Add comprehensive documentation for energy trading system: - Backend: FastAPI architecture, API routes, services, WebSocket - Frontend: React structure, components, state management - ML: Feature engineering, XGBoost price prediction, RL battery optimization
781 lines
19 KiB
Markdown
781 lines
19 KiB
Markdown
# Frontend Implementation Strategy
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## Overview
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This document outlines the React frontend for the energy trading system UI. The frontend provides real-time monitoring, backtesting tools, ML model insights, and trading controls.
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**Backend API**: `http://localhost:8000`
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---
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## Architecture
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```
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┌──────────────────────────────────────────────────────────────┐
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│ React Application │
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├──────────────────────────────────────────────────────────────┤
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│ │
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│ ┌──────────────────────────────────────────────────────┐ │
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│ │ Pages Layer │ │
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│ │ Dashboard │ Backtest │ Models │ Trading │ Settings │ │
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│ └──────────────────────────────────────────────────────┘ │
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│ │ │
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│ ┌──────────────────────────────────────────────────────┐ │
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│ │ Components Layer │ │
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│ │ Charts │ Forms │ Alerts │ Tables │ Controls │ │
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│ └──────────────────────────────────────────────────────┘ │
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│ │ │
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│ ┌──────────────────────────────────────────────────────┐ │
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│ │ Services Layer │ │
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│ │ API Client │ WebSocket │ State Management │ │
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│ └──────────────────────────────────────────────────────┘ │
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└──────────────────────────────────────────────────────────────┘
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│
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▼
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┌──────────────────────────────────────────────────────────────┐
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│ FastAPI Backend │
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│ REST API + WebSocket │
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└──────────────────────────────────────────────────────────────┘
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```
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---
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## Project Structure
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```
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frontend/
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├── public/
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│ ├── favicon.ico
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│ └── index.html
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│
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├── src/
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│ ├── App.tsx # Main app component
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│ ├── main.tsx # Entry point
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│ ├── index.css # Global styles
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│ │
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│ ├── components/
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│ │ ├── common/
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│ │ │ ├── Header.tsx
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│ │ │ ├── Sidebar.tsx
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│ │ │ ├── Loading.tsx
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│ │ │ └── Error.tsx
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│ │ │
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│ │ ├── charts/
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│ │ │ ├── PriceChart.tsx
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│ │ │ ├── BatteryChart.tsx
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│ │ │ ├── PnLChart.tsx
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│ │ │ ├── GenerationChart.tsx
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│ │ │ └── ModelMetricsChart.tsx
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│ │ │
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│ │ ├── alerts/
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│ │ │ ├── AlertPanel.tsx
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│ │ │ └── AlertItem.tsx
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│ │ │
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│ │ ├── tables/
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│ │ │ ├── ArbitrageTable.tsx
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│ │ │ ├── TradeLogTable.tsx
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│ │ │ └── ModelListTable.tsx
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│ │ │
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│ │ └── forms/
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│ │ ├── BacktestForm.tsx
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│ │ ├── TrainingForm.tsx
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│ │ └── SettingsForm.tsx
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│ │
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│ ├── pages/
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│ │ ├── Dashboard.tsx
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│ │ ├── Backtest.tsx
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│ │ ├── Models.tsx
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│ │ ├── Trading.tsx
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│ │ └── Settings.tsx
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│ │
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│ ├── hooks/
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│ │ ├── useWebSocket.ts
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│ │ ├── useApi.ts
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│ │ ├── useBacktest.ts
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│ │ ├── useModels.ts
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│ │ └── useTrading.ts
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│ │
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│ ├── services/
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│ │ ├── api.ts # REST API client
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│ │ ├── websocket.ts # WebSocket client
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│ │ └── types.ts # TypeScript types
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│ │
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│ ├── store/
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│ │ ├── index.ts # Zustand store setup
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│ │ ├── dashboardSlice.ts
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│ │ ├── backtestSlice.ts
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│ │ ├── modelsSlice.ts
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│ │ └── tradingSlice.ts
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│ │
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│ └── lib/
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│ ├── utils.ts
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│ ├── constants.ts
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│ └── formatters.ts
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│
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├── tests/
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├── .env.example
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├── .env.local
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├── package.json
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├── tsconfig.json
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├── vite.config.ts
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└── tailwind.config.js
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```
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---
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## Configuration
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### vite.config.ts
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```typescript
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import { defineConfig } from 'vite';
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import react from '@vitejs/plugin-react';
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import path from 'path';
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export default defineConfig({
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plugins: [react()],
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resolve: {
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alias: {
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'@': path.resolve(__dirname, './src'),
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},
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},
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server: {
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port: 3000,
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proxy: {
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'/api': {
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target: 'http://localhost:8000',
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changeOrigin: true,
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},
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'/ws': {
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target: 'ws://localhost:8000',
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ws: true,
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},
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},
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},
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});
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```
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### .env.example
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```bash
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VITE_API_URL=http://localhost:8000
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VITE_WS_URL=ws://localhost:8000/ws/real-time
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```
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---
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## TypeScript Types
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### services/types.ts
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#### Enums
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```typescript
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export enum Region {
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FR = "FR",
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BE = "BE",
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DE = "DE",
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NL = "NL",
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UK = "UK",
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}
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export enum Strategy {
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FUNDAMENTAL = "fundamental",
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TECHNICAL = "technical",
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ML = "ml",
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MINING = "mining",
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}
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export enum TradeType {
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BUY = "buy",
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SELL = "sell",
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CHARGE = "charge",
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DISCHARGE = "discharge",
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}
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export enum BacktestStatus {
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PENDING = "pending",
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RUNNING = "running",
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COMPLETED = "completed",
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FAILED = "failed",
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CANCELLED = "cancelled",
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}
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export enum ModelType {
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PRICE_PREDICTION = "price_prediction",
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RL_BATTERY = "rl_battery",
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}
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```
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#### Key Interfaces
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```typescript
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export interface PriceData {
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timestamp: string;
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region: Region;
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day_ahead_price: number;
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real_time_price: number;
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volume_mw: number;
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}
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export interface BatteryState {
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battery_id: string;
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timestamp: string;
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capacity_mwh: number;
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charge_level_mwh: number;
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charge_level_pct: number;
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charge_rate_mw: number;
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discharge_rate_mw: number;
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efficiency: number;
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}
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export interface BacktestConfig {
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start_date: string;
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end_date: string;
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strategies: Strategy[];
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use_ml: boolean;
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battery_min_reserve?: number;
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battery_max_charge?: number;
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arbitrage_min_spread?: number;
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}
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export interface BacktestMetrics {
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total_revenue: number;
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arbitrage_profit: number;
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battery_revenue: number;
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mining_profit: number;
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battery_utilization: number;
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price_capture_rate: number;
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win_rate: number;
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sharpe_ratio: number;
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max_drawdown: number;
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total_trades: number;
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}
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export interface BacktestStatus {
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id: string;
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status: BacktestStatus;
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progress: number;
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current_step: string;
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started_at?: string;
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completed_at?: string;
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error?: string;
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}
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export interface ModelInfo {
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id: string;
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type: ModelType;
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name: string;
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horizon?: number;
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created_at: string;
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metrics: Record<string, number>;
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status: string;
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}
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export interface TrainingRequest {
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model_type: ModelType;
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horizon?: number;
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start_date: string;
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end_date: string;
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hyperparameters: Record<string, unknown>;
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}
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export interface TrainingStatus {
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id: string;
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status: BacktestStatus;
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progress: number;
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current_epoch?: number;
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total_epochs?: number;
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metrics: Record<string, number>;
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started_at?: string;
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completed_at?: string;
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error?: string;
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}
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export interface PredictionRequest {
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model_id: string;
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timestamp: string;
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features?: Record<string, unknown>;
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}
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export interface PredictionResponse {
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model_id: string;
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timestamp: string;
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prediction: number;
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confidence?: number;
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features_used: string[];
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}
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export interface StrategyStatus {
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strategy: Strategy;
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running: boolean;
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last_updated?: string;
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}
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export interface TradingPosition {
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region: Region;
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position_mw: number;
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battery_charge_pct: number;
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pnl: number;
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}
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export interface Alert {
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id: string;
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timestamp: string;
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type: AlertType;
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severity: "info" | "warning" | "error";
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message: string;
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data: Record<string, unknown>;
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acknowledged: boolean;
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}
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```
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---
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## API Client Interface
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### services/api.ts
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#### Dashboard API
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```typescript
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export const dashboardApi = {
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getSummary: async (): Promise<DashboardSummary> => { },
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getPrices: async (): Promise<Record<string, PriceData>> => { },
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getPriceHistory: async (
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region: string,
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start?: string,
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end?: string,
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limit?: number
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): Promise<{ region: string; data: PriceData[] }> => { },
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getBatteryStates: async (): Promise<BatteryState[]> => { },
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getArbitrage: async (minSpread?: number): Promise<{
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opportunities: ArbitrageOpportunity[];
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count: number;
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}> => { },
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};
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```
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#### Backtest API
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```typescript
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export const backtestApi = {
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start: async (request: BacktestRequest): Promise<{
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backtest_id: string;
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status: BacktestStatus;
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}> => { },
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get: async (backtestId: string): Promise<{
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status: BacktestStatus;
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results?: BacktestResult;
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}> => { },
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getResults: async (backtestId: string): Promise<BacktestResult> => { },
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getTrades: async (backtestId: string, limit?: number): Promise<{
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backtest_id: string;
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trades: Trade[];
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total: number;
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}> => { },
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list: async (): Promise<{
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backtests: BacktestStatus[];
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total: number;
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}> => { },
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delete: async (backtestId: string): Promise<{ message: string }> => { },
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};
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```
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#### Models API
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```typescript
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export const modelsApi = {
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list: async (): Promise<{ models: ModelInfo[]; total: number }> => { },
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train: async (request: TrainingRequest): Promise<{
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training_id: string;
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status: TrainingStatus;
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}> => { },
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getStatus: async (modelId: string): Promise<TrainingStatus> => { },
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getMetrics: async (modelId: string): Promise<{
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model_id: string;
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metrics: Record<string, number>;
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}> => { },
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predict: async (request: PredictionRequest): Promise<PredictionResponse> => { },
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};
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```
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#### Trading API
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```typescript
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export const tradingApi = {
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getStrategies: async (): Promise<{ strategies: StrategyStatus[] }> => { },
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toggleStrategy: async (control: {
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strategy: Strategy;
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action: "start" | "stop";
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}): Promise<{ status: StrategyStatus }> => { },
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getPositions: async (): Promise<{ positions: TradingPosition[] }> => { },
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};
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```
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#### Settings API
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```typescript
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export const settingsApi = {
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get: async (): Promise<AppSettings> => { },
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update: async (settings: Partial<AppSettings>): Promise<{
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message: string;
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updated_fields: string[];
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}> => { },
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};
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```
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---
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## WebSocket Client Interface
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### services/websocket.ts
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```typescript
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class WebSocketService {
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private ws: WebSocket | null = null;
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private url: string;
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private eventHandlers: Map<WebSocketEventType, Set<EventHandler>> = new Map();
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private isConnected = false;
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constructor(url: string = import.meta.env.VITE_WS_URL);
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connect(): void;
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disconnect(): void;
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subscribe<T = unknown>(
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eventType: WebSocketEventType,
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handler: (data: T) => void
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): () => void; // Returns unsubscribe function
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getConnectionStatus(): boolean;
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private handleMessage(message: WebSocketMessage): void;
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private attemptReconnect(): void;
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}
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export const webSocketService = new WebSocketService();
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```
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### WebSocket Event Types
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```typescript
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export type WebSocketEventType =
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| "price_update"
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| "battery_update"
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| "arbitrage_opportunity"
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| "trade_executed"
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| "alert_triggered"
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| "backtest_progress"
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| "model_training_progress";
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export interface WebSocketMessage<T = unknown> {
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type: WebSocketEventType;
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timestamp: string;
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data: T;
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}
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```
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---
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## State Management (Zustand)
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### store/index.ts
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```typescript
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interface DashboardState {
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summary: DashboardSummary | null;
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prices: Record<string, PriceData>;
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batteryStates: BatteryState[];
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arbitrageOpportunities: ArbitrageOpportunity[];
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alerts: Alert[];
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updateSummary: (summary: DashboardSummary) => void;
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updatePrices: (prices: Record<string, PriceData>) => void;
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addAlert: (alert: Alert) => void;
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// ...
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}
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interface BacktestState {
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backtests: Record<string, BacktestStatus>;
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currentBacktest: string | null;
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isRunning: boolean;
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updateBacktest: (status: BacktestStatus) => void;
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setCurrentBacktest: (backtestId: string | null) => void;
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// ...
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}
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interface ModelsState {
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models: ModelInfo[];
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trainingJobs: Record<string, TrainingStatus>;
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selectedModel: string | null;
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setModels: (models: ModelInfo[]) => void;
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updateTrainingJob: (job: TrainingStatus) => void;
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// ...
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}
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interface TradingState {
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strategies: Record<string, StrategyStatus>;
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positions: TradingPosition[];
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pnl: number;
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updateStrategy: (strategy: StrategyStatus) => void;
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updatePositions: (positions: TradingPosition[]) => void;
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// ...
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}
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export const useStore = create<AppStore>((set) => ({
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// ... state and actions
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}));
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```
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---
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## Custom Hooks
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### hooks/useWebSocket.ts
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```typescript
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export function useWebSocket() {
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const subscribe = <T = unknown>(
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eventType: WebSocketEventType,
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handler: (data: T) => void
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): (() => void) => {
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return webSocketService.subscribe<T>(eventType, handler);
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};
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const isConnected = webSocketService.getConnectionStatus();
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return { subscribe, isConnected };
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}
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```
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### hooks/useApi.ts
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```typescript
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// Dashboard hooks
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export function useDashboardSummary();
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export function usePrices();
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export function useBatteryStates();
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export function useArbitrageOpportunities(minSpread?: number);
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// Backtest hooks
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export function useStartBacktest();
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export function useBacktest(backtestId: string);
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export function useBacktestList();
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// Models hooks
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export function useModels();
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export function useTrainModel();
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// Trading hooks
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export function useStrategies();
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export function useToggleStrategy();
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export function usePositions();
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// Settings hooks
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export function useSettings();
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export function useUpdateSettings();
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```
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---
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## Pages Interface
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### Dashboard.tsx
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```typescript
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export default function Dashboard() {
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const { subscribe } = useWebSocket();
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const { prices, batteryStates, arbitrageOpportunities, alerts } = useStore();
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const { data: pricesData } = usePrices();
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// Subscribe to real-time updates
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useEffect(() => {
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const unsubscribePrice = subscribe('price_update', (data) => { });
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const unsubscribeBattery = subscribe('battery_update', (data) => { });
|
|
const unsubscribeAlert = subscribe('alert_triggered', (data) => { });
|
|
|
|
return () => {
|
|
unsubscribePrice();
|
|
unsubscribeBattery();
|
|
unsubscribeAlert();
|
|
};
|
|
}, [subscribe]);
|
|
|
|
// Render stats cards, charts, tables
|
|
}
|
|
```
|
|
|
|
### Backtest.tsx
|
|
|
|
```typescript
|
|
export default function Backtest() {
|
|
const [selectedBacktestId, setSelectedBacktestId] = useState<string | null>(null);
|
|
|
|
const { mutate: startBacktest, isPending } = useStartBacktest();
|
|
const { data: backtest } = useBacktest(selectedBacktestId || '');
|
|
const { data: backtestList } = useBacktestList();
|
|
|
|
const handleStartBacktest = (config: any) => {
|
|
startBacktest({ config, name: config.name }, {
|
|
onSuccess: (data) => {
|
|
setSelectedBacktestId(data.backtest_id);
|
|
},
|
|
});
|
|
};
|
|
|
|
// Render form, results, progress
|
|
}
|
|
```
|
|
|
|
### Models.tsx
|
|
|
|
```typescript
|
|
export default function Models() {
|
|
const [selectedModel, setSelectedModel] = useState<string | null>(null);
|
|
const [showTrainingForm, setShowTrainingForm] = useState(false);
|
|
|
|
const { data: modelsData } = useModels();
|
|
const { mutate: trainModel, isPending } = useTrainModel();
|
|
|
|
const handleTrainModel = (config: any) => {
|
|
trainModel(config, {
|
|
onSuccess: () => {
|
|
setShowTrainingForm(false);
|
|
},
|
|
});
|
|
};
|
|
|
|
// Render model list, training form, model details
|
|
}
|
|
```
|
|
|
|
### Trading.tsx
|
|
|
|
```typescript
|
|
export default function Trading() {
|
|
const { data: strategiesData } = useStrategies();
|
|
const { data: positionsData } = usePositions();
|
|
const { mutate: toggleStrategy } = useToggleStrategy();
|
|
|
|
const handleToggleStrategy = (strategyName: string, running: boolean) => {
|
|
toggleStrategy({
|
|
strategy: strategyName as any,
|
|
action: running ? 'stop' : 'start',
|
|
});
|
|
};
|
|
|
|
// Render strategy status, positions, controls
|
|
}
|
|
```
|
|
|
|
---
|
|
|
|
## Dependencies
|
|
|
|
### package.json
|
|
|
|
```json
|
|
{
|
|
"name": "energy-trading-ui",
|
|
"version": "1.0.0",
|
|
"type": "module",
|
|
"scripts": {
|
|
"dev": "vite",
|
|
"build": "tsc && vite build",
|
|
"preview": "vite preview",
|
|
"test": "vitest",
|
|
"type-check": "tsc --noEmit"
|
|
},
|
|
"dependencies": {
|
|
"react": "^18.2.0",
|
|
"react-dom": "^18.2.0",
|
|
"react-router-dom": "^6.20.0",
|
|
"recharts": "^2.10.0",
|
|
"zustand": "^4.4.0",
|
|
"@tanstack/react-query": "^5.0.0",
|
|
"axios": "^1.6.0",
|
|
"date-fns": "^2.30.0",
|
|
"lucide-react": "^0.292.0"
|
|
},
|
|
"devDependencies": {
|
|
"@types/react": "^18.2.37",
|
|
"@types/react-dom": "^18.2.15",
|
|
"@vitejs/plugin-react": "^4.2.0",
|
|
"typescript": "^5.2.2",
|
|
"vite": "^5.0.0",
|
|
"vitest": "^1.0.0",
|
|
"tailwindcss": "^3.3.5"
|
|
}
|
|
}
|
|
```
|
|
|
|
---
|
|
|
|
## Data Flow
|
|
|
|
### API Calls
|
|
|
|
```
|
|
Component → useApi Hook → API Client → Axios → Backend
|
|
↓
|
|
React Query Cache
|
|
↓
|
|
Automatic Refetch
|
|
```
|
|
|
|
### WebSocket Updates
|
|
|
|
```
|
|
WebSocket Event → WebSocketService → Event Handler → Store Update → Component Re-render
|
|
```
|
|
|
|
### State Synchronization
|
|
|
|
```
|
|
API Response → React Query Cache → Component Props → Zustand Store (optional)
|
|
WebSocket Event → Zustand Store → Component Re-render
|
|
```
|
|
|
|
---
|
|
|
|
## Key Integration Points
|
|
|
|
### Backend API Integration
|
|
|
|
- REST API endpoints are fully typed in `services/types.ts`
|
|
- API client methods in `services/api.ts` match backend routes
|
|
- WebSocket events match backend event types
|
|
|
|
### Error Handling
|
|
|
|
- API errors handled by React Query error states
|
|
- WebSocket reconnection automatic with exponential backoff
|
|
- Component-level error boundaries for unhandled errors
|
|
|
|
### Performance
|
|
|
|
- React Query caching with automatic refetch intervals
|
|
- WebSocket connection pooling
|
|
- Component memoization where appropriate
|
|
- Virtual scrolling for large data tables
|