Merge pull request #6 from stardrophere/main

优化提示界面

.gitignore

@@ -37,9 +37,6 @@ MANIFEST
 *.manifest
 *.spec
 
-# uv
-*.lock
-
 # Installer logs
 pip-log.txt
 pip-delete-this-directory.txt
@@ -192,4 +189,6 @@ cython_debug/
 
 **/data/*
 **/docker/*
-backend/app/static/*
+backend/app/static/*
+
+test*.*

README.md

@@ -1,2 +1,70 @@
-# InsightRadar
+# 聚势智见 — 基于语义聚类与大模型的热点资讯聚合平台
-An AI-powered trend monitoring and news intelligence platform
+
+一个智能热点监测与个性化分发平台，通过语义聚类与大模型技术，将分散在微博、知乎、抖音、百度等平台的热点资讯自动归并为统一事件，生成AI摘要与标签，并支持个性化订阅与定时推送。
+
+## 核心特性
+
+- **跨平台热点聚合**：基于Embedding语义相似度计算，自动识别不同平台的同一事件
+- **AI智能摘要**：调用大模型生成统一标题、综合摘要与标准化标签
+- **个性化推荐**：支持关键词订阅、语义匹配与多因子排序
+- **舆情分析工具**：提供热度趋势追踪、标题修改监控、时间线分析
+- **定时简报推送**：自定义推送时间与接收邮箱，生成个性化AI简报
+
+## 快速部署
+
+### 方式一：Docker部署（推荐）
+
+**环境要求**
+- Linux系统（推荐Ubuntu 22.04 LTS / Debian 12）
+- Docker ≥ 20.10.0，Docker Compose v2
+- 内存 ≥ 512MB（建议1GB以上）
+
+**部署步骤**
+
+```bash
+# 1. 构建镜像
+docker build -t insightradar:latest .
+
+# 2. 配置目录（参考docker/ereadm.txt）
+mkdir -p ./data ./logs
+
+# 3. 启动服务
+cd docker
+docker compose up -d
+```
+
+### 方式二：源码部署
+
+**环境要求**
+
+- Python ≥ 3.11，uv包管理器
+- Node.js ≥ 22
+- 内存 ≥ 512MB
+
+**后端部署**
+
+``` bash
+# 复制
+cd backend
+uv sync
+uv run
+```
+
+**前端部署**
+
+```bash
+# 复制
+cd frontend
+npm install
+npm run build
+# 将dist/目录内容复制到 backend/app/static/
+```
+
+**配置说明**
+
+- 复制 .env.example 为 .env 并填写配置
+- 将Embedding模型（Qwen3-Embedding-4B）放入 backend/data/ 目录
+
+### 访问应用
+
+部署完成后，通过 http://<服务器IP>:<配置端口> 访问Web界面。

backend/app/crud/crud_source.py

@@ -24,6 +24,10 @@ def get_multi(db: Session, skip: int = 0, limit: int = 100) -> List[InfoSource]:
 def create(db: Session, obj_in: InfoSourceCreate) -> InfoSource:
     """创建新的信息源"""
     db_obj = InfoSource(**obj_in.model_dump())
+    exits =db.query(InfoSource).filter(InfoSource.source_name == db_obj.source_name).first()
+    if exits:
+        db.close()
+        return db_obj
     try:
         db.add(db_obj)
         db.commit()

backend/app/main.py

@@ -1,10 +1,11 @@
 # app/main.py
 import logging
 import os
-from fastapi.responses import FileResponse
+from pathlib import Path
+from fastapi.responses import FileResponse, HTMLResponse, JSONResponse
 import httpx
 from contextlib import asynccontextmanager
-from fastapi import FastAPI, staticfiles
+from fastapi import FastAPI, HTTPException, Request, staticfiles
 from fastapi.middleware.cors import CORSMiddleware
 from dotenv import load_dotenv
 
@@ -112,14 +113,25 @@ app.add_middleware(
 # 版本控制
 app.include_router(api_router, prefix="/api/v1")
 
-# 把目录改成static对应我们放dist内容的路径就可以
-app.mount("/", staticfiles.StaticFiles(directory="app/static", html=True), name="static")
-
 # 只需要保留API的优先匹配，catch_all可以简化成这样
 @app.get("/api/{full_path:path}")
 async def api_not_found(full_path: str):
     return {"detail": "API Not Found"}
 
+staticPath = staticfiles.StaticFiles(directory="app/static", html=True)
+
+# 把目录改成static对应我们放dist内容的路径就可以
+app.mount("/", staticPath, name="static")
+
+INDEX_HTML = Path("app/static/index.html").read_text(encoding="utf-8")
+
+@app.exception_handler(404)
+async def not_found_handler(request: Request, exc: HTTPException):
+    # 如果是API路径才返回404，前端路径走catch-all不会进这里
+    if request.url.path.startswith("/api/"):
+        return JSONResponse({"detail": "Not Found"}, status_code=404)
+    return HTMLResponse(INDEX_HTML)
+
 # 健康检查
 @app.get("/", tags=["健康检查"])
 async def root():

backend/app/services/fetcher_service.py

@@ -26,9 +26,9 @@ SIMILARITY_THRESHOLD = float(os.getenv("SIMILARITY_THRESHOLD", 0.72))
 API_BASE_URL = os.getenv("API_BASE_URL", "https://newsnow.busiyi.world/api/s")
 EMBEDDING_MODEL_PATH = os.getenv("EMBEDDING_MODEL_PATH", "")
 
-print("正在加载 BAAI/bge-m3 向量模型...")
+print("正在加载模型...")
 # 全局单例
-embedder_model = SentenceTransformer(EMBEDDING_MODEL_PATH, local_files_only=True, device="cuda")
+embedder_model = SentenceTransformer(EMBEDDING_MODEL_PATH, local_files_only=True)
 print("模型加载完成。")
 
 

backend/pyproject.toml

@@ -49,7 +49,6 @@ dependencies = [
     "safetensors==0.7.0",
     "scikit-learn==1.8.0",
     "scipy==1.17.1",
-    "sentence-transformers==5.2.3",
     "shellingham==1.5.4",
     "sniffio==1.3.1",
     "sqlalchemy==2.0.48",
@@ -57,8 +56,6 @@ dependencies = [
     "sympy==1.14.0",
     "threadpoolctl==3.6.0",
     "tokenizers==0.22.2",
-    "torch==2.10.0",
-    "torchvision==0.25.0",
     "tqdm==4.67.3",
     "transformers==5.3.0",
     "typer==0.24.1",
@@ -68,4 +65,16 @@ dependencies = [
     "tzlocal==5.3.1",
     "urllib3==2.6.3",
     "uvicorn==0.41.0",
+    "torch==2.11.0+cpu",
+    "torchvision==0.26.0+cpu",
+    "torchaudio==2.11.0+cpu",
+    "sentence-transformers>=5.3.0",
 ]
+
+[[tool.uv.index]]
+name = "pytorch-cpu"
+url = "https://download.pytorch.org/whl/cpu"
+default = false
+
+[tool.uv]
+index-strategy = "unsafe-best-match"

dockerfile

@@ -20,7 +20,7 @@ WORKDIR /backend
 COPY backend/pyproject.toml backend/uv.lock ./
 RUN --mount=type=cache,target=/root/.cache/uv \
     pip install --no-cache-dir uv && \
-    uv sync --frozen --no-dev
+    uv sync --frozen --no-dev --index https://pypi.tuna.tsinghua.edu.cn/simple/
 
 # 复制后端代码
 COPY backend/app ./app

frontend/src/views/DashboardView.vue

@@ -93,7 +93,7 @@ const hoursOptions = [
 const sortOptions = [
 { label: '时间排序', value: 'created_at' },
   { label: '热度排序', value: 'hot_score' },
-  
+
 ]
 
 const recSortOptions = [
@@ -846,10 +846,10 @@ watch(() => route.query.event, (newId) => {
               <i class="fa-regular fa-clock"></i>
               最后同步: {{ lastSyncText }}
             </span>
-            <span v-if="stats.error_tasks_today > 0" class="error-count">
+            <!-- <span v-if="stats.error_tasks_today > 0" class="error-count">
               <i class="fa-solid fa-triangle-exclamation"></i>
               {{ stats.error_tasks_today }} 个异常
-            </span>
+            </span> -->
           </div>
         </section>
       </div>

frontend/src/views/SearchView.vue

@@ -235,17 +235,17 @@ async function handleSearch() {
         <div class="tips-box glass-panel">
           <h2 class="panel-title"><i class="fa-regular fa-lightbulb"></i> 搜索建议</h2>
           <div class="tips-content">
-            <button class="tip-tag" @click="keyword='新能源汽车'; hours=168; handleSearch()">
+            <button class="tip-tag" @click="keyword='火箭发射'; hours=168; handleSearch()">
-              <i class="fa-solid fa-rocket"></i> 新能源汽车
+              <i class="fa-solid fa-rocket"></i> 火箭发射
             </button>
             <button class="tip-tag" @click="keyword='苹果公司'; hours=168; handleSearch()">
-              <i class="fa-brands fa-apple"></i> 苹果产业链
+              <i class="fa-brands fa-apple"></i> 苹果公司
             </button>
             <button class="tip-tag regex-tag" @click="keyword='AI|LLM'; hours=168; handleSearch()">
               <i class="fa-solid fa-code-branch"></i> AI / 大模型
             </button>
-            <button class="tip-tag regex-tag" @click="keyword='美国关税'; hours=168; handleSearch()">
+            <button class="tip-tag regex-tag" @click="keyword='美国'; hours=168; handleSearch()">
-              <i class="fa-solid fa-flag-usa"></i> 美国关税
+              <i class="fa-solid fa-flag-usa"></i> 美国
             </button>
           </div>
         </div>
@@ -261,9 +261,15 @@ async function handleSearch() {
       <div v-else-if="searchResult" class="results-container">
         <section class="chart-section glass-panel">
           <div class="section-header">
-            <h2 class="section-title">
+            <div class="section-title-group">
-              <i class="fa-solid fa-wave-square"></i> 时间热度脉络
+              <h2 class="section-title">
-            </h2>
+                <i class="fa-solid fa-wave-square"></i> 时间热度脉络
+              </h2>
+              <span class="chart-tip">
+                <i class="fa-solid fa-hand-pointer"></i>
+                点击时间点查看具体事件列表
+              </span>
+            </div>
             <span class="meta-info">共 {{ searchResult.timeline.length }} 个时间节点 · 覆盖 {{ searchResult.events.length }} 个聚合事件</span>
           </div>
 
@@ -553,6 +559,30 @@ async function handleSearch() {
   color: var(--brand-primary);
 }
 
+.section-title-group {
+  display: flex;
+  align-items: center;
+  gap: 12px;
+  flex-wrap: wrap;
+}
+
+.chart-tip {
+  display: inline-flex;
+  align-items: center;
+  gap: 6px;
+  padding: 4px 10px;
+  border-radius: var(--radius-md);
+  background: var(--brand-primary-alpha);
+  border: 1px solid rgba(99, 102, 241, 0.2);
+  color: var(--brand-primary);
+  font-size: 12px;
+  font-weight: 600;
+}
+
+.chart-tip i {
+  font-size: 12px;
+}
+
 .time-filter-badge {
   display: inline-flex;
   align-items: center;
@@ -599,6 +629,10 @@ async function handleSearch() {
   outline: none;
 }
 
+.chart-container :deep(.apexcharts-marker) {
+  cursor: pointer;
+}
+
 .events-section {
   margin-top: 8px;
 }