Add RAGAS evaluation web console (FastAPI + vanilla JS)
- webapp/: FastAPI backend with runs/scenarios/evaluations API routers; services for run_reader, report_builder, scenario_scanner, task_manager (lazy ragas import — server boots even without ragas); Pydantic models - webapp/static/: single-page console (layout A: left-nav + main area); report detail with metric cards, Chart.js distribution histogram, grouping table, lowest-score sample review; trigger evaluation + log polling - webmain.py: uvicorn entry point (alongside existing main.py CLI) - start.bat: Windows one-click launcher with env checks and auto-browser open - rag_eval/datasets/: implement missing loader + normalizer modules (load_dataset_records, normalize_records) required by evaluator - scripts/seed_sample_run.py: generate realistic demo run artifacts - .gitignore: exclude datasets/ data files but keep rag_eval/datasets/ source Co-Authored-By: Claude Sonnet 4 <noreply@anthropic.com>
This commit is contained in:
46
webapp/static/js/api.js
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46
webapp/static/js/api.js
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// api.js — 控制台后端 HTTP 接口的轻量封装。
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const API = {
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// 通用 JSON GET，失败时抛出带状态码的错误。
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async get(path) {
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const resp = await fetch(path);
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if (!resp.ok) {
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const detail = await API._extractError(resp);
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throw new Error(detail);
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}
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return resp.json();
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},
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// 通用 JSON POST。
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async post(path, body) {
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const resp = await fetch(path, {
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method: "POST",
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headers: { "Content-Type": "application/json" },
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body: JSON.stringify(body || {}),
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});
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if (!resp.ok) {
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const detail = await API._extractError(resp);
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throw new Error(detail);
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}
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return resp.json();
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},
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// 从错误响应中尽量解析出 detail 文本。
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async _extractError(resp) {
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try {
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const data = await resp.json();
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return data.detail || `请求失败 (${resp.status})`;
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} catch (_e) {
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return `请求失败 (${resp.status})`;
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}
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},
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health() { return API.get("/api/health"); },
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runs() { return API.get("/api/runs"); },
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runDetail(runId) { return API.get(`/api/runs/${encodeURIComponent(runId)}`); },
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scenarios() { return API.get("/api/scenarios"); },
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triggerEvaluation(scenarioPath) {
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return API.post("/api/evaluations", { scenario_path: scenarioPath });
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},
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taskStatus(taskId) { return API.get(`/api/evaluations/${encodeURIComponent(taskId)}`); },
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};
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152
webapp/static/js/app.js
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152
webapp/static/js/app.js
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// app.js — 视图路由、运行列表渲染、健康检查。整个控制台的入口编排。
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const App = {
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currentRunId: null,
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views: ["runs", "new", "report"],
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titles: { runs: "运行列表", new: "新建评估", report: "报告详情" },
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// 初始化：绑定导航、加载首屏、启动健康检查。
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init() {
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document.querySelectorAll(".nav-item").forEach((btn) => {
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btn.addEventListener("click", () => App.switchView(btn.dataset.view));
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});
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document.getElementById("refresh-btn").addEventListener("click", () => App.refreshCurrent());
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Runner.init();
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App.switchView("runs");
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App.checkHealth();
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setInterval(App.checkHealth, 15000);
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},
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// 切换主视图，并同步导航高亮与标题。
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switchView(view) {
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if (view === "report" && !App.currentRunId) {
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// 没有选中的运行时，报告页显示占位。
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}
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App.views.forEach((name) => {
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const el = document.getElementById(`view-${name}`);
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if (el) el.hidden = name !== view;
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});
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document.querySelectorAll(".nav-item").forEach((btn) => {
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btn.classList.toggle("active", btn.dataset.view === view);
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});
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document.getElementById("view-title").textContent = App.titles[view] || view;
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App.activeView = view;
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if (view === "runs") App.loadRuns();
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if (view === "new") Runner.loadScenarios();
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if (view === "report") Report.render(App.currentRunId);
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},
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// 刷新当前视图的数据。
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refreshCurrent() {
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App.switchView(App.activeView || "runs");
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},
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// 加载并渲染运行列表。
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async loadRuns() {
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const container = document.getElementById("runs-container");
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const empty = document.getElementById("runs-empty");
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container.innerHTML = '<p class="muted">加载中…</p>';
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try {
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const data = await API.runs();
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const runs = data.runs || [];
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if (runs.length === 0) {
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container.innerHTML = "";
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empty.hidden = false;
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return;
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}
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empty.hidden = true;
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container.innerHTML = "";
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runs.forEach((run) => container.appendChild(App.renderRunCard(run)));
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} catch (err) {
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container.innerHTML = `<p class="muted">加载失败：${App.escape(err.message)}</p>`;
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}
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},
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// 构造一张运行卡片。
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renderRunCard(run) {
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const card = document.createElement("div");
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card.className = "run-card";
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card.addEventListener("click", () => {
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App.currentRunId = run.run_id;
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App.enableReportNav();
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App.switchView("report");
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});
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const chips = (run.metrics || [])
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.map((m) => {
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const val = run.metric_means ? run.metric_means[m] : null;
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const cls = App.scoreClass(val);
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const text = val === null || val === undefined ? "n/a" : val.toFixed(2);
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return `<span class="metric-chip">${App.escape(App.shortMetric(m))} <b class="${cls}">${text}</b></span>`;
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})
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.join("");
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card.innerHTML = `
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<div class="run-card-head">
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<div class="run-card-title">${App.escape(run.scenario_name || run.run_id)}</div>
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</div>
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<div class="run-card-meta">
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<div>${App.escape(run.mode || "—")} · judge: ${App.escape(run.judge_model || "—")}</div>
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<div>${run.valid_samples} 有效 / ${run.invalid_samples} 无效 · ${App.escape(App.shortTime(run.finished_at))}</div>
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</div>
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<div class="run-card-metrics">${chips}</div>
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`;
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return card;
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},
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// 启用报告导航项（选中运行后）。
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enableReportNav() {
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const btn = document.querySelector('.nav-item[data-view="report"]');
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if (btn) btn.disabled = false;
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},
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// 根据分值返回 good/warn/bad/na 配色类。
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scoreClass(value) {
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if (value === null || value === undefined) return "na";
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if (value >= 0.8) return "good";
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if (value >= 0.65) return "warn";
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return "bad";
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},
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// 指标名缩写，节省卡片横向空间。
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shortMetric(name) {
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const map = {
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faithfulness: "faith.",
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answer_relevancy: "ans.rel.",
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context_recall: "ctx.recall",
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context_precision: "ctx.prec.",
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};
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return map[name] || name;
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},
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// 截取时间戳到分钟，便于阅读。
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shortTime(iso) {
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if (!iso) return "—";
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return String(iso).replace("T", " ").slice(0, 16);
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},
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// 简单 HTML 转义，防止注入。
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escape(text) {
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const div = document.createElement("div");
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div.textContent = text == null ? "" : String(text);
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return div.innerHTML;
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},
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// 健康检查，更新左下角状态点。
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async checkHealth() {
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const dot = document.getElementById("health-dot");
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const label = document.getElementById("health-text");
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try {
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await API.health();
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dot.className = "dot ok";
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label.textContent = "服务正常";
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} catch (_e) {
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dot.className = "dot bad";
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label.textContent = "服务离线";
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}
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},
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};
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document.addEventListener("DOMContentLoaded", App.init);
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258
webapp/static/js/report.js
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258
webapp/static/js/report.js
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// report.js — 报告详情页渲染：元信息、指标卡片、分布图、分组表、低分样本复核。
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const Report = {
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distChart: null,
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currentDetail: null,
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activeGrouping: null,
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// 加载并渲染指定运行的完整报告。
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async render(runId) {
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const empty = document.getElementById("report-empty");
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const content = document.getElementById("report-content");
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if (!runId) {
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empty.hidden = false;
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content.hidden = true;
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return;
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}
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empty.hidden = true;
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content.hidden = false;
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content.style.opacity = "0.4";
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try {
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const detail = await API.runDetail(runId);
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Report.currentDetail = detail;
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Report.renderMeta(detail.summary);
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Report.renderMetricCards(detail.summary, detail.report);
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Report.renderDistribution(detail.report);
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Report.renderGroupings(detail.report);
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Report.renderLowest(detail.report);
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content.style.opacity = "1";
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} catch (err) {
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empty.hidden = false;
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content.hidden = true;
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empty.innerHTML = `<p>加载报告失败：${App.escape(err.message)}</p>`;
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}
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},
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// 顶部元信息条。
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renderMeta(summary) {
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const el = document.getElementById("report-meta");
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el.innerHTML = `
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<div>
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<div class="report-meta-title">${App.escape(summary.scenario_name || summary.run_id)}
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<span class="status-pill completed">● completed</span></div>
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<div class="report-meta-info">run_id: ${App.escape(summary.run_id)}</div>
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</div>
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<div class="report-meta-info">
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${App.escape(summary.mode || "—")} · judge: ${App.escape(summary.judge_model || "—")}
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· ${summary.total_samples} 样本 (${summary.valid_samples} 有效 / ${summary.invalid_samples} 无效)
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· ${App.escape(App.shortTime(summary.finished_at))}
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</div>
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`;
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},
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// ① 指标均值卡片。
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renderMetricCards(summary, report) {
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const wrap = document.getElementById("metric-cards");
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wrap.innerHTML = "";
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const metrics = report.metrics && report.metrics.length ? report.metrics : summary.metrics;
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metrics.forEach((metric) => {
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const value = report.metric_means ? report.metric_means[metric] : null;
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const cls = App.scoreClass(value);
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const text = value === null || value === undefined ? "n/a" : value.toFixed(2);
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const card = document.createElement("div");
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card.className = "metric-card";
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card.innerHTML = `
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<div class="metric-value ${cls}">${text}</div>
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<div class="metric-name">${App.escape(metric)}</div>
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`;
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wrap.appendChild(card);
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});
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},
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// ② 分数分布直方图（可切换指标）。
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renderDistribution(report) {
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const select = document.getElementById("dist-metric-select");
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const distributions = report.distributions || {};
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const metricsWithDist = Object.keys(distributions);
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select.innerHTML = "";
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if (metricsWithDist.length === 0) {
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Report._drawDistChart([], []);
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return;
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}
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metricsWithDist.forEach((metric) => {
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const opt = document.createElement("option");
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opt.value = metric;
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opt.textContent = metric;
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select.appendChild(opt);
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});
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select.onchange = () => Report._updateDistChart(select.value);
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Report._updateDistChart(metricsWithDist[0]);
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},
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// 用选定指标的分箱数据刷新直方图。
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_updateDistChart(metric) {
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const distributions = Report.currentDetail.report.distributions || {};
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const bins = distributions[metric] || [];
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const labels = bins.map((b) => b.label);
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const counts = bins.map((b) => b.count);
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const colors = bins.map((b) => Report._binColor(b.lower));
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Report._drawDistChart(labels, counts, colors);
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},
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// 低分箱偏红、高分箱偏绿，直观暴露长尾。
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_binColor(lower) {
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if (lower >= 0.8) return "#16a34a";
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if (lower >= 0.6) return "#84cc16";
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if (lower >= 0.4) return "#eab308";
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if (lower >= 0.2) return "#f97316";
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return "#dc2626";
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},
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// 实际绘制 Chart.js 柱状图。
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_drawDistChart(labels, counts, colors) {
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const canvas = document.getElementById("dist-chart");
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if (Report.distChart) Report.distChart.destroy();
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Report.distChart = new Chart(canvas, {
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type: "bar",
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data: {
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labels,
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datasets: [{ data: counts, backgroundColor: colors || "#009999", borderRadius: 4 }],
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},
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options: {
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responsive: true,
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plugins: { legend: { display: false } },
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scales: {
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y: { beginAtZero: true, ticks: { precision: 0 }, grid: { color: "#f1f5f9" } },
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x: { grid: { display: false } },
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},
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},
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});
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},
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// ③ 分组均值（difficulty / question_type / language）。
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renderGroupings(report) {
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const tabsEl = document.getElementById("grouping-tabs");
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const tableEl = document.getElementById("grouping-table");
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const groupings = report.groupings || {};
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const fields = Object.keys(groupings);
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tabsEl.innerHTML = "";
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if (fields.length === 0) {
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tableEl.innerHTML = '<p class="muted tiny">数据集未包含可分组字段（difficulty / question_type）。</p>';
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return;
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}
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const fieldLabels = { difficulty: "难度", question_type: "类型", language: "语言" };
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Report.activeGrouping = fields[0];
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fields.forEach((field) => {
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const tab = document.createElement("button");
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tab.className = "grouping-tab" + (field === Report.activeGrouping ? " active" : "");
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tab.textContent = fieldLabels[field] || field;
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tab.onclick = () => {
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Report.activeGrouping = field;
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tabsEl.querySelectorAll(".grouping-tab").forEach((t) => t.classList.remove("active"));
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tab.classList.add("active");
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Report._drawGroupTable(report, field);
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};
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tabsEl.appendChild(tab);
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});
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Report._drawGroupTable(report, Report.activeGrouping);
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},
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// 渲染单个分组字段的均值表。
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_drawGroupTable(report, field) {
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const tableEl = document.getElementById("grouping-table");
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const stats = report.groupings[field] || [];
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const metrics = report.metrics || [];
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let head = "<tr><th>组</th><th>样本</th>";
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metrics.forEach((m) => (head += `<th>${App.escape(App.shortMetric(m))}</th>`));
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head += "</tr>";
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let body = "";
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stats.forEach((stat) => {
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body += `<tr><td>${App.escape(stat.key)}</td><td>${stat.count}</td>`;
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metrics.forEach((m) => {
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const v = stat.means ? stat.means[m] : null;
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const cls = App.scoreClass(v);
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const text = v === null || v === undefined ? "—" : v.toFixed(2);
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body += `<td class="${cls}">${text}</td>`;
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});
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body += "</tr>";
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});
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tableEl.innerHTML = `<table class="group-table">${head}${body}</table>`;
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},
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// ④ 最低分样本逐条复核表（点击展开）。
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renderLowest(report) {
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const wrap = document.getElementById("lowest-table");
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const samples = report.lowest_samples || [];
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wrap.innerHTML = "";
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if (samples.length === 0) {
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wrap.innerHTML = '<div class="lowest-detail-inner" style="padding:16px">暂无可复核样本。</div>';
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return;
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}
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const metrics = report.metrics || [];
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samples.forEach((sample, idx) => {
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const row = document.createElement("div");
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row.className = "lowest-row";
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const scoreBadges = metrics
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.map((m) => {
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const v = sample.metrics ? sample.metrics[m] : null;
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const cls = App.scoreClass(v);
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const text = v === null || v === undefined ? "—" : v.toFixed(2);
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return `<span class="score-badge ${cls}" title="${App.escape(m)}">${text}</span>`;
|
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})
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.join("");
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row.innerHTML = `
|
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<span class="sid">${App.escape(sample.sample_id)}</span>
|
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<span class="q">${App.escape(sample.question || "—")}</span>
|
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<span class="scores">${scoreBadges}</span>
|
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`;
|
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|
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const detail = document.createElement("div");
|
||||
detail.className = "lowest-detail";
|
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detail.hidden = true;
|
||||
detail.innerHTML = Report._detailHtml(sample);
|
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|
||||
row.addEventListener("click", () => {
|
||||
detail.hidden = !detail.hidden;
|
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});
|
||||
wrap.appendChild(row);
|
||||
wrap.appendChild(detail);
|
||||
});
|
||||
},
|
||||
|
||||
// 单条样本的展开详情：question / contexts / answer / ground_truth。
|
||||
_detailHtml(sample) {
|
||||
const contexts = (sample.contexts || [])
|
||||
.map((c, i) => `<div class="ctx-item">[${i + 1}] ${App.escape(c)}</div>`)
|
||||
.join("");
|
||||
const errorBlock = sample.error
|
||||
? `<div class="detail-field"><div class="detail-label">错误 error</div><div style="color:#dc2626">${App.escape(sample.error)}</div></div>`
|
||||
: "";
|
||||
return `
|
||||
<div class="lowest-detail-inner">
|
||||
<div class="detail-field">
|
||||
<div class="detail-label">问题 question</div>
|
||||
<div>${App.escape(sample.question || "—")}</div>
|
||||
</div>
|
||||
<div class="detail-field">
|
||||
<div class="detail-label">检索片段 contexts</div>
|
||||
<div class="detail-context">${contexts || "（空）"}</div>
|
||||
</div>
|
||||
<div class="detail-field">
|
||||
<div class="detail-label">生成答案 answer</div>
|
||||
<div>${App.escape(sample.answer || "—")}</div>
|
||||
</div>
|
||||
<div class="detail-field">
|
||||
<div class="detail-label">标准答案 ground_truth</div>
|
||||
<div class="detail-gt">${App.escape(sample.ground_truth || "—")}</div>
|
||||
</div>
|
||||
${errorBlock}
|
||||
</div>
|
||||
`;
|
||||
},
|
||||
};
|
||||
133
webapp/static/js/runner.js
Normal file
133
webapp/static/js/runner.js
Normal file
@@ -0,0 +1,133 @@
|
||||
// runner.js — 新建评估视图：列出场景、触发评估、轮询任务状态与日志。
|
||||
|
||||
const Runner = {
|
||||
selectedScenario: null,
|
||||
pollTimer: null,
|
||||
|
||||
// 绑定运行按钮。
|
||||
init() {
|
||||
document.getElementById("run-btn").addEventListener("click", () => Runner.trigger());
|
||||
document.getElementById("view-report-btn").addEventListener("click", () => {
|
||||
if (Runner.lastRunId) {
|
||||
App.currentRunId = Runner.lastRunId;
|
||||
App.enableReportNav();
|
||||
App.switchView("report");
|
||||
}
|
||||
});
|
||||
},
|
||||
|
||||
// 加载并渲染可触发的场景列表。
|
||||
async loadScenarios() {
|
||||
const list = document.getElementById("scenario-list");
|
||||
list.innerHTML = '<p class="muted">加载中…</p>';
|
||||
try {
|
||||
const data = await API.scenarios();
|
||||
const scenarios = data.scenarios || [];
|
||||
if (scenarios.length === 0) {
|
||||
list.innerHTML = '<p class="muted">未在 scenarios/ 下找到场景文件。</p>';
|
||||
return;
|
||||
}
|
||||
list.innerHTML = "";
|
||||
scenarios.forEach((sc) => list.appendChild(Runner.renderScenarioItem(sc)));
|
||||
} catch (err) {
|
||||
list.innerHTML = `<p class="muted">加载失败：${App.escape(err.message)}</p>`;
|
||||
}
|
||||
},
|
||||
|
||||
// 构造单个场景条目。
|
||||
renderScenarioItem(sc) {
|
||||
const item = document.createElement("div");
|
||||
const invalid = !!sc.error;
|
||||
item.className = "scenario-item" + (invalid ? " invalid" : "");
|
||||
|
||||
const modeTag = sc.mode
|
||||
? `<span class="tag mode-${App.escape(sc.mode)}">${App.escape(sc.mode)}</span>`
|
||||
: "";
|
||||
const metricCount = (sc.metrics || []).length;
|
||||
|
||||
item.innerHTML = `
|
||||
<div>
|
||||
<div class="scenario-name">${App.escape(sc.scenario_name || sc.path)}</div>
|
||||
<div class="scenario-path">${App.escape(sc.path)}</div>
|
||||
${sc.error ? `<div class="scenario-path" style="color:#dc2626">${App.escape(sc.error)}</div>` : ""}
|
||||
</div>
|
||||
<div class="scenario-tags">
|
||||
${modeTag}
|
||||
<span class="tag">${metricCount} 指标</span>
|
||||
</div>
|
||||
`;
|
||||
|
||||
if (!invalid) {
|
||||
item.addEventListener("click", () => {
|
||||
document.querySelectorAll(".scenario-item").forEach((el) => el.classList.remove("selected"));
|
||||
item.classList.add("selected");
|
||||
Runner.selectedScenario = sc.path;
|
||||
document.getElementById("selected-scenario").textContent = sc.path;
|
||||
document.getElementById("run-btn").disabled = false;
|
||||
});
|
||||
}
|
||||
return item;
|
||||
},
|
||||
|
||||
// 触发评估并开始轮询。
|
||||
async trigger() {
|
||||
if (!Runner.selectedScenario) return;
|
||||
const runBtn = document.getElementById("run-btn");
|
||||
runBtn.disabled = true;
|
||||
|
||||
const panel = document.getElementById("task-panel");
|
||||
const logBox = document.getElementById("task-log");
|
||||
const statusBadge = document.getElementById("task-status");
|
||||
const reportBtn = document.getElementById("view-report-btn");
|
||||
panel.hidden = false;
|
||||
reportBtn.hidden = true;
|
||||
logBox.textContent = "";
|
||||
Runner._setStatus(statusBadge, "queued");
|
||||
|
||||
try {
|
||||
const resp = await API.triggerEvaluation(Runner.selectedScenario);
|
||||
Runner.poll(resp.task_id);
|
||||
} catch (err) {
|
||||
Runner._setStatus(statusBadge, "failed");
|
||||
logBox.textContent = `触发失败：${err.message}`;
|
||||
runBtn.disabled = false;
|
||||
}
|
||||
},
|
||||
|
||||
// 周期性轮询任务状态，刷新日志与徽标。
|
||||
poll(taskId) {
|
||||
const logBox = document.getElementById("task-log");
|
||||
const statusBadge = document.getElementById("task-status");
|
||||
const reportBtn = document.getElementById("view-report-btn");
|
||||
const runBtn = document.getElementById("run-btn");
|
||||
|
||||
if (Runner.pollTimer) clearInterval(Runner.pollTimer);
|
||||
Runner.pollTimer = setInterval(async () => {
|
||||
try {
|
||||
const status = await API.taskStatus(taskId);
|
||||
logBox.textContent = (status.logs || []).join("\n");
|
||||
logBox.scrollTop = logBox.scrollHeight;
|
||||
Runner._setStatus(statusBadge, status.status);
|
||||
|
||||
if (status.status === "completed" || status.status === "failed") {
|
||||
clearInterval(Runner.pollTimer);
|
||||
runBtn.disabled = false;
|
||||
if (status.status === "completed" && status.run_id) {
|
||||
Runner.lastRunId = status.run_id;
|
||||
reportBtn.hidden = false;
|
||||
}
|
||||
}
|
||||
} catch (err) {
|
||||
clearInterval(Runner.pollTimer);
|
||||
logBox.textContent += `\n轮询失败：${err.message}`;
|
||||
runBtn.disabled = false;
|
||||
}
|
||||
}, 1200);
|
||||
},
|
||||
|
||||
// 更新状态徽标的文本与配色类。
|
||||
_setStatus(badge, status) {
|
||||
badge.textContent = status;
|
||||
badge.className = "badge " + status;
|
||||
},
|
||||
};
|
||||
Reference in New Issue
Block a user