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# CLAUDE.md
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This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
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## Project Overview
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TradingAgentsX is a multi-agent AI trading analysis system that simulates real-world investment firm operations. It uses LangGraph to orchestrate 12 specialized AI agents (analysts, researchers, traders, risk managers) that collaborate through structured debate workflows to generate trading decisions.
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**Stack**: Python 3.10+ backend (FastAPI) + Next.js 16 frontend (React 19, TypeScript)
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## Build & Run Commands
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### Backend (FastAPI)
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```bash
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pip install -e . # Install package in editable mode
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pip install -r backend/requirements.txt # Install backend dependencies
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python -m backend # Run server (default: localhost:8000)
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python -m backend --host 0.0.0.0 --port 8000 --reload true # With options
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```
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### Frontend (Next.js)
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```bash
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bun install --cwd frontend # Install dependencies
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bun run --cwd frontend dev # Development server (localhost:3000)
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bun run --cwd frontend build # Production build
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bun run --cwd frontend lint # ESLint
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```
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### Docker
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```bash
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cp .env.example .env
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docker compose up -d --build
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```
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### CLI
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```bash
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tradingagents <commands> # After pip install -e .
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python main.py # Standalone analysis
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```
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## Architecture
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### Agent System (`tradingagents/`)
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- **12 AI agents** organized into teams using LangGraph orchestration
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- `agents/analysts/` - Market, News, Social Media, Fundamentals analysts
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- `agents/researchers/` - Bull & Bear case researchers + Research Manager
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- `agents/risk_mgmt/` - Aggressive, Conservative, Neutral debaters + Risk Manager
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- `agents/trader/` - Final trading decision aggregator
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- `graph/trading_graph.py` - Main `TradingAgentsXGraph` class orchestrating the workflow
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- `dataflows/` - Data vendor integrations (Yahoo Finance, Alpha Vantage, FinMind, Google News, Reddit)
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### Backend (`backend/`)
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- `app/main.py` - FastAPI app with security middleware (rate limiting 30/min, security headers)
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- `app/api/routes.py` - `/api/analyze`, `/api/task/{id}`, `/api/chat`, `/api/download`
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- `app/api/auth.py` - Google OAuth flow
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- `app/services/trading_service.py` - Orchestrates agent graph execution
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- `app/services/task_manager.py` - Async task lifecycle
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- `app/services/pdf_generator.py` - Report generation (complex, 61KB)
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### Frontend (`frontend/`)
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- `app/` - Next.js App Router pages (analysis, history, auth)
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- `components/AgentFlowDiagram.tsx` - 12-agent visualization
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- `lib/crypto.ts` - AES-GCM encryption for API keys (BYOK model)
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- `lib/reports-db.ts` - IndexedDB wrapper for local report storage
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- `contexts/` - AuthContext, LanguageContext
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## Key Entry Points
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- **Backend**: `python -m backend` → `backend/__main__.py` → `backend/app/main.py`
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- **Frontend**: `bun run dev` → `frontend/app/layout.tsx` → `frontend/app/page.tsx`
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- **Core Logic**: `TradingAgentsXGraph.propagate(ticker, date)` in `tradingagents/graph/trading_graph.py`
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## Environment Variables
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Required in `.env` (see `.env.example`):
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- LLM API keys: `OPENAI_API_KEY`, `ANTHROPIC_API_KEY`, `GEMINI_API_KEY`, etc.
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- Data APIs: `ALPHA_VANTAGE_API_KEY`, `FINMIND_API_KEY`
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- Auth: `JWT_SECRET`, `GOOGLE_CLIENT_ID`, `GOOGLE_CLIENT_SECRET`
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- Config: `NEXT_PUBLIC_API_URL`, `CORS_ORIGINS`, `FRONTEND_URL`
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## Key Dependencies
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- **Agent Framework**: LangGraph 0.4.8+, LangChain 0.1.0+
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- **LLM Providers**: langchain-openai, langchain-anthropic, langchain-google-genai
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- **Data**: yfinance, pandas, polars, ChromaDB (vector store)
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- **Backend**: FastAPI, SQLAlchemy 2.0+, Redis, asyncpg
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- **Frontend**: Next.js 16, React 19, Tailwind CSS 4, shadcn/ui, Dexie.js (IndexedDB)
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@ -151,16 +151,38 @@ async def update_settings(
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@router.get("/reports", response_model=List[ReportResponse])
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async def get_reports(
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user: User = Depends(get_current_user_required),
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db: AsyncSession = Depends(get_db)
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db: AsyncSession = Depends(get_db),
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market_type: Optional[str] = None,
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language: Optional[str] = None,
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limit: int = 100,
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offset: int = 0
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):
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"""Get all user's reports"""
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result = await db.execute(
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select(Report)
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.where(Report.user_id == user.id)
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.order_by(Report.created_at.desc())
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)
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"""Get user's reports with optional filtering and pagination
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Args:
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market_type: Filter by market type (us, twse, tpex)
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language: Filter by language (en, zh-TW)
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limit: Maximum number of reports to return (default 100, max 500)
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offset: Number of reports to skip for pagination
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"""
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# Cap limit at 500 to prevent memory issues
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limit = min(limit, 500)
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# Build query with filters
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query = select(Report).where(Report.user_id == user.id)
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if market_type:
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query = query.where(Report.market_type == market_type)
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if language:
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query = query.where(Report.language == language)
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# Order by created_at DESC and apply pagination
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query = query.order_by(Report.created_at.desc()).offset(offset).limit(limit)
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result = await db.execute(query)
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reports = result.scalars().all()
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return [
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ReportResponse(
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id=str(r.id),
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@ -70,6 +70,12 @@ async def init_db():
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# Add indexes to optimize queries
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await conn.execute(text("CREATE INDEX IF NOT EXISTS ix_reports_user_id ON reports (user_id);"))
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await conn.execute(text("CREATE INDEX IF NOT EXISTS ix_reports_created_at ON reports (created_at);"))
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# Add composite index for common query pattern (user_id + created_at DESC)
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await conn.execute(text("CREATE INDEX IF NOT EXISTS ix_reports_user_created ON reports (user_id, created_at DESC);"))
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# Add index for language filtering
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await conn.execute(text("CREATE INDEX IF NOT EXISTS ix_reports_language ON reports (language);"))
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# Add composite index for user + market_type + language queries
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await conn.execute(text("CREATE INDEX IF NOT EXISTS ix_reports_user_market_lang ON reports (user_id, market_type, language);"))
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except Exception as e:
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print(f"Skipping manual migration (might be SQLite or syntax not supported): {e}")
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@ -40,9 +40,9 @@ import {
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import {
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getReportsByMarketType,
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deleteReport,
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getReportCountByMarketType,
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deleteReports,
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getAllReports,
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bulkSaveReports,
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type SavedReport,
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} from "@/lib/reports-db";
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import {
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@ -406,6 +406,9 @@ export default function HistoryPage() {
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);
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const [deleting, setDeleting] = useState(false);
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// Sync state
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const [syncing, setSyncing] = useState(false);
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// Auto-sync tracking ref
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const hasAutoSyncedRef = useRef(false);
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const cloudReportsPromiseRef = useRef<Promise<any[]> | null>(null);
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@ -430,76 +433,66 @@ export default function HistoryPage() {
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loadCounts();
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}, [isAuthenticated, locale]);
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// Auto-sync local reports to cloud when page loads (if authenticated)
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useEffect(() => {
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const autoSync = async () => {
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// Only sync once per session, and only if authenticated
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if (
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hasAutoSyncedRef.current ||
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!isAuthenticated ||
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!isCloudSyncEnabled()
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) {
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return;
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// Bidirectional sync: upload local to cloud AND download cloud to local
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const performBidirectionalSync = async (isInitialSync = false) => {
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if (!isAuthenticated || !isCloudSyncEnabled()) {
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return;
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}
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// For initial sync, only run once per session
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if (isInitialSync && hasAutoSyncedRef.current) {
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return;
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}
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if (isInitialSync) {
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hasAutoSyncedRef.current = true;
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}
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try {
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// First auto-clean local duplicates that might exist from older flawed versions
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try {
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const allLocal = await getAllReports();
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const seenSignatures = new Set<string>();
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const idsToDelete: number[] = [];
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for (const report of allLocal) {
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const signature = getReportSignature(report as any);
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if (seenSignatures.has(signature)) {
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if (report.id) idsToDelete.push(report.id);
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} else {
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seenSignatures.add(signature);
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}
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}
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if (idsToDelete.length > 0) {
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console.log(`🧹 Found ${idsToDelete.length} duplicate local reports, cleaning...`);
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await deleteReports(idsToDelete);
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}
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} catch (err) {
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console.error("Failed to cleanup local duplicates:", err);
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}
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hasAutoSyncedRef.current = true;
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// Get all local reports (re-fetch after cleanup)
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const [usLocal, twseLocal, tpexLocal] = await Promise.all([
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getReportsByMarketType("us"),
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getReportsByMarketType("twse"),
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getReportsByMarketType("tpex"),
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]);
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const allLocal = [...usLocal, ...twseLocal, ...tpexLocal];
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try {
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// First auto-clean local duplicates that might exist from older flawed versions
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try {
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const allLocal = await getAllReports();
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const seenSignatures = new Set<string>();
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const idsToDelete: number[] = [];
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// Get cloud reports
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const cloudReports = await fetchCloudReportsCached(true); // Force refresh
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const cloudKeys = new Set(cloudReports.map((r) => getReportSignature(r)));
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const localKeys = new Set(allLocal.map((r) => getReportSignature(r)));
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for (const report of allLocal) {
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const signature = getReportSignature(report as any);
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if (seenSignatures.has(signature)) {
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if (report.id) idsToDelete.push(report.id);
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} else {
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seenSignatures.add(signature);
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}
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}
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// === UPLOAD: Local -> Cloud ===
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const toUpload = allLocal.filter(
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(r) => !cloudKeys.has(getReportSignature(r)),
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);
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if (idsToDelete.length > 0) {
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console.log(`🧹 Found ${idsToDelete.length} duplicate local reports from flawed storage, cleaning them up...`);
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await deleteReports(idsToDelete);
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}
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} catch (err) {
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console.error("Failed to cleanup local duplicates:", err);
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}
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// Get all local reports (re-fetch after cleanup)
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const [usLocal, twseLocal, tpexLocal] = await Promise.all([
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getReportsByMarketType("us"),
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getReportsByMarketType("twse"),
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getReportsByMarketType("tpex"),
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]);
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const allLocal = [...usLocal, ...twseLocal, ...tpexLocal];
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if (allLocal.length === 0) return;
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// Get cloud reports to check for duplicates
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const cloudReports = await fetchCloudReportsCached();
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const cloudKeys = new Set(
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cloudReports.map((r) => getReportSignature(r)),
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);
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// Find local-only reports to upload
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const toUpload = allLocal.filter(
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(r) => !cloudKeys.has(getReportSignature(r)),
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);
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if (toUpload.length === 0) {
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console.log("☁️ Auto-sync: All reports already in cloud");
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return;
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}
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console.log(
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`☁️ Auto-sync: Uploading ${toUpload.length} local reports to cloud...`,
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);
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// Upload each report silently
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let success = 0;
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if (toUpload.length > 0) {
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console.log(`☁️ Sync: Uploading ${toUpload.length} local reports to cloud...`);
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let uploadSuccess = 0;
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for (const report of toUpload) {
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try {
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const cloudId = await saveCloudReport({
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@ -507,31 +500,107 @@ export default function HistoryPage() {
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market_type: report.market_type,
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analysis_date: report.analysis_date,
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result: report.result,
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language: report.language || detectReportLanguage(report.result?.reports),
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});
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if (cloudId) success++;
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if (cloudId) uploadSuccess++;
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} catch (e) {
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// Silently continue on error
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}
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}
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if (success > 0) {
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console.log(`☁️ Auto-sync: Successfully uploaded ${success} reports`);
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// Reload to show updated data
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await fetchCloudReportsCached(true);
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await loadReports();
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await loadCounts();
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if (uploadSuccess > 0) {
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console.log(`☁️ Sync: Uploaded ${uploadSuccess} reports to cloud`);
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}
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} catch (error) {
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console.error("☁️ Auto-sync failed:", error);
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}
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// === DOWNLOAD: Cloud -> Local ===
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const toDownload = cloudReports.filter(
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(r) => !localKeys.has(getReportSignature(r)),
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);
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if (toDownload.length > 0) {
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console.log(`☁️ Sync: Downloading ${toDownload.length} cloud reports to local...`);
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const reportsToSave = toDownload.map((r) => ({
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ticker: r.ticker,
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market_type: r.market_type as "us" | "twse" | "tpex",
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analysis_date: r.analysis_date,
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saved_at: parseUTCDate(r.created_at),
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result: r.result,
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language: (r.language || detectReportLanguage(r.result?.reports)) as "en" | "zh-TW" | undefined,
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}));
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const savedCount = await bulkSaveReports(reportsToSave);
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if (savedCount > 0) {
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console.log(`☁️ Sync: Downloaded ${savedCount} reports to local`);
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}
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}
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// === DELETE SYNC: Remove local reports that were deleted from cloud ===
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// Only delete reports that are old enough (> 2 minutes) to avoid deleting newly saved reports
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const TWO_MINUTES_AGO = Date.now() - 2 * 60 * 1000;
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const toDeleteLocal = allLocal.filter((localReport) => {
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// Don't delete recently saved reports (might not be uploaded yet)
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const savedTime = new Date(localReport.saved_at).getTime();
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if (savedTime > TWO_MINUTES_AGO) {
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return false;
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}
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// If local report is not in cloud, it was likely deleted on another device
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return !cloudKeys.has(getReportSignature(localReport));
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});
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if (toDeleteLocal.length > 0) {
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console.log(`☁️ Sync: Removing ${toDeleteLocal.length} locally cached reports that were deleted from cloud...`);
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const idsToDelete = toDeleteLocal
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.map((r) => r.id)
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.filter((id): id is number => id !== undefined);
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if (idsToDelete.length > 0) {
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await deleteReports(idsToDelete);
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console.log(`☁️ Sync: Removed ${idsToDelete.length} local reports`);
|
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}
|
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}
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// Reload UI if any changes
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if (toUpload.length > 0 || toDownload.length > 0 || toDeleteLocal.length > 0) {
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await loadReports();
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await loadCounts();
|
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} else {
|
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console.log("☁️ Sync: Already in sync");
|
||||
}
|
||||
} catch (error) {
|
||||
console.error("☁️ Sync failed:", error);
|
||||
}
|
||||
};
|
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|
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// Initial sync when page loads (if authenticated)
|
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useEffect(() => {
|
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performBidirectionalSync(true);
|
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}, [isAuthenticated]);
|
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// Re-sync when page becomes visible (handles cross-device changes)
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useEffect(() => {
|
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const handleVisibilityChange = () => {
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if (document.visibilityState === "visible" && isAuthenticated && isCloudSyncEnabled()) {
|
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console.log("☁️ Page visible, checking for updates...");
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performBidirectionalSync(false);
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}
|
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};
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autoSync();
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document.addEventListener("visibilitychange", handleVisibilityChange);
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return () => {
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document.removeEventListener("visibilitychange", handleVisibilityChange);
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};
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}, [isAuthenticated]);
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const loadReports = async () => {
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setLoading(true);
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try {
|
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// Helper to filter reports by current UI language
|
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const filterByLang = (reports: SavedReport[]) => {
|
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return reports.filter((report) => {
|
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const reportLang = report.language || detectReportLanguage(report.result?.reports);
|
||||
return reportLang === locale;
|
||||
});
|
||||
};
|
||||
|
||||
// Always load local IndexedDB reports first
|
||||
const localData = await getReportsByMarketType(activeTab);
|
||||
|
||||
|
|
@ -574,18 +643,25 @@ export default function HistoryPage() {
|
|||
new Date(b.saved_at).getTime() - new Date(a.saved_at).getTime(),
|
||||
);
|
||||
|
||||
setReports(merged);
|
||||
// Filter by current UI language before display
|
||||
setReports(filterByLang(merged));
|
||||
setIsCloudData(true);
|
||||
return;
|
||||
}
|
||||
}
|
||||
|
||||
setReports(localData);
|
||||
// Filter local data by language before display
|
||||
setReports(filterByLang(localData));
|
||||
setIsCloudData(false);
|
||||
} catch (error) {
|
||||
console.error("Failed to load reports:", error);
|
||||
const data = await getReportsByMarketType(activeTab);
|
||||
setReports(data as SavedReport[]);
|
||||
// Filter by language on error fallback too
|
||||
const filtered = data.filter((report) => {
|
||||
const reportLang = report.language || detectReportLanguage(report.result?.reports);
|
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return reportLang === locale;
|
||||
});
|
||||
setReports(filtered as SavedReport[]);
|
||||
setIsCloudData(false);
|
||||
} finally {
|
||||
setLoading(false);
|
||||
|
|
@ -594,9 +670,14 @@ export default function HistoryPage() {
|
|||
|
||||
const loadCounts = async () => {
|
||||
try {
|
||||
// Helper to filter reports by language
|
||||
// Helper to filter reports by language (matches current UI locale)
|
||||
const filterByLanguage = (reports: SavedReport[]) => {
|
||||
return reports;
|
||||
return reports.filter((report) => {
|
||||
// Get report language - use stored value or detect from content
|
||||
const reportLang = report.language || detectReportLanguage(report.result?.reports);
|
||||
// Match against current locale
|
||||
return reportLang === locale;
|
||||
});
|
||||
};
|
||||
|
||||
if (isAuthenticated && isCloudSyncEnabled()) {
|
||||
|
|
@ -672,6 +753,20 @@ export default function HistoryPage() {
|
|||
}
|
||||
};
|
||||
|
||||
// Handle refresh button - performs full sync if authenticated
|
||||
const handleRefresh = async () => {
|
||||
if (isAuthenticated && isCloudSyncEnabled()) {
|
||||
setSyncing(true);
|
||||
try {
|
||||
await performBidirectionalSync(false);
|
||||
} finally {
|
||||
setSyncing(false);
|
||||
}
|
||||
} else {
|
||||
await loadReports();
|
||||
}
|
||||
};
|
||||
|
||||
const handleViewReport = (report: SavedReport) => {
|
||||
// Set the context with the saved report data
|
||||
setAnalysisResult(report.result);
|
||||
|
|
@ -701,17 +796,26 @@ export default function HistoryPage() {
|
|||
}
|
||||
|
||||
// 2. Always try to delete from local IndexedDB as well
|
||||
// Find exact matching local report by signature
|
||||
// Use strict matching: ticker + date + market_type + language
|
||||
try {
|
||||
const localReports = await getReportsByMarketType(
|
||||
reportToDelete.market_type,
|
||||
);
|
||||
const targetSignature = getReportSignature(reportToDelete);
|
||||
const matchingLocal = localReports.find(
|
||||
(r) => getReportSignature(r) === targetSignature
|
||||
);
|
||||
// Get language of report to delete (use stored or detect)
|
||||
const targetLang = reportToDelete.language || detectReportLanguage(reportToDelete.result?.reports);
|
||||
|
||||
// Find matching report with same ticker, date, market, AND language
|
||||
const matchingLocal = localReports.find((r) => {
|
||||
if (r.ticker !== reportToDelete.ticker) return false;
|
||||
if (r.analysis_date !== reportToDelete.analysis_date) return false;
|
||||
if (r.market_type !== reportToDelete.market_type) return false;
|
||||
// Match language (detect if not stored)
|
||||
const localLang = r.language || detectReportLanguage(r.result?.reports);
|
||||
return localLang === targetLang;
|
||||
});
|
||||
|
||||
if (matchingLocal && matchingLocal.id) {
|
||||
console.log("🗑️ Deleting from local IndexedDB:", matchingLocal.id);
|
||||
console.log("🗑️ Deleting from local IndexedDB:", matchingLocal.id, "language:", targetLang);
|
||||
await deleteReport(matchingLocal.id);
|
||||
}
|
||||
} catch (localError) {
|
||||
|
|
@ -900,19 +1004,19 @@ export default function HistoryPage() {
|
|||
).map((marketType) => (
|
||||
<TabsContent key={marketType} value={marketType} className="mt-6">
|
||||
<div className="space-y-4">
|
||||
{/* Refresh button */}
|
||||
{/* Refresh/Sync button */}
|
||||
<div className="flex justify-end">
|
||||
<Button
|
||||
variant="outline"
|
||||
size="sm"
|
||||
onClick={loadReports}
|
||||
disabled={loading}
|
||||
onClick={handleRefresh}
|
||||
disabled={loading || syncing}
|
||||
className="gap-2"
|
||||
>
|
||||
<RefreshCw
|
||||
className={`h-4 w-4 ${loading ? "animate-spin" : ""}`}
|
||||
className={`h-4 w-4 ${loading || syncing ? "animate-spin" : ""}`}
|
||||
/>
|
||||
{t.history.refresh}
|
||||
{syncing ? t.history.syncing : t.history.refresh}
|
||||
</Button>
|
||||
</div>
|
||||
|
||||
|
|
|
|||
|
|
@ -588,6 +588,7 @@ export const en = {
|
|||
cancel: "Cancel",
|
||||
deleting: "Deleting...",
|
||||
confirmDeleteBtn: "Confirm Delete",
|
||||
syncing: "Syncing...",
|
||||
},
|
||||
|
||||
// Errors
|
||||
|
|
|
|||
|
|
@ -470,6 +470,7 @@ export const zhTW = {
|
|||
cancel: "取消",
|
||||
deleting: "刪除中...",
|
||||
confirmDeleteBtn: "確認刪除",
|
||||
syncing: "同步中...",
|
||||
},
|
||||
|
||||
// Errors
|
||||
|
|
|
|||
|
|
@ -136,6 +136,51 @@ export async function checkDuplicateReport(
|
|||
.first();
|
||||
}
|
||||
|
||||
/**
|
||||
* Check if a report exists by ticker, date, market type, and language
|
||||
* Used for bidirectional sync to prevent duplicates
|
||||
*/
|
||||
export async function findExistingReport(
|
||||
ticker: string,
|
||||
analysis_date: string,
|
||||
market_type: "us" | "twse" | "tpex",
|
||||
language?: "en" | "zh-TW",
|
||||
): Promise<SavedReport | undefined> {
|
||||
return await db.reports
|
||||
.where("ticker")
|
||||
.equals(ticker)
|
||||
.and(
|
||||
(report) =>
|
||||
report.analysis_date === analysis_date &&
|
||||
report.market_type === market_type &&
|
||||
report.language === language
|
||||
)
|
||||
.first();
|
||||
}
|
||||
|
||||
/**
|
||||
* Bulk save reports to the database (for syncing from cloud)
|
||||
* Skips reports that already exist locally
|
||||
*/
|
||||
export async function bulkSaveReports(
|
||||
reports: Omit<SavedReport, "id">[]
|
||||
): Promise<number> {
|
||||
let savedCount = 0;
|
||||
for (const report of reports) {
|
||||
const existing = await findExistingReport(
|
||||
report.ticker,
|
||||
report.analysis_date,
|
||||
report.market_type,
|
||||
report.language
|
||||
);
|
||||
if (!existing) {
|
||||
await db.reports.add(report as SavedReport);
|
||||
savedCount++;
|
||||
}
|
||||
}
|
||||
return savedCount;
|
||||
}
|
||||
|
||||
/**
|
||||
* Clear all reports from the database (for logout)
|
||||
*/
|
||||
|
|
|
|||
|
|
@ -73,13 +73,33 @@ export async function saveCloudSettings(settings: ApiSettings): Promise<boolean>
|
|||
}
|
||||
|
||||
/**
|
||||
* Fetch all reports from cloud
|
||||
* Options for fetching cloud reports
|
||||
*/
|
||||
export async function getCloudReports(): Promise<CloudReport[]> {
|
||||
interface GetCloudReportsOptions {
|
||||
market_type?: "us" | "twse" | "tpex";
|
||||
language?: "en" | "zh-TW";
|
||||
limit?: number;
|
||||
offset?: number;
|
||||
}
|
||||
|
||||
/**
|
||||
* Fetch reports from cloud with optional filtering and pagination
|
||||
*/
|
||||
export async function getCloudReports(options?: GetCloudReportsOptions): Promise<CloudReport[]> {
|
||||
if (!isCloudSyncEnabled()) return [];
|
||||
|
||||
try {
|
||||
const response = await fetch(`${API_BASE}/api/user/reports`, {
|
||||
// Build query params
|
||||
const params = new URLSearchParams();
|
||||
if (options?.market_type) params.set("market_type", options.market_type);
|
||||
if (options?.language) params.set("language", options.language);
|
||||
if (options?.limit) params.set("limit", options.limit.toString());
|
||||
if (options?.offset) params.set("offset", options.offset.toString());
|
||||
|
||||
const queryString = params.toString();
|
||||
const url = `${API_BASE}/api/user/reports${queryString ? `?${queryString}` : ""}`;
|
||||
|
||||
const response = await fetch(url, {
|
||||
headers: getAuthHeaders(),
|
||||
});
|
||||
|
||||
|
|
|
|||
Loading…
Reference in New Issue