From 3dd718f53d27685b0b98ce5f2b861d51a7313f07 Mon Sep 17 00:00:00 2001
From: simonkoson <28867558@qq.com>
Date: Fri, 3 Jul 2026 21:04:08 +0800
Subject: [PATCH] =?UTF-8?q?feat:=20=E6=B7=BB=E5=8A=A0=20L4=20AI=20?=
 =?UTF-8?q?=E8=AF=8A=E6=96=AD=E6=8A=A5=E5=91=8A=EF=BC=88=E5=90=8E=E7=AB=AF?=
 =?UTF-8?q?=20DeepSeek=20=E7=AB=AF=E7=82=B9=20+=20=E5=89=8D=E7=AB=AF?=
 =?UTF-8?q?=E6=91=98=E8=A6=81=E5=9D=97=E4=B8=8E=E8=AF=A6=E6=83=85=E9=A1=B5?=
 =?UTF-8?q?=EF=BC=89?=
MIME-Version: 1.0
Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

---
 backend/app/api/analytics.py                  | 219 +++++++++++++++++-
 backend/app/core/config.py                    |   4 +
 backend/requirements.txt                      |   3 +-
 frontend/src/App.jsx                          |   2 +
 .../components/Analytics/DiagnosisSummary.jsx | 214 +++++++++++++++++
 frontend/src/pages/Analytics/Analytics.css    |  57 +++++
 frontend/src/pages/Analytics/Analytics.jsx    |  12 +-
 .../src/pages/Analytics/DiagnosisReport.css   | 217 +++++++++++++++++
 .../src/pages/Analytics/DiagnosisReport.jsx   | 184 +++++++++++++++
 frontend/src/services/analyticsService.js     |  12 +
 10 files changed, 917 insertions(+), 7 deletions(-)
 create mode 100644 frontend/src/components/Analytics/DiagnosisSummary.jsx
 create mode 100644 frontend/src/pages/Analytics/DiagnosisReport.css
 create mode 100644 frontend/src/pages/Analytics/DiagnosisReport.jsx

diff --git a/backend/app/api/analytics.py b/backend/app/api/analytics.py
index 015c1f9..3a91a20 100644
--- a/backend/app/api/analytics.py
+++ b/backend/app/api/analytics.py
@@ -6,11 +6,19 @@
   GET /api/analytics/episodes?year=2026 → 指定年份所有期次的收视数据 + 年度目标
 """
 
+import json
+import hashlib
+from pathlib import Path
+from datetime import datetime
+
 from fastapi import APIRouter, Depends, Query
+from pydantic import BaseModel
 from sqlalchemy import extract
 from sqlalchemy import distinct
 from sqlmodel import Session, select
+from openai import OpenAI
 
+from app.core.config import settings
 from app.core.deps import require_role
 from app.db.session import get_session
 from app.models.episode import Episode
@@ -19,6 +27,13 @@ from app.models.user import UserRole
 
 router = APIRouter(prefix="/api/analytics", tags=["收视分析"])
 
+# 诊断报告缓存（内存，重启清空）
+_report_cache = {}
+
+# prompt5 文件路径
+_PROJECT_ROOT = Path(__file__).parent.parent.parent.parent
+_PROMPT5_PATH = _PROJECT_ROOT / "ai-labeling" / "prompts" / "prompt5_diagnosis_report.md"
+
 
 def _require_read():
     """三角色都可读"""
@@ -111,4 +126,206 @@ def get_analytics_episodes(
         "year": year,
         "yearly_target": yearly_target,
         "episodes": ep_list,
-    }
\ No newline at end of file
+    }
+
+
+# ── AI 诊断报告 ──
+
+class DiagnosisRequest(BaseModel):
+    year: int
+    ep_start: int
+    ep_end: int
+    force: bool = False
+
+
+def _build_user_message(episodes, base_target, stretch_target, avg_share, pass_count, max_ep, min_ep):
+    """组装给 DeepSeek 的 user message，格式对齐 prompt5 的输入规范。"""
+    first_ep = episodes[0]
+    last_ep = episodes[-1]
+    count = len(episodes)
+
+    # 判色函数
+    def judge(share):
+        if share >= stretch_target:
+            return "优秀"
+        elif share >= base_target:
+            return "达标"
+        else:
+            return "待提升"
+
+    # 摸高完成率
+    stretch_pct = round(avg_share / stretch_target * 100, 1) if stretch_target > 0 else 0
+
+    lines = []
+    lines.append("请根据以下数据，撰写收视诊断分析报告。\n")
+
+    # 分析范围
+    lines.append("## 分析范围\n")
+    lines.append(
+        f"第{first_ep.episode_number}期《{first_ep.program_name}》至 "
+        f"第{last_ep.episode_number}期《{last_ep.program_name}》（共{count}期），"
+        f"{first_ep.air_date}至{last_ep.air_date}播出"
+    )
+    lines.append(f"年度目标：基础目标 {base_target}，摸高目标 {stretch_target}\n")
+
+    # 整体统计
+    lines.append("## 整体统计\n")
+    lines.append(f"- 平均份额：{avg_share}（摸高完成率 {stretch_pct}%）")
+    lines.append(f"- 达标期数：{pass_count}/{count}")
+    lines.append(f"- 最高份额：{float(max_ep.audience_share)}（第{max_ep.episode_number}期《{max_ep.program_name}》）")
+    lines.append(f"- 最低份额：{float(min_ep.audience_share)}（第{min_ep.episode_number}期《{min_ep.program_name}》）\n")
+
+    # 逐期数据表格
+    lines.append("## 逐期数据\n")
+    lines.append("| 播出期号 | 节目名 | 份额 | 判定 | 题材类型 | 叙事结构 | 钩子强度 | 装备领域 |")
+    lines.append("|---------|-------|------|------|---------|---------|---------|---------|")
+    for ep in episodes:
+        share = float(ep.audience_share)
+        domain_str = "、".join(ep.equipment_domain) if ep.equipment_domain else "-"
+        lines.append(
+            f"| 第{ep.episode_number}期 | {ep.program_name} | {share} | {judge(share)} "
+            f"| {ep.program_format or '-'} | {ep.narrative_structure or '-'} "
+            f"| {ep.opening_hook or '-'} | {domain_str} |"
+        )
+    lines.append("")
+
+    # 各期内容摘要卡
+    lines.append("## 各期内容摘要卡\n")
+    for ep in episodes:
+        share = float(ep.audience_share)
+        lines.append(f"### 第{ep.episode_number}期《{ep.program_name}》（份额 {share}）")
+        digest = ep.content_digest
+        if digest:
+            lines.append(f"- 核心切口：{digest.get('核心切口', '-')}")
+            # 叙事亮点可能是数组
+            highlights = digest.get('叙事亮点', [])
+            if isinstance(highlights, list):
+                lines.append(f"- 叙事亮点：{'；'.join(highlights)}")
+            else:
+                lines.append(f"- 叙事亮点：{highlights}")
+            lines.append(f"- 观众门槛：{digest.get('观众门槛', '-')}")
+            # 话题性是嵌套结构
+            topic = digest.get('话题性', {})
+            if isinstance(topic, dict):
+                lines.append(
+                    f"- 话题性：{topic.get('总评', '-')} — "
+                    f"大众认知度：{topic.get('大众认知度', '-')}；"
+                    f"降维切口：{topic.get('降维切口', '-')}；"
+                    f"惊奇密度：{topic.get('惊奇密度', '-')}"
+                )
+            else:
+                lines.append(f"- 话题性：{topic}")
+            # 潜在弱点可能是数组
+            weaknesses = digest.get('潜在弱点', [])
+            if isinstance(weaknesses, list):
+                lines.append(f"- 潜在弱点：{'；'.join(weaknesses)}")
+            else:
+                lines.append(f"- 潜在弱点：{weaknesses}")
+            lines.append(f"- 时效关联：{digest.get('时效关联', '-')}")
+        else:
+            lines.append("- （无文稿摘要）")
+        lines.append("")
+
+    return "\n".join(lines)
+
+
+@router.post("/diagnosis-report")
+def generate_diagnosis_report(
+    req: DiagnosisRequest,
+    session: Session = Depends(get_session),
+    current_user=Depends(_require_read()),
+):
+    """生成 AI 诊断报告。同一范围缓存结果，force=True 时重新生成。"""
+    cache_key = f"{req.year}_{req.ep_start}_{req.ep_end}"
+
+    # 检查缓存
+    if not req.force and cache_key in _report_cache:
+        return _report_cache[cache_key]
+
+    # 1. 查询所选范围的 episodes
+    ep_stmt = (
+        select(Episode)
+        .where(extract("year", Episode.air_date) == req.year)
+        .where(Episode.episode_number >= req.ep_start)
+        .where(Episode.episode_number <= req.ep_end)
+        .where(Episode.audience_share.is_not(None))
+        .order_by(Episode.episode_number.asc())
+    )
+    episodes = session.exec(ep_stmt).all()
+
+    if not episodes:
+        return {"error": "所选范围内没有收视数据"}
+
+    # 2. 查年度目标
+    target_stmt = select(YearlyTarget).where(YearlyTarget.year == req.year)
+    target = session.exec(target_stmt).first()
+    if not target:
+        return {"error": f"{req.year}年没有设置年度目标"}
+
+    base_target = float(target.base_target)
+    stretch_target = float(target.stretch_target)
+
+    # 3. 计算统计数据
+    shares = [float(ep.audience_share) for ep in episodes]
+    avg_share = round(sum(shares) / len(shares), 4) if shares else 0
+    pass_count = sum(1 for s in shares if s >= base_target)
+    max_ep = max(episodes, key=lambda e: float(e.audience_share))
+    min_ep = min(episodes, key=lambda e: float(e.audience_share))
+
+    # 三档判定
+    if avg_share >= stretch_target:
+        tier = "excellent"
+    elif avg_share >= base_target:
+        tier = "on_target"
+    else:
+        tier = "danger"
+
+    # 4. 组装 user message
+    user_message = _build_user_message(episodes, base_target, stretch_target, avg_share, pass_count, max_ep, min_ep)
+
+    # 5. 读 system prompt
+    system_prompt = _PROMPT5_PATH.read_text(encoding="utf-8")
+
+    # 6. 调 DeepSeek
+    if not settings.DEEPSEEK_API_KEY:
+        return {"error": "DEEPSEEK_API_KEY 未配置"}
+
+    client = OpenAI(
+        api_key=settings.DEEPSEEK_API_KEY,
+        base_url="https://api.deepseek.com",
+    )
+    response = client.chat.completions.create(
+        model="deepseek-chat",
+        messages=[
+            {"role": "system", "content": system_prompt},
+            {"role": "user", "content": user_message},
+        ],
+        temperature=0.3,
+    )
+    report_markdown = response.choices[0].message.content
+
+    # 7. 组装返回
+    result = {
+        "tier": tier,
+        "avg_share": avg_share,
+        "episode_count": len(episodes),
+        "pass_count": pass_count,
+        "highest": {
+            "ep": max_ep.episode_number,
+            "name": max_ep.program_name,
+            "share": float(max_ep.audience_share),
+        },
+        "lowest": {
+            "ep": min_ep.episode_number,
+            "name": min_ep.program_name,
+            "share": float(min_ep.audience_share),
+        },
+        "report_markdown": report_markdown,
+        "generated_at": datetime.now().isoformat(),
+        "model": "deepseek-chat",
+        "disclaimer": "本报告基于已入库的收视数据、节目标签及内容摘要生成，未纳入同时段竞品、社会热点等外部因素。分析结论难免挂一漏万，仅供栏目内部讨论参考，不构成节目决策依据。",
+    }
+
+    # 8. 缓存
+    _report_cache[cache_key] = result
+    return result
diff --git a/backend/app/core/config.py b/backend/app/core/config.py
index 5c48b13..aa24e20 100644
--- a/backend/app/core/config.py
+++ b/backend/app/core/config.py
@@ -20,6 +20,9 @@ _SESSION_MAX_AGE = int(os.environ.get("SESSION_MAX_AGE", "86400"))
 _MINIMAX_EMBED_API_KEY = os.environ.get("MINIMAX_EMBED_API_KEY", "")
 _MINIMAX_GROUP_ID = os.environ.get("MINIMAX_GROUP_ID", "")
 
+# DeepSeek API 凭证（诊断报告用）
+_DEEPSEEK_API_KEY = os.environ.get("DEEPSEEK_API_KEY", "")
+
 # 验证必需配置
 if not _DATABASE_URL:
     raise RuntimeError(f"[config] DATABASE_URL 未设置。请检查 {_env_path} 是否存在且内容正确。")
@@ -31,6 +34,7 @@ class Settings:
     SESSION_MAX_AGE: int = _SESSION_MAX_AGE
     MINIMAX_EMBED_API_KEY: str = _MINIMAX_EMBED_API_KEY
     MINIMAX_GROUP_ID: str = _MINIMAX_GROUP_ID
+    DEEPSEEK_API_KEY: str = _DEEPSEEK_API_KEY
 
 
 settings = Settings()
diff --git a/backend/requirements.txt b/backend/requirements.txt
index e13751c..40dbc3d 100644
--- a/backend/requirements.txt
+++ b/backend/requirements.txt
@@ -11,4 +11,5 @@ python-dotenv==1.0.1
 httpx==0.27.0
 python-frontmatter==1.1.0
 pandas>=2.0.0
-openpyxl>=3.1.0
\ No newline at end of file
+openpyxl>=3.1.0
+openai>=1.0.0,<1.55.0
diff --git a/frontend/src/App.jsx b/frontend/src/App.jsx
index b5c6ef7..6ff39cc 100644
--- a/frontend/src/App.jsx
+++ b/frontend/src/App.jsx
@@ -11,6 +11,7 @@ import Doco from './pages/Doco/Doco'
 import UserManage from './pages/UserManage/UserManage'
 import EditorDesk from './pages/EditorDesk/EditorDesk'
 import Analytics from './pages/Analytics/Analytics'
+import DiagnosisReport from './pages/Analytics/DiagnosisReport'
 import AuthGuard from './components/AuthGuard/AuthGuard'
 import RoleGuard from './components/AuthGuard/RoleGuard'
 
@@ -33,6 +34,7 @@ function App() {
               <Route index element={<Navigate to="/dashboard" replace />} />
               <Route path="dashboard" element={<Dashboard />} />
               <Route path="analytics" element={<Analytics />} />
+              <Route path="analytics/report" element={<DiagnosisReport />} />
               <Route path="tps" element={<TPS />} />
               <Route path="knowledge" element={<KnowledgeBase />} />
               <Route path="doco" element={<Doco />} />
diff --git a/frontend/src/components/Analytics/DiagnosisSummary.jsx b/frontend/src/components/Analytics/DiagnosisSummary.jsx
new file mode 100644
index 0000000..ed341ab
--- /dev/null
+++ b/frontend/src/components/Analytics/DiagnosisSummary.jsx
@@ -0,0 +1,214 @@
+import { useState, useEffect, useMemo } from 'react'
+import { Spin } from 'antd'
+import { useNavigate } from 'react-router-dom'
+import { generateDiagnosisReport } from '../../services/analyticsService'
+
+/**
+ * AI 诊断报告摘要块 — 收视分析页内嵌
+ * - 根据 avgShare 判定三档 tier
+ * - 调用 DeepSeek 生成报告
+ * - 从 markdown 提取核心发现和行动建议
+ */
+
+/** 从 markdown 中提取指定章节内容 */
+function extractSection(markdown, startMarker, endMarkers) {
+  if (!markdown) return ''
+  const startIdx = markdown.indexOf(startMarker)
+  if (startIdx === -1) return ''
+  const afterStart = startIdx + startMarker.length
+  // 找最近的结束标记
+  let endIdx = markdown.length
+  for (const marker of endMarkers) {
+    const idx = markdown.indexOf(marker, afterStart)
+    if (idx !== -1 && idx < endIdx) {
+      endIdx = idx
+    }
+  }
+  return markdown.substring(afterStart, endIdx).trim()
+}
+
+/** 清理 markdown 为纯文本（去掉标题标记、多余符号等） */
+function cleanMarkdown(text) {
+  if (!text) return []
+  return text
+    .split('\n')
+    .map((line) => line.replace(/^#+\s*/, '').replace(/^\*\*(.+?)\*\*/, '$1').trim())
+    .filter((line) => line.length > 0)
+}
+
+const TIER_CONFIG = {
+  danger: {
+    leftTitle: '问题聚焦',
+    rightTitle: '病因与预警',
+    color: '#7aa874',
+    rightBg: 'rgba(122,168,116,0.06)',
+  },
+  on_target: {
+    leftTitle: '核心发现',
+    rightTitle: '病因与提振建议',
+    color: '#5b8db8',
+    rightBg: 'rgba(91,141,184,0.06)',
+  },
+  excellent: {
+    leftTitle: '高光复盘',
+    rightTitle: '经验总结',
+    color: '#c0584f',
+    rightBg: 'rgba(192,88,79,0.06)',
+  },
+}
+
+function DiagnosisSummary({ episodes, yearlyTarget, selectedYear }) {
+  const navigate = useNavigate()
+  const [report, setReport] = useState(null)
+  const [loading, setLoading] = useState(false)
+  const [error, setError] = useState(null)
+
+  // 计算平均份额和 tier
+  const { avgShare, tier, epStart, epEnd } = useMemo(() => {
+    if (!episodes || episodes.length === 0 || !yearlyTarget) {
+      return { avgShare: 0, tier: null, epStart: 0, epEnd: 0 }
+    }
+    const withShare = episodes.filter((ep) => ep.audience_share != null)
+    if (withShare.length === 0) {
+      return { avgShare: 0, tier: null, epStart: 0, epEnd: 0 }
+    }
+    const sum = withShare.reduce((acc, ep) => acc + Number(ep.audience_share), 0)
+    const avg = sum / withShare.length
+    const base = Number(yearlyTarget.base_target)
+    const stretch = Number(yearlyTarget.stretch_target)
+
+    let t = 'danger'
+    if (avg > stretch) t = 'excellent'
+    else if (avg >= base) t = 'on_target'
+
+    const nums = withShare.map((ep) => ep.episode_number)
+    return {
+      avgShare: avg,
+      tier: t,
+      epStart: Math.min(...nums),
+      epEnd: Math.max(...nums),
+    }
+  }, [episodes, yearlyTarget])
+
+  const config = tier ? TIER_CONFIG[tier] : null
+
+  // 调用 API
+  useEffect(() => {
+    if (!tier || !episodes || episodes.length === 0) return
+
+    let cancelled = false
+    setLoading(true)
+    setError(null)
+    setReport(null)
+
+    generateDiagnosisReport({
+      year: selectedYear,
+      ep_start: epStart,
+      ep_end: epEnd,
+    })
+      .then((data) => {
+        if (cancelled) return
+        if (data.error) {
+          setError(data.error)
+        } else {
+          setReport(data)
+        }
+      })
+      .catch((err) => {
+        if (cancelled) return
+        setError(err?.response?.data?.detail || '报告生成失败')
+      })
+      .finally(() => {
+        if (!cancelled) setLoading(false)
+      })
+
+    return () => {
+      cancelled = true
+    }
+  }, [selectedYear, epStart, epEnd, tier, episodes])
+
+  // 空态
+  if (!episodes || episodes.length === 0 || !tier) {
+    return (
+      <div className="analytics-chart-card" style={{ textAlign: 'center', padding: '40px 24px' }}>
+        <h2 className="analytics-chart-title" style={{ textAlign: 'left' }}>AI 诊断报告</h2>
+        <p style={{ color: '#aaa', fontSize: 14 }}>请先选择包含收视数据的期次范围</p>
+      </div>
+    )
+  }
+
+  // 提取核心发现和行动建议
+  const markdown = report?.report_markdown || ''
+  // 核心发现：从 "#### 二、核心发现" 到 "#### 三、"
+  let coreFindings = extractSection(markdown, '#### 二、核心发现', ['#### 三、'])
+  // 行动建议：从 "#### 四、行动建议" 到末尾
+  let actions = extractSection(markdown, '#### 四、行动建议', [])
+
+  const coreLines = cleanMarkdown(coreFindings)
+  const actionLines = cleanMarkdown(actions)
+
+  return (
+    <div className="analytics-chart-card">
+      {/* 标题行 */}
+      <div className="diagnosis-summary-header">
+        <h2 className="analytics-chart-title" style={{ marginBottom: 0 }}>AI 诊断报告</h2>
+        {report && !loading && (
+          <span
+            className="diagnosis-summary-link"
+            onClick={() =>
+              navigate(`/analytics/report?year=${selectedYear}&start=${epStart}&end=${epEnd}`)
+            }
+          >
+            查看完整报告 →
+          </span>
+        )}
+      </div>
+
+      {/* 内容 */}
+      {loading ? (
+        <div className="diagnosis-loading">
+          <Spin size="small" />
+          <span style={{ marginLeft: 8 }}>正在生成 AI 诊断报告…</span>
+        </div>
+      ) : error ? (
+        <div className="diagnosis-loading" style={{ color: '#c0584f' }}>
+          {error}
+        </div>
+      ) : report ? (
+        <div className="diagnosis-summary-content">
+          {/* 左块 */}
+          <div
+            className="diagnosis-summary-left"
+            style={{ borderColor: config.color }}
+          >
+            <div className="diagnosis-block-title">{config.leftTitle}</div>
+            {coreLines.length > 0 ? (
+              coreLines.map((line, i) => (
+                <p key={i} style={{ margin: '0 0 8px 0' }}>{line}</p>
+              ))
+            ) : (
+              <p>报告已生成，请查看完整报告</p>
+            )}
+          </div>
+
+          {/* 右块 */}
+          <div
+            className="diagnosis-summary-right"
+            style={{ background: config.rightBg }}
+          >
+            <div className="diagnosis-block-title">{config.rightTitle}</div>
+            {actionLines.length > 0 ? (
+              actionLines.map((line, i) => (
+                <p key={i} style={{ margin: '0 0 8px 0' }}>{line}</p>
+              ))
+            ) : (
+              <p>报告已生成，请查看完整报告</p>
+            )}
+          </div>
+        </div>
+      ) : null}
+    </div>
+  )
+}
+
+export default DiagnosisSummary
\ No newline at end of file
diff --git a/frontend/src/pages/Analytics/Analytics.css b/frontend/src/pages/Analytics/Analytics.css
index 9745759..871631e 100644
--- a/frontend/src/pages/Analytics/Analytics.css
+++ b/frontend/src/pages/Analytics/Analytics.css
@@ -261,6 +261,63 @@
   padding: 8px 12px;
 }
 
+/* ── AI 诊断报告摘要块 ── */
+.diagnosis-summary-content {
+  display: flex;
+  gap: 20px;
+  margin-top: 16px;
+}
+
+.diagnosis-summary-left,
+.diagnosis-summary-right {
+  flex: 1;
+  padding: 16px 20px;
+  border-radius: 12px;
+  font-size: 13px;
+  line-height: 1.8;
+  color: #444;
+}
+
+.diagnosis-summary-left {
+  border-left: 4px solid currentColor;
+  background: rgba(255, 255, 255, 0.3);
+}
+
+.diagnosis-summary-right {
+  background: rgba(255, 255, 255, 0.3);
+}
+
+.diagnosis-block-title {
+  font-size: 14px;
+  font-weight: 600;
+  margin-bottom: 10px;
+  color: #333;
+}
+
+.diagnosis-summary-header {
+  display: flex;
+  align-items: center;
+  justify-content: space-between;
+}
+
+.diagnosis-summary-link {
+  font-size: 13px;
+  color: #5b8db8;
+  text-decoration: none;
+  cursor: pointer;
+}
+
+.diagnosis-summary-link:hover {
+  text-decoration: underline;
+}
+
+.diagnosis-loading {
+  text-align: center;
+  padding: 32px 0;
+  color: #999;
+  font-size: 13px;
+}
+
 /* ===== 响应式 ===== */
 @media (max-width: 768px) {
   .analytics-page {
diff --git a/frontend/src/pages/Analytics/Analytics.jsx b/frontend/src/pages/Analytics/Analytics.jsx
index 34bc213..19bdb0f 100644
--- a/frontend/src/pages/Analytics/Analytics.jsx
+++ b/frontend/src/pages/Analytics/Analytics.jsx
@@ -7,6 +7,7 @@ import EditorCompare from '../../components/Analytics/EditorCompare'
 import QuarterCompare from '../../components/Analytics/QuarterCompare'
 import TopicCompare from '../../components/Analytics/TopicCompare'
 import QuadrantChart from '../../components/Analytics/QuadrantChart'
+import DiagnosisSummary from '../../components/Analytics/DiagnosisSummary'
 import './Analytics.css'
 
 /**
@@ -565,11 +566,12 @@ function Analytics() {
             )}
           </div>
 
-          {/* ── AI 诊断报告占位 ── */}
-          <div className="analytics-chart-card" style={{ textAlign: 'center', padding: '40px 24px' }}>
-            <h2 className="analytics-chart-title" style={{ textAlign: 'left' }}>AI 诊断报告</h2>
-            <p style={{ color: '#aaa', fontSize: 14 }}>即将上线 - 基于双引擎模型的智能收视诊断</p>
-          </div>
+          {/* ── AI 诊断报告 ── */}
+          <DiagnosisSummary
+            episodes={filteredEpisodes}
+            yearlyTarget={yearlyTarget}
+            selectedYear={selectedYear}
+          />
 
           {/* ── 双引擎象限图 ── */}
           <div className="analytics-chart-card">
diff --git a/frontend/src/pages/Analytics/DiagnosisReport.css b/frontend/src/pages/Analytics/DiagnosisReport.css
new file mode 100644
index 0000000..3038a10
--- /dev/null
+++ b/frontend/src/pages/Analytics/DiagnosisReport.css
@@ -0,0 +1,217 @@
+/* ── AI 诊断报告详情页 ── */
+.diagnosis-report-page {
+  max-width: 900px;
+  margin: 0 auto;
+  padding: 32px 24px;
+  min-height: 100vh;
+  font-family: "Microsoft YaHei", "PingFang SC", sans-serif;
+  background: linear-gradient(135deg, #f5f0e8 0%, #e8e4d8 30%, #f0ece2 60%, #ebe5d5 100%);
+  color: #333;
+}
+
+/* ── 返回链接 ── */
+.diagnosis-report-back {
+  display: inline-flex;
+  align-items: center;
+  gap: 4px;
+  font-size: 14px;
+  color: #5b8db8;
+  text-decoration: none;
+  cursor: pointer;
+  margin-bottom: 24px;
+}
+
+.diagnosis-report-back:hover {
+  text-decoration: underline;
+}
+
+/* ── 头部信息 ── */
+.diagnosis-report-header {
+  margin-bottom: 24px;
+}
+
+.diagnosis-report-header h1 {
+  margin: 0 0 8px 0;
+  font-size: 22px;
+  font-weight: 700;
+  color: #4a6741;
+}
+
+.diagnosis-report-header .diagnosis-report-range {
+  font-size: 14px;
+  color: #666;
+  margin: 0 0 4px 0;
+}
+
+.diagnosis-report-header .diagnosis-report-date {
+  font-size: 13px;
+  color: #999;
+  margin: 0;
+}
+
+/* ── 指标条 ── */
+.diagnosis-report-kpi-bar {
+  display: flex;
+  gap: 16px;
+  margin-bottom: 24px;
+  border-radius: 12px;
+  padding: 16px 20px;
+  background: rgba(255, 255, 255, 0.5);
+  backdrop-filter: blur(12px);
+  -webkit-backdrop-filter: blur(12px);
+  border: 1px solid rgba(255, 255, 255, 0.6);
+}
+
+.diagnosis-report-kpi-item {
+  flex: 1;
+  text-align: center;
+}
+
+.diagnosis-report-kpi-item .kpi-value {
+  font-size: 24px;
+  font-weight: 700;
+  font-variant-numeric: tabular-nums;
+}
+
+.diagnosis-report-kpi-item .kpi-label {
+  font-size: 12px;
+  color: #888;
+  margin-top: 2px;
+}
+
+/* ── 报告正文卡片 ── */
+.diagnosis-report-body {
+  background: #fff;
+  border-radius: 16px;
+  padding: 36px 40px;
+  margin-bottom: 24px;
+  box-shadow: 0 4px 16px rgba(0, 0, 0, 0.06);
+  line-height: 1.9;
+  font-size: 15px;
+  color: #333;
+}
+
+.diagnosis-report-body h4 {
+  color: #4a6741;
+  font-size: 17px;
+  font-weight: 600;
+  margin: 28px 0 12px 0;
+  padding-bottom: 6px;
+  border-bottom: 1px solid #e8e4d8;
+}
+
+.diagnosis-report-body h4:first-child {
+  margin-top: 0;
+}
+
+.diagnosis-report-body p {
+  margin: 0 0 12px 0;
+}
+
+.diagnosis-report-body strong {
+  color: #333;
+}
+
+.diagnosis-report-body ul,
+.diagnosis-report-body ol {
+  margin: 0 0 12px 0;
+  padding-left: 24px;
+}
+
+.diagnosis-report-body li {
+  margin-bottom: 6px;
+}
+
+.diagnosis-report-body table {
+  width: 100%;
+  border-collapse: collapse;
+  margin: 12px 0;
+  font-size: 13px;
+}
+
+.diagnosis-report-body th,
+.diagnosis-report-body td {
+  border: 1px solid #e0ddd4;
+  padding: 8px 12px;
+  text-align: left;
+}
+
+.diagnosis-report-body th {
+  background: #f5f3eb;
+  font-weight: 600;
+  color: #555;
+}
+
+/* ── 重新生成按钮 ── */
+.diagnosis-report-actions {
+  text-align: center;
+  margin-bottom: 24px;
+}
+
+.diagnosis-report-actions button {
+  background: #6b8e6b;
+  color: #fff;
+  border: none;
+  border-radius: 8px;
+  padding: 8px 28px;
+  font-size: 14px;
+  cursor: pointer;
+  transition: background 0.2s;
+}
+
+.diagnosis-report-actions button:hover {
+  background: #5a7d5a;
+}
+
+.diagnosis-report-actions button:disabled {
+  background: #ccc;
+  cursor: not-allowed;
+}
+
+/* ── 免责声明 ── */
+.diagnosis-report-disclaimer {
+  font-size: 12px;
+  color: #aaa;
+  text-align: center;
+  padding: 0 24px;
+  line-height: 1.6;
+}
+
+/* ── Loading ── */
+.diagnosis-report-loading {
+  display: flex;
+  flex-direction: column;
+  align-items: center;
+  justify-content: center;
+  padding: 80px 0;
+  color: #999;
+}
+
+.diagnosis-report-loading p {
+  margin-top: 12px;
+  font-size: 14px;
+}
+
+/* ── 错误 ── */
+.diagnosis-report-error {
+  text-align: center;
+  padding: 60px 0;
+  color: #c0584f;
+  font-size: 14px;
+}
+
+/* ── 响应式 ── */
+@media (max-width: 768px) {
+  .diagnosis-report-page {
+    padding: 16px;
+  }
+
+  .diagnosis-report-body {
+    padding: 24px 20px;
+  }
+
+  .diagnosis-report-kpi-bar {
+    flex-direction: column;
+    gap: 12px;
+  }
+}
\ No newline at end of file
diff --git a/frontend/src/pages/Analytics/DiagnosisReport.jsx b/frontend/src/pages/Analytics/DiagnosisReport.jsx
new file mode 100644
index 0000000..57c6d00
--- /dev/null
+++ b/frontend/src/pages/Analytics/DiagnosisReport.jsx
@@ -0,0 +1,184 @@
+import { useState, useEffect } from 'react'
+import { useSearchParams, useNavigate } from 'react-router-dom'
+import { Spin } from 'antd'
+import Markdown from 'react-markdown'
+import { generateDiagnosisReport } from '../../services/analyticsService'
+import './DiagnosisReport.css'
+
+/**
+ * AI 诊断报告详情页
+ * - 从 URL query 读取 year、start、end
+ * - 调用 generateDiagnosisReport（命中缓存则秒出）
+ * - 用 react-markdown 渲染完整报告
+ */
+
+const TIER_COLOR = {
+  danger: '#7aa874',
+  on_target: '#5b8db8',
+  excellent: '#c0584f',
+}
+
+function DiagnosisReport() {
+  const [searchParams] = useSearchParams()
+  const navigate = useNavigate()
+
+  const year = Number(searchParams.get('year'))
+  const start = Number(searchParams.get('start'))
+  const end = Number(searchParams.get('end'))
+
+  const [report, setReport] = useState(null)
+  const [loading, setLoading] = useState(true)
+  const [regenerating, setRegenerating] = useState(false)
+  const [error, setError] = useState(null)
+
+  const fetchReport = (force = false) => {
+    if (!year || !start || !end) {
+      setError('缺少必要参数（year / start / end）')
+      setLoading(false)
+      return
+    }
+
+    if (force) {
+      setRegenerating(true)
+    } else {
+      setLoading(true)
+    }
+    setError(null)
+
+    generateDiagnosisReport({ year, ep_start: start, ep_end: end, force })
+      .then((data) => {
+        if (data.error) {
+          setError(data.error)
+        } else {
+          setReport(data)
+        }
+      })
+      .catch((err) => {
+        setError(err?.response?.data?.detail || '报告生成失败')
+      })
+      .finally(() => {
+        setLoading(false)
+        setRegenerating(false)
+      })
+  }
+
+  useEffect(() => {
+    fetchReport(false)
+  }, [year, start, end])
+
+  // 摸高完成率
+  const stretchPct =
+    report?.avg_share && report?.highest
+      ? null // 没有 stretch_target 直接信息，从 tier 推断
+      : null
+
+  // 从 report 中计算摸高完成率（如果有 avg_share 和 episode_count）
+  // 实际上后端没返回 stretch_target，所以这里用 pass_count / episode_count 做达标率展示
+  const passRate =
+    report?.episode_count > 0
+      ? `${report.pass_count}/${report.episode_count}`
+      : '—'
+
+  const tierColor = report?.tier ? TIER_COLOR[report.tier] : '#999'
+
+  // 从 report_markdown 中提取第一句作为范围描述的补充
+  const startDate = report?.report_markdown
+    ? '' // 已经在 header 中展示了期号范围
+    : ''
+
+  if (loading) {
+    return (
+      <div className="diagnosis-report-page">
+        <div className="diagnosis-report-loading">
+          <Spin size="large" />
+          <p>正在生成诊断报告，预计 15-30 秒…</p>
+        </div>
+      </div>
+    )
+  }
+
+  if (error) {
+    return (
+      <div className="diagnosis-report-page">
+        <span
+          className="diagnosis-report-back"
+          onClick={() => navigate('/analytics')}
+        >
+          ← 返回收视分析
+        </span>
+        <div className="diagnosis-report-error">
+          <p>{error}</p>
+        </div>
+      </div>
+    )
+  }
+
+  return (
+    <div className="diagnosis-report-page">
+      {/* 返回链接 */}
+      <span
+        className="diagnosis-report-back"
+        onClick={() => navigate('/analytics')}
+      >
+        ← 返回收视分析
+      </span>
+
+      {/* 头部 */}
+      <div className="diagnosis-report-header">
+        <h1>收视诊断报告</h1>
+        <p className="diagnosis-report-range">
+          第{start}期 — 第{end}期 ｜ {year}年 ｜ 共{report?.episode_count}期
+        </p>
+        {report?.generated_at && (
+          <p className="diagnosis-report-date">
+            生成时间：{new Date(report.generated_at).toLocaleString('zh-CN')}
+            {report?.model && ` ｜ 模型：${report.model}`}
+          </p>
+        )}
+      </div>
+
+      {/* 指标条 */}
+      <div className="diagnosis-report-kpi-bar">
+        <div className="diagnosis-report-kpi-item">
+          <div className="kpi-value" style={{ color: tierColor }}>
+            {report?.avg_share?.toFixed(4) || '—'}
+          </div>
+          <div className="kpi-label">平均份额</div>
+        </div>
+        <div className="diagnosis-report-kpi-item">
+          <div className="kpi-value">{passRate}</div>
+          <div className="kpi-label">达标期数</div>
+        </div>
+        <div className="diagnosis-report-kpi-item">
+          <div className="kpi-value" style={{ color: '#c0584f' }}>
+            {report?.highest
+              ? `${report.highest.share.toFixed(3)}（第${report.highest.ep}期）`
+              : '—'}
+          </div>
+          <div className="kpi-label">最高份额</div>
+        </div>
+      </div>
+
+      {/* 报告正文 */}
+      <div className="diagnosis-report-body">
+        <Markdown>{report?.report_markdown || ''}</Markdown>
+      </div>
+
+      {/* 重新生成 */}
+      <div className="diagnosis-report-actions">
+        <button onClick={() => fetchReport(true)} disabled={regenerating}>
+          {regenerating ? '正在重新生成…' : '重新生成'}
+        </button>
+      </div>
+
+      {/* 免责声明 */}
+      {report?.disclaimer && (
+        <p className="diagnosis-report-disclaimer">
+          ⚠️ {report.disclaimer}
+        </p>
+      )}
+    </div>
+  )
+}
+
+export default DiagnosisReport
\ No newline at end of file
diff --git a/frontend/src/services/analyticsService.js b/frontend/src/services/analyticsService.js
index ab82316..7cc5359 100644
--- a/frontend/src/services/analyticsService.js
+++ b/frontend/src/services/analyticsService.js
@@ -19,4 +19,16 @@ export async function getAnalyticsEpisodes(year) {
 export async function getAvailableYears() {
   const response = await http.get('/analytics/years')
   return response.data
+}
+
+/**
+ * 生成 AI 诊断报告
+ * @param {Object} params - { year, ep_start, ep_end, force? }
+ * @returns {Promise<Object>} - { tier, avg_share, episode_count, pass_count, highest, lowest, report_markdown, generated_at, model, disclaimer }
+ */
+export async function generateDiagnosisReport(params) {
+  const response = await http.post('/analytics/diagnosis-report', params, {
+    timeout: 120000,  // DeepSeek 可能需要 30-60 秒
+  })
+  return response.data
 }
\ No newline at end of file