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"""BudgetManager - 三级预算控制 + 背压控制
基于轻量级 Agent 框架 v2 设计文档第 4.3 节实现:
- 三级预算:task_budget / session_budget / agent_budget
- 三种模式:HARD_LIMIT / SOFT_LIMIT / REQUIRE_APPROVAL
- 背压控制:根据使用率计算延迟
- 幂等性保证
"""
from __future__ import annotations
import asyncio
import time
from dataclasses import dataclass, field
from enum import Enum
from typing import Any, Dict, List, Optional, Set
import structlog
from config import get_config
logger = structlog.get_logger(__name__)
class BudgetMode(Enum):
"""预算控制模式"""
HARD_LIMIT = "hard" # 超出即拒绝
SOFT_LIMIT = "soft" # 超出警告但继续
REQUIRE_APPROVAL = "approval" # 超出需人工确认
@dataclass
class BudgetConfig:
"""预算配置
Attributes:
task_budget: 任务级预算(单个任务最大 Token 数)
session_budget: 会话级预算(整个会话累计 Token 数)
agent_budget: Agent 级预算(单个 Agent 执行最大 Token 数)
mode: 预算控制模式
warning_threshold: 警告阈值(使用率超过此值触发警告)
backpressure_enabled: 是否启用背压控制
"""
task_budget: int = 10000
session_budget: int = 50000
agent_budget: int = 5000
mode: BudgetMode = BudgetMode.SOFT_LIMIT
warning_threshold: float = 0.8
backpressure_enabled: bool = True
@classmethod
def from_app_config(cls, app_config=None) -> "BudgetConfig":
"""从应用配置创建预算配置"""
if app_config is None:
app_config = get_config()
return cls(
task_budget=app_config.budget.task_budget,
session_budget=app_config.budget.session_budget,
agent_budget=app_config.budget.agent_budget,
warning_threshold=app_config.budget.warning_threshold,
backpressure_enabled=app_config.budget.backpressure_enabled,
)
@dataclass
class BudgetCheckResult:
"""预算检查结果
Attributes:
can_proceed: 是否可以继续执行
reason: 拒绝原因(如果 can_proceed 为 False)
warnings: 警告信息列表
require_approval: 是否需要人工审批
backpressure_delay: 背压延迟(秒)
usage_ratio: 当前使用率
"""
can_proceed: bool = True
reason: Optional[str] = None
warnings: List[str] = field(default_factory=list)
require_approval: bool = False
backpressure_delay: float = 0.0
usage_ratio: float = 0.0
class BudgetExceededError(Exception):
"""预算超出错误"""
pass
class CircuitBreaker:
"""熔断器 - 防止级联故障
状态流转:
CLOSED -> OPEN(失败次数超过阈值)
OPEN -> HALF_OPEN(超时后)
HALF_OPEN -> CLOSED(成功)
HALF_OPEN -> OPEN(失败)
"""
def __init__(
self,
failure_threshold: int = 5,
recovery_timeout: float = 30.0,
half_open_max_calls: int = 3,
):
self.failure_threshold = failure_threshold
self.recovery_timeout = recovery_timeout
self.half_open_max_calls = half_open_max_calls
self._failure_count = 0
self._last_failure_time: Optional[float] = None
self._state = "CLOSED" # CLOSED, OPEN, HALF_OPEN
self._half_open_calls = 0
self._lock = asyncio.Lock()
@property
def state(self) -> str:
"""当前状态"""
return self._state
async def can_execute(self) -> bool:
"""检查是否可以执行"""
async with self._lock:
if self._state == "CLOSED":
return True
if self._state == "OPEN":
# 检查是否超过恢复超时
if self._last_failure_time and (
time.time() - self._last_failure_time >= self.recovery_timeout
):
self._state = "HALF_OPEN"
self._half_open_calls = 0
logger.info("circuit_breaker.state_change", state="HALF_OPEN")
return True
return False
if self._state == "HALF_OPEN":
if self._half_open_calls < self.half_open_max_calls:
self._half_open_calls += 1
return True
return False
return True
async def record_success(self) -> None:
"""记录成功"""
async with self._lock:
if self._state == "HALF_OPEN":
self._state = "CLOSED"
self._failure_count = 0
self._half_open_calls = 0
logger.info("circuit_breaker.state_change", state="CLOSED")
else:
self._failure_count = max(0, self._failure_count - 1)
async def record_failure(self) -> None:
"""记录失败"""
async with self._lock:
self._failure_count += 1
self._last_failure_time = time.time()
if self._state == "HALF_OPEN":
self._state = "OPEN"
logger.warning("circuit_breaker.state_change", state="OPEN")
elif self._failure_count >= self.failure_threshold:
self._state = "OPEN"
logger.warning(
"circuit_breaker.opened",
failure_count=self._failure_count,
threshold=self.failure_threshold,
)
class BudgetManager:
"""Token 预算管理器
三级预算控制:
1. Task: 单次任务
2. Session: 会话累计
3. Agent: 单 Agent 执行
特性:
- 背压控制(渐进式减速)
- 熔断器模式
- 幂等性保证
Example:
>>> config = BudgetConfig(
... task_budget=10000,
... session_budget=50000,
... mode=BudgetMode.SOFT_LIMIT
... )
>>> manager = BudgetManager(config)
>>> result = await manager.check_budget(
... task_id="task_1",
... session_id="session_1",
... agent_id="agent_1",
... estimated_tokens=1000
... )
>>> if result.can_proceed:
... # 执行操作
... await manager.record_usage("task_1", "session_1", 800, "key_1")
"""
def __init__(self, config: Optional[BudgetConfig] = None):
# 如果没有传入配置,从应用配置创建
if config is None:
config = BudgetConfig.from_app_config()
self.config = config
self._task_usage: Dict[str, int] = {}
self._session_usage: Dict[str, int] = {}
self._agent_usage: Dict[str, int] = {}
self._processed_keys: Set[str] = set()
self._circuit_breakers: Dict[str, CircuitBreaker] = {}
self._lock = asyncio.Lock()
logger.info(
"budget_manager.initialized",
task_budget=self.config.task_budget,
session_budget=self.config.session_budget,
agent_budget=self.config.agent_budget,
mode=self.config.mode.value,
)
async def check_budget(
self,
task_id: str,
session_id: str,
agent_id: str,
estimated_tokens: int,
) -> BudgetCheckResult:
"""检查预算
Args:
task_id: 任务 ID
session_id: 会话 ID
agent_id: Agent ID
estimated_tokens: 预估 Token 使用量
Returns:
BudgetCheckResult: 检查结果
"""
async with self._lock:
# 获取当前使用量
task_used = self._task_usage.get(task_id, 0)
session_used = self._session_usage.get(session_id, 0)
agent_used = self._agent_usage.get(agent_id, 0)
# 计算预估后总量
task_total = task_used + estimated_tokens
session_total = session_used + estimated_tokens
agent_total = agent_used + estimated_tokens
result = BudgetCheckResult(can_proceed=True)
# 检查 Agent 预算
if agent_total > self.config.agent_budget:
if self.config.mode == BudgetMode.HARD_LIMIT:
result.can_proceed = False
result.reason = (
f"Agent budget exceeded: {agent_total}/{self.config.agent_budget}"
)
elif self.config.mode == BudgetMode.REQUIRE_APPROVAL:
result.require_approval = True
result.warnings.append("Agent budget will be exceeded")
else:
result.warnings.append("Agent budget will be exceeded")
# 检查任务预算
if task_total > self.config.task_budget:
if self.config.mode == BudgetMode.HARD_LIMIT:
result.can_proceed = False
result.reason = f"Task budget exceeded: {task_total}/{self.config.task_budget}"
elif self.config.mode == BudgetMode.REQUIRE_APPROVAL:
result.require_approval = True
result.warnings.append("Task budget will be exceeded")
else:
result.warnings.append("Task budget will be exceeded")
# 检查会话预算
if session_total > self.config.session_budget:
if self.config.mode == BudgetMode.HARD_LIMIT:
result.can_proceed = False
result.reason = (
f"Session budget exceeded: {session_total}/{self.config.session_budget}"
)
else:
result.warnings.append("Session budget will be exceeded")
# 计算背压延迟
if self.config.backpressure_enabled:
usage_ratio = session_total / self.config.session_budget
result.usage_ratio = usage_ratio
result.backpressure_delay = self._calculate_backpressure(usage_ratio)
if result.backpressure_delay > 0:
logger.debug(
"budget_manager.backpressure_applied",
delay=result.backpressure_delay,
usage_ratio=usage_ratio,
)
return result
def _calculate_backpressure(self, usage_ratio: float) -> float:
"""计算背压延迟
根据使用率计算延迟时间:
- usage_ratio < 0.8 → 0ms
- 0.8-0.85 → 50ms
- 0.85-0.9 → 300ms
- 0.9-0.95 → 750ms
- >0.95 → 1500ms
Args:
usage_ratio: 使用率(0.0 - 1.0)
Returns:
float: 延迟时间(秒)
"""
if usage_ratio < self.config.warning_threshold:
return 0.0
elif usage_ratio < 0.85:
return 0.05 # 50ms
elif usage_ratio < 0.9:
return 0.3 # 300ms
elif usage_ratio < 0.95:
return 0.75 # 750ms
else:
return 1.5 # 1500ms
async def record_usage(
self,
task_id: str,
session_id: str,
agent_id: str,
tokens_used: int,
idempotency_key: str,
) -> None:
"""记录使用量(幂等)
Args:
task_id: 任务 ID
session_id: 会话 ID
agent_id: Agent ID
tokens_used: 实际使用的 Token 数
idempotency_key: 幂等性键(防止重复记录)
"""
async with self._lock:
# 检查幂等性
if idempotency_key in self._processed_keys:
logger.debug(
"budget_manager.duplicate_request_skipped",
idempotency_key=idempotency_key,
)
return
self._task_usage[task_id] = self._task_usage.get(task_id, 0) + tokens_used
self._session_usage[session_id] = (
self._session_usage.get(session_id, 0) + tokens_used
)
self._agent_usage[agent_id] = self._agent_usage.get(agent_id, 0) + tokens_used
self._processed_keys.add(idempotency_key)
logger.info(
"budget_manager.usage_recorded",
task_id=task_id,
session_id=session_id,
agent_id=agent_id,
tokens_used=tokens_used,
task_total=self._task_usage[task_id],
session_total=self._session_usage[session_id],
agent_total=self._agent_usage[agent_id],
)
async def get_usage(
self, task_id: Optional[str] = None, session_id: Optional[str] = None, agent_id: Optional[str] = None
) -> Dict[str, Any]:
"""获取使用量统计
Args:
task_id: 任务 ID(可选)
session_id: 会话 ID(可选)
agent_id: Agent ID(可选)
Returns:
Dict: 使用量统计
"""
async with self._lock:
result = {
"task_usage": {},
"session_usage": {},
"agent_usage": {},
}
if task_id:
used = self._task_usage.get(task_id, 0)
result["task_usage"] = {
"id": task_id,
"used": used,
"budget": self.config.task_budget,
"remaining": max(0, self.config.task_budget - used),
"usage_ratio": used / self.config.task_budget if self.config.task_budget > 0 else 0,
}
if session_id:
used = self._session_usage.get(session_id, 0)
result["session_usage"] = {
"id": session_id,
"used": used,
"budget": self.config.session_budget,
"remaining": max(0, self.config.session_budget - used),
"usage_ratio": used / self.config.session_budget if self.config.session_budget > 0 else 0,
}
if agent_id:
used = self._agent_usage.get(agent_id, 0)
result["agent_usage"] = {
"id": agent_id,
"used": used,
"budget": self.config.agent_budget,
"remaining": max(0, self.config.agent_budget - used),
"usage_ratio": used / self.config.agent_budget if self.config.agent_budget > 0 else 0,
}
return result
def get_circuit_breaker(self, name: str) -> CircuitBreaker:
"""获取或创建熔断器
Args:
name: 熔断器名称
Returns:
CircuitBreaker: 熔断器实例
"""
if name not in self._circuit_breakers:
self._circuit_breakers[name] = CircuitBreaker()
return self._circuit_breakers[name]
async def reset(self, task_id: Optional[str] = None, session_id: Optional[str] = None) -> None:
"""重置预算统计
Args:
task_id: 要重置的任务 ID(可选)
session_id: 要重置的会话 ID(可选)
"""
async with self._lock:
if task_id:
self._task_usage.pop(task_id, None)
logger.info("budget_manager.task_reset", task_id=task_id)
if session_id:
self._session_usage.pop(session_id, None)
logger.info("budget_manager.session_reset", session_id=session_id)
if not task_id and not session_id:
self._task_usage.clear()
self._session_usage.clear()
self._agent_usage.clear()
self._processed_keys.clear()
logger.info("budget_manager.all_reset")
async def apply_backpressure(self, session_id: str) -> float:
"""应用背压延迟
Args:
session_id: 会话 ID
Returns:
float: 实际延迟时间(秒)
"""
usage = await self.get_usage(session_id=session_id)
session_data = usage.get("session_usage", {})
usage_ratio = session_data.get("usage_ratio", 0.0)
delay = self._calculate_backpressure(usage_ratio)
if delay > 0:
logger.info(
"budget_manager.backpressure_sleep",
session_id=session_id,
delay=delay,
usage_ratio=usage_ratio,
)
await asyncio.sleep(delay)
return delay