A2A协议最佳实践
本文档总结了A2A(Agent-to-Agent)协议开发的最佳实践。
协议设计最佳实践
1. 消息格式标准化
统一的消息格式
# A2A消息格式
a2a_message = {
"header": {
"version": "1.0",
"message_id": "unique_id",
"timestamp": "2025-12-19T10:00:00Z",
"source": "agent_id",
"destination": "agent_id",
"message_type": "request|response|notification"
},
"body": {
"action": "action_name",
"parameters": {},
"data": {}
},
"metadata": {
"priority": "high|medium|low",
"ttl": 3600,
"retry_count": 0
}
}
2. 错误处理
完善的错误处理机制
class A2AErrorHandler:
@staticmethod
def handle_error(error: Exception, context: dict) -> dict:
"""统一错误处理"""
error_response = {
"error": True,
"error_code": type(error).__name__,
"error_message": str(error),
"context": context,
"timestamp": datetime.utcnow().isoformat()
}
# 根据错误类型处理
if isinstance(error, TimeoutError):
error_response["retryable"] = True
elif isinstance(error, ValueError):
error_response["retryable"] = False
return error_response
3. 消息路由
高效的路由机制
class A2ARouter:
def __init__(self):
self.routes = {}
def register_route(self, pattern: str, handler: callable):
"""注册路由"""
self.routes[pattern] = handler
def route_message(self, message: dict) -> dict:
"""路由消息"""
action = message["body"]["action"]
# 查找匹配的路由
for pattern, handler in self.routes.items():
if self.match_pattern(pattern, action):
return handler(message)
# 默认处理
return self.default_handler(message)
通信最佳实践
1. 异步通信
异步消息处理
import asyncio
from asyncio import Queue
class A2AAgent:
def __init__(self, agent_id: str):
self.agent_id = agent_id
self.message_queue = Queue()
self.handlers = {}
async def send_message(self, destination: str, message: dict):
"""发送消息"""
message["header"]["source"] = self.agent_id
message["header"]["destination"] = destination
# 异步发送
await self.transport.send(destination, message)
async def receive_message(self):
"""接收消息"""
message = await self.message_queue.get()
await self.process_message(message)
async def process_message(self, message: dict):
"""处理消息"""
action = message["body"]["action"]
handler = self.handlers.get(action)
if handler:
await handler(message)
else:
await self.default_handler(message)
2. 消息确认
可靠的消息传递
class ReliableMessaging:
def __init__(self):
self.pending_messages = {}
self.ack_timeout = 30
async def send_with_ack(self, destination: str, message: dict):
"""发送带确认的消息"""
message_id = message["header"]["message_id"]
self.pending_messages[message_id] = {
"message": message,
"timestamp": time.time(),
"retries": 0
}
# 发送消息
await self.send(destination, message)
# 等待确认
ack = await self.wait_for_ack(message_id, timeout=self.ack_timeout)
if not ack:
# 重试
await self.retry_message(message_id)
async def send_ack(self, message_id: str):
"""发送确认"""
ack_message = {
"header": {
"message_type": "ack",
"original_message_id": message_id
}
}
await self.send(ack_message)
3. 消息队列
消息队列管理
from queue import PriorityQueue
class MessageQueue:
def __init__(self):
self.queue = PriorityQueue()
def enqueue(self, message: dict, priority: int = 0):
"""入队"""
self.queue.put((priority, time.time(), message))
def dequeue(self):
"""出队"""
if not self.queue.empty():
return self.queue.get()[2]
return None
def size(self):
"""队列大小"""
return self.queue.qsize()
安全最佳实践
1. 身份验证
Agent身份验证
import jwt
import hashlib
class A2AAuthentication:
def __init__(self, secret_key: str):
self.secret_key = secret_key
def generate_token(self, agent_id: str) -> str:
"""生成认证令牌"""
payload = {
"agent_id": agent_id,
"exp": datetime.utcnow() + timedelta(hours=24)
}
return jwt.encode(payload, self.secret_key, algorithm="HS256")
def verify_token(self, token: str) -> dict:
"""验证令牌"""
try:
payload = jwt.decode(token, self.secret_key, algorithms=["HS256"])
return payload
except jwt.ExpiredSignatureError:
raise ValueError("Token expired")
except jwt.InvalidTokenError:
raise ValueError("Invalid token")
2. 消息加密
端到端加密
from cryptography.fernet import Fernet
class MessageEncryption:
def __init__(self, key: bytes):
self.cipher = Fernet(key)
def encrypt_message(self, message: dict) -> str:
"""加密消息"""
message_str = json.dumps(message)
encrypted = self.cipher.encrypt(message_str.encode())
return encrypted.decode()
def decrypt_message(self, encrypted: str) -> dict:
"""解密消息"""
decrypted = self.cipher.decrypt(encrypted.encode())
return json.loads(decrypted.decode())
监控最佳实践
1. 消息追踪
完整的追踪机制
class MessageTracker:
def __init__(self):
self.traces = {}
def track_message(self, message_id: str, event: str, data: dict):
"""追踪消息"""
if message_id not in self.traces:
self.traces[message_id] = []
self.traces[message_id].append({
"event": event,
"timestamp": datetime.utcnow().isoformat(),
"data": data
})
def get_trace(self, message_id: str) -> list:
"""获取追踪信息"""
return self.traces.get(message_id, [])
总结
遵循这些最佳实践可以:
- 提高可靠性:通过错误处理和消息确认
- 优化性能:通过异步通信和队列管理
- 增强安全性:通过身份验证和加密
- 改善可维护性:通过标准化和监控