api.py 11 KB

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  1. from __future__ import annotations
  2. import logging
  3. import os
  4. import asyncio
  5. from typing import Iterator
  6. from flask import send_from_directory
  7. from inspect import signature
  8. from ...errors import VersionNotFoundError
  9. from ...image.copy_images import copy_images, ensure_images_dir, images_dir
  10. from ...tools.run_tools import iter_run_tools
  11. from ...Provider import ProviderUtils, __providers__
  12. from ...providers.base_provider import ProviderModelMixin
  13. from ...providers.retry_provider import BaseRetryProvider
  14. from ...providers.helper import format_image_prompt
  15. from ...providers.response import *
  16. from ... import version, models
  17. from ... import ChatCompletion, get_model_and_provider
  18. from ... import debug
  19. logger = logging.getLogger(__name__)
  20. conversations: dict[dict[str, BaseConversation]] = {}
  21. class Api:
  22. @staticmethod
  23. def get_models():
  24. return [{
  25. "name": model.name,
  26. "image": isinstance(model, models.ImageModel),
  27. "vision": isinstance(model, models.VisionModel),
  28. "providers": [
  29. getattr(provider, "parent", provider.__name__)
  30. for provider in providers
  31. if provider.working
  32. ]
  33. }
  34. for model, providers in models.__models__.values()]
  35. @staticmethod
  36. def get_provider_models(provider: str, api_key: str = None, api_base: str = None):
  37. if provider in ProviderUtils.convert:
  38. provider = ProviderUtils.convert[provider]
  39. if issubclass(provider, ProviderModelMixin):
  40. if "api_key" in signature(provider.get_models).parameters:
  41. models = provider.get_models(api_key=api_key, api_base=api_base)
  42. else:
  43. models = provider.get_models()
  44. return [
  45. {
  46. "model": model,
  47. "default": model == provider.default_model,
  48. "vision": getattr(provider, "default_vision_model", None) == model or model in getattr(provider, "vision_models", []),
  49. "image": False if provider.image_models is None else model in provider.image_models,
  50. }
  51. for model in models
  52. ]
  53. return []
  54. @staticmethod
  55. def get_providers() -> dict[str, str]:
  56. return [{
  57. "name": provider.__name__,
  58. "label": provider.label if hasattr(provider, "label") else provider.__name__,
  59. "parent": getattr(provider, "parent", None),
  60. "image": bool(getattr(provider, "image_models", False)),
  61. "vision": getattr(provider, "default_vision_model", None) is not None,
  62. "nodriver": getattr(provider, "use_nodriver", False),
  63. "auth": provider.needs_auth,
  64. "login_url": getattr(provider, "login_url", None),
  65. } for provider in __providers__ if provider.working]
  66. @staticmethod
  67. def get_version() -> dict:
  68. try:
  69. current_version = version.utils.current_version
  70. except VersionNotFoundError:
  71. current_version = None
  72. return {
  73. "version": current_version,
  74. "latest_version": version.utils.latest_version,
  75. }
  76. def serve_images(self, name):
  77. ensure_images_dir()
  78. return send_from_directory(os.path.abspath(images_dir), name)
  79. def _prepare_conversation_kwargs(self, json_data: dict, kwargs: dict):
  80. model = json_data.get('model')
  81. provider = json_data.get('provider')
  82. messages = json_data.get('messages')
  83. api_key = json_data.get("api_key")
  84. if api_key:
  85. kwargs["api_key"] = api_key
  86. api_base = json_data.get("api_base")
  87. if api_base:
  88. kwargs["api_base"] = api_base
  89. kwargs["tool_calls"] = [{
  90. "function": {
  91. "name": "bucket_tool"
  92. },
  93. "type": "function"
  94. }]
  95. web_search = json_data.get('web_search')
  96. if web_search:
  97. kwargs["web_search"] = web_search
  98. action = json_data.get('action')
  99. if action == "continue":
  100. kwargs["tool_calls"].append({
  101. "function": {
  102. "name": "continue_tool"
  103. },
  104. "type": "function"
  105. })
  106. conversation = json_data.get("conversation")
  107. if conversation is not None:
  108. kwargs["conversation"] = JsonConversation(**conversation)
  109. else:
  110. conversation_id = json_data.get("conversation_id")
  111. if conversation_id and provider:
  112. if provider in conversations and conversation_id in conversations[provider]:
  113. kwargs["conversation"] = conversations[provider][conversation_id]
  114. if json_data.get("ignored"):
  115. kwargs["ignored"] = json_data["ignored"]
  116. if json_data.get("action"):
  117. kwargs["action"] = json_data["action"]
  118. return {
  119. "model": model,
  120. "provider": provider,
  121. "messages": messages,
  122. "stream": True,
  123. "ignore_stream": True,
  124. "return_conversation": True,
  125. **kwargs
  126. }
  127. def _create_response_stream(self, kwargs: dict, conversation_id: str, provider: str, download_images: bool = True) -> Iterator:
  128. def decorated_log(text: str):
  129. debug.logs.append(text)
  130. if debug.logging:
  131. debug.log_handler(text)
  132. debug.log = decorated_log
  133. proxy = os.environ.get("G4F_PROXY")
  134. provider = kwargs.get("provider")
  135. try:
  136. model, provider_handler = get_model_and_provider(
  137. kwargs.get("model"), provider,
  138. stream=True,
  139. ignore_stream=True,
  140. logging=False,
  141. has_images="images" in kwargs,
  142. )
  143. except Exception as e:
  144. logger.exception(e)
  145. yield self._format_json('error', type(e).__name__, message=get_error_message(e))
  146. return
  147. if not isinstance(provider_handler, BaseRetryProvider):
  148. if not provider:
  149. provider = provider_handler.__name__
  150. yield self.handle_provider(provider_handler, model)
  151. if hasattr(provider_handler, "get_parameters"):
  152. yield self._format_json("parameters", provider_handler.get_parameters(as_json=True))
  153. try:
  154. result = iter_run_tools(ChatCompletion.create, **{**kwargs, "model": model, "provider": provider_handler})
  155. for chunk in result:
  156. if isinstance(chunk, ProviderInfo):
  157. yield self.handle_provider(chunk, model)
  158. provider = chunk.name
  159. elif isinstance(chunk, BaseConversation):
  160. if provider is not None:
  161. if provider not in conversations:
  162. conversations[provider] = {}
  163. conversations[provider][conversation_id] = chunk
  164. if isinstance(chunk, JsonConversation):
  165. yield self._format_json("conversation", {
  166. provider: chunk.get_dict()
  167. })
  168. else:
  169. yield self._format_json("conversation_id", conversation_id)
  170. elif isinstance(chunk, Exception):
  171. logger.exception(chunk)
  172. yield self._format_json('message', get_error_message(chunk), error=type(chunk).__name__)
  173. elif isinstance(chunk, PreviewResponse):
  174. yield self._format_json("preview", chunk.to_string())
  175. elif isinstance(chunk, ImagePreview):
  176. yield self._format_json("preview", chunk.to_string(), images=chunk.images, alt=chunk.alt)
  177. elif isinstance(chunk, ImageResponse):
  178. images = chunk
  179. if download_images or chunk.get("cookies"):
  180. chunk.alt = chunk.alt or format_image_prompt(kwargs.get("messages"))
  181. images = asyncio.run(copy_images(chunk.get_list(), chunk.get("cookies"), proxy=proxy, alt=chunk.alt))
  182. images = ImageResponse(images, chunk.alt)
  183. yield self._format_json("content", str(images), images=chunk.get_list(), alt=chunk.alt)
  184. elif isinstance(chunk, SynthesizeData):
  185. yield self._format_json("synthesize", chunk.get_dict())
  186. elif isinstance(chunk, TitleGeneration):
  187. yield self._format_json("title", chunk.title)
  188. elif isinstance(chunk, RequestLogin):
  189. yield self._format_json("login", str(chunk))
  190. elif isinstance(chunk, Parameters):
  191. yield self._format_json("parameters", chunk.get_dict())
  192. elif isinstance(chunk, FinishReason):
  193. yield self._format_json("finish", chunk.get_dict())
  194. elif isinstance(chunk, Usage):
  195. yield self._format_json("usage", chunk.get_dict())
  196. elif isinstance(chunk, Reasoning):
  197. yield self._format_json("reasoning", **chunk.get_dict())
  198. elif isinstance(chunk, DebugResponse):
  199. yield self._format_json("log", chunk.log)
  200. elif isinstance(chunk, RawResponse):
  201. yield self._format_json(chunk.type, **chunk.get_dict())
  202. else:
  203. yield self._format_json("content", str(chunk))
  204. if debug.logs:
  205. for log in debug.logs:
  206. yield self._format_json("log", str(log))
  207. debug.logs = []
  208. except Exception as e:
  209. logger.exception(e)
  210. if debug.logging:
  211. debug.log_handler(get_error_message(e))
  212. if debug.logs:
  213. for log in debug.logs:
  214. yield self._format_json("log", str(log))
  215. debug.logs = []
  216. yield self._format_json('error', type(e).__name__, message=get_error_message(e))
  217. def _format_json(self, response_type: str, content = None, **kwargs):
  218. if content is not None and isinstance(response_type, str):
  219. return {
  220. 'type': response_type,
  221. response_type: content,
  222. **kwargs
  223. }
  224. return {
  225. 'type': response_type,
  226. **kwargs
  227. }
  228. def handle_provider(self, provider_handler, model):
  229. if isinstance(provider_handler, BaseRetryProvider) and provider_handler.last_provider is not None:
  230. provider_handler = provider_handler.last_provider
  231. if model:
  232. return self._format_json("provider", {**provider_handler.get_dict(), "model": model})
  233. return self._format_json("provider", provider_handler.get_dict())
  234. def get_error_message(exception: Exception) -> str:
  235. return f"{type(exception).__name__}: {exception}"