gpt4free-xtekky/g4f/__init__.py

from __future__ import annotations

import os

from .errors   import *
from .models   import Model, ModelUtils, _all_models
from .Provider import AsyncGeneratorProvider, ProviderUtils
from .typing   import Messages, CreateResult, AsyncResult, Union
from .         import debug, version
from .base_provider import BaseRetryProvider, ProviderType

def get_model_and_provider(model    : Union[Model, str], 
                           provider : Union[ProviderType, str, None], 
                           stream   : bool,
                           ignored  : list[str] = None,
                           ignore_working: bool = False,
                           ignore_stream: bool = False) -> tuple[str, ProviderType]:
    """
    Retrieves the model and provider based on input parameters.

    Args:
        model (Union[Model, str]): The model to use, either as an object or a string identifier.
        provider (Union[ProviderType, str, None]): The provider to use, either as an object, a string identifier, or None.
        stream (bool): Indicates if the operation should be performed as a stream.
        ignored (list[str], optional): List of provider names to be ignored.
        ignore_working (bool, optional): If True, ignores the working status of the provider.
        ignore_stream (bool, optional): If True, ignores the streaming capability of the provider.

    Returns:
        tuple[str, ProviderType]: A tuple containing the model name and the provider type.

    Raises:
        ProviderNotFoundError: If the provider is not found.
        ModelNotFoundError: If the model is not found.
        ProviderNotWorkingError: If the provider is not working.
        StreamNotSupportedError: If streaming is not supported by the provider.
    """
    if debug.version_check:
        debug.version_check = False
        version.utils.check_version()
       
    if isinstance(provider, str):
        if provider in ProviderUtils.convert:
            provider = ProviderUtils.convert[provider]
        else:
            raise ProviderNotFoundError(f'Provider not found: {provider}')

    if not provider:
        if isinstance(model, str):
            if model in ModelUtils.convert:
                model = ModelUtils.convert[model]
            else:
                raise ModelNotFoundError(f'Model not found: {model}')
        provider = model.best_provider

    if not provider:
        raise ProviderNotFoundError(f'No provider found for model: {model}')
    
    if isinstance(model, Model):
        model = model.name

    if ignored and isinstance(provider, BaseRetryProvider):
        provider.providers = [p for p in provider.providers if p.__name__ not in ignored]

    if not ignore_working and not provider.working:
        raise ProviderNotWorkingError(f'{provider.__name__} is not working')
    
    if not ignore_stream and not provider.supports_stream and stream:
        raise StreamNotSupportedError(f'{provider.__name__} does not support "stream" argument')
    
    if debug.logging:
        if model:
            print(f'Using {provider.__name__} provider and {model} model')
        else:
            print(f'Using {provider.__name__} provider')

    debug.last_provider = provider

    return model, provider

class ChatCompletion:
    @staticmethod
    def create(model    : Union[Model, str],
               messages : Messages,
               provider : Union[ProviderType, str, None] = None,
               stream   : bool = False,
               auth     : Union[str, None] = None,
               ignored  : list[str] = None, 
               ignore_working: bool = False,
               ignore_stream_and_auth: bool = False,
               patch_provider: callable = None,
               **kwargs) -> Union[CreateResult, str]:
        """
        Creates a chat completion using the specified model, provider, and messages.

        Args:
            model (Union[Model, str]): The model to use, either as an object or a string identifier.
            messages (Messages): The messages for which the completion is to be created.
            provider (Union[ProviderType, str, None], optional): The provider to use, either as an object, a string identifier, or None.
            stream (bool, optional): Indicates if the operation should be performed as a stream.
            auth (Union[str, None], optional): Authentication token or credentials, if required.
            ignored (list[str], optional): List of provider names to be ignored.
            ignore_working (bool, optional): If True, ignores the working status of the provider.
            ignore_stream_and_auth (bool, optional): If True, ignores the stream and authentication requirement checks.
            patch_provider (callable, optional): Function to modify the provider.
            **kwargs: Additional keyword arguments.

        Returns:
            Union[CreateResult, str]: The result of the chat completion operation.

        Raises:
            AuthenticationRequiredError: If authentication is required but not provided.
            ProviderNotFoundError, ModelNotFoundError: If the specified provider or model is not found.
            ProviderNotWorkingError: If the provider is not operational.
            StreamNotSupportedError: If streaming is requested but not supported by the provider.
        """
        model, provider = get_model_and_provider(model, provider, stream, ignored, ignore_working, ignore_stream_and_auth)

        if not ignore_stream_and_auth and provider.needs_auth and not auth:
            raise AuthenticationRequiredError(f'{provider.__name__} requires authentication (use auth=\'cookie or token or jwt ...\' param)')

        if auth:
            kwargs['auth'] = auth
        
        if "proxy" not in kwargs:
            proxy = os.environ.get("G4F_PROXY")
            if proxy:
                kwargs['proxy'] = proxy

        if patch_provider:
            provider = patch_provider(provider)

        result = provider.create_completion(model, messages, stream, **kwargs)
        return result if stream else ''.join(result)

    @staticmethod
    def create_async(model    : Union[Model, str],
                     messages : Messages,
                     provider : Union[ProviderType, str, None] = None,
                     stream   : bool = False,
                     ignored  : list[str] = None,
                     patch_provider: callable = None,
                     **kwargs) -> Union[AsyncResult, str]:
        """
        Asynchronously creates a completion using the specified model and provider.

        Args:
            model (Union[Model, str]): The model to use, either as an object or a string identifier.
            messages (Messages): Messages to be processed.
            provider (Union[ProviderType, str, None]): The provider to use, either as an object, a string identifier, or None.
            stream (bool): Indicates if the operation should be performed as a stream.
            ignored (list[str], optional): List of provider names to be ignored.
            patch_provider (callable, optional): Function to modify the provider.
            **kwargs: Additional keyword arguments.

        Returns:
            Union[AsyncResult, str]: The result of the asynchronous chat completion operation.

        Raises:
            StreamNotSupportedError: If streaming is requested but not supported by the provider.
        """
        model, provider = get_model_and_provider(model, provider, False, ignored)

        if stream:
            if isinstance(provider, type) and issubclass(provider, AsyncGeneratorProvider):
                return provider.create_async_generator(model, messages, **kwargs)
            raise StreamNotSupportedError(f'{provider.__name__} does not support "stream" argument in "create_async"')

        if patch_provider:
            provider = patch_provider(provider)

        return provider.create_async(model, messages, **kwargs)

class Completion:
    @staticmethod
    def create(model    : Union[Model, str],
               prompt   : str,
               provider : Union[ProviderType, None] = None,
               stream   : bool = False,
               ignored  : list[str] = None, **kwargs) -> Union[CreateResult, str]:
        """
        Creates a completion based on the provided model, prompt, and provider.

        Args:
            model (Union[Model, str]): The model to use, either as an object or a string identifier.
            prompt (str): The prompt text for which the completion is to be created.
            provider (Union[ProviderType, None], optional): The provider to use, either as an object or None.
            stream (bool, optional): Indicates if the operation should be performed as a stream.
            ignored (list[str], optional): List of provider names to be ignored.
            **kwargs: Additional keyword arguments.

        Returns:
            Union[CreateResult, str]: The result of the completion operation.

        Raises:
            ModelNotAllowedError: If the specified model is not allowed for use with this method.
        """
        allowed_models = [
            'code-davinci-002',
            'text-ada-001',
            'text-babbage-001',
            'text-curie-001',
            'text-davinci-002',
            'text-davinci-003'
        ]
        if model not in allowed_models:
            raise ModelNotAllowedError(f'Can\'t use {model} with Completion.create()')

        model, provider = get_model_and_provider(model, provider, stream, ignored)

        result = provider.create_completion(model, [{"role": "user", "content": prompt}], stream, **kwargs)

        return result if stream else ''.join(result)
    
def get_last_provider(as_dict: bool = False) -> Union[ProviderType, dict[str, str]]:
    """
    Retrieves the last used provider.

    Args:
        as_dict (bool, optional): If True, returns the provider information as a dictionary.

    Returns:
        Union[ProviderType, dict[str, str]]: The last used provider, either as an object or a dictionary.
    """
    last = debug.last_provider
    if isinstance(last, BaseRetryProvider):
        last = last.last_provider
    if last and as_dict:
        return {"name": last.__name__, "url": last.url}
    return last