mirror of
https://github.com/explosion/spaCy.git
synced 2024-09-21 19:39:13 +03:00
333 lines
14 KiB
JavaScript
333 lines
14 KiB
JavaScript
'use strict';
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import { Templater, handleResponse, convertNumber, abbrNumber } from './util.js';
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/**
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* Chart.js defaults
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*/
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const CHART_COLORS = { model1: '#09a3d5', model2: '#066B8C' };
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const CHART_FONTS = {
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legend: '-apple-system, BlinkMacSystemFont, "Segoe UI", Roboto, Helvetica, Arial, sans-serif, "Apple Color Emoji", "Segoe UI Emoji", "Segoe UI Symbol"',
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ticks: 'Menlo, Monaco, Consolas, "Liberation Mono", "Courier New", monospace'
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};
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/**
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* Formatters for model details.
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* @property {function} author – Format model author with optional link.
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* @property {function} license - Format model license with optional link.
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* @property {function} sources - Format training data sources (list or string).
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* @property {function} pipeline - Format list of pipeline components.
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* @property {function} vectors - Format vector data (entries and dimensions).
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* @property {function} version - Format model version number.
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*/
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const formats = {
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author: (author, url) => url ? `<a href="${url}" target="_blank">${author}</a>` : author,
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license: (license, url) => url ? `<a href="${url}" target="_blank">${license}</a>` : license,
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sources: sources => (sources instanceof Array) ? sources.join(', ') : sources,
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pipeline: pipes => (pipes && pipes.length) ? pipes.map(p => `<code>${p}</code>`).join(', ') : '-',
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vectors: vec => formatVectors(vec),
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version: version => `<code>v${version}</code>`
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};
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/**
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* Format word vectors data depending on contents.
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* @property {Object} data - The vectors object from the model's meta.json.
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*/
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const formatVectors = data => {
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if (!data) return 'n/a';
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if (Object.values(data).every(n => n == 0)) return 'context vectors only';
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const { keys, vectors: vecs, width } = data;
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return `${abbrNumber(keys)} keys, ${abbrNumber(vecs)} unique vectors (${width} dimensions)`;
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}
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/**
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* Find the latest version of a model in a compatibility table.
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* @param {string} model - The model name.
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* @param {Object} compat - Compatibility table, keyed by spaCy version.
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*/
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const getLatestVersion = (model, compat = {}) => {
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for (let [spacy_v, models] of Object.entries(compat)) {
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if (models[model]) return models[model][0];
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}
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};
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export class ModelLoader {
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/**
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* Load model meta from GitHub and update model details on site. Uses the
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* Templater mini template engine to update DOM.
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* @param {string} repo - Path tp GitHub repository containing releases.
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* @param {Array} models - List of model IDs, e.g. "en_core_web_sm".
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* @param {Object} licenses - License IDs mapped to URLs.
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* @param {Object} benchmarkKeys - Objects of available keys by type, e.g.
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* 'parser', 'ner', 'speed', mapped to labels.
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*/
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constructor(repo, models = [], licenses = {}, benchmarkKeys = {}) {
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this.url = `https://raw.githubusercontent.com/${repo}/master`;
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this.repo = `https://github.com/${repo}`;
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this.modelIds = models;
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this.licenses = licenses;
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this.benchKeys = benchmarkKeys;
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this.init();
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}
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init() {
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this.modelIds.forEach(modelId =>
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new Templater(modelId).get('table').setAttribute('data-loading', ''));
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this.fetch(`${this.url}/compatibility.json`)
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.then(json => this.getModels(json.spacy))
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.catch(_ => this.modelIds.forEach(modelId => this.showError(modelId)));
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// make sure scroll positions for progress bar etc. are recalculated
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window.dispatchEvent(new Event('resize'));
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}
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fetch(url) {
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return new Promise((resolve, reject) =>
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fetch(url).then(res => handleResponse(res))
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.then(json => json.ok ? resolve(json) : reject()))
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}
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getModels(compat) {
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this.compat = compat;
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for (let modelId of this.modelIds) {
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const version = getLatestVersion(modelId, compat);
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if (version) this.fetch(`${this.url}/meta/${modelId}-${version}.json`)
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.then(json => this.render(json))
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.catch(_ => this.showError(modelId))
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else this.showError(modelId);
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}
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}
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showError(modelId) {
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const tpl = new Templater(modelId);
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tpl.get('table').removeAttribute('data-loading');
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tpl.get('error').hidden = false;
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for (let key of ['sources', 'pipeline', 'vecs', 'author', 'license']) {
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tpl.get(key).parentElement.parentElement.hidden = true;
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}
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}
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/**
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* Update model details in tables. Currently quite hacky :(
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*/
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render(data) {
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const modelId = `${data.lang}_${data.name}`;
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const model = `${modelId}-${data.version}`;
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const tpl = new Templater(modelId);
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this.renderDetails(tpl, data)
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this.renderBenchmarks(tpl, data.accuracy, data.speed);
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this.renderCompat(tpl, modelId);
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tpl.get('download').setAttribute('href', `${this.repo}/releases/tag/${model}`);
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tpl.get('table').removeAttribute('data-loading');
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tpl.get('error').hidden = true;
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}
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renderDetails(tpl, { version, size, description, notes, author, url,
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license, sources, vectors, pipeline }) {
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const basics = { version, size, description, notes }
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for (let [key, value] of Object.entries(basics)) {
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if (value) tpl.fill(key, value);
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}
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if (author) tpl.fill('author', formats.author(author, url), true);
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if (license) tpl.fill('license', formats.license(license, this.licenses[license]), true);
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if (sources) tpl.fill('sources', formats.sources(sources));
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if (vectors) tpl.fill('vecs', formats.vectors(vectors));
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else tpl.get('vecs').parentElement.parentElement.hidden = true;
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if (pipeline && pipeline.length) tpl.fill('pipeline', formats.pipeline(pipeline), true);
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else tpl.get('pipeline').parentElement.parentElement.hidden = true;
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}
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renderBenchmarks(tpl, accuracy = {}, speed = {}) {
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if (!accuracy && !speed) return;
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this.renderTable(tpl, 'parser', accuracy, val => val.toFixed(2));
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this.renderTable(tpl, 'ner', accuracy, val => val.toFixed(2));
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tpl.get('benchmarks').hidden = false;
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}
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renderTable(tpl, id, benchmarks, converter = val => val) {
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if (!this.benchKeys[id] || !Object.keys(this.benchKeys[id]).some(key => benchmarks[key])) return;
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for (let key of Object.keys(this.benchKeys[id])) {
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if (benchmarks[key]) tpl
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.fill(key, convertNumber(converter(benchmarks[key])))
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.parentElement.hidden = false;
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}
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tpl.get(id).hidden = false;
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}
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renderCompat(tpl, modelId) {
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tpl.get('compat-wrapper').hidden = false;
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const header = '<option selected disabled>spaCy version</option>';
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const options = Object.keys(this.compat)
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.map(v => `<option value="${v}">v${v}</option>`)
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.join('');
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tpl
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.fill('compat', header + options, true)
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.addEventListener('change', ({ target: { value }}) =>
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tpl.fill('compat-versions', this.getCompat(value, modelId), true))
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}
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getCompat(version, model) {
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const res = this.compat[version][model];
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return res ? `<code>${model}-${res[0]}</code>` : '<em>not compatible</em>';
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}
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}
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export class ModelComparer {
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/**
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* Compare to model meta files and render chart and comparison table.
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* @param {string} repo - Path tp GitHub repository containing releases.
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* @param {Object} licenses - License IDs mapped to URLs.
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* @param {Object} benchmarkKeys - Objects of available keys by type, e.g.
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* 'parser', 'ner', 'speed', mapped to labels.
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* @param {Object} languages - Available languages, ID mapped to name.
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* @param {Object} defaultModels - Models to compare on load, 'model1' and
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* 'model2' mapped to model names.
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*/
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constructor(repo, licenses = {}, benchmarkKeys = {}, languages = {}, labels = {}, defaultModels) {
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this.url = `https://raw.githubusercontent.com/${repo}/master`;
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this.repo = `https://github.com/${repo}`;
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this.tpl = new Templater('compare');
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this.benchKeys = benchmarkKeys;
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this.licenses = licenses;
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this.languages = languages;
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this.labels = labels;
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this.models = {};
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this.colors = CHART_COLORS;
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this.fonts = CHART_FONTS;
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this.defaultModels = defaultModels;
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this.tpl.get('result').hidden = false;
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this.tpl.get('error').hidden = true;
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this.fetchCompat()
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.then(compat => this.init(compat))
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.catch(this.showError.bind(this))
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}
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init(compat) {
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this.compat = compat;
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const selectA = this.tpl.get('model1');
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const selectB = this.tpl.get('model2');
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selectA.addEventListener('change', this.onSelect.bind(this));
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selectB.addEventListener('change', this.onSelect.bind(this));
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this.chart = new Chart('chart_compare_accuracy', { type: 'bar', options: {
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responsive: true,
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legend: { position: 'bottom', labels: { fontFamily: this.fonts.legend, fontSize: 13 }},
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scales: {
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yAxes: [{ label: 'Accuracy', ticks: { min: 70, fontFamily: this.fonts.ticks }}],
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xAxes: [{ barPercentage: 0.75, ticks: { fontFamily: this.fonts.ticks }}]
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}
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}});
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if (this.defaultModels) {
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selectA.value = this.defaultModels.model1;
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selectB.value = this.defaultModels.model2;
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this.getModels(this.defaultModels);
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}
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}
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fetchCompat() {
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return new Promise((resolve, reject) =>
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fetch(`${this.url}/compatibility.json`)
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.then(res => handleResponse(res))
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.then(json => json.ok ? resolve(json.spacy) : reject()))
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}
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fetchModel(name) {
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const version = getLatestVersion(name, this.compat);
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const modelName = `${name}-${version}`;
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return new Promise((resolve, reject) => {
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if (!version) reject();
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// resolve immediately if model already loaded, e.g. in this.models
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else if (this.models[name]) resolve(this.models[name]);
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else fetch(`${this.url}/meta/${modelName}.json`)
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.then(res => handleResponse(res))
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.then(json => json.ok ? resolve(this.saveModel(name, json)) : reject())
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})
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}
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/**
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* "Save" meta to this.models so it only has to be fetched from GitHub once.
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* @param {string} name - The model name.
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* @param {Object} data - The model meta data.
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*/
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saveModel(name, data) {
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this.models[name] = data;
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return data;
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}
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showError(err) {
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console.error(err || 'Error');
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this.tpl.get('result').hidden = true;
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this.tpl.get('error').hidden = false;
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}
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onSelect(ev) {
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const modelId = ev.target.value;
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const otherId = (ev.target.id == 'model1') ? 'model2' : 'model1';
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const otherVal = this.tpl.get(otherId);
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const otherModel = otherVal.options[otherVal.selectedIndex].value;
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if (otherModel != '') this.getModels({
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[ev.target.id]: modelId,
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[otherId]: otherModel
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})
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}
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getModels({ model1, model2 }) {
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this.tpl.get('result').setAttribute('data-loading', '');
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this.fetchModel(model1)
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.then(data1 => this.fetchModel(model2)
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.then(data2 => this.render({ model1: data1, model2: data2 })))
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.catch(this.showError.bind(this))
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}
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/**
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* Render two models, and populate the chart and table. Currently quite hacky :(
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* @param {Object} models - The models to render.
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* @param {Object} models.model1 - The first model (via first <select>).
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* @param {Object} models.model2 - The second model (via second <select>).
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*/
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render({ model1, model2 }) {
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const accKeys = Object.assign({}, this.benchKeys.parser, this.benchKeys.ner);
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const allKeys = [...Object.keys(model1.accuracy || []), ...Object.keys(model2.accuracy || [])];
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const metaKeys = Object.keys(accKeys).filter(k => allKeys.includes(k));
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const labels = metaKeys.map(key => accKeys[key]);
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const datasets = [model1, model2]
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.map(({ lang, name, version, accuracy = {} }, i) => ({
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label: `${lang}_${name}-${version}`,
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backgroundColor: this.colors[`model${i + 1}`],
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data: metaKeys.map(key => (accuracy[key] || 0).toFixed(2))
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}));
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this.chart.data = { labels, datasets };
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this.chart.update();
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[model1, model2].forEach((model, i) => this.renderTable(metaKeys, i + 1, model));
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this.tpl.get('result').removeAttribute('data-loading');
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this.tpl.get('error').hidden = true;
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this.tpl.get('result').hidden = false;
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}
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renderTable(metaKeys, i, { lang, name, version, size, description,
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notes, author, url, license, sources, vectors, pipeline, accuracy = {},
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speed = {}}) {
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const type = name.split('_')[0]; // extract type from model name
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const genre = name.split('_')[1]; // extract genre from model name
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this.tpl.fill(`table-head${i}`, `${lang}_${name}`);
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this.tpl.get(`link${i}`).setAttribute('href', `/models/${lang}#${lang}_${name}`);
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this.tpl.fill(`download${i}`, `python -m spacy download ${lang}_${name}\n`);
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this.tpl.fill(`lang${i}`, this.languages[lang] || lang);
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this.tpl.fill(`type${i}`, this.labels[type] || type);
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this.tpl.fill(`genre${i}`, this.labels[genre] || genre);
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this.tpl.fill(`version${i}`, formats.version(version), true);
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this.tpl.fill(`size${i}`, size);
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this.tpl.fill(`desc${i}`, description || 'n/a');
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this.tpl.fill(`pipeline${i}`, formats.pipeline(pipeline), true);
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this.tpl.fill(`vecs${i}`, formats.vectors(vectors));
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this.tpl.fill(`sources${i}`, formats.sources(sources));
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this.tpl.fill(`author${i}`, formats.author(author, url), true);
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this.tpl.fill(`license${i}`, formats.license(license, this.licenses[license]), true);
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// check if model accuracy or speed includes one of the pre-set keys
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const allKeys = [].concat(...Object.entries(this.benchKeys).map(([_, v]) => Object.keys(v)));
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for (let key of allKeys) {
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if (accuracy[key]) this.tpl.fill(`${key}${i}`, accuracy[key].toFixed(2))
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else this.tpl.fill(`${key}${i}`, 'n/a')
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}
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}
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}
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