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</Accordion>
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)}
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{labels && (
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<Accordion id={`${name}-labels`} title="Label Scheme">
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<p>
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@ -313,7 +293,7 @@ const Model = ({ name, langId, langName, baseUrl, repo, compatibility, hasExampl
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const labelNames = labels[pipe] || []
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const help = LABEL_SCHEME_META[pipe]
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return (
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<Tr key={pipe} evenodd={false} key={pipe}>
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<Tr key={`${name}-${pipe}`} evenodd={false} key={pipe}>
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<Td style={{ width: '20%' }}>
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<Label>
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{pipe} {help && <Help>{help}</Help>}
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@ -343,7 +323,7 @@ const Model = ({ name, langId, langName, baseUrl, repo, compatibility, hasExampl
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const Models = ({ pageContext, repo, children }) => {
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const [initialized, setInitialized] = useState(false)
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const [compatibility, setCompatibility] = useState({})
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const { id, title, meta } = pageContext
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const { id, title, meta, hasExamples } = pageContext
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const { models, isStarters } = meta
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const baseUrl = `https://raw.githubusercontent.com/${repo}/master`
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@ -360,7 +340,6 @@ const Models = ({ pageContext, repo, children }) => {
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const modelTitle = title
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const modelTeaser = `Available trained pipelines for ${title}`
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const starterTitle = `${title} starters`
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const starterTeaser = `Available transfer learning starter packs for ${title}`
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@ -392,6 +371,7 @@ const Models = ({ pageContext, repo, children }) => {
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baseUrl={baseUrl}
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repo={repo}
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licenses={arrayToObj(site.siteMetadata.licenses, 'id')}
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hasExamples={meta.hasExamples}
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/>
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))
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}
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