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import logging |
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import json |
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from flask import request, Flask |
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from typing import Generator |
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from g4f import version, models |
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from g4f import _all_models, get_last_provider, ChatCompletion |
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from g4f.image import is_allowed_extension, to_image |
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from g4f.errors import VersionNotFoundError |
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from g4f.Provider import __providers__ |
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from g4f.Provider.bing.create_images import patch_provider |
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from .internet import get_search_message |
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class Backend_Api: |
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""" |
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Handles various endpoints in a Flask application for backend operations. |
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This class provides methods to interact with models, providers, and to handle |
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various functionalities like conversations, error handling, and version management. |
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Attributes: |
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app (Flask): A Flask application instance. |
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routes (dict): A dictionary mapping API endpoints to their respective handlers. |
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""" |
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def __init__(self, app: Flask) -> None: |
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""" |
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Initialize the backend API with the given Flask application. |
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Args: |
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app (Flask): Flask application instance to attach routes to. |
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""" |
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self.app: Flask = app |
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self.routes = { |
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'/backend-api/v2/models': { |
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'function': self.get_models, |
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'methods': ['GET'] |
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}, |
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'/backend-api/v2/providers': { |
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'function': self.get_providers, |
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'methods': ['GET'] |
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}, |
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'/backend-api/v2/version': { |
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'function': self.get_version, |
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'methods': ['GET'] |
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}, |
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'/backend-api/v2/conversation': { |
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'function': self.handle_conversation, |
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'methods': ['POST'] |
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}, |
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'/backend-api/v2/gen.set.summarize:title': { |
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'function': self.generate_title, |
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'methods': ['POST'] |
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}, |
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'/backend-api/v2/error': { |
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'function': self.handle_error, |
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'methods': ['POST'] |
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} |
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} |
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def handle_error(self): |
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""" |
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Initialize the backend API with the given Flask application. |
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Args: |
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app (Flask): Flask application instance to attach routes to. |
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""" |
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print(request.json) |
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return 'ok', 200 |
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def get_models(self): |
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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 _all_models |
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def get_providers(self): |
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""" |
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Return a list of all working providers. |
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""" |
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return [provider.__name__ for provider in __providers__ if provider.working] |
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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.get_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 handle_conversation(self): |
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""" |
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Handles conversation requests and streams responses back. |
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Returns: |
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Response: A Flask response object for streaming. |
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""" |
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kwargs = self._prepare_conversation_kwargs() |
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return self.app.response_class( |
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self._create_response_stream(kwargs), |
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mimetype='text/event-stream' |
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) |
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def _prepare_conversation_kwargs(self): |
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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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kwargs = {} |
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if 'image' in request.files: |
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file = request.files['image'] |
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if file.filename != '' and is_allowed_extension(file.filename): |
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kwargs['image'] = to_image(file.stream) |
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if 'json' in request.form: |
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json_data = json.loads(request.form['json']) |
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else: |
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json_data = request.json |
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provider = json_data.get('provider', '').replace('g4f.Provider.', '') |
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provider = provider if provider and provider != "Auto" else None |
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if provider == 'OpenaiChat': |
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kwargs['auto_continue'] = True |
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messages = json_data['messages'] |
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if json_data.get('web_search'): |
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if provider == "Bing": |
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kwargs['web_search'] = True |
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else: |
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messages[-1]["content"] = get_search_message(messages[-1]["content"]) |
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model = json_data.get('model') |
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model = model if model else models.default |
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patch = patch_provider if json_data.get('patch_provider') else None |
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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_and_auth": True, |
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"patch_provider": patch, |
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**kwargs |
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} |
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def _create_response_stream(self, kwargs) -> Generator[str, None, None]: |
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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, 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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else: |
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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) -> str: |
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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 json.dumps({ |
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'type': response_type, |
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response_type: content |
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}) + "\n" |
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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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return f"{get_last_provider().__name__}: {type(exception).__name__}: {exception}" |