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author | H Lohaus <hlohaus@users.noreply.github.com> | 2024-04-06 20:19:04 +0200 |
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committer | GitHub <noreply@github.com> | 2024-04-06 20:19:04 +0200 |
commit | b913a8f28c7612fe6cd6dff431f8427738a873c4 (patch) | |
tree | 50d119c2818c8723d27d30ebf82565bd7b55cdcb | |
parent | Update __init__.py (diff) | |
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-rw-r--r-- | g4f/client/async.py | 239 |
1 files changed, 239 insertions, 0 deletions
diff --git a/g4f/client/async.py b/g4f/client/async.py new file mode 100644 index 00000000..7c421ee7 --- /dev/null +++ b/g4f/client/async.py @@ -0,0 +1,239 @@ +from __future__ import annotations + +import re +import os +import time +import random +import string + +from .stubs import ChatCompletion, ChatCompletionChunk, Image, ImagesResponse +from .typing import Union, Iterator, Messages, ImageType +from .providers.types import BaseProvider, ProviderType, FinishReason +from .image import ImageResponse as ImageProviderResponse +from .errors import NoImageResponseError, RateLimitError, MissingAuthError +from . import get_model_and_provider, get_last_provider + +from .Provider.BingCreateImages import BingCreateImages +from .Provider.needs_auth import Gemini, OpenaiChat +from .Provider.You import You + +def read_json(text: str) -> dict: + """ + Parses JSON code block from a string. + + Args: + text (str): A string containing a JSON code block. + + Returns: + dict: A dictionary parsed from the JSON code block. + """ + match = re.search(r"```(json|)\n(?P<code>[\S\s]+?)\n```", text) + if match: + return match.group("code") + return text + +def iter_response( + response: iter[str], + stream: bool, + response_format: dict = None, + max_tokens: int = None, + stop: list = None +) -> IterResponse: + content = "" + finish_reason = None + completion_id = ''.join(random.choices(string.ascii_letters + string.digits, k=28)) + for idx, chunk in enumerate(response): + if isinstance(chunk, FinishReason): + finish_reason = chunk.reason + break + content += str(chunk) + if max_tokens is not None and idx + 1 >= max_tokens: + finish_reason = "length" + first = -1 + word = None + if stop is not None: + for word in list(stop): + first = content.find(word) + if first != -1: + content = content[:first] + break + if stream and first != -1: + first = chunk.find(word) + if first != -1: + chunk = chunk[:first] + else: + first = 0 + if first != -1: + finish_reason = "stop" + if stream: + yield ChatCompletionChunk(chunk, None, completion_id, int(time.time())) + if finish_reason is not None: + break + finish_reason = "stop" if finish_reason is None else finish_reason + if stream: + yield ChatCompletionChunk(None, finish_reason, completion_id, int(time.time())) + else: + if response_format is not None and "type" in response_format: + if response_format["type"] == "json_object": + content = read_json(content) + yield ChatCompletion(content, finish_reason, completion_id, int(time.time())) + +def iter_append_model_and_provider(response: IterResponse) -> IterResponse: + last_provider = None + for chunk in response: + last_provider = get_last_provider(True) if last_provider is None else last_provider + chunk.model = last_provider.get("model") + chunk.provider = last_provider.get("name") + yield chunk + +class Client(): + + def __init__( + self, + api_key: str = None, + proxies: Proxies = None, + provider: ProviderType = None, + image_provider: ImageProvider = None, + **kwargs + ) -> None: + self.api_key: str = api_key + self.proxies: Proxies = proxies + self.chat: Chat = Chat(self, provider) + self.images: Images = Images(self, image_provider) + + def get_proxy(self) -> Union[str, None]: + if isinstance(self.proxies, str): + return self.proxies + elif self.proxies is None: + return os.environ.get("G4F_PROXY") + elif "all" in self.proxies: + return self.proxies["all"] + elif "https" in self.proxies: + return self.proxies["https"] + +def filter_none(**kwargs): + for key in list(kwargs.keys()): + if kwargs[key] is None: + del kwargs[key] + return kwargs + +class Completions(): + def __init__(self, client: Client, provider: ProviderType = None): + self.client: Client = client + self.provider: ProviderType = provider + + def create( + self, + messages: Messages, + model: str, + provider: ProviderType = None, + stream: bool = False, + response_format: dict = None, + max_tokens: int = None, + stop: Union[list[str], str] = None, + api_key: str = None, + ignored : list[str] = None, + ignore_working: bool = False, + ignore_stream: bool = False, + **kwargs + ) -> Union[ChatCompletion, Iterator[ChatCompletionChunk]]: + model, provider = get_model_and_provider( + model, + self.provider if provider is None else provider, + stream, + ignored, + ignore_working, + ignore_stream, + **kwargs + ) + stop = [stop] if isinstance(stop, str) else stop + response = provider.create_completion( + model, messages, stream, + **filter_none( + proxy=self.client.get_proxy(), + max_tokens=max_tokens, + stop=stop, + api_key=self.client.api_key if api_key is None else api_key + ), + **kwargs + ) + response = iter_response(response, stream, response_format, max_tokens, stop) + response = iter_append_model_and_provider(response) + return response if stream else next(response) + +class Chat(): + completions: Completions + + def __init__(self, client: Client, provider: ProviderType = None): + self.completions = Completions(client, provider) + +class ImageModels(): + gemini = Gemini + openai = OpenaiChat + you = You + + def __init__(self, client: Client) -> None: + self.client = client + self.default = BingCreateImages(proxy=self.client.get_proxy()) + + def get(self, name: str, default: ImageProvider = None) -> ImageProvider: + return getattr(self, name) if hasattr(self, name) else default or self.default + +def iter_image_response(response: Iterator) -> Union[ImagesResponse, None]: + for chunk in list(response): + if isinstance(chunk, ImageProviderResponse): + return ImagesResponse([Image(image) for image in chunk.get_list()]) + +def create_image(client: Client, provider: ProviderType, prompt: str, model: str = "", **kwargs) -> Iterator: + prompt = f"create a image with: {prompt}" + return provider.create_completion( + model, + [{"role": "user", "content": prompt}], + True, + proxy=client.get_proxy(), + **kwargs + ) + +class Images(): + def __init__(self, client: Client, provider: ImageProvider = None): + self.client: Client = client + self.provider: ImageProvider = provider + self.models: ImageModels = ImageModels(client) + + def generate(self, prompt, model: str = None, **kwargs) -> ImagesResponse: + provider = self.models.get(model, self.provider) + if isinstance(provider, type) and issubclass(provider, BaseProvider): + response = create_image(self.client, provider, prompt, **kwargs) + else: + try: + response = list(provider.create(prompt)) + except (RateLimitError, MissingAuthError) as e: + # Fallback for default provider + if self.provider is None: + response = create_image(self.client, self.models.you, prompt, model or "dall-e", **kwargs) + else: + raise e + image = iter_image_response(response) + if image is None: + raise NoImageResponseError() + return image + + def create_variation(self, image: ImageType, model: str = None, **kwargs): + provider = self.models.get(model, self.provider) + result = None + if isinstance(provider, type) and issubclass(provider, BaseProvider): + response = provider.create_completion( + "", + [{"role": "user", "content": "create a image like this"}], + True, + image=image, + proxy=self.client.get_proxy(), + **kwargs + ) + for chunk in response: + if isinstance(chunk, ImageProviderResponse): + result = ([chunk.images] if isinstance(chunk.images, str) else chunk.images) + result = ImagesResponse([Image(image)for image in result]) + if result is None: + raise NoImageResponseError() + return result
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