import { writeFileSync } from "node:fs"; const cdpPort = process.env.CDP_PORT ?? "9227"; const baseUrl = process.env.SITE_URL ?? "http://127.0.0.1:4326"; const pages = await fetch(`http://127.0.0.1:${cdpPort}/json/list`).then((response) => response.json()); const page = pages.find((entry) => entry.type === "page"); if (!page) throw new Error(`CDP ${cdpPort} 没有可用页面`); const socket = new WebSocket(page.webSocketDebuggerUrl); await new Promise((resolve, reject) => { socket.addEventListener("open", resolve, { once: true }); socket.addEventListener("error", reject, { once: true }); }); let nextId = 0; const pending = new Map(); const exceptions = []; socket.addEventListener("message", (event) => { const message = JSON.parse(event.data); if (message.id && pending.has(message.id)) { const { resolve, reject } = pending.get(message.id); pending.delete(message.id); if (message.error) reject(new Error(message.error.message)); else resolve(message.result); } if (message.method === "Runtime.exceptionThrown") { exceptions.push(message.params.exceptionDetails.exception?.description ?? message.params.exceptionDetails.text); } }); const command = (method, params = {}) => new Promise((resolve, reject) => { const id = ++nextId; pending.set(id, { resolve, reject }); socket.send(JSON.stringify({ id, method, params })); }); const pause = (milliseconds) => new Promise((resolve) => setTimeout(resolve, milliseconds)); const evaluate = async (expression) => { const result = await command("Runtime.evaluate", { expression, returnByValue: true, awaitPromise: true }); if (result.exceptionDetails) throw new Error(result.exceptionDetails.exception?.description ?? result.exceptionDetails.text); return result.result.value; }; const navigate = async (path) => { await command("Page.navigate", { url: `${baseUrl}${path}` }); for (let attempt = 0; attempt < 50; attempt += 1) { await pause(100); if (await evaluate("document.readyState === 'complete'")) return; } throw new Error(`${path} 加载超时`); }; const screenshot = async (path, full = false) => { const params = { format: "png", captureBeyondViewport: full }; if (full) { const metrics = await command("Page.getLayoutMetrics"); params.clip = { x: 0, y: 0, width: metrics.cssContentSize.width, height: metrics.cssContentSize.height, scale: 1, }; } const result = await command("Page.captureScreenshot", params); writeFileSync(path, Buffer.from(result.data, "base64")); }; await command("Page.enable"); await command("Runtime.enable"); await command("Emulation.setDeviceMetricsOverride", { width: 1440, height: 1100, deviceScaleFactor: 1, mobile: false, }); await navigate("/systems/numerics/"); await screenshot("/tmp/llm-atlas-numerics-desktop.png"); const format = await evaluate(`(() => { const root = document.querySelector("[data-numerics-lab]"); const metric = (name) => root.querySelector('[data-format-metric="' + name + '"]').textContent; const initial = { storage: metric("storage"), status: metric("status"), error: metric("absolute"), }; root.querySelector('[data-format-choice="fp16"]').click(); root.querySelector('[data-format-preset="tiny"]').click(); const tinyFp16 = { status: metric("status"), encoded: metric("encoded") }; root.querySelector('[data-format-choice="e4m3"]').click(); root.querySelector('[data-format-preset="large"]').click(); const largeE4M3 = { status: metric("status"), encoded: metric("encoded") }; root.querySelector('[data-format-choice="mxfp4"]').click(); root.querySelector('[data-format-preset="one"]').click(); const outlier = root.querySelector('[data-format-input="outlier"]'); const local = { error: metric("absolute"), encoded: metric("encoded") }; outlier.value = "64"; outlier.dispatchEvent(new Event("input", { bubbles: true })); return { initial, tinyFp16, largeE4M3, local, shared: { error: metric("absolute"), encoded: metric("encoded"), note: root.querySelector("[data-format-scale-note]").textContent, }, }; })()`); const ledger = await evaluate(`(() => { const root = document.querySelector("[data-numerics-lab]"); root.querySelector('[data-num-tab="ledger"]').click(); const read = () => ({ total: root.querySelector('[data-ledger-metric="total"]').textContent, saving: root.querySelector('[data-ledger-metric="saving"]').textContent, activation: root.querySelector('[data-ledger-metric="activation"]').textContent, communication: root.querySelector('[data-ledger-metric="communication"]').textContent, risks: root.querySelector("[data-ledger-risks]").textContent, rows: root.querySelectorAll("[data-state-stack] > div").length, }); root.querySelector('[data-precision-preset="bf16"]').click(); const bf16 = read(); root.querySelector('[data-precision-preset="v3"]').click(); const v3 = read(); root.querySelector('[data-precision-preset="k3"]').click(); const k3 = read(); return { bf16, v3, k3 }; })()`); const optimizer = await evaluate(`(() => { const root = document.querySelector("[data-numerics-lab]"); root.querySelector('[data-num-tab="optimizer"]').click(); const ratio = root.querySelector('[data-optimizer-input="ratio"]'); ratio.value = "24"; ratio.dispatchEvent(new Event("input", { bubbles: true })); const read = () => ({ label: root.querySelector("[data-optimizer-label]").textContent, imbalance: root.querySelector('[data-optimizer-metric="imbalance"]').textContent, unit: root.querySelector('[data-optimizer-metric="unit"]').textContent, note: root.querySelector("[data-optimizer-note]").textContent, cells: root.querySelectorAll('[data-matrix="output"] i').length, }); root.querySelector('[data-optimizer-choice="muon"]').click(); const full = read(); root.querySelector('[data-optimizer-choice="perhead"]').click(); const perHead = read(); return { full, perHead }; })()`); const stability = await evaluate(`(() => { const root = document.querySelector("[data-numerics-lab]"); root.querySelector('[data-num-tab="stability"]').click(); const read = () => ({ summary: root.querySelector("[data-stability-summary]").textContent, levels: [...root.querySelectorAll("[data-gauge] b")].map((node) => node.textContent), defenses: [...root.querySelectorAll("[data-defense]:checked")].map((node) => node.dataset.defense), timeline: root.querySelectorAll("[data-risk-timeline] i").length, }); root.querySelector('[data-stability-preset="k2"]').click(); const k2 = read(); root.querySelector('[data-stability-preset="v4"]').click(); const v4 = read(); const firstTab = root.querySelector('[data-num-tab="format"]'); firstTab.focus(); firstTab.dispatchEvent(new KeyboardEvent("keydown", { key: "End", bubbles: true })); return { k2, v4, keyboard: { selected: root.querySelector('[data-num-tab][aria-selected="true"]').dataset.numTab, visible: root.querySelector("[data-num-view]:not([hidden])").dataset.numView, }, }; })()`); const layout = await evaluate(`(() => { const nav = document.querySelector(".top-nav"); const meta = document.querySelector(".header-meta"); return { documentOverflow: document.documentElement.scrollWidth - document.documentElement.clientWidth, navGap: Number((meta.getBoundingClientRect().left - nav.getBoundingClientRect().right).toFixed(1)), navLinks: document.querySelectorAll(".top-nav a").length, articleSections: document.querySelectorAll(".article-section").length, paperLinks: document.querySelectorAll(".paper-chain a").length, labTabs: document.querySelectorAll("[data-num-tab]").length, views: document.querySelectorAll("[data-num-view]").length, }; })()`); await evaluate(`document.querySelector("[data-numerics-lab]").scrollIntoView({ block: "start", behavior: "instant" })`); await pause(150); await screenshot("/tmp/llm-atlas-numerics-lab-desktop.png"); await command("Emulation.setDeviceMetricsOverride", { width: 390, height: 844, deviceScaleFactor: 1, mobile: true, }); await navigate("/systems/numerics/"); await evaluate(`document.querySelector("[data-numerics-lab]").scrollIntoView({ block: "start", behavior: "instant" })`); await pause(100); await screenshot("/tmp/llm-atlas-numerics-lab-mobile.png"); const mobile = await evaluate(`(() => { const toggle = document.querySelector("#menu-toggle"); toggle.click(); return { documentOverflow: document.documentElement.scrollWidth - document.documentElement.clientWidth, menuVisible: getComputedStyle(toggle).display !== "none", menuOpen: toggle.getAttribute("aria-expanded"), mobileLinks: document.querySelectorAll("#mobile-nav a").length, }; })()`); await command("Emulation.setDeviceMetricsOverride", { width: 1440, height: 1100, deviceScaleFactor: 1, mobile: false, }); await navigate("/"); const home = await evaluate(`({ documentOverflow: document.documentElement.scrollWidth - document.documentElement.clientWidth, releaseCards: document.querySelectorAll(".release-card").length, firstRelease: document.querySelector(".release-card h2").textContent, firstHref: document.querySelector(".release-card").getAttribute("href"), paperCount: document.querySelector(".hero-stats div:nth-child(3) b").textContent, navLinks: document.querySelectorAll(".top-nav a").length, })`); await navigate("/papers/"); const papers = await evaluate(`(() => { const optimizer = [...document.querySelectorAll("[data-filter]")].find((node) => node.dataset.filter === "优化器"); optimizer?.click(); return { hasOptimizerFilter: Boolean(optimizer), total: document.querySelectorAll("[data-paper]").length, visible: [...document.querySelectorAll("[data-paper]")].filter((node) => !node.hidden).length, }; })()`); const report = { format, ledger, optimizer, stability, layout, mobile, home, papers, exceptions }; console.log(JSON.stringify(report, null, 2)); const numeric = (value) => Number.parseFloat(value.replaceAll(",", "")); const failures = []; if (format.initial.storage !== "2.000 B/value") failures.push("BF16 初始字节口径异常"); if (!["SUBNORMAL", "ROUNDED"].includes(format.tinyFp16.status)) failures.push("FP16 微小梯度未进入 subnormal/rounding 边界"); if (format.largeE4M3.status !== "OVERFLOW") failures.push("E4M3 大激活未触发 overflow"); if (numeric(format.shared.error) <= numeric(format.local.error) || !format.shared.note.includes("teaching scale")) { failures.push("MXFP4 block outlier 没有压缩普通值格点"); } if (ledger.bf16.rows !== 6 || ledger.v3.rows !== 6 || ledger.k3.rows !== 6) failures.push("混合精度状态栈数量异常"); if (numeric(ledger.v3.total) >= numeric(ledger.bf16.total) || numeric(ledger.k3.total) >= numeric(ledger.bf16.total)) { failures.push("低精度预设没有降低教学状态字节"); } if (!ledger.v3.risks.includes("1×128") || !ledger.k3.risks.includes("post-training")) failures.push("V3/K3 证据边界缺失"); if (optimizer.full.cells !== 8 || optimizer.perHead.cells !== 8) failures.push("更新矩阵没有完整渲染"); if (optimizer.perHead.unit.trim() !== "attention head" || !optimizer.perHead.label.includes("Per-Head")) { failures.push("Per-Head Muon 逻辑单位异常"); } if ( numeric(optimizer.perHead.imbalance) > 1.25 || numeric(optimizer.perHead.imbalance) >= numeric(optimizer.full.imbalance) * 0.1 ) failures.push("Per-Head Muon 没有显著降低两个 head 的更新失衡"); if (stability.v4.timeline !== 24 || stability.k2.timeline !== 24) failures.push("稳定性时间线数量异常"); if (!stability.v4.summary.includes("均低于 HIGH") || stability.v4.defenses.length !== 5) { failures.push("DeepSeek-V4 防线预设没有压低四条教学风险"); } if (stability.keyboard.selected !== "stability" || stability.keyboard.visible !== "stability") { failures.push("实验页签键盘导航异常"); } if (layout.articleSections !== 19 || layout.paperLinks !== 36 || layout.labTabs !== 4 || layout.views !== 4) { failures.push("章节、论文或实验数量异常"); } if (layout.navLinks !== 18 || mobile.mobileLinks !== 18 || home.navLinks !== 18) failures.push("全站导航未同步推理服务专题"); if (layout.documentOverflow > 0 || mobile.documentOverflow > 0 || home.documentOverflow > 0) failures.push("页面存在横向溢出"); if (layout.navGap < 0) failures.push(`桌面导航碰撞:${layout.navGap}px`); if (!mobile.menuVisible || mobile.menuOpen !== "true") failures.push("移动端菜单不可用"); if (home.releaseCards !== 13 || !home.firstRelease.includes("推理优化") || home.firstHref !== "/systems/inference/") { failures.push("首页 Transformer 新章入口异常"); } if (home.paperCount !== "400") failures.push(`首页论文总数异常:${home.paperCount}`); if (!papers.hasOptimizerFilter || papers.total !== 400 || papers.visible < 8) failures.push("论文库优化器标签或论文总数异常"); if (exceptions.length) failures.push(`浏览器脚本异常:${exceptions.join("; ")}`); socket.close(); if (failures.length) { failures.forEach((failure) => console.error(`- ${failure}`)); process.exit(1); } console.log("数值精度、优化器与稳定性专题真实 Chrome 断言通过。");