eval_web.js
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async function fetchJSON(url, options) {
const res = await fetch(url, options);
if (!res.ok) throw new Error(await res.text());
return await res.json();
}
function fmtNumber(value, digits = 3) {
if (value == null || Number.isNaN(Number(value))) return "-";
return Number(value).toFixed(digits);
}
function metricSections(metrics) {
const groups = [
{
title: "Primary Ranking",
keys: ["NDCG@5", "NDCG@10", "NDCG@20", "NDCG@50"],
description: "Graded ranking quality across the four relevance tiers.",
},
{
title: "Top Slot Quality",
keys: ["Exact_Precision@5", "Exact_Precision@10", "Strong_Precision@5", "Strong_Precision@10", "Strong_Precision@20"],
description: "How much of the visible top rank is exact or strong business relevance.",
},
{
title: "Recall Coverage",
keys: ["Useful_Precision@10", "Useful_Precision@20", "Useful_Precision@50", "Gain_Recall@10", "Gain_Recall@20", "Gain_Recall@50"],
description: "How much judged relevance is captured in the returned list.",
},
{
title: "First Good Result",
keys: ["Exact_Success@5", "Exact_Success@10", "Strong_Success@5", "Strong_Success@10", "MRR_Exact@10", "MRR_Strong@10", "Avg_Grade@10"],
description: "Whether users see a good result early and how good the top page feels overall.",
},
];
const seen = new Set();
return groups
.map((group) => {
const items = group.keys
.filter((key) => metrics && Object.prototype.hasOwnProperty.call(metrics, key))
.map((key) => {
seen.add(key);
return [key, metrics[key]];
});
return { ...group, items };
})
.filter((group) => group.items.length)
.concat(
(() => {
const rest = Object.entries(metrics || {}).filter(([key]) => !seen.has(key));
return rest.length
? [{ title: "Other Metrics", description: "", items: rest }]
: [];
})()
);
}
function renderMetrics(metrics, metricContext) {
const root = document.getElementById("metrics");
root.innerHTML = "";
const ctx = document.getElementById("metricContext");
const gainScheme = metricContext && metricContext.gain_scheme;
const primary = metricContext && metricContext.primary_metric;
ctx.textContent = primary
? `Primary metric: ${primary}. Gain scheme: ${Object.entries(gainScheme || {}).map(([label, gain]) => `${label}=${gain}`).join(", ")}.`
: "";
metricSections(metrics || {}).forEach((section) => {
const wrap = document.createElement("section");
wrap.className = "metric-section";
wrap.innerHTML = `
<div class="metric-section-head">
<h3>${section.title}</h3>
${section.description ? `<p>${section.description}</p>` : ""}
</div>
<div class="grid metric-grid"></div>
`;
const grid = wrap.querySelector(".metric-grid");
section.items.forEach(([key, value]) => {
const card = document.createElement("div");
card.className = "metric";
card.innerHTML = `<div class="label">${key}</div><div class="value">${fmtNumber(value)}</div>`;
grid.appendChild(card);
});
root.appendChild(wrap);
});
}
function labelBadgeClass(label) {
if (!label || label === "Unknown") return "badge-unknown";
return "label-" + String(label).toLowerCase().replace(/\s+/g, "-");
}
function renderResults(results, rootId = "results", showRank = true) {
const mount = document.getElementById(rootId);
mount.innerHTML = "";
(results || []).forEach((item) => {
const label = item.label || "Unknown";
const box = document.createElement("div");
box.className = "result";
box.innerHTML = `
<div><span class="badge ${labelBadgeClass(label)}">${label}</span><div class="muted" style="margin-top:8px">${showRank ? `#${item.rank || "-"}` : (item.rerank_score != null ? `rerank=${item.rerank_score.toFixed ? item.rerank_score.toFixed(4) : item.rerank_score}` : "not recalled")}</div></div>
<img class="thumb" src="${item.image_url || ""}" alt="" />
<div>
<div class="title">${item.title || ""}</div>
${item.title_zh ? `<div class="title-zh">${item.title_zh}</div>` : ""}
<div class="options">
<div>${(item.option_values || [])[0] || ""}</div>
<div>${(item.option_values || [])[1] || ""}</div>
<div>${(item.option_values || [])[2] || ""}</div>
</div>
</div>`;
mount.appendChild(box);
});
if (!(results || []).length) {
mount.innerHTML = '<div class="muted">None.</div>';
}
}
function renderTips(data) {
const root = document.getElementById("tips");
const tips = [...(data.tips || [])];
const stats = data.label_stats || {};
tips.unshift(
`Cached labels: ${stats.total || 0}. Recalled hits: ${stats.recalled_hits || 0}. Missed judged useful results: ${stats.missing_relevant_count || 0} (Exact ${stats.missing_exact_count || 0}, High ${stats.missing_high_count || 0}, Low ${stats.missing_low_count || 0}).`
);
root.innerHTML = tips.map((text) => `<div class="tip">${text}</div>`).join("");
}
async function loadQueries() {
const data = await fetchJSON("/api/queries");
const root = document.getElementById("queryList");
root.innerHTML = "";
data.queries.forEach((query) => {
const btn = document.createElement("button");
btn.className = "query-item";
btn.textContent = query;
btn.onclick = () => {
document.getElementById("queryInput").value = query;
runSingle();
};
root.appendChild(btn);
});
}
function historySummaryHtml(meta) {
const m = meta && meta.aggregate_metrics;
const nq = (meta && meta.queries && meta.queries.length) || (meta && meta.per_query && meta.per_query.length) || null;
const parts = [];
if (nq != null) parts.push(`<span>Queries</span> ${nq}`);
if (m && m["NDCG@10"] != null) parts.push(`<span>NDCG@10</span> ${fmtNumber(m["NDCG@10"])}`);
if (m && m["Strong_Precision@10"] != null) parts.push(`<span>Strong@10</span> ${fmtNumber(m["Strong_Precision@10"])}`);
if (m && m["Gain_Recall@50"] != null) parts.push(`<span>Gain Recall@50</span> ${fmtNumber(m["Gain_Recall@50"])}`);
if (!parts.length) return "";
return `<div class="hstats">${parts.join(" · ")}</div>`;
}
async function loadHistory() {
const data = await fetchJSON("/api/history");
const root = document.getElementById("history");
root.classList.remove("muted");
const items = data.history || [];
if (!items.length) {
root.innerHTML = '<span class="muted">No history yet.</span>';
return;
}
root.innerHTML = `<div class="history-list"></div>`;
const list = root.querySelector(".history-list");
items.forEach((item) => {
const btn = document.createElement("button");
btn.type = "button";
btn.className = "history-item";
btn.setAttribute("aria-label", `Open report ${item.batch_id}`);
const sum = historySummaryHtml(item.metadata);
btn.innerHTML = `<div class="hid">${item.batch_id}</div>
<div class="hmeta">${item.created_at} · tenant ${item.tenant_id}</div>${sum}`;
btn.onclick = () => openBatchReport(item.batch_id);
list.appendChild(btn);
});
}
let _lastReportPath = "";
function closeReportModal() {
const el = document.getElementById("reportModal");
el.classList.remove("is-open");
el.setAttribute("aria-hidden", "true");
document.getElementById("reportModalBody").innerHTML = "";
document.getElementById("reportModalMeta").textContent = "";
}
async function openBatchReport(batchId) {
const el = document.getElementById("reportModal");
const body = document.getElementById("reportModalBody");
const metaEl = document.getElementById("reportModalMeta");
const titleEl = document.getElementById("reportModalTitle");
el.classList.add("is-open");
el.setAttribute("aria-hidden", "false");
titleEl.textContent = batchId;
metaEl.textContent = "";
body.className = "report-modal-body batch-report-md report-modal-loading";
body.textContent = "Loading report…";
try {
const rep = await fetchJSON("/api/history/" + encodeURIComponent(batchId) + "/report");
_lastReportPath = rep.report_markdown_path || "";
metaEl.textContent = rep.report_markdown_path || "";
const raw = marked.parse(rep.markdown || "", { gfm: true });
const safe = DOMPurify.sanitize(raw, { USE_PROFILES: { html: true } });
body.className = "report-modal-body batch-report-md";
body.innerHTML = safe;
} catch (e) {
body.className = "report-modal-body report-modal-error";
body.textContent = e && e.message ? e.message : String(e);
}
}
document.getElementById("reportModal").addEventListener("click", (ev) => {
if (ev.target && ev.target.getAttribute("data-close-report") === "1") closeReportModal();
});
document.addEventListener("keydown", (ev) => {
if (ev.key === "Escape") closeReportModal();
});
document.getElementById("reportCopyPath").addEventListener("click", async () => {
if (!_lastReportPath) return;
try {
await navigator.clipboard.writeText(_lastReportPath);
} catch (_) {}
});
async function runSingle() {
const query = document.getElementById("queryInput").value.trim();
if (!query) return;
document.getElementById("status").textContent = `Evaluating "${query}"...`;
const data = await fetchJSON("/api/search-eval", {
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify({ query, top_k: 100, auto_annotate: false }),
});
document.getElementById("status").textContent = `Done. total=${data.total}`;
renderMetrics(data.metrics, data.metric_context);
renderResults(data.results, "results", true);
renderResults(data.missing_relevant, "missingRelevant", false);
renderTips(data);
loadHistory();
}
async function runBatch() {
document.getElementById("status").textContent = "Running batch evaluation...";
const data = await fetchJSON("/api/batch-eval", {
method: "POST",
headers: { "Content-Type": "application/json" },
body: JSON.stringify({ top_k: 100, auto_annotate: false }),
});
document.getElementById("status").textContent = `Batch done. report=${data.batch_id}`;
renderMetrics(data.aggregate_metrics, data.metric_context);
renderResults([], "results", true);
renderResults([], "missingRelevant", false);
document.getElementById("tips").innerHTML = '<div class="tip">Batch evaluation uses cached labels only unless force refresh is requested via CLI/API.</div>';
loadHistory();
}
loadQueries();
loadHistory();