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- from __future__ import annotations
- from abc import ABC, abstractmethod
- from typing import Union, List, Dict, Type
- from .typing import Messages, CreateResult
- class BaseProvider(ABC):
- """
- Abstract base class for a provider.
- Attributes:
- url (str): URL of the provider.
- working (bool): Indicates if the provider is currently working.
- needs_auth (bool): Indicates if the provider needs authentication.
- supports_stream (bool): Indicates if the provider supports streaming.
- supports_gpt_35_turbo (bool): Indicates if the provider supports GPT-3.5 Turbo.
- supports_gpt_4 (bool): Indicates if the provider supports GPT-4.
- supports_message_history (bool): Indicates if the provider supports message history.
- params (str): List parameters for the provider.
- """
- url: str = None
- working: bool = False
- needs_auth: bool = False
- supports_stream: bool = False
- supports_gpt_35_turbo: bool = False
- supports_gpt_4: bool = False
- supports_message_history: bool = False
- params: str
- @classmethod
- @abstractmethod
- def create_completion(
- cls,
- model: str,
- messages: Messages,
- stream: bool,
- **kwargs
- ) -> CreateResult:
- """
- Create a completion with the given parameters.
- Args:
- model (str): The model to use.
- messages (Messages): The messages to process.
- stream (bool): Whether to use streaming.
- **kwargs: Additional keyword arguments.
- Returns:
- CreateResult: The result of the creation process.
- """
- raise NotImplementedError()
- @classmethod
- @abstractmethod
- async def create_async(
- cls,
- model: str,
- messages: Messages,
- **kwargs
- ) -> str:
- """
- Asynchronously create a completion with the given parameters.
- Args:
- model (str): The model to use.
- messages (Messages): The messages to process.
- **kwargs: Additional keyword arguments.
- Returns:
- str: The result of the creation process.
- """
- raise NotImplementedError()
-
- @classmethod
- def get_dict(cls) -> Dict[str, str]:
- """
- Get a dictionary representation of the provider.
- Returns:
- Dict[str, str]: A dictionary with provider's details.
- """
- return {'name': cls.__name__, 'url': cls.url}
-
- class BaseRetryProvider(BaseProvider):
- """
- Base class for a provider that implements retry logic.
- Attributes:
- providers (List[Type[BaseProvider]]): List of providers to use for retries.
- shuffle (bool): Whether to shuffle the providers list.
- exceptions (Dict[str, Exception]): Dictionary of exceptions encountered.
- last_provider (Type[BaseProvider]): The last provider used.
- """
- __name__: str = "RetryProvider"
- supports_stream: bool = True
- def __init__(
- self,
- providers: List[Type[BaseProvider]],
- shuffle: bool = True
- ) -> None:
- """
- Initialize the BaseRetryProvider.
- Args:
- providers (List[Type[BaseProvider]]): List of providers to use.
- shuffle (bool): Whether to shuffle the providers list.
- """
- self.providers = providers
- self.shuffle = shuffle
- self.working = True
- self.exceptions: Dict[str, Exception] = {}
- self.last_provider: Type[BaseProvider] = None
-
- ProviderType = Union[Type[BaseProvider], BaseRetryProvider]
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