Files
hunjing/backend/app/ai_provider/core/resilience.py
T
2026-08-21 16:00:13 +08:00

134 lines
3.6 KiB
Python

from __future__ import annotations
import time
from enum import Enum
class CircuitBreakerState(Enum):
CLOSED = "closed"
OPEN = "open"
HALF_OPEN = "half_open"
class CircuitBreaker:
"""标准断路器,冷却后自动半开。"""
def __init__(
self,
name: str,
failure_threshold: int = 5,
cooldown_seconds: float = 30.0,
) -> None:
self.name = name
self.failure_threshold = failure_threshold
self.cooldown_seconds = cooldown_seconds
self._state = CircuitBreakerState.CLOSED
self._failure_count = 0
self._last_failure_time: float = 0.0
@property
def state(self) -> CircuitBreakerState:
if (
self._state == CircuitBreakerState.OPEN
and time.monotonic() - self._last_failure_time >= self.cooldown_seconds
):
self._state = CircuitBreakerState.HALF_OPEN
return self._state
def record_success(self) -> None:
self._failure_count = 0
self._state = CircuitBreakerState.CLOSED
def record_failure(self) -> None:
self._failure_count += 1
self._last_failure_time = time.monotonic()
if self._failure_count >= self.failure_threshold:
self._state = CircuitBreakerState.OPEN
def allow_request(self) -> bool:
return self.state != CircuitBreakerState.OPEN
class RetryStrategy:
"""指数退避重试。"""
def __init__(
self,
max_retries: int = 3,
base_delay: float = 1.0,
max_delay: float = 60.0,
multiplier: float = 2.0,
) -> None:
self.max_retries = max_retries
self.base_delay = base_delay
self.max_delay = max_delay
self.multiplier = multiplier
def should_retry(self, attempt_index: int) -> bool:
return attempt_index < self.max_retries
def get_delay(self, attempt_index: int) -> float:
delay = self.base_delay * (self.multiplier**attempt_index)
return min(delay, self.max_delay)
class DowngradeAction:
"""降级链中的一个步骤。"""
def __init__(self, type: str, target: str) -> None: # noqa: A002
self.type = type # "fallback_endpoint", "fallback_model", "cache", "degrade_quality"
self.target = target
class DowngradeChain:
"""当模型/端点失败时的降级动作链。"""
def __init__(self, actions: list[DowngradeAction]) -> None:
self._actions = actions
self._index = 0
def next_action(self) -> tuple[str, str] | None:
if self._index >= len(self._actions):
return None
action = self._actions[self._index]
return (action.type, action.target)
def advance(self) -> None:
self._index += 1
def is_exhausted(self) -> bool:
return self._index >= len(self._actions)
def reset(self) -> None:
self._index = 0
class ResilienceFactory:
"""弹性组件工厂。"""
@staticmethod
def create_circuit_breaker(
name: str,
failure_threshold: int = 5,
cooldown_seconds: float = 30.0,
) -> CircuitBreaker:
return CircuitBreaker(
name=name,
failure_threshold=failure_threshold,
cooldown_seconds=cooldown_seconds,
)
@staticmethod
def create_retry_strategy(
max_retries: int = 3,
base_delay: float = 1.0,
max_delay: float = 60.0,
multiplier: float = 2.0,
) -> RetryStrategy:
return RetryStrategy(
max_retries=max_retries,
base_delay=base_delay,
max_delay=max_delay,
multiplier=multiplier,
)