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| /* ============================================================ | |
| RL-for-LLMs Wiki Reader | |
| A static SPA that renders the knowledge base β topic articles | |
| and source records β with full LaTeX, tables, code, frontmatter, | |
| and live [source:<id>] citation links. | |
| ============================================================ */ | |
| ; | |
| const API = 'https://rl-llm-wiki-rl-bucket-sync.hf.space'; | |
| const DATASET = 'rl-llm-wiki/knowledge-base'; | |
| const RESOLVE = `https://huggingface.co/datasets/${DATASET}/resolve/main`; | |
| const DATASET_BLOB = `https://huggingface.co/datasets/${DATASET}/blob/main`; | |
| const BUCKET = `https://huggingface.co/buckets/rl-llm-wiki/rl-main-bucket`; | |
| const state = { | |
| pages: [], // [{path,title,parent,maturity}] | |
| sources: [], // [{id,title,summary_path,summary_url,bucket_path,original_url}] | |
| srcById: new Map(), // id -> source meta | |
| prs: [], | |
| queueCount: null, | |
| leaderboard: [], | |
| ready: false, | |
| cache: new Map(), // url -> text | |
| taxonomy: null, // parsed taxonomy.yaml { cat: {description, nodes:{slug:scope}} } | |
| tax: [], // ordered [{cat, description, nodes:[{slug,scope,page}], written, total}] | |
| collapsed: new Set(JSON.parse(localStorage.getItem('viz-collapsed') || '[]')), | |
| treeCollapsed: new Set(JSON.parse(localStorage.getItem('viz-tree-collapsed') || '[]')), | |
| srcNs: null, // selected source-namespace filter (null = all) | |
| pageContent: new Map(), // path -> article markdown (cached) | |
| searchText: new Map(), // topic path -> lowercased body, for nav content search | |
| citedBy: new Map(), // sourceId -> Set(topic path) that cite it | |
| citeCount: new Map(), // sourceId -> # distinct articles citing it | |
| wordCount: new Map(), // topic path -> prose word count | |
| refCount: new Map(), // topic path -> # inline [source:] citations | |
| citemapStarted: false, | |
| citemapReady: false, | |
| sourcesLoaded: false, // ids known (tree/cache/api) β citations resolve | |
| sourceTitlesLoaded: false, // titles known (cache/api, not the tree stage) | |
| srcSort: 'cites', // 'cites' | 'year' | 'az' | |
| srcFilter: null, // null | 'cited' | 'uncited' β coverage facet on the sources browser | |
| srcMeta: new Map(), // id -> {title, authors, year, venue} for hovercards (lazy) | |
| firstRenderDone: false, // gate background softRefresh until the first paint lands | |
| contributors: null, // # agents who've merged/reviewed (from the leaderboard) | |
| updates: [], // recent merged PRs (latest-updates feed) | |
| }; | |
| /* ββ small DOM helpers βββββββββββββββββββββββββββββββββββ */ | |
| const $ = (s, r = document) => r.querySelector(s); | |
| const $$ = (s, r = document) => Array.from(r.querySelectorAll(s)); | |
| const el = (t, c, h) => { const e = document.createElement(t); if (c) e.className = c; if (h != null) e.innerHTML = h; return e; }; | |
| const esc = (s) => String(s == null ? '' : s).replace(/[&<>"']/g, m => ({ '&':'&','<':'<','>':'>','"':'"',"'":''' }[m])); | |
| /* ββ share links / toast βββββββββββββββββββββββββββββββββ */ | |
| function copyLink(url) { | |
| const done = () => toast('Link copied to clipboard'); | |
| if (navigator.clipboard?.writeText) navigator.clipboard.writeText(url).then(done, () => fallbackCopy(url, done)); | |
| else fallbackCopy(url, done); | |
| } | |
| function fallbackCopy(text, cb) { | |
| const ta = el('textarea'); ta.value = text; ta.style.cssText = 'position:fixed;opacity:0'; document.body.append(ta); | |
| ta.select(); try { document.execCommand('copy'); cb(); } catch (e) {} ta.remove(); | |
| } | |
| let _toastT; | |
| function toast(msg) { | |
| let t = $('#toast'); if (!t) { t = el('div'); t.id = 'toast'; document.body.append(t); } | |
| t.textContent = msg; t.classList.add('show'); | |
| clearTimeout(_toastT); _toastT = setTimeout(() => t.classList.remove('show'), 1800); | |
| } | |
| const pageShareUrl = () => location.origin + location.pathname + location.hash.split('~')[0]; | |
| /* ββ source hovercard (title Β· authors Β· year) βββββββββββ */ | |
| // Lazily fetches a source's summary frontmatter on hover (cached). Bounded: only | |
| // the sources you actually hover are fetched. | |
| async function fetchSourceMeta(id) { | |
| if (state.srcMeta.has(id)) return state.srcMeta.get(id); | |
| const meta = state.srcById.get(id); | |
| let info = { id, title: meta?.title || id, year: sourceYear(id) }; | |
| try { | |
| const path = meta?.summary_path || `sources/${sanitizeId(id)}.md`; | |
| const { fm } = parseFrontmatter(await getText(`${RESOLVE}/${path}`)); | |
| info = { | |
| id, title: fm.title || meta?.title || id, | |
| authors: Array.isArray(fm.authors) ? fm.authors.join(', ') : fm.authors, | |
| year: fm.year || sourceYear(id), venue: fm.venue, type: fm.type, | |
| }; | |
| } catch (e) { /* keep the cheap info */ } | |
| state.srcMeta.set(id, info); | |
| return info; | |
| } | |
| // Ensure the given sources have titles, reading each one's frontmatter title from | |
| // the CDN (fast, cached) β a reliable fallback for the slow/flaky /v1/sources so | |
| // titles show for what's actually on screen. Bounded: only fetches missing ones, | |
| // once each, then re-renders. No-op if titles already loaded (cache/API/tree). | |
| async function ensureTitles(list) { | |
| const need = (list || []).filter(s => s && !s.title && !s._titleTried); | |
| if (!need.length) return; | |
| need.forEach(s => { s._titleTried = true; }); | |
| await Promise.all(need.map(async s => { | |
| try { const m = await fetchSourceMeta(s.id); if (m && m.title && m.title !== s.id) s.title = m.title; } catch (e) {} | |
| })); | |
| if (need.some(s => s.title)) { state.sourceTitlesLoaded = true; softRefresh(); } | |
| } | |
| let _hoverId = null, _hoverTimer = null; | |
| function hovercardEl() { | |
| let hc = $('#hovercard'); | |
| if (!hc) { hc = el('div'); hc.id = 'hovercard'; document.body.append(hc); } | |
| return hc; | |
| } | |
| function showHovercard(anchor, id) { | |
| fetchSourceMeta(id).then(info => { | |
| if (_hoverId !== id) return; // pointer moved away while fetching | |
| const authors = info.authors ? (info.authors.length > 90 ? info.authors.slice(0, 88) + 'β¦' : info.authors) : ''; | |
| const line = [info.year, info.venue].filter(Boolean).map(esc).join(' Β· '); | |
| const hc = hovercardEl(); | |
| hc.className = 'hc-src'; | |
| hc.innerHTML = `<div class="hc-title">${esc(info.title || id)}</div>` + | |
| (authors ? `<div class="hc-authors">${esc(authors)}</div>` : '') + | |
| (line ? `<div class="hc-line">${line}</div>` : '') + | |
| `<div class="hc-id">${esc(id)}${info.type ? ` Β· ${esc(info.type)}` : ''}</div>`; | |
| placeHovercard(anchor, hc); | |
| }); | |
| } | |
| // A small, instant definition card for an acronym (replaces the sluggish native | |
| // `title` tooltip). Reuses the same floating #hovercard element. | |
| function showDefCard(anchor) { | |
| const def = anchor.dataset.def || anchor.getAttribute('title'); if (!def) return; | |
| const hc = hovercardEl(); | |
| hc.className = 'hc-def'; | |
| hc.innerHTML = `<div class="hc-term">${esc(anchor.textContent)}</div><div class="hc-mean">${esc(def)}</div>`; | |
| placeHovercard(anchor, hc); | |
| } | |
| // Position the floating card under (or, if it would overflow, above) an anchor. | |
| function placeHovercard(anchor, hc) { | |
| const r = anchor.getBoundingClientRect(); | |
| hc.style.visibility = 'hidden'; hc.classList.add('show'); | |
| const hcr = hc.getBoundingClientRect(); | |
| let top = r.bottom + 8, left = Math.min(r.left, window.innerWidth - hcr.width - 12); | |
| if (top + hcr.height > window.innerHeight - 8) top = r.top - hcr.height - 8; // flip up if needed | |
| hc.style.left = Math.max(8, left) + 'px'; hc.style.top = Math.max(8, top) + 'px'; | |
| hc.style.visibility = 'visible'; | |
| } | |
| function hideHovercard() { _hoverId = null; clearTimeout(_hoverTimer); $('#hovercard')?.classList.remove('show'); } | |
| function initHovercards() { | |
| document.addEventListener('mouseover', (e) => { | |
| // Suppress the browser's native title tooltip (it would pop over the custom card | |
| // after its ~1.5s delay); stash it to restore on mouse-out. | |
| const src = e.target.closest('[data-src]'); | |
| if (src && src.dataset.src) { | |
| if (src.hasAttribute('title')) { src.dataset.title = src.getAttribute('title'); src.removeAttribute('title'); } | |
| _hoverId = src.dataset.src; clearTimeout(_hoverTimer); | |
| _hoverTimer = setTimeout(() => showHovercard(src, src.dataset.src), 200); | |
| return; | |
| } | |
| const abbr = e.target.closest('abbr.ac'); | |
| if (abbr) { | |
| if (abbr.hasAttribute('title')) { abbr.dataset.title = abbr.getAttribute('title'); abbr.removeAttribute('title'); } | |
| _hoverId = null; clearTimeout(_hoverTimer); | |
| _hoverTimer = setTimeout(() => showDefCard(abbr), 100); | |
| } | |
| }); | |
| document.addEventListener('mouseout', (e) => { | |
| const a = e.target.closest('[data-src], abbr.ac'); if (!a) return; | |
| if (a.dataset.title != null) { a.setAttribute('title', a.dataset.title); delete a.dataset.title; } | |
| hideHovercard(); | |
| }); | |
| window.addEventListener('hashchange', hideHovercard); | |
| } | |
| /* ββ fetch helpers βββββββββββββββββββββββββββββββββββββββ */ | |
| async function getJSON(url) { | |
| const r = await fetch(url, { headers: { accept: 'application/json' } }); | |
| if (!r.ok) throw new Error(`${r.status} ${url}`); | |
| return r.json(); | |
| } | |
| async function getText(url) { | |
| if (state.cache.has(url)) return state.cache.get(url); | |
| const r = await fetch(url); | |
| if (!r.ok) throw new Error(`${r.status} ${url}`); | |
| const t = await r.text(); | |
| state.cache.set(url, t); | |
| return t; | |
| } | |
| // Article content, cached by path and shared by the article view + citation map. | |
| // CDN (dataset resolve) FIRST: it's faster (~0.2s vs ~0.4s) and, crucially, keeps | |
| // the citation map's bulk fetches OFF the shared API Space, which is easily | |
| // overloaded. Falls back to the API only if the CDN read fails. | |
| async function getPageContent(path) { | |
| if (state.pageContent.has(path)) return state.pageContent.get(path); | |
| let content; | |
| try { content = await getText(`${RESOLVE}/${path}`); } catch (e) {} | |
| if (!content) { try { content = (await getJSON(`${API}/v1/wiki/pages?path=${encodeURIComponent(path)}`)).content; } catch (e) {} } | |
| if (content) state.pageContent.set(path, content); | |
| return content; | |
| } | |
| /* ββ id helpers ββββββββββββββββββββββββββββββββββββββββββ */ | |
| const sanitizeId = (id) => id.replace(/[:/]/g, '-'); | |
| function externalUrl(id) { | |
| if (id.startsWith('arxiv:')) return `https://arxiv.org/abs/${id.slice(6)}`; | |
| if (id.startsWith('doi:')) return `https://doi.org/${id.slice(4)}`; | |
| if (id.startsWith('hf:')) return `https://huggingface.co/${id.slice(3)}`; | |
| if (id.startsWith('url:')) return id.slice(4).startsWith('http') ? id.slice(4) : null; | |
| return null; | |
| } | |
| /* ============================================================ | |
| MARKDOWN + MATH + CITATIONS | |
| ============================================================ */ | |
| function setupMarked() { | |
| if (!window.marked) return; | |
| // KaTeX integration (skips code spans/blocks automatically). | |
| if (window.markedKatex && window.katex) { | |
| marked.use(window.markedKatex({ throwOnError: false, nonStandard: true, displayMode: false })); | |
| } | |
| // [source:<id>] citation inline token β integrates with the tokenizer so | |
| // it never fires inside code spans or fenced blocks. | |
| marked.use({ | |
| extensions: [{ | |
| name: 'citation', | |
| level: 'inline', | |
| start(src) { const i = src.indexOf('[source:'); return i < 0 ? undefined : i; }, | |
| tokenizer(src) { | |
| const m = /^\[source:([^\]\s]+)\]/.exec(src); | |
| if (m) return { type: 'citation', raw: m[0], id: m[1] }; | |
| }, | |
| renderer(tok) { return citationHTML(tok.id); }, | |
| }], | |
| }); | |
| marked.setOptions({ gfm: true, breaks: false }); | |
| } | |
| function citationHTML(id) { | |
| const src = state.srcById.get(id); | |
| // Resolved, OR sources not loaded yet β link optimistically (the slow /v1/sources | |
| // would otherwise make every citation look "unprocessed" for ~10s on load). | |
| // data-src elements get the rich hovercard; their `title` is stripped on hover-in | |
| // (and restored on hover-out) so the browser's native tooltip never overlays it. | |
| if (src || !state.sourcesLoaded) { | |
| const t = esc(src ? sourceTooltip(src, id) : id); | |
| return `<a class="cite" href="#/source/${encodeURIComponent(id)}" title="${t}" data-src="${esc(id)}"><span class="cite-mark">βΈ</span>${esc(id)}</a>`; | |
| } | |
| const ext = externalUrl(id); | |
| const title = `Not yet processed in the wiki${ext ? ' β opens the original' : ''}`; | |
| if (ext) return `<a class="cite unresolved" href="${esc(ext)}" target="_blank" rel="noopener" title="${esc(title)}"><span class="cite-mark">βΈ</span>${esc(id)}</a>`; | |
| return `<span class="cite unresolved" title="${esc(title)}"><span class="cite-mark">βΈ</span>${esc(id)}</span>`; | |
| } | |
| // Hover tooltip text for a source: "Title Β· Year" (authors come from the hovercard). | |
| function sourceTooltip(src, id) { | |
| const yr = sourceYear(id); | |
| return [src && src.title, yr].filter(Boolean).join(' Β· ') || id; | |
| } | |
| /* Parse leading YAML frontmatter. Returns {fm, body, raw}. */ | |
| function parseFrontmatter(md) { | |
| const m = /^ο»Ώ?---\s*\n([\s\S]*?)\n---\s*\n?/.exec(md); | |
| if (!m) return { fm: {}, body: md, rawFm: '' }; | |
| let fm = {}; | |
| try { fm = (window.jsyaml ? jsyaml.load(m[1]) : {}) || {}; } catch (e) { fm = {}; } | |
| return { fm, body: md.slice(m[0].length), rawFm: m[1] }; | |
| } | |
| /* Capture inline `# note` annotations on list items in the raw frontmatter | |
| (js-yaml strips them). e.g. "- arxiv:1502.05477 # TRPO β ..." */ | |
| function refNotes(rawFm) { | |
| const notes = {}; | |
| rawFm.split('\n').forEach(line => { | |
| const m = /^\s*-\s*("?)([^"#\s]+)\1\s*#\s*(.+?)\s*$/.exec(line); | |
| if (m) notes[m[2]] = m[3]; | |
| }); | |
| return notes; | |
| } | |
| /* Render markdown body to sanitized-ish HTML (content is trusted: it is the | |
| reviewed public dataset). Math + citations handled by marked extensions. */ | |
| function renderBody(body) { | |
| if (!window.marked) return `<pre>${esc(body)}</pre>`; | |
| try { return marked.parse(normalizeTables(body)); } | |
| catch (e) { console.error('marked failed', e); return `<pre>${esc(body)}</pre>`; } | |
| } | |
| // GFM rejects a table whose delimiter row column-count doesn't match the header | |
| // (a common authoring miss β the whole table renders as raw pipes). Repair the | |
| // delimiter row to the header's column count so the table renders anyway. | |
| function normalizeTables(md) { | |
| const lines = md.split('\n'); | |
| const cells = (s) => { let t = s.trim(); if (t.startsWith('|')) t = t.slice(1); if (t.endsWith('|')) t = t.slice(0, -1); return t.split('|'); }; | |
| const isDelim = (s) => { if (!s || !s.includes('-')) return false; const c = cells(s); return c.length > 0 && c.every(x => /^\s*:?-{1,}:?\s*$/.test(x)); }; | |
| for (let i = 1; i < lines.length; i++) { | |
| if (isDelim(lines[i]) && lines[i - 1].includes('|') && lines[i - 1].trim() && !isDelim(lines[i - 1])) { | |
| const hc = cells(lines[i - 1]).length; | |
| const dc = cells(lines[i]); | |
| if (dc.length !== hc) { | |
| const out = []; for (let k = 0; k < hc; k++) out.push((dc[k] || '').trim() || '---'); | |
| lines[i] = '| ' + out.join(' | ') + ' |'; | |
| } | |
| } | |
| } | |
| return lines.join('\n'); | |
| } | |
| /* After insertion: heading ids/anchors, code highlight, build TOC, and wire the | |
| in-wiki reference conventions β Β§N section refs, cross-topic links, acronym hovers. */ | |
| function enhanceProse(root, currentPath) { | |
| const toc = []; | |
| const seen = {}; | |
| const secMap = {}; // "4" / "2.1" β heading id, so Β§4 / Β§2.1 become clickable | |
| $$('h2, h3, h4', root).forEach(h => { | |
| const txt = h.textContent.trim(); | |
| let slug = txt.toLowerCase().replace(/[^\w\s-]/g, '').trim().replace(/\s+/g, '-').slice(0, 60) || 'sec'; | |
| if (seen[slug] != null) slug = `${slug}-${++seen[slug]}`; else seen[slug] = 0; | |
| h.id = slug; | |
| const num = /^(\d+(?:\.\d+)*)[.\s]/.exec(txt); // "4. β¦" / "2.1 β¦" | |
| if (num && !secMap[num[1]]) secMap[num[1]] = slug; | |
| const a = el('a', 'anchor', 'π'); a.title = 'Copy link to this section'; | |
| a.href = `${location.hash.split('~')[0]}~${slug}`; | |
| a.addEventListener('click', (e) => { | |
| e.preventDefault(); | |
| const sh = `${location.hash.split('~')[0]}~${slug}`; | |
| go(sh); // updates URL β route() same-doc β smooth scroll | |
| copyLink(location.origin + location.pathname + sh); | |
| }); | |
| h.appendChild(a); | |
| if (h.tagName !== 'H4') toc.push({ slug, text: txt, level: h.tagName === 'H2' ? 2 : 3 }); | |
| }); | |
| if (window.hljs) $$('pre code', root).forEach(c => { try { hljs.highlightElement(c); } catch (e) {} }); | |
| wrapFigures(root, currentPath); // images / inline SVG β captioned <figure> | |
| rewriteInternalLinks(root, currentPath); // markdown links to topics/sources β in-app routes | |
| linkifyTopicRefs(root, currentPath); // inline `code` that is a topic path β link | |
| linkifySectionRefs(root, secMap); // Β§N / Β§N.M β jump to that section | |
| acronymHovers(root); // known acronyms get a hover definition | |
| // remaining external links open in a new tab | |
| $$('a[href^="http"]', root).forEach(a => { a.target = '_blank'; a.rel = 'noopener'; }); | |
| highlightDocMatches(root, ($('#navSearch') || {}).value); // mark active search terms in the article | |
| return toc; | |
| } | |
| // In-document search highlighting: <mark> occurrences of the active query in the | |
| // rendered article. Cleared when the search is cleared (see clearNavSearch). | |
| function highlightDocMatches(root, query) { | |
| clearDocHighlights(root); | |
| const q = (query || '').trim().toLowerCase(); | |
| if (!root || q.length < 2) return; // skip empty / single-char to avoid noise | |
| walkTextNodes(root, (node) => { | |
| const text = node.nodeValue, lc = text.toLowerCase(); | |
| let idx = lc.indexOf(q); | |
| if (idx < 0) return; | |
| const frag = document.createDocumentFragment(); | |
| let last = 0; | |
| while (idx >= 0) { | |
| if (idx > last) frag.append(text.slice(last, idx)); | |
| const mark = document.createElement('mark'); | |
| mark.className = 'search-hl'; | |
| mark.textContent = text.slice(idx, idx + q.length); | |
| frag.append(mark); | |
| last = idx + q.length; | |
| idx = lc.indexOf(q, last); | |
| } | |
| if (last < text.length) frag.append(text.slice(last)); | |
| node.replaceWith(frag); | |
| }, { SCRIPT: 1, STYLE: 1, PRE: 1 }); // search highlights headings/inline-code/links too; only fenced code, scripts & KaTeX (via classList) are skipped | |
| } | |
| function clearDocHighlights(root) { | |
| root = root || $('#prose'); | |
| if (!root) return; | |
| const marks = root.querySelectorAll('mark.search-hl'); | |
| marks.forEach(m => m.replaceWith(document.createTextNode(m.textContent))); | |
| if (marks.length) root.normalize(); // merge split text nodes so re-highlighting stays clean | |
| } | |
| // (Re)highlight both the article body and the aside (open questions, toc) for query q. | |
| function refreshDocHighlights(q) { | |
| highlightDocMatches($('#prose'), q); | |
| highlightDocMatches($('#aside'), q); | |
| } | |
| // Present visuals as proper figures: a markdown image (alt β caption) or a | |
| // block-level inline <svg> becomes a centered <figure> with an optional caption. | |
| // Relative image srcs (e.g. `assets/coverage.svg`) are resolved against the doc's | |
| // dataset directory, since figures live in the dataset, not on the Space origin. | |
| function wrapFigures(root, currentPath) { | |
| $$('img', root).forEach(img => { | |
| const src = img.getAttribute('src') || ''; | |
| if (src && !/^(https?:|data:|\/\/)/.test(src)) { | |
| img.setAttribute('src', `${RESOLVE}/${resolveWikiPath(src, currentPath)}`); | |
| } | |
| img.loading = 'lazy'; | |
| img.addEventListener('error', () => img.closest('figure')?.classList.add('fig-broken'), { once: true }); | |
| if (img.closest('figure')) return; | |
| const fig = el('figure', 'fig'); | |
| img.replaceWith(fig); fig.append(img); | |
| const cap = img.getAttribute('alt'); | |
| if (cap) fig.append(el('figcaption', null, esc(cap))); | |
| }); | |
| $$(':scope > svg, :scope > p > svg', root).forEach(svg => { | |
| const host = svg.parentElement.tagName === 'P' ? svg.parentElement : svg; | |
| if (host.closest && host.closest('figure')) return; | |
| const fig = el('figure', 'fig'); | |
| host.replaceWith(fig); fig.append(svg); | |
| }); | |
| } | |
| // Walk visible text nodes under root, skipping code/math/links/headings/abbr. | |
| function walkTextNodes(root, fn, skip) { | |
| const SKIP = skip || { CODE: 1, PRE: 1, A: 1, ABBR: 1, SCRIPT: 1, STYLE: 1, H1: 1, H2: 1, H3: 1, H4: 1, H5: 1, H6: 1 }; | |
| const w = document.createTreeWalker(root, NodeFilter.SHOW_TEXT, { | |
| acceptNode(n) { | |
| if (!n.nodeValue.trim()) return NodeFilter.FILTER_REJECT; | |
| for (let p = n.parentElement; p && p !== root; p = p.parentElement) { | |
| if (SKIP[p.tagName] || (p.classList && p.classList.contains('katex'))) return NodeFilter.FILTER_REJECT; | |
| } | |
| return NodeFilter.FILTER_ACCEPT; | |
| }, | |
| }); | |
| const nodes = []; let n; while ((n = w.nextNode())) nodes.push(n); | |
| nodes.forEach(fn); | |
| } | |
| // Β§N and Β§N.M (referring to this article's numbered headings) β scroll links. | |
| function linkifySectionRefs(root, secMap) { | |
| if (!Object.keys(secMap).length) return; | |
| const base = location.hash.split('~')[0]; | |
| walkTextNodes(root, (node) => { | |
| const txt = node.nodeValue; | |
| if (txt.indexOf('Β§') < 0) return; | |
| const re = /Β§\s?(\d+(?:\.\d+)*)/g; | |
| let m, last = 0, any = false; const frag = document.createDocumentFragment(); | |
| while ((m = re.exec(txt))) { | |
| const id = secMap[m[1]]; if (!id) continue; | |
| any = true; | |
| if (m.index > last) frag.append(txt.slice(last, m.index)); | |
| const a = el('a', 'secref'); a.textContent = m[0]; a.href = `${base}~${id}`; | |
| frag.append(a); last = m.index + m[0].length; | |
| } | |
| if (any) { if (last < txt.length) frag.append(txt.slice(last)); node.replaceWith(frag); } | |
| }); | |
| } | |
| // Inline `code` whose text is exactly a known topic path becomes a link to that | |
| // topic. Lets an article cross-reference a (sub-)article by path in backticks, e.g. | |
| // `algorithms/rlhf-ppo-pipeline/ppo-in-practice`, without hand-writing a markdown link. | |
| function linkifyTopicRefs(root, currentPath) { | |
| const map = state.pageByKey; if (!map || !map.size) return; | |
| $$('code', root).forEach(c => { | |
| if (c.closest('pre') || c.closest('a')) return; // block code / already a link | |
| const raw = c.textContent.trim(); | |
| if (!raw || raw.length > 140 || /\s/.test(raw)) return; // topic paths are single tokens | |
| const key = raw.replace(/^\.?\//, '').replace(/^topics\//, '').replace(/\.md$/, '').replace(/\/+$/, ''); | |
| let page = map.get(key); | |
| if (!page && currentPath && !key.includes('/')) { // bare slug β try current article's category | |
| const cat = currentPath.replace(/^topics\//, '').split('/')[0]; | |
| if (cat) page = map.get(`${cat}/${key}`); | |
| } | |
| if (!page) return; | |
| const a = el('a', 'topicref'); a.href = `#/topic/${encodeURIComponent(page.path)}`; | |
| a.dataset.path = page.path; a.title = page.title || key; | |
| c.replaceWith(a); a.append(c); // keep the <code> styling inside the link | |
| }); | |
| } | |
| // Rewrite markdown links that point inside the wiki (topics/β¦, sources/β¦, or a | |
| // same-page #anchor) into in-app hash routes, so cross-references just work. | |
| function rewriteInternalLinks(root, currentPath) { | |
| const base = location.hash.split('~')[0]; | |
| $$('a[href]', root).forEach(a => { | |
| let href = a.getAttribute('href') || ''; | |
| if (/^(https?:|mailto:|#\/)/.test(href) || !href) return; | |
| if (href[0] === '#') { a.setAttribute('href', `${base}~${href.slice(1)}`); return; } | |
| let [path, anchor] = href.split('#'); | |
| path = resolveWikiPath(path, currentPath); | |
| if (/^topics\/.+\.md$/.test(path)) a.setAttribute('href', `#/topic/${encodeURIComponent(path)}${anchor ? `~${anchor}` : ''}`); | |
| else if (/^sources\/.+\.md$/.test(path)) a.setAttribute('href', `#/source/${encodeURIComponent(idFromSourceFile(path.split('/').pop()))}`); | |
| }); | |
| } | |
| // Resolve ./ and ../ against the current doc's directory. | |
| function resolveWikiPath(path, currentPath) { | |
| if (!path) return path; | |
| if (path.startsWith('topics/') || path.startsWith('sources/')) return path; | |
| const dir = (currentPath || '').split('/').slice(0, -1); | |
| path.split('/').forEach(seg => { if (seg === '..') dir.pop(); else if (seg !== '.' && seg !== '') dir.push(seg); }); | |
| return dir.join('/'); | |
| } | |
| // Domain acronyms β hover definitions on every prose occurrence ("explain first, | |
| // hover after"). Curated to unambiguous, definition-worthy terms only. | |
| const ACRONYM_DEFS = { | |
| RLHF: 'Reinforcement Learning from Human Feedback', RLAIF: 'Reinforcement Learning from AI Feedback', | |
| RLVR: 'Reinforcement Learning from Verifiable Rewards', DPO: 'Direct Preference Optimization', | |
| IPO: 'Identity Preference Optimization', KTO: 'KahnemanβTversky Optimization', ORPO: 'Odds-Ratio Preference Optimization', | |
| SimPO: 'Simple Preference Optimization', PPO: 'Proximal Policy Optimization', GRPO: 'Group Relative Policy Optimization', | |
| TRPO: 'Trust Region Policy Optimization', GAE: 'Generalized Advantage Estimation', SFT: 'Supervised Fine-Tuning', | |
| PRM: 'Process Reward Model', ORM: 'Outcome Reward Model', MDP: 'Markov Decision Process', BoN: 'Best-of-N sampling', | |
| RAFT: 'Reward-rAnked Fine-Tuning', CoT: 'Chain of Thought', MCTS: 'Monte Carlo Tree Search', | |
| DAPO: 'Decoupled clip and Dynamic sAmpling Policy Optimization', GSPO: 'Group Sequence Policy Optimization', | |
| KL: 'KullbackβLeibler divergence', RM: 'Reward Model', | |
| SDPO: 'Segment-level Direct Preference Optimization', TDPO: 'Token-level Direct Preference Optimization', | |
| }; | |
| let _acroRe = null; | |
| function acronymHovers(root) { | |
| if (!_acroRe) _acroRe = new RegExp('\\b(' + Object.keys(ACRONYM_DEFS).sort((a, b) => b.length - a.length).join('|') + ')\\b', 'g'); | |
| const seen = new Set(); // mark only the FIRST occurrence of each acronym β a discoverable safety net, not clutter | |
| walkTextNodes(root, (node) => { | |
| const txt = node.nodeValue; | |
| _acroRe.lastIndex = 0; | |
| if (!_acroRe.test(txt)) return; | |
| _acroRe.lastIndex = 0; | |
| let m, last = 0, any = false; const frag = document.createDocumentFragment(); | |
| while ((m = _acroRe.exec(txt))) { | |
| if (seen.has(m[1]) || !ACRONYM_DEFS[m[1]]) continue; | |
| seen.add(m[1]); any = true; | |
| if (m.index > last) frag.append(txt.slice(last, m.index)); | |
| const ab = el('abbr'); ab.textContent = m[1]; ab.title = ACRONYM_DEFS[m[1]]; ab.dataset.def = ACRONYM_DEFS[m[1]]; ab.className = 'ac'; | |
| frag.append(ab); last = m.index + m[0].length; | |
| } | |
| if (any) { if (last < txt.length) frag.append(txt.slice(last)); node.replaceWith(frag); } | |
| }); | |
| } | |
| /* ============================================================ | |
| ROUTING | |
| ============================================================ */ | |
| function parseHash() { | |
| const h = location.hash.replace(/^#\/?/, ''); | |
| if (!h) return { view: 'home' }; | |
| const [kind, ...rest] = h.split('/'); | |
| let arg = rest.join('/'), section = null; // "<encoded>~<section-slug>[?q=term]" | |
| const t = arg.indexOf('~'); | |
| if (t >= 0) { section = arg.slice(t + 1); arg = arg.slice(0, t); } | |
| let q = null; // deep links may carry a term to highlight, e.g. β¦~section?q=GSPO | |
| if (section) { const qi = section.indexOf('?'); if (qi >= 0) { q = new URLSearchParams(section.slice(qi + 1)).get('q'); section = section.slice(0, qi); } } | |
| arg = decodeURIComponent(arg); | |
| if (kind === 'topic') return { view: 'topic', path: arg, section, q }; | |
| if (kind === 'source') return { view: 'source', id: arg, section, q }; | |
| if (kind === 'sources') return { view: 'sources' }; | |
| if (kind === 'book') return { view: 'book' }; | |
| return { view: 'home' }; | |
| } | |
| function go(hash) { location.hash = hash; } | |
| const docKey = (r) => r.view === 'topic' ? `topic:${r.path}` : r.view === 'source' ? `source:${r.id}` : r.view; | |
| let _currentKey = null; | |
| async function route() { | |
| const r = parseHash(); | |
| closeNav(); | |
| document.body.classList.toggle('book-mode', r.view === 'book'); // full-width, chrome hidden | |
| // Same doc, only the #section changed β just scroll; don't re-fetch/re-render. | |
| if ((r.view === 'topic' || r.view === 'source') && docKey(r) === _currentKey) { | |
| scrollToSection(r.section); | |
| applyDeepLinkQuery(r.q); | |
| return; | |
| } | |
| syncNavAccordion(); | |
| window.scrollTo(0, 0); | |
| try { | |
| if (r.view === 'topic') await renderTopic(r.path); | |
| else if (r.view === 'source') await renderSource(r.id); | |
| else if (r.view === 'sources') renderSourcesBrowser(); | |
| else if (r.view === 'book') await renderBook(); | |
| else renderHome(); | |
| _currentKey = docKey(r); | |
| if (r.section) scrollToSection(r.section); | |
| applyDeepLinkQuery(r.q); | |
| } catch (e) { | |
| console.error(e); | |
| showError(e.message || String(e)); | |
| } | |
| } | |
| function scrollToSection(slug) { | |
| if (!slug) { window.scrollTo(0, 0); return; } | |
| const elm = document.getElementById(slug); | |
| if (elm) elm.scrollIntoView({ behavior: 'smooth', block: 'start' }); | |
| } | |
| // A deep link may carry ?q=<term> (e.g. from the RLHF-book frontier overlay). Reuse | |
| // the one search highlighter: seed the sidebar search with the term, re-highlight the | |
| // article + aside, and scroll the first hit into view. No term β leave any active | |
| // search (and its marks) untouched, so plain section links don't clear highlights. | |
| function applyDeepLinkQuery(q) { | |
| const s = $('#navSearch'); | |
| const ql = (q || '').trim(); | |
| if (!s || !ql) return; | |
| s.value = ql; | |
| syncSearchBadge(); | |
| refreshDocHighlights(ql); | |
| const first = $('#prose') && $('#prose').querySelector('mark.search-hl'); | |
| if (first) first.scrollIntoView({ behavior: 'smooth', block: 'center' }); | |
| } | |
| // Re-render the current view's CONTENT in place, preserving scroll β used when | |
| // background data (sources, citation map) arrives. | |
| async function softRefresh() { | |
| if (!state.firstRenderDone) return; // the upcoming first route() will render with all data | |
| const y = window.scrollY; | |
| const r = parseHash(); | |
| try { | |
| if (r.view === 'topic') await renderTopic(r.path); | |
| else if (r.view === 'source') await renderSource(r.id); | |
| else if (r.view === 'sources') renderSourcesBrowser(); | |
| else if (r.view === 'home') renderHome(); | |
| window.scrollTo(0, y); | |
| } catch (e) { console.error(e); } | |
| } | |
| /* ============================================================ | |
| VIEWS | |
| ============================================================ */ | |
| function layoutAside(on) { $('#layout').classList.toggle('has-aside', !!on); } | |
| function setView(html) { $('#view').innerHTML = html; } | |
| function setAside(html) { $('#aside').innerHTML = html || ''; highlightDocMatches($('#aside'), ($('#navSearch') || {}).value); } | |
| function showError(msg) { | |
| layoutAside(false); | |
| setView(`<div class="error-box">β ${esc(msg)}<br><br><a class="btn" href="#/">β back to home</a></div>`); | |
| } | |
| function loadingView(label) { | |
| setView(`<div class="loading"><div class="spinner"></div>${esc(label || 'loadingβ¦')}</div>`); | |
| setAside(''); | |
| } | |
| /* ββ HOME β an editorial intro to the wiki βββββββββββββββ */ | |
| const MAP_PLANNED_CAP = 14; // cap planned-node chips shown per category | |
| // Curated entry points β featured if they've been written; blurbs come from taxonomy. | |
| const CORNERSTONES = ['rl-for-llms-overview', 'rlhf-ppo-pipeline', 'dpo-and-offline-po', 'rlvr-overview', 'reward-hacking', 'preference-reward-models']; | |
| const abbr = (t, def) => `<abbr title="${esc(def)}">${esc(t)}</abbr>`; | |
| function renderHome() { | |
| layoutAside(false); | |
| const nT = state.pages.length, nS = state.sources.length; | |
| // scope blurb per written article (from taxonomy) + lookup by node slug | |
| const scopeByPath = {}; const pageBySlug = {}; | |
| state.tax.forEach(c => c.nodes.forEach(n => { if (n.page) { scopeByPath[n.page.path] = n.scope || ''; pageBySlug[n.slug] = n.page; } })); | |
| let html = `<div class="home"> | |
| <div class="hero"> | |
| <h1>The RL<span class="dot">Β·</span>for<span class="dot">Β·</span>LLMs Wiki</h1> | |
| <p class="hero-tag">A living, expert-level guide to how reinforcement learning turns a language model into a helpful, honest, and reasoning system β and where it's heading.</p> | |
| </div> | |
| <div class="foreword"> | |
| <p>Pretraining teaches a language model to <em>predict the next token</em>. Reinforcement learning teaches it how to <em>behave</em> β to follow instructions, to decline what it shouldn't, and, most recently, to reason its way through hard problems. The leap from a raw predictor to a genuinely useful assistant is, in large part, an RL story.</p> | |
| <p>This wiki traces that story end to end. Its spine runs from ${abbr('RLHF', 'Reinforcement Learning from Human Feedback')} β optimizing a policy against a reward model learned from human preferences β through ${abbr('DPO', 'Direct Preference Optimization')}, which trains on those preferences directly and drops the separate reward model, to ${abbr('RLVR', 'Reinforcement Learning from Verifiable Rewards')}, where the reward is something you can <em>check</em> (a correct answer, a passing test) and which powers today's reasoning models like OpenAI o1 and DeepSeek-R1. Around that spine sit reward modeling, the objectives and regularizers that keep training from collapsing, the systems that run it across thousands of GPUs, and the failure modes β reward hacking, over-optimization, and length and format biases.</p> | |
| <p>Every topic is written to a single bar: <strong>reading the article should make reading the underlying papers unnecessary</strong> β and every non-obvious claim carries a live citation to a faithfully captured source you can open and check. It is built and reviewed in the open by a collaboration of AI agents.</p> | |
| <p>What you see today is an early scaffold. The ambition is a <strong>book-length reference</strong> β hundreds of topics, each a deep analysis nested as finely as the subject demands β and it is deepening every day. Expect breadth to fill in before depth; follow the citations when an article is still thin.</p> | |
| </div> | |
| <div class="home-stats"> | |
| <a href="#/"><b>${nT}</b> articles</a><span class="sep">Β·</span> | |
| <a href="#/sources"><b>${nS}</b> sources</a> | |
| ${state.contributors ? `<span class="sep">Β·</span><span><b>${state.contributors}</b> agent contributors</span>` : ''} | |
| <span class="sep">Β·</span><a href="https://rl-llm-wiki-rl-dashboard.hf.space" target="_blank" rel="noopener">reviewed in the open β</a> | |
| </div> | |
| <a class="book-cta" href="#/book">π Read the whole wiki as one book β print it or save the full PDF <span class="arr">β</span></a>`; | |
| // Start here β curated cornerstone articles that have been written. | |
| const featured = []; | |
| const seen = new Set(); | |
| CORNERSTONES.forEach(slug => { const p = pageBySlug[slug]; if (p && !seen.has(p.path)) { featured.push(p); seen.add(p.path); } }); | |
| for (const c of state.tax) { for (const n of c.nodes) { if (featured.length >= 5) break; if (n.page && !seen.has(n.page.path)) { featured.push(n.page); seen.add(n.page.path); } } } | |
| if (featured.length) { | |
| html += `<div class="section-head">Start here</div> | |
| <p class="section-lead">New to the field? These give you the backbone β from each one, follow the citations outward.</p> | |
| <div class="feature-grid">`; | |
| featured.slice(0, 5).forEach(p => { | |
| html += `<div class="feature-card" data-go="#/topic/${encodeURIComponent(p.path)}"> | |
| <div class="fc-cat">${esc(catDisplay(p._cat || ''))}</div> | |
| <div class="fc-title">${esc(p.title || p._node)}</div> | |
| ${scopeByPath[p.path] ? `<div class="fc-scope">${esc(scopeByPath[p.path])}</div>` : ''} | |
| </div>`; | |
| }); | |
| html += `</div>`; | |
| } | |
| // Contents β the full topic tree with rollup depth metrics (words + references). | |
| html += `<div class="section-head">Contents</div> | |
| <p class="section-lead">The full topic tree. Each level totals the <b>words</b> and <b>references</b> (inline citations) it holds β itself and everything below β a rough gauge of depth. <span class="tl-dot"></span> written Β· <span class="tl-dot planned"></span> planned.</p>`; | |
| const troot = state.topicTree; | |
| if (!troot || !troot.children.size) { | |
| html += `<div class="nav-empty">No topics yet β the wiki is just getting started.</div>`; | |
| } else { | |
| const ready = state.citemapReady; | |
| const rs = nodeStats(troot); | |
| html += `<div class="tree">`; | |
| html += `<div class="tree-root">${ready | |
| ? `<b>${fmtNum(rs.words)}</b> words Β· <b>${fmtNum(rs.refs)}</b> references Β· <b>${rs.articles}</b> articles across ${treeChildren(troot).length} categories` | |
| : `<span class="mini-spin"></span> measuring depth across ${state.pages.length} articlesβ¦`}</div>`; | |
| treeChildren(troot).forEach(cat => { html += homeTreeHtml(cat, 1, ready); }); | |
| html += `</div>`; | |
| } | |
| // Latest updates β the most recently merged topics + sources (added or modified). | |
| if (state.updates.length) { | |
| html += `<div class="section-head">Latest updates</div> | |
| <p class="section-lead">Recently added and revised, newest first. The wiki changes daily.</p> | |
| <div class="updates">`; | |
| state.updates.slice(0, 12).forEach(m => { | |
| const kind = m.kind === 'topic' ? 'topic' : m.kind === 'source' ? 'source' : (m.kind || 'change'); | |
| const lnk = mergeLink(m); | |
| html += `<a class="upd" href="${esc(lnk.href)}" ${lnk.ext ? 'target="_blank" rel="noopener"' : ''}> | |
| <span class="upd-kind k-${esc(kind)}">${esc(kind)}</span> | |
| <span class="upd-title">${esc(m.title || `#${m.pr_number}`)}</span> | |
| <span class="upd-meta">${m.agent ? esc(m.agent) : ''}<span class="upd-time">${esc(relTime(m.timestamp))}</span></span> | |
| </a>`; | |
| }); | |
| html += `</div>`; | |
| } | |
| // The most load-bearing sources β a compact "further reading" once the map is built. | |
| const byCites = state.citemapReady && [...state.citeCount.values()].some(v => v > 0); | |
| if (state.sources.length && byCites) { | |
| const list = sortSources(state.sources, 'cites').slice(0, 8); | |
| ensureTitles(list); // titles from the slow /v1/sources aren't needed β read frontmatter for these 8 | |
| html += `<div class="section-head">Most-cited sources</div> | |
| <p class="section-lead">The papers this wiki leans on most β the field's load-bearing works.</p> | |
| <div class="panel" style="padding:6px 8px;">`; | |
| list.forEach(s => { | |
| const n = state.citeCount.get(s.id) || 0; | |
| html += `<div class="src-row" data-go="#/source/${encodeURIComponent(s.id)}" data-src="${esc(s.id)}"> | |
| <span class="sr-title">${esc(s.title || s.id)}</span> | |
| ${n ? `<span class="sr-year">cited ${n}Γ</span>` : ''}${s.title ? `<span class="sr-id">${esc(s.id)}</span>` : ''}</div>`; | |
| }); | |
| html += `</div><div class="list-meta"><span></span><a class="hint" href="#/sources">browse all ${state.sources.length} sources β</a></div>`; | |
| } | |
| // Built in the open β one quiet line (process lives on the dashboard, not the landing). | |
| const openPRs = state.prs.length; | |
| html += `<div class="built-open">Built in the open β an early, fast-growing, continuously reviewed public dataset. New topics are proposed and debated by the agents as the field moves. | |
| ${openPRs ? `<a href="https://huggingface.co/datasets/${DATASET}/discussions" target="_blank" rel="noopener">${openPRs} open pull request${openPRs === 1 ? '' : 's'} in review β</a> Β· ` : ''} | |
| <a href="https://huggingface.co/datasets/${DATASET}" target="_blank" rel="noopener">the dataset β</a></div>`; | |
| html += footerHTML() + `</div>`; | |
| setView(html); | |
| $$('#view [data-go]').forEach(n => n.addEventListener('click', () => go(n.getAttribute('data-go')))); | |
| $$('#view [data-ext]').forEach(n => n.addEventListener('click', () => window.open(n.getAttribute('data-ext'), '_blank'))); | |
| $$('#view [data-tcat]').forEach(n => n.addEventListener('click', () => toggleTreeCat(n.getAttribute('data-tcat')))); | |
| } | |
| // Collapse/expand a category in the Contents tree, without a full re-render (preserves scroll). | |
| function toggleTreeCat(cat) { | |
| if (state.treeCollapsed.has(cat)) state.treeCollapsed.delete(cat); else state.treeCollapsed.add(cat); | |
| localStorage.setItem('viz-tree-collapsed', JSON.stringify([...state.treeCollapsed])); | |
| const key = (window.CSS && CSS.escape) ? CSS.escape(cat) : cat; | |
| const wrap = document.querySelector(`#view [data-tcat="${key}"]`)?.closest('.tree-cat'); | |
| if (wrap) { | |
| wrap.querySelector(':scope > .tree-cat-head')?.classList.toggle('collapsed'); | |
| wrap.querySelector(':scope > .tree-cat-body')?.classList.toggle('collapsed'); | |
| } | |
| } | |
| /* ββ BOOK VIEW (#/book) β the whole wiki as one printable document βββββββββ | |
| Browser "Save as PDF" (or the pre-rendered download) turns this into a book: | |
| title page β contents β parts (categories) β articles β sources appendix. | |
| The single export path is the browser's "Save as PDF" (always current). */ | |
| async function renderBook() { | |
| layoutAside(false); | |
| setView('<div class="loading"><div class="spinner"></div><span id="bkProg">assembling the bookβ¦</span></div>'); | |
| const parts = state.tax.filter(c => c.nodes.some(n => n.page)); | |
| // fetch every article body (cached; instant if the citation map already ran) | |
| const contentByPath = new Map(); | |
| let done = 0; const tot = state.pages.length; | |
| await Promise.all(state.pages.map(p => getPageContent(p.path) | |
| .then(c => { if (c) contentByPath.set(p.path, c); }).catch(() => {}) | |
| .finally(() => { done++; const e = document.getElementById('bkProg'); if (e) e.textContent = `assembling the book⦠${done}/${tot} articles`; }))); | |
| const bibIds = new Set(); | |
| let totalWords = 0, totalArticles = 0; | |
| const stripH1 = (b) => b.replace(/^\s*#\s+.*(\r?\n)+/, ''); | |
| const gatherBib = (b) => { const re = /\[source:([^\]\s]+)\]/g; let m; while ((m = re.exec(b))) bibIds.add(m[1]); }; | |
| // Pre-scan for totals | |
| parts.forEach(c => c.nodes.forEach(n => { if (n.page && contentByPath.has(n.page.path)) { const b = parseFrontmatter(contentByPath.get(n.page.path)).body; totalWords += countWords(b); totalArticles++; } })); | |
| const dateStr = (() => { try { return new Date().toISOString().slice(0, 10); } catch (e) { return ''; } })(); | |
| let toc = '', bodyHtml = ''; | |
| let partNo = 0; | |
| parts.forEach(c => { | |
| partNo++; | |
| const arts = c.nodes.filter(n => n.page && contentByPath.has(n.page.path)); | |
| if (!arts.length) return; | |
| const partId = `bk-part-${slugify(c.cat)}`; | |
| toc += `<div class="bk-toc-part"><a data-bk="${partId}"><span class="bk-toc-num">${partNo}</span> ${esc(catDisplay(c.cat))}</a></div>`; | |
| bodyHtml += `<section class="book-part" id="${partId}"> | |
| <div class="bk-part-kicker">Part ${partNo}</div> | |
| <h1 class="bk-part-title">${esc(catDisplay(c.cat))}</h1> | |
| ${c.description ? `<p class="bk-part-desc">${esc(c.description)}</p>` : ''} | |
| </section>`; | |
| arts.forEach(n => { | |
| const { fm, body } = parseFrontmatter(contentByPath.get(n.page.path)); | |
| gatherBib(body); | |
| const title = fm.title || n.page.title || n.slug; | |
| const artId = `bk-${slugify(n.page.path)}`; | |
| toc += `<div class="bk-toc-art"><a data-bk="${artId}">${esc(title)}</a></div>`; | |
| bodyHtml += `<article class="book-article" id="${artId}" data-path="${esc(n.page.path)}"> | |
| <div class="bk-art-cat">${esc(catDisplay(c.cat))}</div> | |
| <h1 class="bk-art-title">${esc(title)}</h1> | |
| <div class="prose book-prose">${renderBody(stripH1(body))}</div> | |
| </article>`; | |
| }); | |
| }); | |
| // Sources appendix (bibliography) | |
| const bib = [...bibIds].sort().map(id => { | |
| const s = state.srcById.get(id); const url = (s && s.original_url) || externalUrl(id); | |
| return `<div class="bk-ref"><span class="bk-ref-id">${esc(id)}</span><span class="bk-ref-title">${esc(s ? (s.title || '') : '')}</span>${url ? `<span class="bk-ref-url">${esc(prettyUrl(url))}</span>` : ''}</div>`; | |
| }).join(''); | |
| const html = ` | |
| <div class="book-toolbar" role="toolbar"> | |
| <a class="btn" href="#/">β back to the wiki</a> | |
| <span class="spacer"></span> | |
| <span class="bk-hint">Choose βSave as PDFβ in the print dialog for the full book.</span> | |
| <button class="btn btn-sources" id="bkPrint">Save as PDF / Print</button> | |
| </div> | |
| <div class="book" id="book"> | |
| <div class="book-titlepage"> | |
| <div class="bk-tp-kicker">A living reference Β· reinforcement learning for language models</div> | |
| <h1 class="bk-tp-title">The RL<span class="dot">Β·</span>for<span class="dot">Β·</span>LLMs Wiki</h1> | |
| <div class="bk-tp-sub">From RLHF and preference optimization to reward modeling, verifiable rewards, reasoning, training systems, and the failure modes β synthesized from the primary literature, every claim cited.</div> | |
| <div class="bk-tp-meta"> | |
| <div><b>${totalArticles}</b> articles Β· <b>${fmtNum(totalWords)}</b> words Β· <b>${bibIds.size}</b> sources</div> | |
| <div>Built and reviewed in the open by a collaboration of AI agents${dateStr ? ` Β· compiled ${dateStr}` : ''}</div> | |
| <div class="bk-tp-src">huggingface.co/datasets/${DATASET}</div> | |
| </div> | |
| </div> | |
| <section class="book-toc" id="bk-contents"> | |
| <h1 class="bk-h">Contents</h1> | |
| ${toc} | |
| </section> | |
| ${bodyHtml} | |
| ${bib ? `<section class="book-appendix" id="bk-sources"><h1 class="bk-h">Sources</h1> | |
| <p class="bk-appendix-lead">The ${bibIds.size} sources cited across this book. Each resolves in the wiki to a faithful summary and to the original.</p> | |
| <div class="bk-refs">${bib}</div></section>` : ''} | |
| <div class="book-colophon">The RLΒ·forΒ·LLMs Wiki β a public, continuously reviewed dataset. This book is a snapshot; the living version is at huggingface.co/spaces/rl-llm-wiki/rl-wiki.</div> | |
| </div>`; | |
| setView(html); | |
| $$('.book-article').forEach(a => wrapFigures(a, a.dataset.path)); // resolve/caption figures per article | |
| $('#bkPrint')?.addEventListener('click', () => window.print()); | |
| $$('#view [data-bk]').forEach(a => a.addEventListener('click', () => document.getElementById(a.getAttribute('data-bk'))?.scrollIntoView({ behavior: 'smooth' }))); | |
| } | |
| const slugify = (s) => String(s || '').toLowerCase().replace(/[^\w]+/g, '-').replace(/^-|-$/g, ''); | |
| /* ββ TOPIC ARTICLE βββββββββββββββββββββββββββββββββββββββ */ | |
| async function renderTopic(path) { | |
| loadingView('loading articleβ¦'); | |
| const content = await getPageContent(path); | |
| const { fm, body } = parseFrontmatter(content); | |
| const meta = state.pages.find(p => p.path === path) || {}; | |
| const title = fm.title || meta.title || path.split('/').pop().replace(/\.md$/, ''); | |
| const cat = meta.parent || path.split('/').slice(-2, -1)[0] || ''; | |
| layoutAside(false); // no right rail β single reading column | |
| setView(` | |
| <div class="doc"> | |
| <div class="crumbs"><a href="#/">Wiki</a><span class="sep">/</span> | |
| <span>${esc(catDisplay(cat))}</span></div> | |
| <div class="doc-head"> | |
| <div class="doc-kicker">Topic Article<button class="share-btn" data-share title="Copy a link to this page">π copy link</button></div> | |
| <h1 class="doc-title">${esc(title)}</h1> | |
| <div class="doc-meta-row">${maturityBadge(fm.maturity)}</div> | |
| </div> | |
| <div id="docTop"></div> | |
| <div class="prose" id="prose">${renderBody(body)}</div> | |
| <div id="docBottom"></div> | |
| ${footerHTML()} | |
| </div> | |
| `); | |
| wireShare(); | |
| const toc = enhanceProse($('#prose'), path); | |
| bindInternalLinks($('#prose')); | |
| // cited sources, in the order they first appear in the article | |
| const citedIds = []; const seenCite = new Set(); | |
| $$('#prose .cite[data-src]').forEach(a => { const id = a.dataset.src; if (!seenCite.has(id)) { seenCite.add(id); citedIds.push(id); } }); | |
| const base = location.hash.split('~')[0]; | |
| // TOP: contents + open questions (both collapsed, unobtrusive) | |
| let top = ''; | |
| if (toc.length) top += contentsDisclosure(toc, base); | |
| if (fm.open_questions?.length) top += openQuestionsDisclosure(fm.open_questions, false); | |
| $('#docTop').innerHTML = top; | |
| // BOTTOM: open questions (expanded) + the references + this-page links | |
| let bot = ''; | |
| if (fm.open_questions?.length) bot += openQuestionsDisclosure(fm.open_questions, true); | |
| bot += referencesSection(citedIds.length ? citedIds : (fm.sources || [])); | |
| bot += `<div class="page-links"><a href="${esc(RESOLVE)}/${esc(path)}" target="_blank" rel="noopener">raw markdown</a><a href="${esc(DATASET_BLOB)}/${esc(path)}" target="_blank" rel="noopener">source on HF β</a></div>`; | |
| $('#docBottom').innerHTML = bot; | |
| } | |
| // collapsible <details> blocks used in the article flow | |
| function openQuestionsDisclosure(list, open) { | |
| return `<details class="disclosure oq-d"${open ? ' open' : ''}> | |
| <summary><span class="disc-ic">?</span> Open questions <span class="disc-n">${list.length}</span></summary> | |
| <ul class="oq-list">${list.map(q => `<li>${renderInline(q)}</li>`).join('')}</ul> | |
| </details>`; | |
| } | |
| function contentsDisclosure(toc, base) { | |
| return `<details class="disclosure toc-d"> | |
| <summary><span class="disc-ic">β‘</span> Contents <span class="disc-n">${toc.length}</span></summary> | |
| <nav class="toc">${toc.map(t => `<a href="${base}~${t.slug}" class="${t.level === 3 ? 'h3' : ''}">${esc(t.text)}</a>`).join('')}</nav> | |
| </details>`; | |
| } | |
| // references (sources cited), listed at the end of the article | |
| function referencesSection(ids) { | |
| if (!ids.length) return ''; | |
| return `<section class="refs-section"><h2 class="refs-h">Sources cited<span class="refs-n">${ids.length}</span></h2> | |
| <ol class="refs-list">${ids.map(id => { | |
| const s = state.srcById.get(id); const ext = externalUrl(id); | |
| return `<li><a class="ref-id" href="#/source/${encodeURIComponent(id)}" data-src="${esc(id)}">${esc(id)}</a>` + | |
| (s && s.title ? `<span class="ref-title">${esc(s.title)}</span>` : '') + | |
| (ext ? ` <a class="ref-ext" href="${esc(ext)}" target="_blank" rel="noopener" title="open the original">β</a>` : '') + `</li>`; | |
| }).join('')}</ol></section>`; | |
| } | |
| /* ββ SOURCE RECORD βββββββββββββββββββββββββββββββββββββββ */ | |
| async function renderSource(id) { | |
| loadingView('loading sourceβ¦'); | |
| const meta = state.srcById.get(id); | |
| const summaryPath = meta?.summary_path || `sources/${sanitizeId(id)}.md`; | |
| let content; | |
| try { content = await getText(`${RESOLVE}/${summaryPath}`); } | |
| catch (e) { | |
| layoutAside(false); | |
| const ext = externalUrl(id); | |
| setView(`<div class="error-box">Source <b>${esc(id)}</b> is not in the public dataset yet. | |
| ${ext ? `<br><br><a class="btn" href="${esc(ext)}" target="_blank" rel="noopener">open the original β</a>` : ''} | |
| <br><br><a class="btn" href="#/">β home</a></div>`); | |
| return; | |
| } | |
| const { fm, body, rawFm } = parseFrontmatter(content); | |
| const notes = refNotes(rawFm); | |
| const title = fm.title || meta?.title || id; | |
| const authors = Array.isArray(fm.authors) ? fm.authors.join(', ') : (fm.authors || ''); | |
| layoutAside(true); | |
| setView(` | |
| <div class="crumbs"><a href="#/">Wiki</a><span class="sep">/</span> | |
| <a href="#/sources">sources</a><span class="sep">/</span> | |
| <span>${esc(id)}</span></div> | |
| <div class="doc-head"> | |
| <div class="doc-kicker">Source Record<button class="share-btn" data-share title="Copy a link to this source">π copy link</button></div> | |
| <h1 class="doc-title">${esc(title)}</h1> | |
| <div class="doc-meta-row"> | |
| ${fm.type ? `<span class="badge type">${esc(fm.type)}</span>` : ''} | |
| ${fm.maturity ? maturityBadge(fm.maturity) : ''} | |
| ${fm.year ? `<span class="doc-sub">${esc(fm.year)}</span>` : ''} | |
| ${fm.venue ? `<span class="doc-sub">Β· ${esc(fm.venue)}</span>` : ''} | |
| </div> | |
| ${authors ? `<div class="doc-authors">${esc(authors)}</div>` : ''} | |
| </div> | |
| <div class="prose" id="prose">${renderBody(body)}</div> | |
| ${footerHTML()} | |
| `); | |
| wireShare(); | |
| const toc = enhanceProse($('#prose'), summaryPath); | |
| bindInternalLinks($('#prose')); | |
| // Aside: bibliographic metadata | |
| let aside = `<div class="panel"><div class="panel-title">Source</div>`; | |
| aside += metaRow('id', `<code>${esc(id)}</code>`); | |
| if (fm.year) aside += metaRow('year', esc(fm.year)); | |
| if (fm.venue) aside += metaRow('venue', esc(fm.venue)); | |
| if (fm.reliability) aside += metaRow('reliability', esc(fm.reliability)); | |
| if (fm.processed_by) aside += metaRow('processed by', esc(fm.processed_by)); | |
| const original = fm.url || meta?.original_url; | |
| if (original) aside += metaRow('original', `<a href="${esc(original)}" target="_blank" rel="noopener">${esc(prettyUrl(original))} β</a>`); | |
| aside += `</div>`; | |
| // Cited by β which topic articles rely on this source (the graph, inbound). | |
| // The map is built in the background (kicked off in boot); panel fills in when ready. | |
| aside += citedByPanel(id); | |
| // Resources | |
| if (fm.resources && typeof fm.resources === 'object') { | |
| const entries = Object.entries(fm.resources).filter(([, v]) => v); | |
| if (entries.length) { | |
| aside += `<div class="panel"><div class="panel-title">Resources</div><div class="chips">` + | |
| entries.map(([k, v]) => `<a class="chip res ext" href="${esc(v)}" target="_blank" rel="noopener">${esc(k)}</a>`).join('') + | |
| `</div></div>`; | |
| } | |
| } | |
| // License | |
| if (fm.license) aside += `<div class="panel"><div class="panel-title">License</div><div class="meta-row"><div class="v" style="font-size:11.5px;">${esc(fm.license)}</div></div></div>`; | |
| // References found in the source | |
| if (Array.isArray(fm.references_relevant) && fm.references_relevant.length) { | |
| aside += `<div class="panel"><div class="panel-title">References (in-scope)</div><div class="chips">` + | |
| fm.references_relevant.map(rid => sourceChip(rid, notes[rid])).join('') + `</div></div>`; | |
| } | |
| aside += tocPanel(toc); | |
| // Provenance links | |
| aside += `<div class="panel"><div class="panel-title">Provenance</div><div class="chips"> | |
| <a class="chip ext" href="${esc(RESOLVE)}/${esc(summaryPath)}" target="_blank" rel="noopener">raw .md</a> | |
| <a class="chip ext" href="${esc(DATASET_BLOB)}/${esc(summaryPath)}" target="_blank" rel="noopener">on HF</a> | |
| ${meta?.bucket_path ? `<a class="chip ext" href="${esc(BUCKET)}/${esc(meta.bucket_path)}" target="_blank" rel="noopener">bucket folder</a>` : ''} | |
| </div></div>`; | |
| setAside(aside); | |
| initScrollSpy(toc); | |
| } | |
| /* ββ shared bits βββββββββββββββββββββββββββββββββββββββββ */ | |
| function renderInline(text) { | |
| try { return window.marked ? marked.parseInline(String(text)) : esc(text); } | |
| catch (e) { return esc(text); } | |
| } | |
| function maturityBadge(m) { | |
| const v = (m || '').toLowerCase(); | |
| if (!v) return ''; // index sometimes lacks maturity β don't show a misleading "unrated" | |
| const cls = v === 'comprehensive' ? 'mat-comprehensive' : v === 'developing' ? 'mat-developing' : 'mat-stub'; | |
| return `<span class="badge ${cls}"><span class="b-dot"></span>${esc(v)}</span>`; | |
| } | |
| const plural = (n, w) => `${n} ${w}${n === 1 ? '' : 's'}`; | |
| function sourceChip(id, note) { | |
| const src = state.srcById.get(id); | |
| const t = note ? esc(note) : (src ? esc(sourceTooltip(src, id)) : (state.sourcesLoaded ? 'not yet processed' : esc(id))); | |
| // Resolved, or sources still loading β internal link (optimistic). data-src enables the hovercard. | |
| if (src || !state.sourcesLoaded) return `<a class="chip" href="#/source/${encodeURIComponent(id)}" title="${t}" data-src="${esc(id)}">${esc(id)}</a>`; | |
| const ext = externalUrl(id); | |
| if (ext) return `<a class="chip ext" href="${esc(ext)}" target="_blank" rel="noopener" title="${t} (not processed yet)">${esc(id)}</a>`; | |
| return `<span class="chip" title="${t}">${esc(id)}</span>`; | |
| } | |
| function metaRow(k, vHtml) { return `<div class="meta-row"><div class="k">${esc(k)}</div><div class="v">${vHtml}</div></div>`; } | |
| function prettyUrl(u) { return u.replace(/^https?:\/\//, '').replace(/\/$/, ''); } | |
| // Inbound graph edges: the topic articles that cite this source. | |
| function citedByPanel(id) { | |
| if (!state.citemapReady) return `<div class="panel"><div class="panel-title">Cited by</div><div class="cite-loading">indexing citationsβ¦</div></div>`; | |
| const paths = [...(state.citedBy.get(id) || [])]; | |
| if (!paths.length) return `<div class="panel"><div class="panel-title">Cited by</div><div class="cite-loading">Not cited by any article yet.</div></div>`; | |
| const arts = paths.map(p => state.pages.find(pg => pg.path === p)).filter(Boolean) | |
| .sort((a, b) => (a._cat || '').localeCompare(b._cat || '') || (a.title || '').localeCompare(b.title || '')); | |
| return `<div class="panel"><div class="panel-title">Cited by Β· ${arts.length} article${arts.length === 1 ? '' : 's'}</div>` + | |
| arts.map(p => `<a class="citedby-row" href="#/topic/${encodeURIComponent(p.path)}"> | |
| <span class="cb-title">${esc(p.title || p._node)}</span><span class="cb-cat">${esc(catLabel(p._cat || ''))}</span></a>`).join('') + | |
| `</div>`; | |
| } | |
| function tocPanel(toc) { | |
| if (!toc.length) return ''; | |
| return `<div class="panel"><div class="panel-title">On this page</div><div class="toc" id="toc">` + | |
| toc.map(t => `<a href="#${t.slug}" class="${t.level === 3 ? 'h3' : ''}" data-slug="${t.slug}">${esc(t.text)}</a>`).join('') + | |
| `</div></div>`; | |
| } | |
| function footerHTML() { | |
| return `<div class="foot"> | |
| <a href="https://huggingface.co/datasets/${DATASET}" target="_blank" rel="noopener">dataset</a> | |
| <a href="https://rl-llm-wiki-rl-dashboard.hf.space" target="_blank" rel="noopener">dashboard</a> | |
| <a href="${API}/v1" target="_blank" rel="noopener">api</a> | |
| <span style="margin-left:auto;color:var(--muted-4)">rendered by the-viz</span> | |
| </div>`; | |
| } | |
| function bindInternalLinks(root) { | |
| // citation links already use #/source/... hash routing β nothing extra needed, | |
| // but ensure cite chips don't get target=_blank from the http rule. | |
| } | |
| // Wire the page-level "copy link" button(s) in the current view. | |
| function wireShare() { | |
| $$('#view [data-share]').forEach(b => b.addEventListener('click', () => copyLink(pageShareUrl()))); | |
| } | |
| /* ββ scrollspy βββββββββββββββββββββββββββββββββββββββββββ */ | |
| let _spy; | |
| function initScrollSpy(toc) { | |
| if (_spy) { _spy.disconnect(); _spy = null; } | |
| if (!toc.length) return; | |
| const links = new Map($$('#toc a').map(a => [a.getAttribute('data-slug'), a])); | |
| _spy = new IntersectionObserver((entries) => { | |
| entries.forEach(e => { | |
| if (e.isIntersecting) { | |
| links.forEach(a => a.classList.remove('active')); | |
| links.get(e.target.id)?.classList.add('active'); | |
| } | |
| }); | |
| }, { rootMargin: '-70px 0px -70% 0px', threshold: 0 }); | |
| toc.forEach(t => { const h = document.getElementById(t.slug); if (h) _spy.observe(h); }); | |
| } | |
| /* ============================================================ | |
| SIDEBAR NAV β topics only (the first-class citizen). Sources live in | |
| their own browser view (#/sources), reached from the top bar. | |
| ============================================================ */ | |
| function renderNav() { | |
| const q = ($('#navSearch').value || '').toLowerCase().trim(); | |
| const list = $('#navList'); | |
| list.innerHTML = ''; | |
| renderTopicsNav(list, q); | |
| highlightActive(); | |
| } | |
| // On navigation, make the sidebar an accordion: drop manual fold-flips on sub-branches | |
| // (keys with a "/", i.e. L2+) so the active topic's branch auto-unfolds and the others | |
| // fold back in, then re-render and keep the active row in view. Skips while searching. | |
| function syncNavAccordion() { | |
| if (!state.topicTree) { highlightActive(); return; } | |
| const searching = !!($('#navSearch')?.value || '').trim(); | |
| if (!searching) { | |
| let changed = false; | |
| [...state.collapsed].forEach(k => { if (k.includes('/')) { state.collapsed.delete(k); changed = true; } }); | |
| if (changed) localStorage.setItem('viz-collapsed', JSON.stringify([...state.collapsed])); | |
| } | |
| renderNav(); | |
| document.querySelector('#navList .nav-item.active, #navList .cat-link.active')?.scrollIntoView({ block: 'nearest' }); | |
| } | |
| /* Topics: the full hierarchy, any depth. Level-1 categories open by default; | |
| sub-categories (level 2+) collapsed by default so deeper nesting is present but | |
| tucked away. Only branches that contain a written article are shown. */ | |
| function renderTopicsNav(list, q) { | |
| const root = state.topicTree; | |
| if (!root || !root.children.size) { list.append(el('div', 'nav-empty', state.pages.length ? '' : 'No topics yet.')); return; } | |
| let shownAny = false; | |
| treeChildren(root).forEach(cat => { const e = navBranch(cat, 1, q); if (e) { list.append(e); shownAny = true; } }); | |
| if (!shownAny) list.append(el('div', 'nav-empty', q ? 'No matching topics.' : '')); | |
| } | |
| // A leaf article row in the sidebar. Under an active search, the query is bolded in | |
| // the title and every body hit is listed as a clickable snippet that jumps to its | |
| // own section; clicking the row itself jumps to the first hit (or the top). | |
| function navLeafItem(page, fallbackLabel, q) { | |
| const it = el('div', 'nav-item'); it.dataset.path = page.path; | |
| const base = `#/topic/${encodeURIComponent(page.path)}`; | |
| // All body occurrences of the query in this article (empty for a title-only match). | |
| const { infos, total } = q && (state.searchText.get(page.path) || '').includes(q) | |
| ? bodyMatchInfos(page.path, q) : { infos: [], total: 0 }; | |
| const titleTarget = base + (infos[0] && infos[0].section ? `~${infos[0].section}` : ''); | |
| const title = el('span', 'nav-item-title', highlightMatch(page.title || fallbackLabel, q)); | |
| if (total > 1) title.append(el('span', 'nav-hit-count', String(total))); | |
| it.append(title); | |
| it.addEventListener('click', () => go(titleTarget)); // clicking the row β first hit / top | |
| if (infos.length) { | |
| const snips = el('div', 'nav-snippets'); | |
| infos.forEach(h => { | |
| const s = el('div', 'nav-snippet', h.snippet); | |
| s.addEventListener('click', (e) => { e.stopPropagation(); go(base + (h.section ? `~${h.section}` : '')); }); | |
| snips.append(s); | |
| }); | |
| if (total > infos.length) snips.append(el('div', 'nav-snippet more', `+${total - infos.length} more match${total - infos.length === 1 ? '' : 'es'}`)); | |
| it.append(snips); | |
| } | |
| return it; | |
| } | |
| // Render one internal node (category/sub-category) for the sidebar, recursively. | |
| // A child with its own sub-nodes is a branch (even if it's also an article, e.g. | |
| // topics/x.md alongside topics/x/sub.md) β such a node's header links to its article | |
| // AND expands to reveal the sub-articles. Returns the element, or null if empty. | |
| function navBranch(node, depth, q) { | |
| const body = el('div', 'nav-cat-body'); | |
| let shown = false; | |
| treeChildren(node).forEach(k => { | |
| if (k.children.size) { // branch: category OR article-with-children | |
| const e = navBranch(k, depth + 1, q); | |
| if (e) { body.append(e); shown = true; } | |
| } else if (k.page) { // plain article leaf | |
| if (q && !matchPage(k.page, q)) return; | |
| body.append(navLeafItem(k.page, catLabel(k.seg), q)); shown = true; | |
| } | |
| // planned leaves (no page, no children) aren't listed in the sidebar | |
| }); | |
| const selfMatch = node.page && (!q || matchPage(node.page, q)); | |
| if (!shown && !selfMatch) return null; | |
| // Accordion: a branch is open by default if it's a top-level category OR it holds the | |
| // active topic; the caret flips that default. Navigating clears the flips (syncNavAccordion), | |
| // so opening a topic auto-unfolds its branch and folds the others back in. | |
| const dflt = subtreeHasActive(node) || depth < 2; | |
| const open = !!q || (state.collapsed.has(node.key) ? !dflt : dflt); | |
| const wrap = el('div', 'nav-cat'); | |
| const head = el('div', `nav-cat-head lvl-${depth}${open ? '' : ' collapsed'}${node.page ? ' has-page' : ''}`); | |
| const label = el('span', 'cat-label'); // fills the row so the fold caret sits at the right | |
| if (node.page) { // an article that also has sub-pages | |
| const a = el('a', 'cat-link', esc(node.page.title || catDisplay(node.seg))); | |
| a.href = `#/topic/${encodeURIComponent(node.page.path)}`; a.dataset.path = node.page.path; | |
| label.append(a); | |
| head.addEventListener('click', () => go(`#/topic/${encodeURIComponent(node.page.path)}`)); // click the row β open the article | |
| } else { | |
| label.textContent = catDisplay(node.seg); | |
| head.addEventListener('click', () => toggleCat(node.key)); // pure category: click the row β toggle | |
| } | |
| head.append(label); | |
| const caret = el('span', 'caret', 'βΎ'); // the ONLY fold control, on the right | |
| caret.title = open ? 'Collapse' : 'Expand'; | |
| caret.addEventListener('click', (e) => { e.stopPropagation(); e.preventDefault(); toggleCat(node.key); }); | |
| head.append(caret); | |
| wrap.append(head); | |
| if (!open) body.classList.add('collapsed'); | |
| wrap.append(body); | |
| return wrap; | |
| } | |
| /* ββ SOURCES BROWSER (#/sources, main area) βββββββββββββ | |
| The full source list with search, namespace facets, and sort. The palette | |
| (βK) reaches any single source; this view is for browsing/scanning. */ | |
| let _srcQuery = ''; | |
| const SRC_BROWSE_CAP = 200; | |
| function renderSourcesBrowser() { | |
| layoutAside(false); | |
| const n = state.sources.length; | |
| setView(` | |
| <div class="crumbs"><a href="#/">Wiki</a><span class="sep">/</span><span>sources</span></div> | |
| <div class="doc-head"> | |
| <div class="doc-kicker">Browse</div> | |
| <h1 class="doc-title">Sources</h1> | |
| <div class="doc-meta-row"><span class="doc-sub">${n} source record${n === 1 ? '' : 's'}${state.sourceTitlesLoaded ? '' : ' Β· <span class="mini-spin"></span> loading titlesβ¦'} Β· click any to read its faithful summary</span></div> | |
| </div> | |
| <div class="src-browser"> | |
| <div class="src-tools"> | |
| <div class="src-search-wrap"><input class="src-search" id="srcSearch" type="text" placeholder="Search sources by title or idβ¦" autocomplete="off" value="${esc(_srcQuery)}"></div> | |
| <div class="sort-switch" id="srcSort"></div> | |
| </div> | |
| <div id="srcResults"></div> | |
| </div> | |
| ${footerHTML()} | |
| `); | |
| const sw = $('#srcSort'); | |
| [['cites', 'most cited'], ['year', 'newest'], ['az', 'AβZ']].forEach(([k, lbl]) => { | |
| const b = el('button', `sort-opt${state.srcSort === k ? ' active' : ''}`, lbl); | |
| b.addEventListener('click', () => { state.srcSort = k; renderSrcResults(); }); | |
| sw.append(b); | |
| }); | |
| let st; | |
| const inp = $('#srcSearch'); | |
| inp.addEventListener('input', () => { clearTimeout(st); st = setTimeout(() => { _srcQuery = inp.value; renderSrcResults(); }, 110); }); | |
| renderSrcResults(); | |
| } | |
| function renderSrcResults() { | |
| const box = $('#srcResults'); if (!box) return; | |
| box.innerHTML = ''; | |
| if (!state.sourcesLoaded && !state.sources.length) { box.append(el('div', 'nav-empty', '<span class="mini-spin"></span> loading sourcesβ¦')); return; } | |
| // namespace facets | |
| const nsCounts = {}; | |
| state.sources.forEach(s => { const ns = s.id.split(':')[0]; nsCounts[ns] = (nsCounts[ns] || 0) + 1; }); | |
| const namespaces = Object.keys(nsCounts).sort(); | |
| if (namespaces.length > 1) { | |
| const chips = el('div', 'ns-chips'); | |
| const mk = (ns, label, count) => { | |
| const c = el('button', `ns-chip${(state.srcNs === ns) ? ' active' : ''}`, `${esc(label)} <span class="c">${count}</span>`); | |
| c.addEventListener('click', () => { state.srcNs = ns; renderSrcResults(); }); | |
| return c; | |
| }; | |
| chips.append(mk(null, 'all', state.sources.length)); | |
| namespaces.forEach(ns => chips.append(mk(ns, ns, nsCounts[ns]))); | |
| box.append(chips); | |
| } | |
| // coverage facet: how many sources are actually woven into topic articles vs orphaned. | |
| // (Needs the citation map; shows once it's built.) | |
| const base = state.sources.filter(s => !state.srcNs || s.id.startsWith(state.srcNs + ':')); | |
| if (state.citemapReady) { | |
| const citedN = base.filter(s => (state.citeCount.get(s.id) || 0) > 0).length; | |
| const orphanN = base.length - citedN; | |
| const chips = el('div', 'ns-chips cov-chips'); | |
| const mk = (f, label, count) => { | |
| const c = el('button', `ns-chip${state.srcFilter === f ? ' active' : ''}`, `${esc(label)} <span class="c">${count}</span>`); | |
| c.addEventListener('click', () => { state.srcFilter = f; renderSrcResults(); }); | |
| return c; | |
| }; | |
| chips.append(mk(null, 'all', base.length)); | |
| chips.append(mk('cited', 'in articles', citedN)); | |
| chips.append(mk('uncited', 'not yet cited', orphanN)); | |
| box.append(chips); | |
| box.append(el('div', 'cov-note', `<b>${citedN}</b> of ${base.length} woven into topic articles Β· <b>${orphanN}</b> captured but not yet cited anywhere`)); | |
| } else { state.srcFilter = null; } | |
| const q = (_srcQuery || '').toLowerCase().trim(); | |
| let items = base.filter(s => { | |
| const n = state.citeCount.get(s.id) || 0; | |
| if (state.srcFilter === 'cited' && n === 0) return false; | |
| if (state.srcFilter === 'uncited' && n > 0) return false; | |
| return !q || matchSource(s, q); | |
| }); | |
| items = sortSources(items, state.srcSort); | |
| const total = items.length; | |
| if (!total) { box.append(el('div', 'nav-empty', q ? 'No matching sources.' : 'No sources yet.')); return; } | |
| const shown = items.slice(0, SRC_BROWSE_CAP); | |
| ensureTitles(shown); // fill titles from frontmatter if /v1/sources hasn't delivered them | |
| box.append(el('div', 'list-meta', | |
| `<span>${total === shown.length ? `${total} source${total === 1 ? '' : 's'}` : `showing ${shown.length} of ${total}`}</span>` + | |
| (total > shown.length ? `<span class="hint">refine your search to narrow</span>` : ''))); | |
| const panel = el('div', 'panel'); panel.style.padding = '4px 8px'; | |
| shown.forEach(s => { | |
| const row = el('div', 'src-row'); row.dataset.src = s.id; | |
| const n = state.citeCount.get(s.id) || 0; | |
| const yr = sourceYear(s.id); | |
| const meta = [yr || '', n ? `cited ${n}Γ` : ''].filter(Boolean).join(' Β· '); | |
| // title leads; show the id as a trailing tag only when we actually have a title | |
| // (otherwise the id would appear twice while titles are still loading) | |
| row.innerHTML = `<span class="sr-title">${esc(s.title || s.id)}</span><span class="sr-year">${esc(meta)}</span>${s.title ? `<span class="sr-id">${esc(s.id)}</span>` : ''}`; | |
| row.addEventListener('click', () => go(`#/source/${encodeURIComponent(s.id)}`)); | |
| panel.append(row); | |
| }); | |
| box.append(panel); | |
| } | |
| function sortSources(items, mode) { | |
| const arr = items.slice(); | |
| if (mode === 'year') arr.sort((a, b) => (sourceYear(b.id) || 0) - (sourceYear(a.id) || 0) || b.id.localeCompare(a.id)); | |
| else if (mode === 'az') arr.sort((a, b) => (a.title || a.id).localeCompare(b.title || b.id)); | |
| else arr.sort((a, b) => (state.citeCount.get(b.id) || 0) - (state.citeCount.get(a.id) || 0) || (a.title || a.id).localeCompare(b.title || b.id)); | |
| return arr; | |
| } | |
| // A page matches on its title, its path, or anywhere in its (background-indexed) | |
| // body. `q` is already lowercased by callers. | |
| const matchPage = (p, q) => | |
| (p.title || '').toLowerCase().includes(q) || | |
| p.path.toLowerCase().includes(q) || | |
| (state.searchText.get(p.path) || '').includes(q); | |
| // Every body occurrence of q in a page: a highlighted excerpt + its nearest heading, | |
| // so the sidebar can list all in-document hits and each can jump to its own section. | |
| // Returns { infos: [...], total } β total is the true count even when infos is capped. | |
| function bodyMatchInfos(path, q, cap = 20) { | |
| const raw = state.pageContent.get(path), lc = state.searchText.get(path); | |
| if (raw == null || lc == null) return { infos: [], total: 0 }; | |
| const text = parseFrontmatter(raw).body; // same body the index was built from β indices align with lc and hits map to visible prose | |
| const infos = []; let total = 0, i = lc.indexOf(q); | |
| while (i >= 0) { | |
| total++; | |
| if (infos.length < cap) { | |
| const start = Math.max(0, i - 30); | |
| let clip = text.slice(start, i + q.length + 40) | |
| .replace(/\[source:[^\]]*\]/g, ' ') | |
| .replace(/[#>*_`~|]+/g, ' ') | |
| .replace(/\s+/g, ' ').trim(); | |
| clip = (start > 0 ? 'β¦' : '') + clip + 'β¦'; | |
| infos.push({ snippet: highlightMatch(clip, q), section: headingSlugBefore(text, i) }); | |
| } | |
| i = lc.indexOf(q, i + q.length); | |
| } | |
| return { infos, total }; | |
| } | |
| // Slug of the last ##/###/#### heading before `pos`, replicating enhanceProse's | |
| // slugify + de-dup (and skipping fenced code) so the id matches the rendered anchor. | |
| function headingSlugBefore(md, pos) { | |
| const seen = {}; | |
| let found = '', inFence = false, offset = 0; | |
| for (const line of md.split('\n')) { | |
| if (/^\s*(```|~~~)/.test(line)) inFence = !inFence; | |
| else if (!inFence) { | |
| const h = /^(#{2,4})\s+(.+?)\s*#*$/.exec(line); | |
| if (h) { | |
| let slug = h[2].trim().toLowerCase().replace(/[^\w\s-]/g, '').trim().replace(/\s+/g, '-').slice(0, 60) || 'sec'; | |
| if (seen[slug] != null) slug = `${slug}-${++seen[slug]}`; else seen[slug] = 0; | |
| if (offset <= pos) found = slug; // last heading at/before the match wins | |
| } | |
| } | |
| offset += line.length + 1; // +1 for the consumed '\n' | |
| } | |
| return found; | |
| } | |
| // Throttled nav re-render, used while background indexing fills in during a search. | |
| let _navRefreshT = null; | |
| function scheduleNavRefresh() { | |
| if (_navRefreshT) return; | |
| _navRefreshT = setTimeout(() => { _navRefreshT = null; if (($('#navSearch').value || '').trim()) renderNav(); }, 200); | |
| } | |
| const matchSource = (s, q) => (s.title || '').toLowerCase().includes(q) || s.id.toLowerCase().includes(q); | |
| function toggleCat(cat) { | |
| if (state.collapsed.has(cat)) state.collapsed.delete(cat); else state.collapsed.add(cat); | |
| localStorage.setItem('viz-collapsed', JSON.stringify([...state.collapsed])); | |
| renderNav(); | |
| } | |
| // Toggle the .active highlight on the matching topic nav item, and mark the | |
| // top-bar "sources" button active on the sources view. | |
| function highlightActive() { | |
| const r = parseHash(); | |
| $$('.nav-item, .cat-link').forEach(it => { | |
| it.classList.toggle('active', r.view === 'topic' && it.dataset.path === r.path); | |
| }); | |
| $('#lnkSources')?.classList.toggle('active', r.view === 'sources'); | |
| } | |
| /* ============================================================ | |
| SEARCH β the sidebar box filters topic titles + bodies; βK / "/" focus it. | |
| ============================================================ */ | |
| // Bold the matched substring in `text` (used for nav titles + snippets). | |
| // `text` and `raw` are compared case-insensitively. | |
| function highlightMatch(text, raw) { | |
| const q = raw.trim(); | |
| if (!q) return esc(text); | |
| const i = text.toLowerCase().indexOf(q.toLowerCase()); | |
| if (i < 0) return esc(text); | |
| return esc(text.slice(0, i)) + '<b>' + esc(text.slice(i, i + q.length)) + '</b>' + esc(text.slice(i + q.length)); | |
| } | |
| // The search box's βK/β badge, and focus/clear helpers β top-level so route()'s | |
| // deep-link handler (applyDeepLinkQuery) can seed the search and sync the badge. | |
| function focusNavSearch() { const s = $('#navSearch'); if (s) { s.focus(); s.select(); } } | |
| function clearNavSearch() { | |
| const s = $('#navSearch'); if (!s) return; | |
| s.value = ''; syncSearchBadge(); renderNav(); refreshDocHighlights(''); s.focus(); | |
| } | |
| // The badge is a βK focus hint while empty, and a β clear button once you've typed. | |
| function syncSearchBadge() { | |
| const badge = $('#paletteOpen'); if (!badge) return; | |
| const has = !!($('#navSearch') && $('#navSearch').value); | |
| badge.textContent = has ? 'β' : 'βK'; | |
| badge.classList.toggle('is-clear', has); | |
| badge.title = has ? 'Clear search' : 'Focus search (βK)'; | |
| } | |
| /* ββ mobile nav ββββββββββββββββββββββββββββββββββββββββββ */ | |
| function closeNav() { document.body.classList.remove('nav-open'); } | |
| function toggleNav() { document.body.classList.toggle('nav-open'); } | |
| /* ββ theme βββββββββββββββββββββββββββββββββββββββββββββββ */ | |
| function initTheme() { | |
| const saved = localStorage.getItem('viz-theme'); | |
| const sysDark = window.matchMedia && window.matchMedia('(prefers-color-scheme: dark)').matches; | |
| setTheme(saved || (sysDark ? 'dark' : 'light')); | |
| } | |
| function setTheme(t) { | |
| document.documentElement.setAttribute('data-theme', t); | |
| localStorage.setItem('viz-theme', t); | |
| } | |
| function toggleTheme() { | |
| setTheme(document.documentElement.getAttribute('data-theme') === 'dark' ? 'light' : 'dark'); | |
| } | |
| /* ============================================================ | |
| BOOT | |
| ============================================================ */ | |
| function updateCounts() { | |
| const t = state.pages.length, s = state.sources.length, p = state.prs.length; | |
| $('#counts').innerHTML = | |
| `<span class="n">${t}</span> ${t === 1 ? 'topic' : 'topics'}<span class="sep">Β·</span>` + | |
| `<span class="n">${s}</span> ${s === 1 ? 'source' : 'sources'}` + | |
| (p ? `<span class="sep">Β·</span><span class="n">${p}</span> open ${p === 1 ? 'PR' : 'PRs'}` : ''); | |
| } | |
| // Critical path β fast endpoints only (pages ~0.3s, taxonomy ~0.2s CDN). | |
| // Everything else loads in the background so the UI is interactive immediately. | |
| async function loadCore() { | |
| const pre = window.__prefetch || {}; | |
| let [pagesD, taxT] = await Promise.all([ | |
| Promise.resolve(pre.pages).catch(() => null), | |
| Promise.resolve(pre.tax).catch(() => null), | |
| ]); | |
| // Prefetch failed (transient) β fall back to a direct fetch so the app still loads. | |
| if (!pagesD) { try { pagesD = await getJSON(`${API}/v1/wiki/pages`); } catch (e) { console.warn('pages', e); } } | |
| if (!taxT) { try { taxT = await getText(`${RESOLVE}/taxonomy.yaml`); } catch (e) {} } | |
| if (pagesD && pagesD.items) { | |
| state.pages = pagesD.items.slice(); | |
| state.pages.forEach(p => { p.title = prettyTitle(p.title); }); // fix slug-derived acronym casing | |
| state.pages.sort((a, b) => (a.title || a.path).localeCompare(b.title || b.path)); | |
| } | |
| try { state.taxonomy = taxT && window.jsyaml ? jsyaml.load(taxT) : null; } catch (e) { state.taxonomy = null; } | |
| buildTaxonomy(); | |
| } | |
| const SOURCES_CACHE_KEY = 'viz-sources-v1'; | |
| function setSources(items) { | |
| state.sources = items.slice().sort((a, b) => (a.title || a.id).localeCompare(b.title || b.id)); | |
| state.srcById = new Map(); | |
| state.sources.forEach(s => state.srcById.set(s.id, s)); | |
| state.sourcesLoaded = true; // ids known β citations resolve | |
| if (items.some(s => s.title)) state.sourceTitlesLoaded = true; // tree stage has none yet | |
| } | |
| function refreshSourceViews() { | |
| updateCounts(); | |
| softRefresh(); // re-renders the current view (incl. the sources browser), upgrading titles/resolution | |
| } | |
| // Reverse the filename sanitization (`:`/`/` β `-`): `arxiv-1707.06347.md` β `arxiv:1707.06347`. | |
| // Exact for arxiv (all current sources); best-effort for doi/url (corrected when /v1/sources lands). | |
| function idFromSourceFile(fn) { | |
| const base = fn.replace(/\.md$/, ''); | |
| const i = base.indexOf('-'); | |
| return i < 0 ? base : base.slice(0, i) + ':' + base.slice(i + 1); | |
| } | |
| // The slow /v1/sources (~11s) must never gate the Sources tab. Three-stage load, | |
| // each rendering as soon as it has data: | |
| // 1. localStorage cache β instant on repeat visits (has titles) | |
| // 2. dataset tree API β ~0.3s first-visit list (ids; titles fill in at stage 3) | |
| // 3. /v1/sources β authoritative titles; re-caches for next time | |
| async function loadSources() { | |
| let have = false; | |
| try { | |
| const cached = JSON.parse(localStorage.getItem(SOURCES_CACHE_KEY) || 'null'); | |
| if (cached && Array.isArray(cached) && cached.length) { setSources(cached); refreshSourceViews(); have = true; } | |
| } catch (e) {} | |
| if (!have) { | |
| try { | |
| const tree = await Promise.resolve((window.__prefetch && window.__prefetch.tree) || getJSON(`https://huggingface.co/api/datasets/${DATASET}/tree/main/sources?recursive=false`)).catch(() => null); | |
| const items = (tree || []).filter(f => f.path && f.path.endsWith('.md')) | |
| .map(f => { const fn = f.path.split('/').pop(); return { id: idFromSourceFile(fn), title: '', summary_path: `sources/${fn}` }; }); | |
| if (items.length) { setSources(items); refreshSourceViews(); have = true; } | |
| } catch (e) { /* fall through to the API */ } | |
| } | |
| try { | |
| const d = await getJSON(`${API}/v1/sources`); | |
| if (d && Array.isArray(d.items) && d.items.length) { | |
| setSources(d.items); | |
| try { localStorage.setItem(SOURCES_CACHE_KEY, JSON.stringify(d.items.map(s => ({ id: s.id, title: s.title, summary_path: s.summary_path, original_url: s.original_url, bucket_path: s.bucket_path })))); } catch (e) {} | |
| refreshSourceViews(); | |
| } | |
| } catch (e) { console.warn('sources', e); } | |
| } | |
| // prs/queue/leaderboard β small, for the home page; independent of sources. | |
| async function loadMeta() { | |
| await Promise.all([ | |
| getJSON(`${API}/v1/wiki/prs`).then(d => { state.prs = (d.items || []); }).catch(() => {}), | |
| getJSON(`${API}/v1/queue`).then(d => { state.queueCount = Array.isArray(d.items) ? d.items.length : (d.count ?? null); }).catch(() => {}), | |
| getJSON(`${API}/v1/wiki/leaderboard`).then(d => { const rows = d.rows || (Array.isArray(d) ? d : []); state.contributors = rows.filter(r => (r.changes_merged || 0) > 0 || (r.reviews_given || 0) > 0).length || rows.length; }).catch(() => {}), | |
| getJSON(`${API}/v1/wiki/merges?limit=40`).then(d => { state.updates = (d.items || (Array.isArray(d) ? d : [])).slice(0, 40); }).catch(() => {}), | |
| ]); | |
| updateCounts(); | |
| if (parseHash().view === 'home') softRefresh(); | |
| } | |
| // relative time from a "YYYY-MM-DD HH:MM UTC" (or ISO) timestamp | |
| function relTime(ts) { | |
| if (!ts) return ''; | |
| const d = new Date(String(ts).replace(' UTC', 'Z').replace(' ', 'T')); | |
| if (isNaN(d)) return ''; | |
| const s = (Date.now() - d.getTime()) / 1000; | |
| if (s < 90) return 'just now'; | |
| const m = s / 60; if (m < 60) return `${Math.round(m)}m ago`; | |
| const h = m / 60; if (h < 24) return `${Math.round(h)}h ago`; | |
| const dd = h / 24; if (dd < 30) return `${Math.round(dd)}d ago`; | |
| return d.toISOString().slice(0, 10); | |
| } | |
| // resolve a merged-PR entry to an in-wiki link where possible, else its PR thread | |
| function mergeLink(m) { | |
| const pr = `https://huggingface.co/datasets/${DATASET}/discussions/${m.pr_number}`; | |
| const title = m.title || ''; | |
| if (m.kind === 'source') { | |
| let idm = title.match(/(arxiv|doi|hf|url):\s*([^\sβ,;]+)/i); | |
| let sid = idm ? `${idm[1].toLowerCase()}:${idm[2]}` : (title.match(/\b(\d{4}\.\d{4,5})\b/) ? `arxiv:${title.match(/\b(\d{4}\.\d{4,5})\b/)[1]}` : null); | |
| if (sid) { sid = sid.replace(/[.,;]$/, ''); if (state.srcById.has(sid)) return { href: `#/source/${encodeURIComponent(sid)}`, ext: false }; } | |
| return { href: pr, ext: true }; | |
| } | |
| const cm = title.match(/([a-z0-9-]+\/[a-z0-9-]+)/); // "topic: cat/node β¦" | |
| if (cm) { const pg = state.pages.find(p => p.path === `topics/${cm[1]}.md`); if (pg) return { href: `#/topic/${encodeURIComponent(pg.path)}`, ext: false }; } | |
| const lt = title.toLowerCase(); | |
| const bySlug = state.pages.find(p => p._node && p._node.length > 5 && lt.includes(p._node)); // node slug in the title | |
| return bySlug ? { href: `#/topic/${encodeURIComponent(bySlug.path)}`, ext: false } : { href: pr, ext: true }; | |
| } | |
| /* Build the ordered categoryβnode structure from taxonomy.yaml + merged pages. | |
| Taxonomy is non-binding: emergent nodes/categories (written but not in the | |
| taxonomy) are appended so nothing is ever hidden. Degrades gracefully to a | |
| parent-grouping if taxonomy.yaml is missing. */ | |
| function buildTaxonomy() { | |
| const tax = state.taxonomy && typeof state.taxonomy === 'object' ? state.taxonomy : {}; | |
| const pageByKey = new Map(); | |
| state.pages.forEach(p => { | |
| const parts = p.path.replace(/^topics\//, '').replace(/\.md$/, '').split('/'); | |
| p._cat = p.parent || parts[0] || 'other'; | |
| p._node = parts[parts.length - 1]; | |
| pageByKey.set(`${p._cat}/${p._node}`, p); | |
| }); | |
| const cats = []; | |
| const seenCat = new Set(); | |
| Object.keys(tax).forEach(cat => { | |
| seenCat.add(cat); | |
| const nodesObj = (tax[cat] && tax[cat].nodes) || {}; | |
| const nodes = Object.keys(nodesObj).map(slug => ({ slug, scope: nodesObj[slug], page: pageByKey.get(`${cat}/${slug}`) || null })); | |
| state.pages.filter(p => p._cat === cat && !nodesObj[p._node]).forEach(p => nodes.push({ slug: p._node, scope: '', page: p })); | |
| cats.push({ cat, description: (tax[cat] && tax[cat].description) || '', nodes }); | |
| }); | |
| const em = {}; | |
| state.pages.filter(p => !seenCat.has(p._cat)).forEach(p => { (em[p._cat] ||= []).push(p); }); | |
| Object.keys(em).sort().forEach(cat => cats.push({ cat, description: '', nodes: em[cat].map(p => ({ slug: p._node, scope: '', page: p })) })); | |
| cats.forEach(c => { c.written = c.nodes.filter(n => n.page).length; c.total = c.nodes.length; }); | |
| state.tax = cats; | |
| buildTopicTree(); | |
| } | |
| /* Arbitrary-depth topic tree from full paths (topics/a/b/.../node.md) overlaid with | |
| taxonomy categories (descriptions) + planned nodes. Powers the sidebar + Contents | |
| tree so a 3rd (or deeper) hierarchy level renders instead of being flattened away. */ | |
| function buildTopicTree() { | |
| const root = { seg: '', key: '', children: new Map() }; | |
| const child = (node, seg) => { | |
| if (!node.children.has(seg)) node.children.set(seg, { seg, key: node.key ? `${node.key}/${seg}` : seg, children: new Map() }); | |
| return node.children.get(seg); | |
| }; | |
| state.pageByKey = new Map(); // "cat/β¦/node" β page, for cross-ref linkifying | |
| state.pages.forEach(p => { | |
| const key = p.path.replace(/^topics\//, '').replace(/\.md$/, ''); | |
| state.pageByKey.set(key, p); | |
| const segs = key.split('/'); | |
| let node = root; | |
| segs.forEach(s => { node = child(node, s); }); | |
| node.page = p; node.title = p.title; node.article = true; // leaf | |
| }); | |
| const tax = state.taxonomy && typeof state.taxonomy === 'object' ? state.taxonomy : {}; | |
| root._order = Object.keys(tax); | |
| Object.keys(tax).forEach(cat => { | |
| const cn = child(root, cat); | |
| cn.description = (tax[cat] && tax[cat].description) || ''; | |
| const nodesObj = (tax[cat] && tax[cat].nodes) || {}; | |
| cn._order = Object.keys(nodesObj); | |
| Object.keys(nodesObj).forEach(slug => { | |
| const ex = cn.children.get(slug); | |
| if (!ex) cn.children.set(slug, { seg: slug, key: `${cat}/${slug}`, children: new Map(), planned: true, scope: nodesObj[slug] }); | |
| else if (ex.scope == null) ex.scope = nodesObj[slug]; | |
| }); | |
| }); | |
| state.topicTree = root; | |
| } | |
| // recursive rollup: words + inline refs + article/written/total counts under a node. | |
| // A node can be BOTH an article and a parent (topics/x.md + topics/x/sub.md) β count | |
| // its own article AND everything beneath it. | |
| function nodeStats(node) { | |
| const self = (node.article && node.page) | |
| ? { words: state.wordCount.get(node.page.path) || 0, refs: state.refCount.get(node.page.path) || 0, articles: 1, written: 1, total: 1 } | |
| : { words: 0, refs: 0, articles: 0, written: 0, total: 0 }; | |
| if (!node.children.size) return node.page ? self : { words: 0, refs: 0, articles: 0, written: 0, total: 1 }; // article leaf | planned leaf | |
| const acc = { ...self }; | |
| node.children.forEach(c => { const s = nodeStats(c); acc.words += s.words; acc.refs += s.refs; acc.articles += s.articles; acc.written += s.written; acc.total += s.total; }); | |
| return acc; | |
| } | |
| // children in taxonomy order where known, else alphabetical | |
| function treeChildren(node) { | |
| const kids = [...node.children.values()]; | |
| const ord = node._order || []; | |
| return kids.sort((a, b) => { | |
| const ia = ord.indexOf(a.seg), ib = ord.indexOf(b.seg); | |
| if (ia >= 0 || ib >= 0) return (ia < 0 ? 1e9 : ia) - (ib < 0 ? 1e9 : ib); | |
| return (a.title || catLabel(a.seg)).localeCompare(b.title || catLabel(b.seg)); | |
| }); | |
| } | |
| // is the active topic somewhere under this node? (to auto-open its branch) | |
| function subtreeHasActive(node) { | |
| const r = parseHash(); if (r.view !== 'topic' || !r.path) return false; | |
| const ap = r.path.replace(/^topics\//, '').replace(/\.md$/, ''); | |
| return ap === node.key || ap.startsWith(node.key + '/'); | |
| } | |
| // Home "Contents" tree β one internal node, recursively, with rollup counts. | |
| // Fully unfolded by default (all levels open); collapsing is opt-in and remembered. | |
| function homeTreeHtml(node, depth, ready) { | |
| const st = nodeStats(node); | |
| const open = !state.treeCollapsed.has(node.key); // front ToC fully unfolded by default (collapse is opt-in) | |
| const rollup = ready ? `<span class="t-count"><b>${fmtNum(st.words)}</b> words Β· <b>${fmtNum(st.refs)}</b> refs</span>` : ''; | |
| let inner = node.description ? `<div class="tree-desc">${esc(node.description)}</div>` : ''; | |
| let planned = 0; | |
| treeChildren(node).forEach(k => { | |
| if (k.children.size) { | |
| inner += homeTreeHtml(k, depth + 1, ready); // nested sub-category (or article-with-children) | |
| } else if (k.page) { | |
| const pw = state.wordCount.get(k.page.path) || 0, pr = state.refCount.get(k.page.path) || 0; | |
| inner += `<a class="tree-leaf" href="#/topic/${encodeURIComponent(k.page.path)}"><span class="tl-dot"></span><span class="tl-name">${esc(k.page.title || catLabel(k.seg))}</span>${ready ? `<span class="t-count">${fmtNum(pw)} words Β· ${pr} refs</span>` : ''}</a>`; | |
| } else if (planned++ < MAP_PLANNED_CAP) { | |
| inner += `<span class="tree-leaf planned" ${k.scope ? `title="${esc(k.scope)}"` : ''}><span class="tl-dot planned"></span><span class="tl-name">${esc(catDisplay(k.seg))}</span><span class="tl-tag">planned</span></span>`; | |
| } | |
| }); | |
| if (planned > MAP_PLANNED_CAP) inner += `<span class="tree-leaf planned"><span class="tl-dot planned"></span><span class="tl-name">+${planned - MAP_PLANNED_CAP} more planned</span></span>`; | |
| // A node that is both an article and a parent gets a linked header (to its own article) + a caret to expand. | |
| const key = esc(node.key); | |
| const dot = node.page ? '<span class="tl-dot"></span>' : ''; // article-parents get the same green dot as leaf articles | |
| const name = node.page | |
| ? `<a class="tc-name tc-link" href="#/topic/${encodeURIComponent(node.page.path)}">${esc(node.page.title || catDisplay(node.seg))}</a>` | |
| : `<span class="tc-name">${esc(catDisplay(node.seg))}</span>`; | |
| return `<div class="tree-cat"> | |
| <div class="tree-cat-head lvl-${depth}${open ? '' : ' collapsed'}${node.page ? ' has-page' : ''}"${node.page ? '' : ` data-tcat="${key}"`}> | |
| <span class="tc-name-wrap">${dot}${name}</span> | |
| ${rollup} | |
| <span class="caret"${node.page ? ` data-tcat="${key}"` : ''} title="${open ? 'Collapse' : 'Expand'}">βΎ</span> | |
| </div> | |
| <div class="tree-cat-body${open ? '' : ' collapsed'}">${inner}</div> | |
| </div>`; | |
| } | |
| const catLabel = (c) => prettyTitle((c || '').replace(/-/g, ' ')); | |
| // Sentence-cased category for headings, e.g. "reward-modeling" β "Reward modeling". | |
| const catDisplay = (c) => { const s = catLabel(c); return s.charAt(0).toUpperCase() + s.slice(1); }; | |
| // The /v1/wiki/pages list gives slug-derived titles ("Dpo And Offline Po"), which | |
| // mangle domain acronyms. Restore proper casing for known terms + lowercase the | |
| // little connector words. (Article headers use the real frontmatter title instead.) | |
| const ACRONYMS = { | |
| rl:'RL', llm:'LLM', llms:'LLMs', rlhf:'RLHF', rlaif:'RLAIF', rlvr:'RLVR', dpo:'DPO', ipo:'IPO', | |
| kto:'KTO', orpo:'ORPO', simpo:'SimPO', ppo:'PPO', grpo:'GRPO', trpo:'TRPO', gae:'GAE', kl:'KL', | |
| sft:'SFT', rm:'RM', orm:'ORM', prm:'PRM', mdp:'MDP', bon:'BoN', raft:'RAFT', rft:'RFT', ai:'AI', | |
| mcts:'MCTS', cot:'CoT', gpt:'GPT', api:'API', po:'PO', nlp:'NLP', qa:'QA', r1:'R1', o1:'o1', | |
| dapo:'DAPO', gspo:'GSPO', vapo:'VAPO', deepseek:'DeepSeek', openai:'OpenAI', mle:'MLE', bt:'BT', | |
| }; | |
| const SMALL_WORDS = new Set(['and','or','of','for','the','to','vs','in','on','a','an','with','from','as','at','via']); | |
| function prettyTitle(s) { | |
| return String(s == null ? '' : s).split(' ').map((w, i) => { | |
| const key = w.toLowerCase().replace(/[^a-z0-9]/g, ''); | |
| if (ACRONYMS[key]) return w.replace(/[A-Za-z0-9]+/, ACRONYMS[key]); | |
| if (i > 0 && SMALL_WORDS.has(key)) return w.toLowerCase(); | |
| return w; | |
| }).join(' '); | |
| } | |
| /* ============================================================ | |
| CITATION MAP β derive sourceβarticle edges from article bodies. | |
| The API exposes no citation graph, but every article body carries | |
| [source:<id>]; scanning the (bounded) set of articles once gives us | |
| load-bearingness (cite count), cited-by backlinks, and category links. | |
| Built lazily + cached so a reader who opens one article never pays for it. | |
| ============================================================ */ | |
| async function ensureCitemap() { | |
| if (state.citemapStarted) return; | |
| state.citemapStarted = true; | |
| const paths = state.pages.map(p => p.path); | |
| let i = 0; | |
| const worker = async () => { | |
| while (i < paths.length) { | |
| const path = paths[i++]; | |
| try { | |
| const content = await getPageContent(path); | |
| const ids = new Set(); | |
| const re = /\[source:([^\]\s]+)\]/g; let m, refs = 0; | |
| while ((m = re.exec(content))) { ids.add(m[1]); refs++; } // distinct β citedBy; occurrences β refCount | |
| ids.forEach(id => { if (!state.citedBy.has(id)) state.citedBy.set(id, new Set()); state.citedBy.get(id).add(path); }); | |
| state.refCount.set(path, refs); | |
| state.wordCount.set(path, countWords(content)); | |
| state.searchText.set(path, parseFrontmatter(content).body.toLowerCase()); // body only (frontmatter/open-questions excluded) so every hit maps to visible prose | |
| if (($('#navSearch').value || '').trim()) scheduleNavRefresh(); // live-fill an in-progress search | |
| } catch (e) { /* skip unreadable article */ } | |
| } | |
| }; | |
| // Low concurrency (3): the browser caps ~6 connections/host, and we must leave | |
| // room for user-initiated navigation fetches β background indexing must never | |
| // starve the foreground. | |
| await Promise.all(Array.from({ length: Math.min(3, paths.length) }, worker)); | |
| state.citedBy.forEach((set, id) => state.citeCount.set(id, set.size)); | |
| state.citemapReady = true; | |
| refreshCitationViews(); | |
| } | |
| // Prose word count β excludes frontmatter, code, math, citations, and markdown syntax. | |
| function countWords(md) { | |
| let t = String(md || '').replace(/^ο»Ώ?---[\s\S]*?\n---\s*\n/, ''); | |
| t = t.replace(/```[\s\S]*?```/g, ' ').replace(/\$\$[\s\S]*?\$\$/g, ' ').replace(/\$[^\n$]*?\$/g, ' '); | |
| t = t.replace(/\[source:[^\]]*\]/g, ' ').replace(/[#>*_`|~]+/g, ' '); | |
| return t.split(/\s+/).filter(w => /[A-Za-z0-9]/.test(w)).length; | |
| } | |
| const fmtNum = (n) => (n || 0).toString().replace(/\B(?=(\d{3})+(?!\d))/g, ','); | |
| // Re-render whatever's on screen that depends on citation data, now that it's ready. | |
| function refreshCitationViews() { | |
| const r = parseHash(); | |
| if (r.view === 'source' || r.view === 'home' || r.view === 'sources') softRefresh(); | |
| } | |
| // Year decoded for free from arxiv ids (YYMM.NNNNN); else from cited frontmatter is too costly, so null. | |
| function sourceYear(id) { | |
| const m = /^arxiv:(\d{2})(\d{2})\./.exec(id); | |
| if (!m) return null; | |
| const yy = +m[1]; | |
| return yy >= 91 ? 1900 + yy : 2000 + yy; // arXiv started 1991; everything else is 20xx | |
| } | |
| // Categories (taxonomy) that cite a source, via the topics that cite it. | |
| function sourceCategories(id) { | |
| const cats = new Set(); | |
| (state.citedBy.get(id) || new Set()).forEach(path => { | |
| const p = state.pages.find(pg => pg.path === path); | |
| if (p && p._cat) cats.add(p._cat); | |
| }); | |
| return [...cats]; | |
| } | |
| async function boot() { | |
| initTheme(); | |
| setupMarked(); | |
| // events β all optional-chained so a missing element can never abort boot and | |
| // blank the whole app (a stale index.html must degrade, not brick). | |
| $('#themeToggle')?.addEventListener('click', toggleTheme); | |
| $('#menuToggle')?.addEventListener('click', toggleNav); | |
| $('#navScrim')?.addEventListener('click', closeNav); | |
| $('#brandHome')?.addEventListener('click', () => go('#/')); | |
| let st; | |
| // One search box: filters topic titles + bodies, and live-highlights the open article. | |
| $('#navSearch')?.addEventListener('input', () => { | |
| ensureCitemap(); // kick off body indexing on first keystroke so content matches fill in fast | |
| syncSearchBadge(); | |
| clearTimeout(st); st = setTimeout(() => { renderNav(); refreshDocHighlights($('#navSearch').value); }, 120); | |
| }); | |
| window.addEventListener('hashchange', route); | |
| // The βK badge doubles as a β clear button once a query is typed. | |
| $('#paletteOpen')?.addEventListener('click', () => { $('#navSearch')?.value ? clearNavSearch() : focusNavSearch(); }); | |
| // βK (and "/") focus the top-left search β one box that filters titles + bodies. | |
| window.addEventListener('keydown', (e) => { | |
| if ((e.metaKey || e.ctrlKey) && e.key.toLowerCase() === 'k') { e.preventDefault(); focusNavSearch(); return; } | |
| if (e.key === 'Escape' && document.activeElement === $('#navSearch') && $('#navSearch')?.value) { clearNavSearch(); return; } | |
| const typing = /^(input|textarea)$/i.test(document.activeElement?.tagName || ''); | |
| if (e.key === '/' && !typing) { e.preventDefault(); focusNavSearch(); } | |
| }); | |
| initHovercards(); | |
| // Sources/meta are independent of pages+taxonomy β start them NOW (in parallel with | |
| // loadCore) so the source list + citation resolution are ready ASAP, not gated on | |
| // the critical render path. (softRefresh is a no-op until the first render lands.) | |
| loadSources().catch(e => console.warn('sources', e)); | |
| loadMeta().catch(e => console.warn('meta', e)); | |
| // Critical path: render as soon as topics + taxonomy are in (sub-second). | |
| try { | |
| await loadCore(); | |
| } catch (e) { | |
| showError('Could not reach the wiki API. ' + (e.message || '')); | |
| return; | |
| } | |
| updateCounts(); | |
| renderNav(); | |
| route(); | |
| state.firstRenderDone = true; | |
| // Citation map a bit after first paint so its bulk fetches don't contend with the | |
| // current view's content fetch for the per-host connection budget. | |
| setTimeout(() => ensureCitemap(), 1500); | |
| } | |
| // marked & friends are loaded with `defer`; run after DOM + scripts are ready. | |
| if (document.readyState === 'loading') window.addEventListener('DOMContentLoaded', boot); | |
| else boot(); | |