fix(providers): retry before falling back
This commit is contained in:
@@ -7,8 +7,9 @@ import json
|
||||
import os
|
||||
import re
|
||||
from abc import ABC, abstractmethod
|
||||
from collections.abc import Awaitable, Callable
|
||||
from contextlib import suppress
|
||||
from collections.abc import Awaitable, Callable, Generator
|
||||
from contextlib import contextmanager, suppress
|
||||
from contextvars import ContextVar
|
||||
from copy import deepcopy
|
||||
from dataclasses import dataclass, field
|
||||
from datetime import datetime, timezone
|
||||
@@ -25,6 +26,26 @@ DEFAULT_STREAM_IDLE_TIMEOUT_S = 90.0
|
||||
MAX_STREAM_IDLE_TIMEOUT_S = 3600.0
|
||||
RETRY_AFTER_BUFFER = 1
|
||||
|
||||
RetryEventCallback = Callable[[str], Awaitable[None]]
|
||||
_RETRY_EXHAUSTED_CALLBACK: ContextVar[RetryEventCallback | None] = ContextVar(
|
||||
"nanobot_retry_exhausted_callback",
|
||||
default=None,
|
||||
)
|
||||
|
||||
|
||||
@contextmanager
|
||||
def retry_exhaustion_callback(callback: RetryEventCallback) -> Generator[None, None, None]:
|
||||
"""Redirect terminal retry events within one async call context.
|
||||
|
||||
Provider wrappers use this internal scope to defer a candidate's terminal
|
||||
notification without changing the public retry-method signatures.
|
||||
"""
|
||||
token = _RETRY_EXHAUSTED_CALLBACK.set(callback)
|
||||
try:
|
||||
yield
|
||||
finally:
|
||||
_RETRY_EXHAUSTED_CALLBACK.reset(token)
|
||||
|
||||
|
||||
def resolve_stream_idle_timeout_s(
|
||||
*,
|
||||
@@ -910,12 +931,16 @@ class LLMProvider(ABC):
|
||||
kw["provider_context"] = provider_context
|
||||
if on_stream_recover and getattr(self, "supports_stream_recover_callback", False):
|
||||
kw["on_stream_recover"] = _recover_stream
|
||||
on_retry_exhausted = _RETRY_EXHAUSTED_CALLBACK.get()
|
||||
return await self._run_with_retry(
|
||||
self._safe_chat_stream,
|
||||
kw,
|
||||
messages,
|
||||
retry_mode=retry_mode,
|
||||
on_retry_wait=on_retry_wait,
|
||||
on_retry_exhausted=(
|
||||
on_retry_exhausted if on_retry_exhausted is not None else on_retry_wait
|
||||
),
|
||||
should_retry_guard=lambda: not has_streamed_content,
|
||||
on_stream_recover=_recover_stream if on_stream_recover else None,
|
||||
)
|
||||
@@ -956,12 +981,16 @@ class LLMProvider(ABC):
|
||||
)
|
||||
if provider_context is not None:
|
||||
kw["provider_context"] = provider_context
|
||||
on_retry_exhausted = _RETRY_EXHAUSTED_CALLBACK.get()
|
||||
return await self._run_with_retry(
|
||||
self._safe_chat,
|
||||
kw,
|
||||
messages,
|
||||
retry_mode=retry_mode,
|
||||
on_retry_wait=on_retry_wait,
|
||||
on_retry_exhausted=(
|
||||
on_retry_exhausted if on_retry_exhausted is not None else on_retry_wait
|
||||
),
|
||||
)
|
||||
|
||||
@classmethod
|
||||
@@ -1067,6 +1096,7 @@ class LLMProvider(ABC):
|
||||
*,
|
||||
retry_mode: str,
|
||||
on_retry_wait: Callable[[str], Awaitable[None]] | None,
|
||||
on_retry_exhausted: Callable[[str], Awaitable[None]] | None,
|
||||
should_retry_guard: Callable[[], bool] | None = None,
|
||||
on_stream_recover: Callable[[], Awaitable[None]] | None = None,
|
||||
) -> LLMResponse:
|
||||
@@ -1154,21 +1184,21 @@ class LLMProvider(ABC):
|
||||
identical_error_count,
|
||||
(response.content or "")[:120].lower(),
|
||||
)
|
||||
if on_retry_wait:
|
||||
await on_retry_wait(
|
||||
if on_retry_exhausted:
|
||||
await on_retry_exhausted(
|
||||
f"Persistent retry stopped after {identical_error_count} identical errors."
|
||||
)
|
||||
return response
|
||||
|
||||
if not persistent and attempt > len(delays):
|
||||
logger.warning(
|
||||
"LLM request failed after {} retries, giving up: {}",
|
||||
"LLM request failed after {} attempts, giving up: {}",
|
||||
attempt,
|
||||
(response.content or "")[:120].lower(),
|
||||
)
|
||||
if on_retry_wait:
|
||||
await on_retry_wait(
|
||||
f"Model request failed after {attempt} retries, giving up."
|
||||
if on_retry_exhausted:
|
||||
await on_retry_exhausted(
|
||||
f"Model request failed after {attempt} attempts, giving up."
|
||||
)
|
||||
break
|
||||
|
||||
|
||||
@@ -17,6 +17,7 @@ from nanobot.providers.base import (
|
||||
LLMResponse,
|
||||
ProviderCallContext,
|
||||
ProviderConversationState,
|
||||
retry_exhaustion_callback,
|
||||
)
|
||||
|
||||
# Circuit breaker tuned to match OpenAICompatProvider's Responses API breaker.
|
||||
@@ -91,6 +92,7 @@ _FALLBACK_ERROR_TOKENS = (
|
||||
|
||||
|
||||
FallbackModelObserver = Callable[[str], Awaitable[None]]
|
||||
_UNSET = object()
|
||||
|
||||
|
||||
class FallbackProvider(LLMProvider):
|
||||
@@ -105,6 +107,7 @@ class FallbackProvider(LLMProvider):
|
||||
|
||||
Key design:
|
||||
- Failover is request-scoped (the wrapper itself is stateless between turns).
|
||||
- Retrying entry points exhaust one provider's retry policy before failover.
|
||||
- Skipped when content was already streamed to avoid duplicate output,
|
||||
except timeout recovery can resume in a new stream segment.
|
||||
- Recursive failover is prevented by the factory returning plain providers.
|
||||
@@ -193,6 +196,47 @@ class FallbackProvider(LLMProvider):
|
||||
lambda p, kw: p.chat(**kw), kwargs, has_streamed=None
|
||||
)
|
||||
|
||||
async def chat_with_retry(
|
||||
self,
|
||||
messages: list[dict[str, Any]],
|
||||
tools: list[dict[str, Any]] | None = None,
|
||||
model: str | None = None,
|
||||
max_tokens: object = _UNSET,
|
||||
temperature: object = _UNSET,
|
||||
reasoning_effort: object = _UNSET,
|
||||
tool_choice: str | dict[str, Any] | None = None,
|
||||
retry_mode: str = "standard",
|
||||
on_retry_wait: Callable[[str], Awaitable[None]] | None = None,
|
||||
provider_context: ProviderCallContext | None = None,
|
||||
) -> LLMResponse:
|
||||
"""Exhaust each provider's retries before moving to the next fallback."""
|
||||
call_kwargs: dict[str, Any] = {
|
||||
"messages": messages,
|
||||
"tools": tools,
|
||||
"model": model,
|
||||
"tool_choice": tool_choice,
|
||||
"retry_mode": retry_mode,
|
||||
"on_retry_wait": on_retry_wait,
|
||||
}
|
||||
if max_tokens is not _UNSET:
|
||||
call_kwargs["max_tokens"] = max_tokens
|
||||
if temperature is not _UNSET:
|
||||
call_kwargs["temperature"] = temperature
|
||||
if reasoning_effort is not _UNSET:
|
||||
call_kwargs["reasoning_effort"] = reasoning_effort
|
||||
if provider_context is not None:
|
||||
call_kwargs["provider_context"] = self._primary_call_context(
|
||||
provider_context,
|
||||
model,
|
||||
)
|
||||
if not self._has_fallbacks:
|
||||
return await self._primary.chat_with_retry(**call_kwargs)
|
||||
return await self._route_with_retry_fallback(
|
||||
lambda p, kw: p.chat_with_retry(**kw),
|
||||
call_kwargs,
|
||||
has_streamed=None,
|
||||
)
|
||||
|
||||
async def chat_with_context(
|
||||
self,
|
||||
*,
|
||||
@@ -234,6 +278,154 @@ class FallbackProvider(LLMProvider):
|
||||
on_stream_recover=on_stream_recover,
|
||||
)
|
||||
|
||||
async def chat_stream_with_retry(
|
||||
self,
|
||||
messages: list[dict[str, Any]],
|
||||
tools: list[dict[str, Any]] | None = None,
|
||||
model: str | None = None,
|
||||
max_tokens: object = _UNSET,
|
||||
temperature: object = _UNSET,
|
||||
reasoning_effort: object = _UNSET,
|
||||
tool_choice: str | dict[str, Any] | None = None,
|
||||
on_content_delta: Callable[[str], Awaitable[None]] | None = None,
|
||||
on_thinking_delta: Callable[[str], Awaitable[None]] | None = None,
|
||||
on_tool_call_delta: Callable[[dict[str, Any]], Awaitable[None]] | None = None,
|
||||
on_stream_recover: Callable[[], Awaitable[None]] | None = None,
|
||||
retry_mode: str = "standard",
|
||||
on_retry_wait: Callable[[str], Awaitable[None]] | None = None,
|
||||
provider_context: ProviderCallContext | None = None,
|
||||
) -> LLMResponse:
|
||||
"""Exhaust streaming retries on one provider before failing over."""
|
||||
call_kwargs: dict[str, Any] = {
|
||||
"messages": messages,
|
||||
"tools": tools,
|
||||
"model": model,
|
||||
"tool_choice": tool_choice,
|
||||
"on_content_delta": on_content_delta,
|
||||
"on_thinking_delta": on_thinking_delta,
|
||||
"on_tool_call_delta": on_tool_call_delta,
|
||||
"retry_mode": retry_mode,
|
||||
"on_retry_wait": on_retry_wait,
|
||||
}
|
||||
if max_tokens is not _UNSET:
|
||||
call_kwargs["max_tokens"] = max_tokens
|
||||
if temperature is not _UNSET:
|
||||
call_kwargs["temperature"] = temperature
|
||||
if reasoning_effort is not _UNSET:
|
||||
call_kwargs["reasoning_effort"] = reasoning_effort
|
||||
if provider_context is not None:
|
||||
call_kwargs["provider_context"] = self._primary_call_context(
|
||||
provider_context,
|
||||
model,
|
||||
)
|
||||
if not self._has_fallbacks:
|
||||
if on_stream_recover is not None:
|
||||
call_kwargs["on_stream_recover"] = on_stream_recover
|
||||
return await self._primary.chat_stream_with_retry(**call_kwargs)
|
||||
|
||||
has_streamed: list[bool] = [False]
|
||||
has_unrecovered_stream: list[bool] = [False]
|
||||
original_delta = call_kwargs.get("on_content_delta")
|
||||
|
||||
async def _tracking_delta(text: str) -> None:
|
||||
if text:
|
||||
has_streamed[0] = True
|
||||
has_unrecovered_stream[0] = True
|
||||
if original_delta:
|
||||
await original_delta(text)
|
||||
|
||||
async def _recover_stream() -> None:
|
||||
has_streamed[0] = False
|
||||
has_unrecovered_stream[0] = False
|
||||
if on_stream_recover:
|
||||
await on_stream_recover()
|
||||
|
||||
if original_delta is not None:
|
||||
call_kwargs["on_content_delta"] = _tracking_delta
|
||||
if on_stream_recover is not None:
|
||||
call_kwargs["on_stream_recover"] = _recover_stream
|
||||
return await self._route_with_retry_fallback(
|
||||
lambda p, kw: p.chat_stream_with_retry(**kw),
|
||||
call_kwargs,
|
||||
has_streamed=has_streamed,
|
||||
on_stream_recover=_recover_stream if on_stream_recover is not None else None,
|
||||
persistent_retry_guard=lambda: not has_unrecovered_stream[0],
|
||||
)
|
||||
|
||||
async def _route_with_retry_fallback(
|
||||
self,
|
||||
call: Callable[[LLMProvider, dict[str, Any]], Awaitable[LLMResponse]],
|
||||
kwargs: dict[str, Any],
|
||||
has_streamed: list[bool] | None,
|
||||
on_stream_recover: Callable[[], Awaitable[None]] | None = None,
|
||||
persistent_retry_guard: Callable[[], bool] | None = None,
|
||||
) -> LLMResponse:
|
||||
"""Apply finite retries per provider and persistence to the whole chain."""
|
||||
on_retry_wait: Callable[[str], Awaitable[None]] | None = kwargs.get("on_retry_wait")
|
||||
if kwargs.get("retry_mode", "standard") != "persistent":
|
||||
return await self._try_with_retry_fallback(
|
||||
call,
|
||||
kwargs,
|
||||
has_streamed=has_streamed,
|
||||
on_stream_recover=on_stream_recover,
|
||||
on_retry_exhausted=on_retry_wait,
|
||||
)
|
||||
|
||||
async def _call_chain(**chain_kwargs: Any) -> LLMResponse:
|
||||
chain_kwargs["retry_mode"] = "standard"
|
||||
return await self._try_with_retry_fallback(
|
||||
call,
|
||||
chain_kwargs,
|
||||
has_streamed=has_streamed,
|
||||
on_stream_recover=on_stream_recover,
|
||||
on_retry_exhausted=None,
|
||||
)
|
||||
|
||||
return await self._run_with_retry(
|
||||
_call_chain,
|
||||
dict(kwargs),
|
||||
kwargs["messages"],
|
||||
retry_mode="persistent",
|
||||
on_retry_wait=on_retry_wait,
|
||||
on_retry_exhausted=on_retry_wait,
|
||||
should_retry_guard=persistent_retry_guard,
|
||||
on_stream_recover=on_stream_recover,
|
||||
)
|
||||
|
||||
async def _try_with_retry_fallback(
|
||||
self,
|
||||
call: Callable[[LLMProvider, dict[str, Any]], Awaitable[LLMResponse]],
|
||||
kwargs: dict[str, Any],
|
||||
has_streamed: list[bool] | None,
|
||||
on_stream_recover: Callable[[], Awaitable[None]] | None,
|
||||
on_retry_exhausted: Callable[[str], Awaitable[None]] | None,
|
||||
) -> LLMResponse:
|
||||
"""Defer a provider's terminal retry event until the chain fails."""
|
||||
last_exhausted_message: str | None = None
|
||||
|
||||
async def _capture_exhaustion(message: str) -> None:
|
||||
nonlocal last_exhausted_message
|
||||
last_exhausted_message = message
|
||||
|
||||
async def _call_with_deferred_exhaustion(
|
||||
provider: LLMProvider,
|
||||
call_kwargs: dict[str, Any],
|
||||
) -> LLMResponse:
|
||||
nonlocal last_exhausted_message
|
||||
last_exhausted_message = None
|
||||
with retry_exhaustion_callback(_capture_exhaustion):
|
||||
return await call(provider, call_kwargs)
|
||||
|
||||
response = await self._try_with_fallback(
|
||||
_call_with_deferred_exhaustion,
|
||||
kwargs,
|
||||
has_streamed=has_streamed,
|
||||
on_stream_recover=on_stream_recover,
|
||||
)
|
||||
if response.finish_reason == "error" and last_exhausted_message and on_retry_exhausted:
|
||||
await on_retry_exhausted(last_exhausted_message)
|
||||
return response
|
||||
|
||||
async def chat_stream_with_context(
|
||||
self,
|
||||
*,
|
||||
@@ -275,6 +467,7 @@ class FallbackProvider(LLMProvider):
|
||||
) -> LLMResponse:
|
||||
primary_model = kwargs.get("model") or self._primary.get_default_model()
|
||||
primary_was_attempted = False
|
||||
primary_response: LLMResponse | None = None
|
||||
primary_error = "unknown error"
|
||||
# A primary error eligible for failover did not return a replacement
|
||||
# continuation, so the incoming primary state remains reusable.
|
||||
@@ -287,6 +480,7 @@ class FallbackProvider(LLMProvider):
|
||||
self._primary_failures = 0
|
||||
self._primary_tripped_at = None
|
||||
return response
|
||||
primary_response = response
|
||||
primary_error = (response.content or primary_error)[:120]
|
||||
|
||||
if has_streamed is not None and has_streamed[0]:
|
||||
@@ -326,7 +520,7 @@ class FallbackProvider(LLMProvider):
|
||||
else:
|
||||
logger.debug("Primary model '{}' circuit open; skipping", primary_model)
|
||||
|
||||
last_response: LLMResponse | None = None
|
||||
last_response = primary_response
|
||||
primary_skipped = not primary_was_attempted
|
||||
for idx, fallback in enumerate(self._fallback_presets):
|
||||
fallback_model = fallback.model
|
||||
@@ -423,11 +617,22 @@ class FallbackProvider(LLMProvider):
|
||||
last_response,
|
||||
preserve_provider_state_on_error=preserve_primary_state,
|
||||
)
|
||||
# Primary was tripped and we have no fallbacks — synthesize an error.
|
||||
# Primary was skipped and no fallback returned a response. Keep the result
|
||||
# transient until the primary circuit is eligible for another probe.
|
||||
retry_after_s = (
|
||||
max(
|
||||
0.1,
|
||||
_PRIMARY_COOLDOWN_S - (time.monotonic() - self._primary_tripped_at),
|
||||
)
|
||||
if self._primary_tripped_at is not None
|
||||
else None
|
||||
)
|
||||
return LLMResponse(
|
||||
content=f"Primary model '{primary_model}' circuit open and no fallbacks available",
|
||||
finish_reason="error",
|
||||
preserve_provider_state_on_error=preserve_primary_state,
|
||||
error_retry_after_s=retry_after_s,
|
||||
error_should_retry=True,
|
||||
)
|
||||
|
||||
async def _notify_fallback_model(self, model: str) -> None:
|
||||
|
||||
Reference in New Issue
Block a user