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from __future__ import annotations |
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import random |
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from typing import List, Type, Dict |
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from ..typing import CreateResult, Messages |
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from .base_provider import BaseProvider, AsyncProvider |
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from ..debug import logging |
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class RetryProvider(AsyncProvider): |
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__name__: str = "RetryProvider" |
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working: bool = True |
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supports_stream: bool = True |
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def __init__( |
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self, |
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providers: List[Type[BaseProvider]], |
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shuffle: bool = True |
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) -> None: |
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self.providers: List[Type[BaseProvider]] = providers |
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self.shuffle: bool = shuffle |
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def create_completion( |
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self, |
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model: str, |
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messages: Messages, |
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stream: bool = False, |
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**kwargs |
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) -> CreateResult: |
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if stream: |
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providers = [provider for provider in self.providers if provider.supports_stream] |
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else: |
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providers = self.providers |
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if self.shuffle: |
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random.shuffle(providers) |
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self.exceptions: Dict[str, Exception] = {} |
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started: bool = False |
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for provider in providers: |
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try: |
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if logging: |
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print(f"Using {provider.__name__} provider") |
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for token in provider.create_completion(model, messages, stream, **kwargs): |
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yield token |
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started = True |
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if started: |
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return |
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except Exception as e: |
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self.exceptions[provider.__name__] = e |
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if logging: |
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print(f"{provider.__name__}: {e.__class__.__name__}: {e}") |
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if started: |
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raise e |
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self.raise_exceptions() |
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async def create_async( |
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self, |
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model: str, |
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messages: Messages, |
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**kwargs |
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) -> str: |
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providers = self.providers |
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if self.shuffle: |
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random.shuffle(providers) |
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self.exceptions: Dict[str, Exception] = {} |
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for provider in providers: |
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try: |
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return await provider.create_async(model, messages, **kwargs) |
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except Exception as e: |
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self.exceptions[provider.__name__] = e |
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if logging: |
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print(f"{provider.__name__}: {e.__class__.__name__}: {e}") |
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self.raise_exceptions() |
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def raise_exceptions(self) -> None: |
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if self.exceptions: |
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raise RuntimeError("\n".join(["All providers failed:"] + [ |
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f"{p}: {self.exceptions[p].__class__.__name__}: {self.exceptions[p]}" for p in self.exceptions |
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])) |
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raise RuntimeError("No provider found") |