Add dashboard prewarm worker and cache visibility

2026-04-08 06:53:49 +08:00
parent 0bb3b573e1
commit c3da29c09c
21 changed files with 1120 additions and 149 deletions
@@ -34,6 +34,17 @@ services:
    # UID/GID are mainly useful on Linux hosts to avoid root-owned output files.
    user: "${UID:-1000}:${GID:-1000}"

+  polyweather_prewarm:
+    <<: *polyweather-base
+    container_name: polyweather_prewarm
+    restart: unless-stopped
+    profiles: ["workers"]
+    command: python scripts/prewarm_dashboard_worker.py --include-detail --include-market
+    volumes:
+      - ${POLYWEATHER_RUNTIME_DATA_DIR:-/var/lib/polyweather}:/var/lib/polyweather
+      - ${POLYWEATHER_RUNTIME_DATA_DIR:-/var/lib/polyweather}:/app/data
+    user: "${UID:-1000}:${GID:-1000}"
+
  polyweather_prometheus:
    image: prom/prometheus:v3.4.1
    container_name: polyweather_prometheus
@@ -0,0 +1,5 @@
+import { DashboardShellSkeleton } from "@/components/dashboard/DashboardShellSkeleton";
+
+export default function Loading() {
+  return <DashboardShellSkeleton />;
+}
@@ -1,6 +1,7 @@
 "use client";

 import dynamic from "next/dynamic";
+import { DashboardShellSkeleton } from "@/components/dashboard/DashboardShellSkeleton";

 const PolyWeatherDashboard = dynamic(
  () =>
@@ -9,6 +10,7 @@ const PolyWeatherDashboard = dynamic(
    ),
  {
    ssr: false,
+    loading: () => <DashboardShellSkeleton />,
  },
 );

@@ -0,0 +1,105 @@
+"use client";
+
+import { Skeleton } from "@/components/ui/skeleton";
+
+export function DashboardShellSkeleton() {
+  return (
+    <div
+      style={{
+        background:
+          "radial-gradient(circle at top, rgba(30,41,59,0.45), rgba(2,6,23,0.98) 55%)",
+        height: "100vh",
+        overflow: "hidden",
+        position: "relative",
+        width: "100vw",
+      }}
+    >
+      <div
+        style={{
+          alignItems: "center",
+          backdropFilter: "blur(16px)",
+          background: "rgba(10,14,26,0.78)",
+          borderBottom: "1px solid rgba(99,102,241,0.15)",
+          display: "flex",
+          height: 56,
+          justifyContent: "space-between",
+          left: 0,
+          padding: "0 24px",
+          position: "fixed",
+          right: 0,
+          top: 0,
+          zIndex: 20,
+        }}
+      >
+        <div style={{ display: "flex", flexDirection: "column", gap: 8 }}>
+          <Skeleton className="h-6 w-40 bg-zinc-700/60" />
+          <Skeleton className="h-3 w-28 bg-zinc-800/70" />
+        </div>
+        <div style={{ display: "flex", gap: 10 }}>
+          <Skeleton className="h-8 w-20 rounded-full bg-zinc-800/70" />
+          <Skeleton className="h-8 w-28 rounded-full bg-zinc-800/70" />
+        </div>
+      </div>
+
+      <div
+        style={{
+          bottom: 24,
+          display: "flex",
+          gap: 24,
+          left: 24,
+          position: "absolute",
+          right: 24,
+          top: 80,
+        }}
+      >
+        <div
+          style={{
+            display: "flex",
+            flexDirection: "column",
+            gap: 14,
+            maxWidth: 280,
+            width: "22vw",
+          }}
+        >
+          <Skeleton className="h-10 w-40 rounded-xl bg-zinc-800/80" />
+          {Array.from({ length: 6 }).map((_, index) => (
+            <Skeleton
+              key={index}
+              className="h-14 w-full rounded-2xl bg-zinc-900/75"
+            />
+          ))}
+        </div>
+
+        <div style={{ flex: 1, position: "relative" }}>
+          <Skeleton className="h-full w-full rounded-[28px] bg-zinc-950/55" />
+          {Array.from({ length: 8 }).map((_, index) => (
+            <Skeleton
+              key={index}
+              className="absolute rounded-full bg-cyan-500/20"
+              style={{
+                height: 18,
+                left: `${10 + index * 10}%`,
+                top: `${20 + ((index * 9) % 45)}%`,
+                width: 18,
+              }}
+            />
+          ))}
+        </div>
+
+        <div
+          style={{
+            display: "flex",
+            flexDirection: "column",
+            gap: 14,
+            maxWidth: 420,
+            width: "30vw",
+          }}
+        >
+          <Skeleton className="h-16 w-full rounded-3xl bg-zinc-900/80" />
+          <Skeleton className="h-48 w-full rounded-3xl bg-zinc-900/70" />
+          <Skeleton className="h-32 w-full rounded-3xl bg-zinc-900/70" />
+        </div>
+      </div>
+    </div>
+  );
+}
@@ -23,6 +23,27 @@ type SystemStatusPayload = {
  db?: { ok?: boolean; db_path?: string };
  features?: Record<string, unknown>;
  metrics?: Record<string, unknown>;
+  cache?: {
+    api_cache_entries?: number;
+    open_meteo_forecast_entries?: number;
+    open_meteo_ensemble_entries?: number;
+    open_meteo_multi_model_entries?: number;
+    metar_entries?: number;
+    taf_entries?: number;
+    nmc_entries?: number;
+    settlement_entries?: number;
+    analysis?: {
+      total_requests?: number;
+      cache_hits?: number;
+      cache_misses?: number;
+      force_refresh_requests?: number;
+      last_cache_hit_at?: string | null;
+      last_cache_miss_at?: string | null;
+      last_city?: string | null;
+      hit_rate?: number | null;
+      miss_rate?: number | null;
+    };
+  };
  probability?: {
    engine_mode?: string;
    rollout?: {
@@ -133,6 +154,39 @@ type SystemStatusPayload = {
      }
    >;
  };
+  prewarm?: {
+    enabled?: boolean;
+    base_url?: string;
+    configured_cities?: string[];
+    configured_city_count?: number;
+    interval_sec?: number;
+    jitter_sec?: number;
+    include_detail?: boolean;
+    include_market?: boolean;
+    force_refresh?: boolean;
+    thread_alive?: boolean;
+    runtime?: {
+      cycle_count?: number;
+      success_count?: number;
+      failure_count?: number;
+      last_started_at?: string | null;
+      last_finished_at?: string | null;
+      last_duration_sec?: number | null;
+      last_success?: boolean | null;
+      last_http_status?: number | null;
+      last_error?: string | null;
+      last_requested_cities?: string[];
+      last_requested_city_count?: number;
+      last_include_detail?: boolean;
+      last_include_market?: boolean;
+      last_force_refresh?: boolean;
+      last_warmed_count?: number;
+      last_summary_ok?: number;
+      last_detail_ok?: number;
+      last_market_ok?: number;
+      last_failed_count?: number;
+    };
+  };
 };

 type PaymentRuntimePayload = {
@@ -433,6 +487,10 @@ export function OpsDashboard() {
  const modelCityCoverage = trainingData?.model_city_coverage;
  const trainingArtifacts = trainingData?.artifacts;
  const stationNetworks = status?.station_networks;
+  const cacheSummary = status?.cache;
+  const analysisCache = cacheSummary?.analysis;
+  const prewarm = status?.prewarm;
+  const prewarmRuntime = prewarm?.runtime;
  const truthSources = Object.entries(truthRecords?.source_counts || {});
  const providerRows = useMemo(
    () =>
@@ -585,6 +643,7 @@ export function OpsDashboard() {
  const opsNav = [
    { id: "overview", label: "总览" },
    { id: "station-networks", label: "站网覆盖" },
+    { id: "prewarm", label: "预热缓存" },
    { id: "funnel", label: "转化漏斗" },
    { id: "probability", label: "EMOS 门禁" },
    { id: "training-data", label: "训练数据" },
@@ -746,6 +805,75 @@ export function OpsDashboard() {
          </Card>
        </section>

+        <section id="prewarm" className="grid gap-4 xl:grid-cols-[1fr_1fr]">
+          <Card>
+            <CardHeader>
+              <CardTitle>预热 Worker</CardTitle>
+              <CardDescription>确认后台定向预热是否真的在跑，以及最近一次有没有成功。</CardDescription>
+            </CardHeader>
+            <CardContent className="space-y-4 text-sm text-slate-300">
+              <div className="grid gap-3 sm:grid-cols-2">
+                <MobileField label="enabled" value={prewarm?.enabled ? "true" : "false"} mono />
+                <MobileField label="thread_alive" value={prewarm?.thread_alive ? "true" : "false"} mono />
+                <MobileField label="interval_sec" value={String(prewarm?.interval_sec ?? 0)} mono />
+                <MobileField label="configured cities" value={String(prewarm?.configured_city_count ?? 0)} mono />
+              </div>
+              <div className="space-y-2 rounded-2xl border border-slate-800 bg-slate-950/70 p-3">
+                <div className="flex justify-between gap-3"><span>最近开始</span><span>{formatDateTime(prewarmRuntime?.last_started_at)}</span></div>
+                <div className="flex justify-between gap-3"><span>最近结束</span><span>{formatDateTime(prewarmRuntime?.last_finished_at)}</span></div>
+                <div className="flex justify-between gap-3"><span>最近耗时</span><span>{prewarmRuntime?.last_duration_sec ?? "-"} s</span></div>
+                <div className="flex justify-between gap-3"><span>最近结果</span><span>{prewarmRuntime?.last_success === true ? "success" : prewarmRuntime?.last_success === false ? "failed" : "-"}</span></div>
+                <div className="flex justify-between gap-3"><span>最近 HTTP</span><span>{prewarmRuntime?.last_http_status ?? "-"}</span></div>
+                <div className="flex justify-between gap-3"><span>最近预热城市</span><span>{prewarmRuntime?.last_requested_city_count ?? 0}</span></div>
+                <div className="flex justify-between gap-3"><span>最近命中结果</span><span>{prewarmRuntime?.last_warmed_count ?? 0}</span></div>
+                <div className="flex justify-between gap-3"><span>summary / detail / market</span><span>{prewarmRuntime?.last_summary_ok ?? 0} / {prewarmRuntime?.last_detail_ok ?? 0} / {prewarmRuntime?.last_market_ok ?? 0}</span></div>
+                <div className="flex justify-between gap-3"><span>最近失败数</span><span>{prewarmRuntime?.last_failed_count ?? 0}</span></div>
+                <div className="flex justify-between gap-3"><span>累计 cycle</span><span>{prewarmRuntime?.cycle_count ?? 0}</span></div>
+                <div className="flex justify-between gap-3"><span>success / failed</span><span>{prewarmRuntime?.success_count ?? 0} / {prewarmRuntime?.failure_count ?? 0}</span></div>
+              </div>
+              {prewarmRuntime?.last_error ? (
+                <div className="rounded-2xl border border-rose-500/30 bg-rose-500/10 px-3 py-2 text-xs text-rose-300">
+                  最近错误：{prewarmRuntime.last_error}
+                </div>
+              ) : null}
+              <div className="rounded-2xl border border-dashed border-slate-700 bg-slate-950/40 px-3 py-2 text-xs text-slate-500">
+                当前预热目标：{(prewarmRuntime?.last_requested_cities || prewarm?.configured_cities || []).slice(0, 12).join(", ") || "未配置"}
+              </div>
+            </CardContent>
+          </Card>
+
+          <Card>
+            <CardHeader>
+              <CardTitle>缓存桶状态</CardTitle>
+              <CardDescription>观察热点数据是不是已经被打热，避免每次请求都现场抓取。</CardDescription>
+            </CardHeader>
+            <CardContent className="space-y-4 text-sm text-slate-300">
+              <div className="grid gap-3 sm:grid-cols-2">
+                <MobileField label="api cache" value={String(cacheSummary?.api_cache_entries ?? 0)} mono />
+                <MobileField label="metar" value={String(cacheSummary?.metar_entries ?? 0)} mono />
+                <MobileField label="taf" value={String(cacheSummary?.taf_entries ?? 0)} mono />
+                <MobileField label="nmc" value={String(cacheSummary?.nmc_entries ?? 0)} mono />
+                <MobileField label="settlement" value={String(cacheSummary?.settlement_entries ?? 0)} mono />
+                <MobileField label="om forecast" value={String(cacheSummary?.open_meteo_forecast_entries ?? 0)} mono />
+                <MobileField label="om ensemble" value={String(cacheSummary?.open_meteo_ensemble_entries ?? 0)} mono />
+                <MobileField label="om multi" value={String(cacheSummary?.open_meteo_multi_model_entries ?? 0)} mono />
+              </div>
+              <div className="space-y-2 rounded-2xl border border-slate-800 bg-slate-950/70 p-3">
+                <div className="flex justify-between gap-3"><span>summary 请求总数</span><span>{analysisCache?.total_requests ?? 0}</span></div>
+                <div className="flex justify-between gap-3"><span>cache hit / miss</span><span>{analysisCache?.cache_hits ?? 0} / {analysisCache?.cache_misses ?? 0}</span></div>
+                <div className="flex justify-between gap-3"><span>hit rate</span><span>{typeof analysisCache?.hit_rate === "number" ? `${(analysisCache.hit_rate * 100).toFixed(1)}%` : "-"}</span></div>
+                <div className="flex justify-between gap-3"><span>force refresh</span><span>{analysisCache?.force_refresh_requests ?? 0}</span></div>
+                <div className="flex justify-between gap-3"><span>最近 hit</span><span>{formatDateTime(analysisCache?.last_cache_hit_at)}</span></div>
+                <div className="flex justify-between gap-3"><span>最近 miss</span><span>{formatDateTime(analysisCache?.last_cache_miss_at)}</span></div>
+                <div className="flex justify-between gap-3"><span>最近城市</span><span>{analysisCache?.last_city || "-"}</span></div>
+              </div>
+              <div className="rounded-2xl border border-dashed border-slate-700 bg-slate-950/40 px-3 py-2 text-xs text-slate-500">
+                这里同时展示桶内条目数和 summary 层 cache hit/miss。detail / market 目前仍以最近一次预热结果为准。
+              </div>
+            </CardContent>
+          </Card>
+        </section>
+
        {error ? (
          <Card className="border-rose-500/30 bg-rose-500/10">
            <CardHeader>
@@ -1,4 +1,5 @@
 requests
+httpx
 loguru
 pyTelegramBotAPI
 python-dotenv
@@ -0,0 +1,49 @@
+from __future__ import annotations
+
+import argparse
+import os
+import sys
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1]
+if str(ROOT) not in sys.path:
+    sys.path.insert(0, str(ROOT))
+
+
+def parse_args() -> argparse.Namespace:
+    from src.utils.prewarm_dashboard import DEFAULT_CITIES
+
+    parser = argparse.ArgumentParser(
+        description="Prewarm PolyWeather summary/detail/market caches for selected cities.",
+    )
+    parser.add_argument(
+        "--base-url",
+        default=os.getenv("POLYWEATHER_BACKEND_URL", "http://127.0.0.1:8000"),
+        help="Backend base URL, defaults to POLYWEATHER_BACKEND_URL or http://127.0.0.1:8000",
+    )
+    parser.add_argument(
+        "--cities",
+        default=",".join(DEFAULT_CITIES),
+        help="Comma-separated city names to prewarm",
+    )
+    parser.add_argument("--force-refresh", action="store_true")
+    parser.add_argument("--include-detail", action="store_true")
+    parser.add_argument("--include-market", action="store_true")
+    return parser.parse_args()
+
+
+def main() -> int:
+    args = parse_args()
+    from src.utils.prewarm_dashboard import run_prewarm
+
+    return run_prewarm(
+        base_url=args.base_url,
+        cities=args.cities,
+        force_refresh=bool(args.force_refresh),
+        include_detail=bool(args.include_detail),
+        include_market=bool(args.include_market),
+    )
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
@@ -0,0 +1,65 @@
+from __future__ import annotations
+
+import argparse
+import os
+import sys
+from pathlib import Path
+
+ROOT = Path(__file__).resolve().parents[1]
+if str(ROOT) not in sys.path:
+    sys.path.insert(0, str(ROOT))
+
+
+def parse_args() -> argparse.Namespace:
+    from src.utils.prewarm_dashboard import DEFAULT_CITIES
+
+    parser = argparse.ArgumentParser(
+        description="Run a background dashboard prewarm worker for hot PolyWeather cities.",
+    )
+    parser.add_argument(
+        "--base-url",
+        default=os.getenv("POLYWEATHER_BACKEND_URL", "http://127.0.0.1:8000"),
+        help="Backend base URL, defaults to POLYWEATHER_BACKEND_URL or http://127.0.0.1:8000",
+    )
+    parser.add_argument(
+        "--cities",
+        default=",".join(DEFAULT_CITIES),
+        help="Comma-separated city names to prewarm",
+    )
+    parser.add_argument(
+        "--interval-sec",
+        type=int,
+        default=int(os.getenv("POLYWEATHER_PREWARM_INTERVAL_SEC", "300")),
+        help="Worker interval in seconds",
+    )
+    parser.add_argument(
+        "--jitter-sec",
+        type=int,
+        default=int(os.getenv("POLYWEATHER_PREWARM_JITTER_SEC", "20")),
+        help="Random jitter added to each loop in seconds",
+    )
+    parser.add_argument("--force-refresh", action="store_true")
+    parser.add_argument("--include-detail", action="store_true")
+    parser.add_argument("--include-market", action="store_true")
+    parser.add_argument("--once", action="store_true")
+    return parser.parse_args()
+
+
+def main() -> int:
+    args = parse_args()
+    from src.utils.prewarm_dashboard import run_worker_loop
+
+    return run_worker_loop(
+        base_url=args.base_url,
+        cities=args.cities,
+        interval_sec=args.interval_sec,
+        jitter_sec=args.jitter_sec,
+        force_refresh=bool(args.force_refresh),
+        include_detail=bool(args.include_detail),
+        include_market=bool(args.include_market),
+        once=bool(args.once),
+    )
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
@@ -84,6 +84,7 @@ class StartupCoordinator:
    def start_all(self) -> RuntimeStatus:
        loops = [
            self._start_trade_alert_loop(),
+            self._start_dashboard_prewarm_loop(),
            self._start_polygon_wallet_loop(),
            self._start_polymarket_wallet_activity_loop(),
            self._start_weekly_reward_loop(),
@@ -179,6 +180,32 @@ class StartupCoordinator:
            ),
        )

+    def _start_dashboard_prewarm_loop(self) -> LoopStatus:
+        enabled = _env_bool("POLYWEATHER_DASHBOARD_PREWARM_ENABLED", False)
+        interval = max(30, _env_int("POLYWEATHER_PREWARM_INTERVAL_SEC", 300))
+        jitter = max(0, _env_int("POLYWEATHER_PREWARM_JITTER_SEC", 20))
+        cities_count = _parse_csv_count(os.getenv("POLYWEATHER_PREWARM_CITIES")) or 14
+        details = {
+            "interval_sec": interval,
+            "jitter_sec": jitter,
+            "cities_count": cities_count,
+            "include_detail": _env_bool("POLYWEATHER_PREWARM_INCLUDE_DETAIL", True),
+            "include_market": _env_bool("POLYWEATHER_PREWARM_INCLUDE_MARKET", True),
+            "force_refresh": _env_bool("POLYWEATHER_PREWARM_FORCE_REFRESH", False),
+            "base_url": str(os.getenv("POLYWEATHER_BACKEND_URL") or "http://127.0.0.1:8000").strip(),
+        }
+        validation_error = None
+        if not str(os.getenv("POLYWEATHER_BACKEND_ENTITLEMENT_TOKEN") or "").strip():
+            validation_error = "missing_POLYWEATHER_BACKEND_ENTITLEMENT_TOKEN"
+        return self._start_with_validation(
+            key="dashboard_prewarm",
+            label="站点面板预热",
+            configured_enabled=enabled,
+            details=details,
+            validation_error=validation_error,
+            starter=lambda: import_module("src.utils.prewarm_dashboard").start_prewarm_worker_thread(),
+        )
+
    def _start_polygon_wallet_loop(self) -> LoopStatus:
        enabled = _env_bool("POLYGON_WALLET_WATCH_ENABLED", False)
        chat_ids = get_telegram_chat_ids_from_env()
@@ -5,7 +5,7 @@ import time
 from datetime import datetime, timedelta, timezone
 from typing import Dict, List, Optional

-import requests
+import httpx
 from loguru import logger

 from src.utils.metrics import record_source_call
@@ -209,7 +209,7 @@ class MetarSourceMixin:
            record_source_call("metar", "current", "success", (time.perf_counter() - started) * 1000.0)
            return result

-        except requests.exceptions.RequestException as exc:
+        except httpx.HTTPError as exc:
            logger.error(f"METAR 请求失败 ({icao}): {exc}")
            with self._metar_cache_lock:
                stale = self._metar_cache.get(cache_key)
@@ -269,7 +269,7 @@ class MetarSourceMixin:
                self._taf_cache[cache_key] = {"d": result, "t": now_ts}
            record_source_call("taf", "current", "success", (time.perf_counter() - started) * 1000.0)
            return result
-        except requests.exceptions.RequestException as exc:
+        except httpx.HTTPError as exc:
            logger.error(f"TAF 请求失败 ({icao}): {exc}")
            with self._taf_cache_lock:
                stale = self._taf_cache.get(cache_key)
@@ -32,7 +32,7 @@ class MgmSourceMixin:
            # 1. 实时数据 (添加时间戳防止 CDN 缓存)
            import time

-            obs_resp = self.session.get(
+            obs_resp = self._http_get(
                f"{base_url}/sondurumlar?istno={istno}&_={int(time.time() * 1000)}",
                headers=headers,
                timeout=self.timeout,
@@ -95,7 +95,7 @@ class MgmSourceMixin:
            ]
            for forecast_url in forecast_urls:
                try:
-                    daily_resp = self.session.get(
+                    daily_resp = self._http_get(
                        forecast_url, headers=headers, timeout=self.timeout
                    )
                    if daily_resp.status_code == 200:
@@ -132,7 +132,7 @@ class MgmSourceMixin:

            # 3. 小时预报
            try:
-                hourly_resp = self.session.get(
+                hourly_resp = self._http_get(
                    f"{base_url}/tahminler/saatlik?istno={istno}",
                    headers=headers,
                    timeout=self.timeout
@@ -246,7 +246,11 @@ class MgmSourceMixin:
        try:
            # 1. 加载测站元数据 (缓存到实例中)，用于过滤属于该省份的站点
            if not getattr(self, "mgm_stations_meta", None):
-                meta_resp = self.session.get(f"{base_url}/istasyonlar", headers=headers, timeout=self.timeout)
+                meta_resp = self._http_get(
+                    f"{base_url}/istasyonlar",
+                    headers=headers,
+                    timeout=self.timeout,
+                )
                if meta_resp.status_code == 200:
                    meta_json = meta_resp.json()
                    if isinstance(meta_json, list):
@@ -293,7 +297,7 @@ class MgmSourceMixin:
                try:
                    # sondurumlar?istno={ist_no} 是目前最稳的获取多站数据的办法
                    url = f"{base_url}/sondurumlar?istno={ist_no}&_={int(time.time() * 1000)}"
-                    resp = self.session.get(url, headers=headers, timeout=5)
+                    resp = self._http_get(url, headers=headers, timeout=5)
                    if resp.status_code == 200:
                        obs_list = resp.json()
                        if obs_list:
@@ -45,6 +45,20 @@ NMC_CITY_REFERENCES: Dict[str, Dict[str, Any]] = {


 class NmcSourceMixin:
+    def _nmc_http_get(self, url: str):
+        getter = getattr(self, "_http_get", None)
+        if callable(getter):
+            return getter(url)
+        return self.session.get(url, timeout=self.timeout)
+
+    def _nmc_http_get_json(self, url: str):
+        getter = getattr(self, "_http_get_json", None)
+        if callable(getter):
+            return getter(url)
+        response = self.session.get(url, timeout=self.timeout)
+        response.raise_for_status()
+        return response.json()
+
    @staticmethod
    def _nmc_optional_text(value: Any) -> Optional[str]:
        text = str(value or "").strip()
@@ -73,7 +87,7 @@ class NmcSourceMixin:
            return None

        try:
-            resp = self.session.get(page_url, timeout=self.timeout)
+            resp = self._nmc_http_get(page_url)
            resp.raise_for_status()
            match = re.search(
                r"renderWeatherRealPanel\('([^']+)',\s*'([^']+)'\)",
@@ -116,9 +130,7 @@ class NmcSourceMixin:

        try:
            url = f"https://www.nmc.cn/rest/real/{station_code}"
-            resp = self.session.get(url, timeout=self.timeout)
-            resp.raise_for_status()
-            payload = resp.json()
+            payload = self._nmc_http_get_json(url)
            if not isinstance(payload, dict) or not isinstance(payload.get("weather"), dict):
                record_source_call("nmc", "current", "empty", (time.perf_counter() - started) * 1000.0)
                return None
@@ -21,7 +21,7 @@ class NwsOpenMeteoSourceMixin:
            points_url = f"https://api.weather.gov/points/{lat},{lon}"
            headers = {"User-Agent": "PolyWeather/1.0 (weather-bot)"}

-            points_resp = self.session.get(
+            points_resp = self._http_get(
                points_url, headers=headers, timeout=self.timeout
            )
            points_resp.raise_for_status()
@@ -35,7 +35,7 @@ class NwsOpenMeteoSourceMixin:
                return None

            # 2. 获取预报
-            forecast_resp = self.session.get(
+            forecast_resp = self._http_get(
                forecast_url, headers=headers, timeout=self.timeout
            )
            forecast_resp.raise_for_status()
@@ -48,7 +48,7 @@ class NwsOpenMeteoSourceMixin:

            hourly_periods = []
            if hourly_url:
-                hourly_resp = self.session.get(
+                hourly_resp = self._http_get(
                    hourly_url, headers=headers, timeout=self.timeout
                )
                hourly_resp.raise_for_status()
@@ -57,7 +57,7 @@ class NwsOpenMeteoSourceMixin:

            active_alerts = []
            try:
-                alerts_resp = self.session.get(
+                alerts_resp = self._http_get(
                    "https://api.weather.gov/alerts/active",
                    params={"point": f"{lat},{lon}"},
                    headers=headers,
@@ -205,7 +205,7 @@ class NwsOpenMeteoSourceMixin:
                params["temperature_unit"] = "celsius"

            self._wait_open_meteo_slot("forecast")
-            response = self.session.get(
+            response = self._http_get(
                url,
                params=params,
                timeout=self.timeout,
@@ -366,7 +366,7 @@ class NwsOpenMeteoSourceMixin:
                params["temperature_unit"] = "celsius"

            self._wait_open_meteo_slot("ensemble")
-            response = self.session.get(
+            response = self._http_get(
                url,
                params=params,
                timeout=self.timeout,
@@ -523,7 +523,7 @@ class NwsOpenMeteoSourceMixin:
                params["temperature_unit"] = "fahrenheit"

            self._wait_open_meteo_slot("multi-model")
-            response = self.session.get(
+            response = self._http_get(
                url,
                params=params,
                timeout=self.timeout,
@@ -19,7 +19,7 @@ import unicodedata
 from datetime import datetime, timezone
 from typing import Any, Dict, List, Optional, Tuple

-import requests
+import httpx
 from loguru import logger

 from src.data_collection.city_registry import ALIASES, CITY_REGISTRY
@@ -383,7 +383,10 @@ class PolymarketReadOnlyLayer:
        )
        self.edge_threshold = _safe_float(os.getenv("POLYMARKET_SIGNAL_EDGE_PCT")) or 2.0

-        self._session = requests.Session()
+        self._session = httpx.Client(
+            timeout=self.http_timeout,
+            follow_redirects=True,
+        )
        self._markets_cache: Dict[str, Dict[str, Any]] = {}
        self._active_markets_cache: Dict[str, Any] = {"data": [], "t": 0.0}
        self._broad_markets_cache: Dict[str, Any] = {"data": [], "t": 0.0}
@@ -226,13 +226,13 @@ class SettlementSourceMixin:

        try:
            base = "https://data.weather.gov.hk/weatherAPI/hko_data/regional-weather"
-            temp_csv = self.session.get(f"{base}/latest_1min_temperature.csv", timeout=self.timeout)
+            temp_csv = self._http_get(f"{base}/latest_1min_temperature.csv", timeout=self.timeout)
            temp_csv.raise_for_status()
-            maxmin_csv = self.session.get(f"{base}/latest_since_midnight_maxmin.csv", timeout=self.timeout)
+            maxmin_csv = self._http_get(f"{base}/latest_since_midnight_maxmin.csv", timeout=self.timeout)
            maxmin_csv.raise_for_status()
-            humidity_csv = self.session.get(f"{base}/latest_1min_humidity.csv", timeout=self.timeout)
+            humidity_csv = self._http_get(f"{base}/latest_1min_humidity.csv", timeout=self.timeout)
            humidity_csv.raise_for_status()
-            wind_csv = self.session.get(f"{base}/latest_10min_wind.csv", timeout=self.timeout)
+            wind_csv = self._http_get(f"{base}/latest_10min_wind.csv", timeout=self.timeout)
            wind_csv.raise_for_status()

            temp_rows = self._csv_rows(temp_csv.text)
@@ -302,7 +302,7 @@ class SettlementSourceMixin:

        try:
            url = "https://opendata.cwa.gov.tw/api/v1/rest/datastore/O-A0003-001"
-            response = self.session.get(
+            response = self._http_get(
                url,
                params={"Authorization": self.cwa_open_data_auth, "format": "JSON", "StationId": "466920"},
                timeout=self.timeout,
@@ -361,7 +361,7 @@ class SettlementSourceMixin:
    def fetch_hko_forecast(self) -> Optional[float]:
        try:
            url = "https://data.weather.gov.hk/weatherAPI/opendata/weather.php?dataType=fnd&lang=tc"
-            res = self.session.get(url, timeout=self.timeout).json()
+            res = self._http_get_json(url, timeout=self.timeout)
            return float(res["weatherForecast"][0]["forecastMaxtemp"]["value"])
        except Exception as exc:
            logger.warning(f"HKO Forecast request failed: {exc}")
@@ -372,11 +372,11 @@ class SettlementSourceMixin:
            if not self.cwa_open_data_auth:
                return None
            url = "https://opendata.cwa.gov.tw/api/v1/rest/datastore/F-D0047-061"
-            res = self.session.get(
+            res = self._http_get_json(
                url,
                params={"Authorization": self.cwa_open_data_auth, "format": "JSON", "elementName": "MaxT"},
                timeout=self.timeout,
-            ).json()
+            )
            locs = res.get("records", {}).get("Locations", [])[0].get("Location", [])
            if not locs:
                return None
@@ -402,7 +402,7 @@ class SettlementSourceMixin:
            return cached

        try:
-            response = self.session.get(
+            response = self._http_get(
                "https://api.synopticdata.com/v2/stations/timeseries",
                params={
                    "STID": normalized_station_code,
@@ -519,7 +519,7 @@ class SettlementSourceMixin:
            query = {"token": self.IMGW_METEO_API_TOKEN}
            if isinstance(params, dict):
                query.update(params)
-            response = self.session.get(
+            response = self._http_get(
                f"{self.IMGW_METEO_API_BASE}/{path}",
                params=query,
                timeout=self.timeout,
@@ -1,7 +1,8 @@
 import os
-import requests
+import httpx
 import re
 import threading
+import time
 from typing import Optional, Dict, List
 from datetime import datetime, timedelta
 from loguru import logger
@@ -110,7 +111,17 @@ class WeatherDataCollector(OpenMeteoCacheMixin, SettlementSourceMixin, MetarSour
        self.config = config

        self.timeout = 30  # 增加超时以支持高延迟 VPS
-        self.session = requests.Session()
+        self.http_retry_count = max(
+            0, int(os.getenv("POLYWEATHER_HTTP_RETRY_COUNT", "1"))
+        )
+        self.http_retry_backoff_sec = max(
+            0.0, float(os.getenv("POLYWEATHER_HTTP_RETRY_BACKOFF_SEC", "0.35"))
+        )
+        self.session = httpx.Client(
+            timeout=self.timeout,
+            follow_redirects=True,
+            limits=httpx.Limits(max_connections=50, max_keepalive_connections=20),
+        )
        self.open_meteo_cache_ttl_sec = int(
            os.getenv("OPEN_METEO_CACHE_TTL_SEC", "900")
        )
@@ -186,11 +197,73 @@ class WeatherDataCollector(OpenMeteoCacheMixin, SettlementSourceMixin, MetarSour
        if proxy:
            if not proxy.startswith("http"):
                proxy = f"http://{proxy}"
-            self.session.proxies = {"http": proxy, "https": proxy}
+            self.session = httpx.Client(
+                timeout=self.timeout,
+                follow_redirects=True,
+                proxy=proxy,
+                limits=httpx.Limits(max_connections=50, max_keepalive_connections=20),
+            )
            logger.info(f"正在使用天气数据代理: {proxy}")

        logger.info("天气数据采集器初始化完成。")

+    @staticmethod
+    def _is_retryable_status(status_code: int) -> bool:
+        return status_code in {408, 500, 502, 503, 504}
+
+    def _http_get(self, url: str, **kwargs) -> httpx.Response:
+        if "timeout" not in kwargs:
+            kwargs["timeout"] = self.timeout
+        last_exc: Optional[Exception] = None
+        last_response: Optional[httpx.Response] = None
+        attempts = self.http_retry_count + 1
+        for attempt in range(attempts):
+            try:
+                response = self.session.get(url, **kwargs)
+                last_response = response
+                if (
+                    attempt < attempts - 1
+                    and self._is_retryable_status(response.status_code)
+                ):
+                    wait_for = self.http_retry_backoff_sec * (attempt + 1)
+                    logger.debug(
+                        "HTTP GET retrying url={} status={} attempt={}/{} wait={}s",
+                        url,
+                        response.status_code,
+                        attempt + 1,
+                        attempts,
+                        round(wait_for, 2),
+                    )
+                    if wait_for > 0:
+                        time.sleep(wait_for)
+                    continue
+                return response
+            except (httpx.TimeoutException, httpx.NetworkError) as exc:
+                last_exc = exc
+                if attempt >= attempts - 1:
+                    break
+                wait_for = self.http_retry_backoff_sec * (attempt + 1)
+                logger.debug(
+                    "HTTP GET retrying url={} error={} attempt={}/{} wait={}s",
+                    url,
+                    type(exc).__name__,
+                    attempt + 1,
+                    attempts,
+                    round(wait_for, 2),
+                )
+                if wait_for > 0:
+                    time.sleep(wait_for)
+        if last_exc is not None:
+            raise last_exc
+        if last_response is not None:
+            return last_response
+        raise RuntimeError(f"HTTP GET failed without response: {url}")
+
+    def _http_get_json(self, url: str, **kwargs):
+        response = self._http_get(url, **kwargs)
+        response.raise_for_status()
+        return response.json()
+
    def fetch_from_openweather(self, city: str, country: str = None) -> Optional[Dict]:
        """
        Fetch current weather and forecast from OpenWeatherMap
@@ -210,7 +283,7 @@ class WeatherDataCollector(OpenMeteoCacheMixin, SettlementSourceMixin, MetarSour
        try:
            # Current weather
            current_url = "https://api.openweathermap.org/data/2.5/weather"
-            current_response = self.session.get(
+            current_response = self._http_get(
                current_url,
                params={"q": query, "appid": self.openweather_key, "units": "metric"},
                timeout=self.timeout,
@@ -220,7 +293,7 @@ class WeatherDataCollector(OpenMeteoCacheMixin, SettlementSourceMixin, MetarSour

            # 5-day forecast
            forecast_url = "https://api.openweathermap.org/data/2.5/forecast"
-            forecast_response = self.session.get(
+            forecast_response = self._http_get(
                forecast_url,
                params={"q": query, "appid": self.openweather_key, "units": "metric"},
                timeout=self.timeout,
@@ -245,7 +318,7 @@ class WeatherDataCollector(OpenMeteoCacheMixin, SettlementSourceMixin, MetarSour
                "forecast": self._parse_openweather_forecast(forecast_data),
            }

-        except requests.exceptions.RequestException as e:
+        except httpx.HTTPError as e:
            logger.error(f"OpenWeatherMap request failed: {e}")
            return None

@@ -290,7 +363,7 @@ class WeatherDataCollector(OpenMeteoCacheMixin, SettlementSourceMixin, MetarSour

        try:
            url = f"https://weather.visualcrossing.com/VisualCrossingWebServices/rest/services/timeline/{city}/{start_date}/{end_date}"
-            response = self.session.get(
+            response = self._http_get(
                url,
                params={
                    "unitGroup": "metric",
@@ -322,7 +395,7 @@ class WeatherDataCollector(OpenMeteoCacheMixin, SettlementSourceMixin, MetarSour
                ],
            }

-        except requests.exceptions.RequestException as e:
+        except httpx.HTTPError as e:
            logger.error(f"Visual Crossing request failed: {e}")
            return None

@@ -399,7 +472,7 @@ class WeatherDataCollector(OpenMeteoCacheMixin, SettlementSourceMixin, MetarSour

        try:
            url = "https://geocoding-api.open-meteo.com/v1/search"
-            response = self.session.get(
+            response = self._http_get(
                url,
                params={"name": city, "count": 1, "language": "en", "format": "json"},
                timeout=15,  # 增加超时时间到 15s
@@ -0,0 +1,305 @@
+from __future__ import annotations
+
+import json
+import os
+import random
+import threading
+import time
+from datetime import datetime
+from typing import Any, Dict, Optional
+
+import httpx
+from loguru import logger
+
+
+DEFAULT_CITIES = [
+    "ankara",
+    "istanbul",
+    "shanghai",
+    "beijing",
+    "shenzhen",
+    "wuhan",
+    "chengdu",
+    "chongqing",
+    "hong kong",
+    "taipei",
+    "london",
+    "paris",
+    "new york",
+    "los angeles",
+]
+
+_RUNTIME_LOCK = threading.Lock()
+_WORKER_THREAD: Optional[threading.Thread] = None
+_RUNTIME_STATE: Dict[str, Any] = {
+    "cycle_count": 0,
+    "success_count": 0,
+    "failure_count": 0,
+    "last_started_at": None,
+    "last_finished_at": None,
+    "last_duration_sec": None,
+    "last_success": None,
+    "last_http_status": None,
+    "last_error": None,
+    "last_requested_cities": [],
+    "last_requested_city_count": 0,
+    "last_include_detail": False,
+    "last_include_market": False,
+    "last_force_refresh": False,
+    "last_warmed_count": 0,
+    "last_summary_ok": 0,
+    "last_detail_ok": 0,
+    "last_market_ok": 0,
+    "last_failed_count": 0,
+}
+
+
+def _truthy_env(value: str, default: bool = False) -> bool:
+    raw = str(os.getenv(value) or "").strip().lower()
+    if not raw:
+        return default
+    return raw in {"1", "true", "yes", "on"}
+
+
+def _parse_cities(value: str) -> list[str]:
+    items = [item.strip() for item in str(value or "").split(",")]
+    return [item for item in items if item]
+
+
+def _update_runtime_state(**kwargs: Any) -> None:
+    with _RUNTIME_LOCK:
+        _RUNTIME_STATE.update(kwargs)
+
+
+def _record_prewarm_result(
+    *,
+    ok: bool,
+    duration_sec: float,
+    http_status: Optional[int],
+    error: Optional[str],
+    warmed_count: int,
+    summary_ok: int,
+    detail_ok: int,
+    market_ok: int,
+    failed_count: int,
+) -> None:
+    with _RUNTIME_LOCK:
+        _RUNTIME_STATE["cycle_count"] = int(_RUNTIME_STATE.get("cycle_count") or 0) + 1
+        if ok:
+            _RUNTIME_STATE["success_count"] = int(_RUNTIME_STATE.get("success_count") or 0) + 1
+        else:
+            _RUNTIME_STATE["failure_count"] = int(_RUNTIME_STATE.get("failure_count") or 0) + 1
+        _RUNTIME_STATE["last_finished_at"] = datetime.now().isoformat(timespec="seconds")
+        _RUNTIME_STATE["last_duration_sec"] = round(float(duration_sec), 2)
+        _RUNTIME_STATE["last_success"] = bool(ok)
+        _RUNTIME_STATE["last_http_status"] = http_status
+        _RUNTIME_STATE["last_error"] = error
+        _RUNTIME_STATE["last_warmed_count"] = int(warmed_count or 0)
+        _RUNTIME_STATE["last_summary_ok"] = int(summary_ok or 0)
+        _RUNTIME_STATE["last_detail_ok"] = int(detail_ok or 0)
+        _RUNTIME_STATE["last_market_ok"] = int(market_ok or 0)
+        _RUNTIME_STATE["last_failed_count"] = int(failed_count or 0)
+
+
+def get_prewarm_runtime_summary() -> Dict[str, Any]:
+    configured_cities = _parse_cities(str(os.getenv("POLYWEATHER_PREWARM_CITIES") or ",".join(DEFAULT_CITIES)))
+    with _RUNTIME_LOCK:
+        runtime = dict(_RUNTIME_STATE)
+    return {
+        "enabled": _truthy_env("POLYWEATHER_DASHBOARD_PREWARM_ENABLED", False),
+        "base_url": str(os.getenv("POLYWEATHER_BACKEND_URL") or "http://127.0.0.1:8000").strip(),
+        "configured_cities": configured_cities,
+        "configured_city_count": len(configured_cities),
+        "interval_sec": max(30, int(os.getenv("POLYWEATHER_PREWARM_INTERVAL_SEC", "300"))),
+        "jitter_sec": max(0, int(os.getenv("POLYWEATHER_PREWARM_JITTER_SEC", "20"))),
+        "include_detail": _truthy_env("POLYWEATHER_PREWARM_INCLUDE_DETAIL", True),
+        "include_market": _truthy_env("POLYWEATHER_PREWARM_INCLUDE_MARKET", True),
+        "force_refresh": _truthy_env("POLYWEATHER_PREWARM_FORCE_REFRESH", False),
+        "thread_alive": bool(_WORKER_THREAD and _WORKER_THREAD.is_alive()),
+        "runtime": runtime,
+    }
+
+
+def run_prewarm(
+    *,
+    base_url: str,
+    cities: str,
+    force_refresh: bool,
+    include_detail: bool,
+    include_market: bool,
+) -> int:
+    token = str(os.getenv("POLYWEATHER_BACKEND_ENTITLEMENT_TOKEN") or "").strip()
+    requested_cities = _parse_cities(cities)
+    started = time.perf_counter()
+    _update_runtime_state(
+        last_started_at=datetime.now().isoformat(timespec="seconds"),
+        last_requested_cities=requested_cities,
+        last_requested_city_count=len(requested_cities),
+        last_include_detail=bool(include_detail),
+        last_include_market=bool(include_market),
+        last_force_refresh=bool(force_refresh),
+        last_error=None,
+        last_http_status=None,
+    )
+    if not token:
+        _record_prewarm_result(
+            ok=False,
+            duration_sec=time.perf_counter() - started,
+            http_status=None,
+            error="missing_backend_token",
+            warmed_count=0,
+            summary_ok=0,
+            detail_ok=0,
+            market_ok=0,
+            failed_count=0,
+        )
+        print(
+            json.dumps(
+                {
+                    "ok": False,
+                    "reason": "missing_backend_token",
+                    "detail": "POLYWEATHER_BACKEND_ENTITLEMENT_TOKEN is required",
+                },
+                ensure_ascii=False,
+            )
+        )
+        return 1
+
+    try:
+        with httpx.Client(timeout=180, follow_redirects=True) as client:
+            response = client.post(
+                f"{base_url.rstrip('/')}/api/system/prewarm",
+                params={
+                    "cities": cities,
+                    "force_refresh": str(bool(force_refresh)).lower(),
+                    "include_detail": str(bool(include_detail)).lower(),
+                    "include_market": str(bool(include_market)).lower(),
+                },
+                headers={
+                    "Accept": "application/json",
+                    "x-polyweather-entitlement": token,
+                },
+            )
+        try:
+            payload = response.json()
+        except Exception:
+            payload = {"ok": False, "raw": (response.text or "")[:500]}
+        warmed_count = int((payload or {}).get("count") or 0) if isinstance(payload, dict) else 0
+        summary_ok = int((payload or {}).get("summary_ok") or 0) if isinstance(payload, dict) else 0
+        detail_ok = int((payload or {}).get("detail_ok") or 0) if isinstance(payload, dict) else 0
+        market_ok = int((payload or {}).get("market_ok") or 0) if isinstance(payload, dict) else 0
+        failed_count = int((payload or {}).get("failed_count") or 0) if isinstance(payload, dict) else 0
+        ok = bool(response.is_success and (not isinstance(payload, dict) or payload.get("ok", True)))
+        _record_prewarm_result(
+            ok=ok,
+            duration_sec=time.perf_counter() - started,
+            http_status=response.status_code,
+            error=None if ok else str((payload or {}).get("detail") or (payload or {}).get("reason") or response.text[:200]),
+            warmed_count=warmed_count,
+            summary_ok=summary_ok,
+            detail_ok=detail_ok,
+            market_ok=market_ok,
+            failed_count=failed_count,
+        )
+        print(json.dumps(payload, ensure_ascii=False, indent=2))
+        return 0 if response.is_success else 1
+    except Exception as exc:
+        _record_prewarm_result(
+            ok=False,
+            duration_sec=time.perf_counter() - started,
+            http_status=None,
+            error=str(exc),
+            warmed_count=0,
+            summary_ok=0,
+            detail_ok=0,
+            market_ok=0,
+            failed_count=0,
+        )
+        print(json.dumps({"ok": False, "reason": "request_failed", "detail": str(exc)}, ensure_ascii=False, indent=2))
+        return 1
+
+
+def run_worker_loop(
+    *,
+    base_url: str,
+    cities: str,
+    interval_sec: int,
+    jitter_sec: int,
+    force_refresh: bool,
+    include_detail: bool,
+    include_market: bool,
+    once: bool = False,
+) -> int:
+    interval_sec = max(30, int(interval_sec))
+    jitter_sec = max(0, int(jitter_sec))
+
+    logger.info(
+        "dashboard prewarm worker started base_url={} cities={} interval_sec={} jitter_sec={} include_detail={} include_market={} force_refresh={} once={}",
+        base_url,
+        cities,
+        interval_sec,
+        jitter_sec,
+        bool(include_detail),
+        bool(include_market),
+        bool(force_refresh),
+        bool(once),
+    )
+
+    while True:
+        started = time.perf_counter()
+        exit_code = run_prewarm(
+            base_url=base_url,
+            cities=cities,
+            force_refresh=bool(force_refresh),
+            include_detail=bool(include_detail),
+            include_market=bool(include_market),
+        )
+        elapsed = time.perf_counter() - started
+        logger.info(
+            "dashboard prewarm worker cycle exit_code={} elapsed_sec={} finished_at={}",
+            exit_code,
+            round(elapsed, 2),
+            datetime.now().isoformat(timespec="seconds"),
+        )
+        if once:
+            return exit_code
+
+        sleep_sec = max(5.0, interval_sec - elapsed)
+        if jitter_sec > 0:
+            sleep_sec += random.randint(0, jitter_sec)
+        logger.info("dashboard prewarm worker sleeping sleep_sec={}", round(sleep_sec, 2))
+        time.sleep(sleep_sec)
+
+
+def start_prewarm_worker_thread() -> Optional[threading.Thread]:
+    enabled = str(os.getenv("POLYWEATHER_DASHBOARD_PREWARM_ENABLED") or "").strip().lower()
+    if enabled not in {"1", "true", "yes", "on"}:
+        return None
+
+    base_url = str(os.getenv("POLYWEATHER_BACKEND_URL") or "http://127.0.0.1:8000").strip()
+    cities = str(os.getenv("POLYWEATHER_PREWARM_CITIES") or ",".join(DEFAULT_CITIES)).strip()
+    interval_sec = int(os.getenv("POLYWEATHER_PREWARM_INTERVAL_SEC", "300"))
+    jitter_sec = int(os.getenv("POLYWEATHER_PREWARM_JITTER_SEC", "20"))
+    force_refresh = str(os.getenv("POLYWEATHER_PREWARM_FORCE_REFRESH") or "").strip().lower() in {"1", "true", "yes", "on"}
+    include_detail = str(os.getenv("POLYWEATHER_PREWARM_INCLUDE_DETAIL", "true")).strip().lower() in {"1", "true", "yes", "on"}
+    include_market = str(os.getenv("POLYWEATHER_PREWARM_INCLUDE_MARKET", "true")).strip().lower() in {"1", "true", "yes", "on"}
+
+    thread = threading.Thread(
+        target=run_worker_loop,
+        kwargs={
+            "base_url": base_url,
+            "cities": cities,
+            "interval_sec": interval_sec,
+            "jitter_sec": jitter_sec,
+            "force_refresh": force_refresh,
+            "include_detail": include_detail,
+            "include_market": include_market,
+            "once": False,
+        },
+        name="dashboard-prewarm-worker",
+        daemon=True,
+    )
+    thread.start()
+    global _WORKER_THREAD
+    _WORKER_THREAD = thread
+    return thread
@@ -28,16 +28,22 @@ def test_system_status_returns_summary_shape():
    assert 'features' in payload
    assert 'integrations' in payload
    assert 'cache' in payload
+    assert 'analysis' in payload['cache']
    assert 'probability' in payload
    assert 'rollout' in payload['probability']
    assert payload['probability']['rollout']['decision']['decision'] in {'hold', 'observe', 'promote'}
    assert 'training_data' in payload
    assert 'station_networks' in payload
+    assert 'prewarm' in payload
    assert 'truth_records' in payload['training_data']
    assert 'training_features' in payload['training_data']
    assert 'city_coverage' in payload['training_data']
    assert 'model_city_coverage' in payload['training_data']
    assert 'artifacts' in payload['training_data']
+    assert 'metar_entries' in payload['cache']
+    assert 'nmc_entries' in payload['cache']
+    assert 'runtime' in payload['prewarm']
+    assert 'last_summary_ok' in payload['prewarm']['runtime']
    assert 'cities_count' in payload


@@ -2,6 +2,7 @@ from __future__ import annotations

 import re
 import time as _time
+import threading
 from datetime import datetime, timezone, timedelta
 from typing import Dict, Any, Optional

@@ -27,6 +28,44 @@ from src.data_collection.city_registry import ALIASES
 from src.models.lgbm_daily_high import predict_lgbm_daily_high

 TURKISH_MGM_CITIES = {"ankara", "istanbul"}
+_ANALYSIS_CACHE_STATS_LOCK = threading.Lock()
+_ANALYSIS_CACHE_STATS: Dict[str, Any] = {
+    "total_requests": 0,
+    "cache_hits": 0,
+    "cache_misses": 0,
+    "force_refresh_requests": 0,
+    "last_cache_hit_at": None,
+    "last_cache_miss_at": None,
+    "last_city": None,
+}
+
+
+def _record_analysis_cache_event(*, city: str, hit: bool, force_refresh: bool) -> None:
+    now = datetime.now(timezone.utc).isoformat()
+    with _ANALYSIS_CACHE_STATS_LOCK:
+        _ANALYSIS_CACHE_STATS["total_requests"] = int(_ANALYSIS_CACHE_STATS.get("total_requests") or 0) + 1
+        _ANALYSIS_CACHE_STATS["last_city"] = str(city or "")
+        if force_refresh:
+            _ANALYSIS_CACHE_STATS["force_refresh_requests"] = int(_ANALYSIS_CACHE_STATS.get("force_refresh_requests") or 0) + 1
+        if hit:
+            _ANALYSIS_CACHE_STATS["cache_hits"] = int(_ANALYSIS_CACHE_STATS.get("cache_hits") or 0) + 1
+            _ANALYSIS_CACHE_STATS["last_cache_hit_at"] = now
+        else:
+            _ANALYSIS_CACHE_STATS["cache_misses"] = int(_ANALYSIS_CACHE_STATS.get("cache_misses") or 0) + 1
+            _ANALYSIS_CACHE_STATS["last_cache_miss_at"] = now
+
+
+def get_analysis_cache_stats() -> Dict[str, Any]:
+    with _ANALYSIS_CACHE_STATS_LOCK:
+        stats = dict(_ANALYSIS_CACHE_STATS)
+    hits = int(stats.get("cache_hits") or 0)
+    misses = int(stats.get("cache_misses") or 0)
+    eligible = hits + misses
+    hit_rate = (hits / eligible) if eligible > 0 else None
+    miss_rate = (misses / eligible) if eligible > 0 else None
+    stats["hit_rate"] = round(hit_rate, 4) if hit_rate is not None else None
+    stats["miss_rate"] = round(miss_rate, 4) if miss_rate is not None else None
+    return stats


 def _interpolate_hourly_value(
@@ -780,7 +819,9 @@ def _analyze(city: str, force_refresh: bool = False) -> Dict[str, Any]:
    if not force_refresh:
        cached = _cache.get(city)
        if cached and _time.time() - cached["t"] < ttl:
+            _record_analysis_cache_event(city=city, hit=True, force_refresh=False)
            return cached["d"]
+    _record_analysis_cache_event(city=city, hit=False, force_refresh=force_refresh)

    info = CITIES[city]
    lat, lon, is_f = info["lat"], info["lon"], info["f"]
@@ -21,6 +21,7 @@ from src.data_collection.country_networks import provider_coverage_summary
 from src.data_collection.city_risk_profiles import CITY_RISK_PROFILES  # noqa: F401
 from src.data_collection.polymarket_readonly import PolymarketReadOnlyLayer
 from src.auth.supabase_entitlement import SUPABASE_ENTITLEMENT, extract_bearer_token
+from src.utils.prewarm_dashboard import get_prewarm_runtime_summary
 from src.utils.metrics import (
    build_metrics_summary,
    counter_inc,
@@ -391,24 +392,34 @@ def _sqlite_health() -> Dict[str, Any]:


 def _cache_summary() -> Dict[str, Any]:
+    from web.analysis_service import get_analysis_cache_stats
+
+    open_meteo_forecast_entries = len(getattr(_weather, "_open_meteo_cache", {}) or {})
+    open_meteo_ensemble_entries = len(getattr(_weather, "_ensemble_cache", {}) or {})
+    open_meteo_multi_model_entries = len(getattr(_weather, "_multi_model_cache", {}) or {})
+    metar_entries = len(getattr(_weather, "_metar_cache", {}) or {})
+    taf_entries = len(getattr(_weather, "_taf_cache", {}) or {})
+    nmc_entries = len(getattr(_weather, "_nmc_cache", {}) or {})
+    settlement_entries = len(getattr(_weather, "_settlement_cache", {}) or {})
+
    gauge_set("polyweather_api_cache_entries", len(_cache))
-    gauge_set(
-        "polyweather_open_meteo_forecast_cache_entries",
-        len(getattr(_weather, "_open_meteo_cache", {}) or {}),
-    )
-    gauge_set(
-        "polyweather_open_meteo_ensemble_cache_entries",
-        len(getattr(_weather, "_ensemble_cache", {}) or {}),
-    )
-    gauge_set(
-        "polyweather_open_meteo_multi_model_cache_entries",
-        len(getattr(_weather, "_multi_model_cache", {}) or {}),
-    )
+    gauge_set("polyweather_open_meteo_forecast_cache_entries", open_meteo_forecast_entries)
+    gauge_set("polyweather_open_meteo_ensemble_cache_entries", open_meteo_ensemble_entries)
+    gauge_set("polyweather_open_meteo_multi_model_cache_entries", open_meteo_multi_model_entries)
+    gauge_set("polyweather_metar_cache_entries", metar_entries)
+    gauge_set("polyweather_taf_cache_entries", taf_entries)
+    gauge_set("polyweather_nmc_cache_entries", nmc_entries)
+    gauge_set("polyweather_settlement_cache_entries", settlement_entries)
    return {
        "api_cache_entries": len(_cache),
-        "open_meteo_forecast_entries": len(getattr(_weather, "_open_meteo_cache", {}) or {}),
-        "open_meteo_ensemble_entries": len(getattr(_weather, "_ensemble_cache", {}) or {}),
-        "open_meteo_multi_model_entries": len(getattr(_weather, "_multi_model_cache", {}) or {}),
+        "open_meteo_forecast_entries": open_meteo_forecast_entries,
+        "open_meteo_ensemble_entries": open_meteo_ensemble_entries,
+        "open_meteo_multi_model_entries": open_meteo_multi_model_entries,
+        "metar_entries": metar_entries,
+        "taf_entries": taf_entries,
+        "nmc_entries": nmc_entries,
+        "settlement_entries": settlement_entries,
+        "analysis": get_analysis_cache_stats(),
    }


@@ -750,5 +761,6 @@ def build_system_status_payload() -> Dict[str, Any]:
        "probability": _probability_summary(),
        "training_data": _training_data_summary(),
        "station_networks": provider_coverage_summary(),
+        "prewarm": get_prewarm_runtime_summary(),
        "cities_count": len(CITIES),
    }
@@ -1,9 +1,11 @@
 from __future__ import annotations

 import os
+import time
 from datetime import datetime, timedelta
 from typing import Optional

+from fastapi.concurrency import run_in_threadpool
 from fastapi import APIRouter, HTTPException, Request
 from fastapi.responses import PlainTextResponse
 from loguru import logger
@@ -66,6 +68,23 @@ TRACKABLE_ANALYTICS_EVENTS = {
    "checkout_succeeded",
 }

+DEFAULT_PREWARM_CITIES = [
+    "ankara",
+    "istanbul",
+    "shanghai",
+    "beijing",
+    "shenzhen",
+    "wuhan",
+    "chengdu",
+    "chongqing",
+    "hong kong",
+    "taipei",
+    "london",
+    "paris",
+    "new york",
+    "los angeles",
+]
+

 def _parse_snapshot_dt(value: object) -> Optional[datetime]:
    raw = str(value or "").strip()
@@ -178,6 +197,20 @@ def _normalize_city_or_404(name: str) -> str:
    return city


+def _normalize_city_list(raw: Optional[str]) -> list[str]:
+    if not raw:
+        return list(DEFAULT_PREWARM_CITIES)
+    out: list[str] = []
+    for part in str(raw).split(","):
+        city = str(part or "").strip().lower().replace("-", " ")
+        if not city:
+            continue
+        city = ALIASES.get(city, city)
+        if city in CITIES and city not in out:
+            out.append(city)
+    return out
+
+
 def _history_file_path() -> str:
    project_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
    return os.path.join(project_root, "data", "daily_records.json")
@@ -251,7 +284,85 @@ async def healthz():

@router.get("/api/system/status")
 async def system_status():
-    return build_system_status_payload()
+    return await run_in_threadpool(build_system_status_payload)
+
+
+@router.post("/api/system/prewarm")
+async def system_prewarm(
+    request: Request,
+    cities: Optional[str] = None,
+    force_refresh: bool = False,
+    include_detail: bool = False,
+    include_market: bool = False,
+):
+    _assert_entitlement(request)
+    selected = _normalize_city_list(cities)
+    if not selected:
+        raise HTTPException(status_code=400, detail="No valid cities to prewarm")
+
+    started = time.perf_counter()
+    warmed: list[dict[str, object]] = []
+    failed: list[dict[str, object]] = []
+    summary_ok = 0
+    detail_ok = 0
+    market_ok = 0
+
+    for city in selected:
+        city_started = time.perf_counter()
+        try:
+            data = _analyze(city, force_refresh=force_refresh)
+            entry: dict[str, object] = {
+                "city": city,
+                "summary": True,
+                "duration_ms": round((time.perf_counter() - city_started) * 1000.0, 1),
+            }
+            summary_ok += 1
+            if include_detail:
+                _build_city_summary_payload(data)
+                _build_city_detail_payload(
+                    data,
+                    target_date=str(data.get("local_date") or "").strip() or None,
+                )
+                entry["detail"] = True
+                detail_ok += 1
+            if include_market:
+                _build_city_detail_payload(
+                    data,
+                    target_date=str(data.get("local_date") or "").strip() or None,
+                )
+                entry["market"] = True
+                market_ok += 1
+            warmed.append(entry)
+        except Exception as exc:
+            failed.append(
+                {
+                    "city": city,
+                    "error": str(exc),
+                    "duration_ms": round((time.perf_counter() - city_started) * 1000.0, 1),
+                }
+            )
+
+    total_ms = round((time.perf_counter() - started) * 1000.0, 1)
+    logger.info(
+        "system prewarm finished count={} failed={} force_refresh={} include_detail={} include_market={} duration_ms={}",
+        len(warmed),
+        len(failed),
+        force_refresh,
+        include_detail,
+        include_market,
+        total_ms,
+    )
+    return {
+        "ok": len(failed) == 0,
+        "cities": selected,
+        "warmed": warmed,
+        "failed": failed,
+        "summary_ok": summary_ok,
+        "detail_ok": detail_ok,
+        "market_ok": market_ok,
+        "failed_count": len(failed),
+        "duration_ms": total_ms,
+    }


@router.get("/metrics", response_class=PlainTextResponse)
@@ -264,7 +375,7 @@ async def metrics():

@router.get("/api/cities")
 async def list_cities(request: Request):
-    try:
+    def _build_payload():
        out = []
        deb_recent_index = _build_recent_deb_performance_index()
        for name, info in CITIES.items():
@@ -302,6 +413,9 @@ async def list_cities(request: Request):
                }
            )
        return {"cities": out}
+
+    try:
+        return await run_in_threadpool(_build_payload)
    except Exception as exc:
        logger.error(f"Error in list_cities: {exc}")
        raise HTTPException(status_code=500, detail=str(exc)) from exc
@@ -310,105 +424,110 @@ async def list_cities(request: Request):
@router.get("/api/city/{name}")
 async def city_detail(request: Request, name: str, force_refresh: bool = False):
    _assert_entitlement(request)
-    return _analyze(_normalize_city_or_404(name), force_refresh=force_refresh)
+    city = _normalize_city_or_404(name)
+    return await run_in_threadpool(_analyze, city, force_refresh)


@router.get("/api/history/{name}")
 async def city_history(request: Request, name: str):
    _assert_entitlement(request)
    city = _normalize_city_or_404(name)
-    source = str(CITIES.get(city, {}).get("settlement_source") or "metar").strip().lower()
-    truth_rows = _truth_record_repo.load_city(city)
-    feature_rows = _training_feature_repo.load_city(city)

-    if not truth_rows and not feature_rows:
-        project_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
-        history_file = os.path.join(project_root, "data", "daily_records.json")
-        data = load_history(history_file)
-        city_data = data.get(city, {}) if isinstance(data.get(city, {}), dict) else {}
-    else:
-        all_dates = sorted(set(truth_rows.keys()) | set(feature_rows.keys()))
-        city_data = {}
-        for day in all_dates:
-            record: dict[str, object] = {}
-            truth = truth_rows.get(day) or {}
-            features = feature_rows.get(day) or {}
-            if truth.get("actual_high") is not None:
-                record["actual_high"] = truth.get("actual_high")
-                record["settlement_source"] = truth.get("settlement_source")
-                record["settlement_station_code"] = truth.get("settlement_station_code")
-                record["settlement_station_label"] = truth.get("settlement_station_label")
-                record["truth_version"] = truth.get("truth_version")
-                record["updated_by"] = truth.get("updated_by")
-                record["truth_updated_at"] = truth.get("truth_updated_at")
-            if isinstance(features, dict):
-                if features.get("deb_prediction") is not None:
-                    record["deb_prediction"] = features.get("deb_prediction")
-                if features.get("mu") is not None:
-                    record["mu"] = features.get("mu")
-                if isinstance(features.get("forecasts"), dict):
-                    record["forecasts"] = features.get("forecasts")
-            city_data[day] = record
+    def _build_history_payload():
+        source = str(CITIES.get(city, {}).get("settlement_source") or "metar").strip().lower()
+        truth_rows = _truth_record_repo.load_city(city)
+        feature_rows = _training_feature_repo.load_city(city)
+
+        if not truth_rows and not feature_rows:
+            project_root = os.path.dirname(os.path.dirname(os.path.abspath(__file__)))
+            history_file = os.path.join(project_root, "data", "daily_records.json")
+            data = load_history(history_file)
+            city_data = data.get(city, {}) if isinstance(data.get(city, {}), dict) else {}
+        else:
+            all_dates = sorted(set(truth_rows.keys()) | set(feature_rows.keys()))
+            city_data = {}
+            for day in all_dates:
+                record: dict[str, object] = {}
+                truth = truth_rows.get(day) or {}
+                features = feature_rows.get(day) or {}
+                if truth.get("actual_high") is not None:
+                    record["actual_high"] = truth.get("actual_high")
+                    record["settlement_source"] = truth.get("settlement_source")
+                    record["settlement_station_code"] = truth.get("settlement_station_code")
+                    record["settlement_station_label"] = truth.get("settlement_station_label")
+                    record["truth_version"] = truth.get("truth_version")
+                    record["updated_by"] = truth.get("updated_by")
+                    record["truth_updated_at"] = truth.get("truth_updated_at")
+                if isinstance(features, dict):
+                    if features.get("deb_prediction") is not None:
+                        record["deb_prediction"] = features.get("deb_prediction")
+                    if features.get("mu") is not None:
+                        record["mu"] = features.get("mu")
+                    if isinstance(features.get("forecasts"), dict):
+                        record["forecasts"] = features.get("forecasts")
+                city_data[day] = record
+
+        if not city_data:
+            return {
+                "history": [],
+                "settlement_source": source,
+                "settlement_source_label": SETTLEMENT_SOURCE_LABELS.get(source, source.upper()),
+            }
+
+        out = []
+        for day, rec in sorted(city_data.items()):
+            if not isinstance(rec, dict):
+                rec = {}
+
+            act = rec.get("actual_high")
+            deb = rec.get("deb_prediction")
+            mu = rec.get("mu")
+            snapshots = load_snapshot_rows_for_day(city, day)
+            peak_ref = _build_peak_minus_12h_reference(
+                actual_high=act,
+                snapshots=snapshots,
+            )
+            forecasts_raw = rec.get("forecasts", {}) or {}
+            forecasts = {}
+            if isinstance(forecasts_raw, dict):
+                for model_name, model_value in forecasts_raw.items():
+                    if _is_excluded_model_name(str(model_name)):
+                        continue
+                    fv = _sf(model_value)
+                    forecasts[str(model_name)] = fv if fv is not None else None
+            forecasts = _merge_missing_history_forecasts_from_snapshots(
+                forecasts,
+                snapshots,
+            )
+            mgm = forecasts.get("MGM")
+            out.append(
+                {
+                    "date": day,
+                    "actual": float(act) if act is not None else None,
+                    "deb": float(deb) if deb is not None else None,
+                    "mu": float(mu) if mu is not None else None,
+                    "mgm": float(mgm) if mgm is not None else None,
+                    "forecasts": forecasts,
+                    "settlement_source": rec.get("settlement_source"),
+                    "settlement_station_code": rec.get("settlement_station_code"),
+                    "settlement_station_label": rec.get("settlement_station_label"),
+                    "truth_version": rec.get("truth_version"),
+                    "updated_by": rec.get("updated_by"),
+                    "truth_updated_at": rec.get("truth_updated_at"),
+                    "actual_peak_time": peak_ref.get("actual_peak_time"),
+                    "deb_at_peak_minus_12h": peak_ref.get("deb_at_peak_minus_12h"),
+                    "deb_at_peak_minus_12h_time": peak_ref.get("deb_at_peak_minus_12h_time"),
+                    "deb_at_peak_minus_12h_error": peak_ref.get("deb_at_peak_minus_12h_error"),
+                }
+            )

-    if not city_data:
        return {
-            "history": [],
+            "history": out,
            "settlement_source": source,
            "settlement_source_label": SETTLEMENT_SOURCE_LABELS.get(source, source.upper()),
        }

-    out = []
-    for day, rec in sorted(city_data.items()):
-        if not isinstance(rec, dict):
-            rec = {}
-
-        act = rec.get("actual_high")
-        deb = rec.get("deb_prediction")
-        mu = rec.get("mu")
-        snapshots = load_snapshot_rows_for_day(city, day)
-        peak_ref = _build_peak_minus_12h_reference(
-            actual_high=act,
-            snapshots=snapshots,
-        )
-        forecasts_raw = rec.get("forecasts", {}) or {}
-        forecasts = {}
-        if isinstance(forecasts_raw, dict):
-            for model_name, model_value in forecasts_raw.items():
-                if _is_excluded_model_name(str(model_name)):
-                    continue
-                fv = _sf(model_value)
-                forecasts[str(model_name)] = fv if fv is not None else None
-        forecasts = _merge_missing_history_forecasts_from_snapshots(
-            forecasts,
-            snapshots,
-        )
-        mgm = forecasts.get("MGM")
-        out.append(
-            {
-                "date": day,
-                "actual": float(act) if act is not None else None,
-                "deb": float(deb) if deb is not None else None,
-                "mu": float(mu) if mu is not None else None,
-                "mgm": float(mgm) if mgm is not None else None,
-                "forecasts": forecasts,
-                "settlement_source": rec.get("settlement_source"),
-                "settlement_station_code": rec.get("settlement_station_code"),
-                "settlement_station_label": rec.get("settlement_station_label"),
-                "truth_version": rec.get("truth_version"),
-                "updated_by": rec.get("updated_by"),
-                "truth_updated_at": rec.get("truth_updated_at"),
-                "actual_peak_time": peak_ref.get("actual_peak_time"),
-                "deb_at_peak_minus_12h": peak_ref.get("deb_at_peak_minus_12h"),
-                "deb_at_peak_minus_12h_time": peak_ref.get("deb_at_peak_minus_12h_time"),
-                "deb_at_peak_minus_12h_error": peak_ref.get("deb_at_peak_minus_12h_error"),
-            }
-        )
-
-    return {
-        "history": out,
-        "settlement_source": source,
-        "settlement_source_label": SETTLEMENT_SOURCE_LABELS.get(source, source.upper()),
-    }
+    return await run_in_threadpool(_build_history_payload)


@router.get("/api/auth/me")
@@ -898,8 +1017,9 @@ async def payment_reconcile_latest(request: Request):

@router.get("/api/city/{name}/summary")
 async def city_summary(request: Request, name: str, force_refresh: bool = False):
-    data = _analyze(_normalize_city_or_404(name), force_refresh=force_refresh)
-    return _build_city_summary_payload(data)
+    city = _normalize_city_or_404(name)
+    data = await run_in_threadpool(_analyze, city, force_refresh)
+    return await run_in_threadpool(_build_city_summary_payload, data)


@router.get("/api/city/{name}/detail")
@@ -911,9 +1031,11 @@ async def city_detail_aggregate(
    target_date: Optional[str] = None,
 ):
    _assert_entitlement(request)
-    data = _analyze(_normalize_city_or_404(name), force_refresh=force_refresh)
-    return _build_city_detail_payload(
+    city = _normalize_city_or_404(name)
+    data = await run_in_threadpool(_analyze, city, force_refresh)
+    return await run_in_threadpool(
+        _build_city_detail_payload,
        data,
-        market_slug=market_slug,
-        target_date=target_date,
+        market_slug,
+        target_date,
    )