2024-03-19 20:48:32 +03:00
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from __future__ import annotations
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2024-03-16 12:48:37 +03:00
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import logging
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import json
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from typing import Iterator
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from g4f import version, models
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from g4f import get_last_provider, ChatCompletion
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from g4f.errors import VersionNotFoundError
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2024-04-21 08:22:59 +03:00
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from g4f.image import ImagePreview
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2024-03-16 12:48:37 +03:00
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from g4f.Provider import ProviderType, __providers__, __map__
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from g4f.providers.base_provider import ProviderModelMixin, FinishReason
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2024-03-26 08:42:47 +03:00
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from g4f.providers.conversation import BaseConversation
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2024-03-16 20:07:53 +03:00
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2024-03-28 13:36:25 +03:00
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conversations: dict[dict[str, BaseConversation]] = {}
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class Api():
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def get_models(self) -> list[str]:
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"""
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Return a list of all models.
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Fetches and returns a list of all available models in the system.
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Returns:
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List[str]: A list of model names.
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"""
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return models._all_models
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def get_provider_models(self, provider: str) -> list[dict]:
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if provider in __map__:
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provider: ProviderType = __map__[provider]
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if issubclass(provider, ProviderModelMixin):
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return [{"model": model, "default": model == provider.default_model} for model in provider.get_models()]
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elif provider.supports_gpt_35_turbo or provider.supports_gpt_4:
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return [
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*([{"model": "gpt-4", "default": not provider.supports_gpt_4}] if provider.supports_gpt_4 else []),
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*([{"model": "gpt-3.5-turbo", "default": not provider.supports_gpt_4}] if provider.supports_gpt_35_turbo else [])
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]
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else:
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return [];
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def get_providers(self) -> list[str]:
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"""
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Return a list of all working providers.
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"""
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2024-04-12 21:58:40 +03:00
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return {
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provider.__name__: (provider.label
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if hasattr(provider, "label")
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else provider.__name__) +
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(" (WebDriver)"
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if "webdriver" in provider.get_parameters()
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else "") +
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(" (Auth)"
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if provider.needs_auth
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else "")
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for provider in __providers__
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if provider.working
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}
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def get_version(self):
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"""
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Returns the current and latest version of the application.
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Returns:
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dict: A dictionary containing the current and latest version.
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"""
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try:
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current_version = version.utils.current_version
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except VersionNotFoundError:
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current_version = None
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return {
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"version": current_version,
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"latest_version": version.utils.latest_version,
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}
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def generate_title(self):
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"""
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Generates and returns a title based on the request data.
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Returns:
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dict: A dictionary with the generated title.
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"""
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return {'title': ''}
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def _prepare_conversation_kwargs(self, json_data: dict, kwargs: dict):
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"""
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Prepares arguments for chat completion based on the request data.
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Reads the request and prepares the necessary arguments for handling
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a chat completion request.
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Returns:
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dict: Arguments prepared for chat completion.
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"""
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model = json_data.get('model') or models.default
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provider = json_data.get('provider')
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messages = json_data['messages']
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api_key = json_data.get("api_key")
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if api_key is not None:
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kwargs["api_key"] = api_key
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if json_data.get('web_search'):
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if provider in ("Bing", "HuggingChat"):
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kwargs['web_search'] = True
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else:
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from .internet import get_search_message
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messages[-1]["content"] = get_search_message(messages[-1]["content"])
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conversation_id = json_data.get("conversation_id")
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if conversation_id and provider in conversations and conversation_id in conversations[provider]:
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kwargs["conversation"] = conversations[provider][conversation_id]
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return {
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"model": model,
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"provider": provider,
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"messages": messages,
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"stream": True,
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"ignore_stream": True,
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"return_conversation": True,
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**kwargs
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}
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def _create_response_stream(self, kwargs: dict, conversation_id: str, provider: str) -> Iterator:
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"""
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Creates and returns a streaming response for the conversation.
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Args:
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kwargs (dict): Arguments for creating the chat completion.
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Yields:
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str: JSON formatted response chunks for the stream.
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Raises:
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Exception: If an error occurs during the streaming process.
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"""
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try:
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first = True
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for chunk in ChatCompletion.create(**kwargs):
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if first:
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first = False
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yield self._format_json("provider", get_last_provider(True))
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if isinstance(chunk, BaseConversation):
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if provider not in conversations:
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conversations[provider] = {}
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conversations[provider][conversation_id] = chunk
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yield self._format_json("conversation", conversation_id)
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elif isinstance(chunk, Exception):
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logging.exception(chunk)
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yield self._format_json("message", get_error_message(chunk))
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elif isinstance(chunk, ImagePreview):
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yield self._format_json("preview", chunk.to_string())
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elif not isinstance(chunk, FinishReason):
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yield self._format_json("content", str(chunk))
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except Exception as e:
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logging.exception(e)
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yield self._format_json('error', get_error_message(e))
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def _format_json(self, response_type: str, content):
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"""
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Formats and returns a JSON response.
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Args:
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response_type (str): The type of the response.
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content: The content to be included in the response.
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Returns:
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str: A JSON formatted string.
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"""
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return {
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'type': response_type,
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response_type: content
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}
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def get_error_message(exception: Exception) -> str:
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"""
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Generates a formatted error message from an exception.
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Args:
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exception (Exception): The exception to format.
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Returns:
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str: A formatted error message string.
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"""
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2024-04-07 11:36:13 +03:00
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message = f"{type(exception).__name__}: {exception}"
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provider = get_last_provider()
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if provider is None:
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return message
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return f"{provider.__name__}: {message}"
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