將平台升級為開放生態系統,支持第三方擴展、市場和應用商店。
1. 插件系統架構
# plugin_system.py
import importlib
import inspect
from typing import Dict, List, Any, Optional
from pathlib import Path
import json
import asyncio
from dataclasses import dataclass
from abc import ABC, abstractmethod
@dataclass
class PluginManifest:
name: str
version: str
description: str
author: str
entry_point: str
permissions: List[str]
api_version: str
class BasePlugin(ABC):
"""插件基類"""
@abstractmethod
async def initialize(self, context: Dict) -> bool:
pass
@abstractmethod
async def execute(self, data: Any) -> Any:
pass
@abstractmethod
async def cleanup(self):
pass
class PluginManager:
def __init__(self):
self.plugins: Dict[str, BasePlugin] = {}
self.manifest_cache: Dict[str, PluginManifest] = {}
self.plugin_context = {}
async def load_plugin(self, plugin_path: str) -> bool:
"""動態加載插件"""
try:
# 讀取插件清單
manifest_path = Path(plugin_path) / "manifest.json"
with open(manifest_path, 'r') as f:
manifest_data = json.load(f)
manifest = PluginManifest(**manifest_data)
# 驗證權限
if not await self._validate_permissions(manifest.permissions):
raise PermissionError(f"插件 {manifest.name} 請求的權限被拒絕")
# 動態導入插件
spec = importlib.util.spec_from_file_location(
manifest.name,
Path(plugin_path) / manifest.entry_point
)
module = importlib.util.module_from_spec(spec)
spec.loader.exec_module(module)
# 查找插件類
plugin_class = None
for name, obj in inspect.getmembers(module):
if (inspect.isclass(obj) and
issubclass(obj, BasePlugin) and
obj != BasePlugin):
plugin_class = obj
break
if not plugin_class:
raise ValueError(f"在插件 {manifest.name} 中未找到有效的插件類")
# 實例化插件
plugin_instance = plugin_class()
await plugin_instance.initialize(self.plugin_context)
# 註冊插件
self.plugins[manifest.name] = plugin_instance
self.manifest_cache[manifest.name] = manifest
print(f"插件 {manifest.name} v{manifest.version} 加載成功")
return True
except Exception as e:
print(f"加載插件失敗: {e}")
return False
async def execute_plugin(self, plugin_name: str, data: Any) -> Any:
"""執行插件"""
if plugin_name not in self.plugins:
raise ValueError(f"插件 {plugin_name} 未加載")
plugin = self.plugins[plugin_name]
return await plugin.execute(data)
async def unload_plugin(self, plugin_name: str):
"""卸載插件"""
if plugin_name in self.plugins:
await self.plugins[plugin_name].cleanup()
del self.plugins[plugin_name]
del self.manifest_cache[plugin_name]
class PaymentPlugin(BasePlugin):
"""支付插件示例"""
async def initialize(self, context: Dict) -> bool:
self.api_key = context.get("payment_api_key")
self.endpoint = context.get("payment_endpoint")
return True
async def execute(self, data: Dict) -> Dict:
"""處理支付請求"""
# 調用支付網關API
payment_result = await self._process_payment(
data["amount"],
data["currency"],
data["payment_method"]
)
return {
"transaction_id": payment_result["id"],
"status": payment_result["status"],
"amount": data["amount"]
}
async def cleanup(self):
"""清理資源"""
self.api_key = None
self.endpoint = None
# 使用示例
plugin_manager = PluginManager()
# 加載支付插件
await plugin_manager.load_plugin("./plugins/payment-gateway")
# 使用插件處理支付
payment_data = {
"amount": 100.00,
"currency": "USD",
"payment_method": "credit_card"
}
result = await plugin_manager.execute_plugin("payment-gateway", payment_data)
print(f"支付結果: {result}")
2. 應用市場系統
# marketplace.py
from typing import Dict, List, Optional
from datetime import datetime
import aiohttp
import json
import asyncio
class Marketplace:
def __init__(self, api_endpoint: str):
self.api_endpoint = api_endpoint
self.applications = {}
self.plugins = {}
self.templates = {}
async def browse_applications(self, category: str = None,
search_query: str = None) -> List[Dict]:
"""瀏覽應用市場"""
params = {}
if category:
params["category"] = category
if search_query:
params["q"] = search_query
async with aiohttp.ClientSession() as session:
async with session.get(
f"{self.api_endpoint}/applications",
params=params
) as response:
applications = await response.json()
self.applications.update({app["id"]: app for app in applications})
return applications
async def install_application(self, app_id: str,
target_environment: str) -> Dict:
"""安裝市場應用"""
# 獲取應用詳情
app_details = await self._get_application_details(app_id)
# 下載應用包
app_package = await self._download_application_package(app_id)
# 部署應用到目標環境
deployment_result = await self._deploy_application(
app_package, target_environment
)
# 記錄安裝歷史
await self._record_installation(app_id, target_environment)
return {
"app_id": app_id,
"app_name": app_details["name"],
"version": app_details["version"],
"deployment_status": "success",
"endpoint": deployment_result["endpoint"]
}
async def publish_application(self, app_metadata: Dict,
app_package: bytes) -> str:
"""發佈應用到市場"""
# 驗證應用元數據
if not await self._validate_app_metadata(app_metadata):
raise ValueError("應用元數據驗證失敗")
# 上傳應用到市場
async with aiohttp.ClientSession() as session:
form_data = aiohttp.FormData()
form_data.add_field('metadata',
json.dumps(app_metadata),
content_type='application/json')
form_data.add_field('package',
app_package,
filename=f"{app_metadata['name']}.zip",
content_type='application/zip')
async with session.post(
f"{self.api_endpoint}/applications/publish",
data=form_data
) as response:
result = await response.json()
return result["app_id"]
class RatingSystem:
"""評分和評論系統"""
def __init__(self):
self.ratings = {}
self.reviews = {}
async def rate_application(self, app_id: str, user_id: str,
rating: int, comment: str = None):
"""為應用評分"""
if app_id not in self.ratings:
self.ratings[app_id] = []
self.ratings[app_id].append({
"user_id": user_id,
"rating": rating,
"timestamp": datetime.now()
})
if comment:
if app_id not in self.reviews:
self.reviews[app_id] = []
self.reviews[app_id].append({
"user_id": user_id,
"comment": comment,
"timestamp": datetime.now()
})
async def get_application_rating(self, app_id: str) -> Dict:
"""獲取應用評分統計"""
if app_id not in self.ratings:
return {"average": 0, "count": 0}
ratings = self.ratings[app_id]
average = sum(r["rating"] for r in ratings) / len(ratings)
return {
"average": round(average, 1),
"count": len(ratings),
"distribution": self._calculate_rating_distribution(ratings)
}
3. API網關和開發者門户
# api_gateway.py
from flask import Flask, request, jsonify
from functools import wraps
import jwt
import time
from typing import Dict, Optional
app = Flask(__name__)
class APIGateway:
def __init__(self):
self.routes = {}
self.middlewares = []
self.rate_limits = {}
def register_route(self, path: str, handler, methods: List[str] = None):
"""註冊API路由"""
self.routes[path] = {
"handler": handler,
"methods": methods or ["GET"],
"rate_limit": self.rate_limits.get(path, {"requests": 100, "window": 3600})
}
def add_middleware(self, middleware_func):
"""添加中間件"""
self.middlewares.append(middleware_func)
async def handle_request(self, path: str, method: str,
headers: Dict, body: Optional[Dict] = None):
"""處理API請求"""
# 執行中間件
context = {"headers": headers, "body": body}
for middleware in self.middlewares:
context = await middleware(context)
if context.get("block_request"):
return {"error": "請求被中間件阻止"}
# 檢查路由是否存在
if path not in self.routes:
return {"error": "路由不存在"}
route = self.routes[path]
# 檢查HTTP方法
if method not in route["methods"]:
return {"error": "方法不允許"}
# 檢查速率限制
if not await self._check_rate_limit(path, context.get("api_key")):
return {"error": "速率限制超出"}
# 調用處理函數
try:
result = await route["handler"](context)
return result
except Exception as e:
return {"error": f"處理請求時出錯: {str(e)}"}
class DeveloperPortal:
"""開發者門户"""
def __init__(self):
self.api_docs = {}
self.sdks = {}
self.tutorials = {}
async def generate_api_documentation(self, api_spec: Dict) -> str:
"""生成API文檔"""
# 使用模板生成OpenAPI文檔
openapi_spec = {
"openapi": "3.0.0",
"info": {
"title": api_spec["name"],
"version": api_spec["version"],
"description": api_spec["description"]
},
"paths": self._generate_paths(api_spec["endpoints"])
}
return json.dumps(openapi_spec, indent=2)
async def generate_sdk(self, api_spec: Dict, language: str) -> str:
"""生成SDK"""
if language == "python":
return self._generate_python_sdk(api_spec)
elif language == "javascript":
return self._generate_javascript_sdk(api_spec)
elif language == "java":
return self._generate_java_sdk(api_spec)
async def create_tutorial(self, topic: str, content: Dict) -> str:
"""創建教程"""
tutorial_id = f"tutorial_{len(self.tutorials) + 1}"
self.tutorials[tutorial_id] = {
"topic": topic,
"content": content,
"created_at": datetime.now(),
"difficulty": content.get("difficulty", "beginner")
}
return tutorial_id
# API路由示例
api_gateway = APIGateway()
@app.route('/api/v1/<path:subpath>', methods=['GET', 'POST', 'PUT', 'DELETE'])
async def api_proxy(subpath):
"""API網關代理"""
full_path = f"/api/v1/{subpath}"
result = await api_gateway.handle_request(
full_path,
request.method,
dict(request.headers),
request.get_json(silent=True)
)
return jsonify(result)
# 認證中間件
async def auth_middleware(context: Dict) -> Dict:
"""認證中間件"""
api_key = context["headers"].get("X-API-Key")
if not api_key:
context["block_request"] = True
return context
# 驗證API Key
if not await validate_api_key(api_key):
context["block_request"] = True
return context
context["user_id"] = await get_user_id_from_api_key(api_key)
return context
api_gateway.add_middleware(auth_middleware)
4. 第三方集成框架
# third_party_integrations.py
from typing import Dict, List, Any
import aiohttp
import asyncio
from abc import ABC, abstractmethod
class ThirdPartyService(ABC):
"""第三方服務基類"""
@abstractmethod
async def authenticate(self, credentials: Dict) -> bool:
pass
@abstractmethod
async def make_request(self, endpoint: str, data: Dict = None) -> Any:
pass
@abstractmethod
async def webhook_handler(self, payload: Dict) -> Dict:
pass
class CRMIntegration(ThirdPartyService):
"""CRM系統集成"""
def __init__(self):
self.base_url = None
self.access_token = None
async def authenticate(self, credentials: Dict) -> bool:
"""認證到CRM系統"""
self.base_url = credentials["base_url"]
async with aiohttp.ClientSession() as session:
async with session.post(
f"{self.base_url}/oauth/token",
data={
"grant_type": "client_credentials",
"client_id": credentials["client_id"],
"client_secret": credentials["client_secret"]
}
) as response:
if response.status == 200:
token_data = await response.json()
self.access_token = token_data["access_token"]
return True
return False
async def create_contact(self, contact_data: Dict) -> Dict:
"""創建聯繫人"""
return await self.make_request("/contacts", contact_data)
async def make_request(self, endpoint: str, data: Dict = None) -> Any:
"""發送API請求"""
headers = {"Authorization": f"Bearer {self.access_token}"}
async with aiohttp.ClientSession() as session:
async with session.post(
f"{self.base_url}{endpoint}",
json=data,
headers=headers
) as response:
return await response.json()
class IntegrationManager:
"""集成管理器"""
def __init__(self):
self.integrations = {
"salesforce": SalesforceIntegration(),
"hubspot": HubspotIntegration(),
"zapier": ZapierIntegration(),
"slack": SlackIntegration()
}
self.connected_services = {}
async def connect_service(self, service_name: str,
credentials: Dict) -> bool:
"""連接第三方服務"""
if service_name not in self.integrations:
return False
service = self.integrations[service_name]
success = await service.authenticate(credentials)
if success:
self.connected_services[service_name] = service
return True
return False
async def create_data_sync(self, source_service: str,
target_service: str,
mapping_rules: Dict):
"""創建數據同步"""
if (source_service not in self.connected_services or
target_service not in self.connected_services):
raise ValueError("服務未連接")
source = self.connected_services[source_service]
target = self.connected_services[target_service]
# 啓動同步任務
asyncio.create_task(
self._run_data_sync(source, target, mapping_rules)
)
async def _run_data_sync(self, source, target, mapping_rules):
"""運行數據同步"""
while True:
try:
# 從源系統獲取數據
source_data = await source.fetch_data(mapping_rules["source_query"])
# 轉換數據
transformed_data = await self._transform_data(
source_data, mapping_rules["field_mapping"]
)
# 推送到目標系統
await target.push_data(transformed_data)
# 等待下一次同步
await asyncio.sleep(mapping_rules.get("interval_seconds", 300))
except Exception as e:
print(f"數據同步錯誤: {e}")
await asyncio.sleep(60)
5. 生態系統管理
# ecosystem_manager.py
from typing import Dict, List
from datetime import datetime
import asyncio
class EcosystemManager:
def __init__(self):
self.plugin_registry = {}
self.app_registry = {}
self.integration_registry = {}
self.analytics = EcosystemAnalytics()
async def register_plugin(self, plugin_metadata: Dict) -> str:
"""註冊插件到生態系統"""
plugin_id = f"plugin_{len(self.plugin_registry) + 1}"
self.plugin_registry[plugin_id] = {
**plugin_metadata,
"registered_at": datetime.now(),
"download_count": 0,
"rating": 0.0
}
# 發佈到插件市場
await self._publish_to_marketplace("plugin", plugin_metadata)
return plugin_id
async def register_application(self, app_metadata: Dict) -> str:
"""註冊應用到生態系統"""
app_id = f"app_{len(self.app_registry) + 1}"
self.app_registry[app_id] = {
**app_metadata,
"registered_at": datetime.now(),
"install_count": 0,
"revenue_share": app_metadata.get("revenue_share", 0.1)
}
return app_id
async def process_revenue_share(self, app_id: str, amount: float):
"""處理收入分成"""
app = self.app_registry[app_id]
revenue_share = amount * app["revenue_share"]
# 記錄分成
await self._record_payment(
app["developer_id"],
revenue_share,
f"Revenue share for {app['name']}"
)
# 更新分析
await self.analytics.record_transaction(app_id, amount, revenue_share)
class EcosystemAnalytics:
"""生態系統分析"""
def __init__(self):
self.metrics = {
"total_plugins": 0,
"total_apps": 0,
"total_developers": 0,
"monthly_revenue": 0.0,
"active_installs": 0
}
self.transaction_log = []
async def record_transaction(self, item_id: str, amount: float,
revenue_share: float):
"""記錄交易"""
self.transaction_log.append({
"item_id": item_id,
"amount": amount,
"revenue_share": revenue_share,
"timestamp": datetime.now()
})
self.metrics["monthly_revenue"] += amount
async def generate_ecosystem_report(self) -> Dict:
"""生成生態系統報告"""
return {
"metrics": self.metrics,
"top_plugins": await self._get_top_plugins(),
"top_apps": await self._get_top_apps(),
"growth_trends": await self._calculate_growth_trends(),
"revenue_breakdown": await self._analyze_revenue_breakdown()
}
# 使用示例
ecosystem = EcosystemManager()
# 註冊新插件
plugin_id = await ecosystem.register_plugin({
"name": "Advanced Analytics",
"version": "1.0.0",
"description": "高級數據分析插件",
"developer_id": "dev_123",
"price": 99.99,
"category": "analytics"
})
# 處理購買
await ecosystem.process_revenue_share(plugin_id, 99.99)
這個生態系統版AI低代碼平台提供:
- 插件系統 - 可擴展的插件架構
- 應用市場 - 應用發佈和分發平台
- 開發者門户 - API文檔、SDK、教程
- 第三方集成 - 預構建的第三方服務連接
- 收入分成 - 商業化支持和支付處理
- 生態系統分析 - 平台使用和增長指標
構建完整的開發者生態系統和商業模式。