tool.py 14 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236237238239240241242243244245246247248249250251252253254255256257258259260261262263264265266267268269270271272273274275276277278279280281282283284285286287288289290291292293294295296297298299300301302303304305306307308309310311312313314315316317318319320321322323324325326327328329330331332333334335336337338339340341342343344345346347348349350351352353354355356357358359360361362363364365366367368369370371372373374375376377378379380381382383384385386387388389
  1. from abc import ABC, abstractmethod
  2. from enum import Enum
  3. from typing import Any, Optional, Union
  4. from pydantic import BaseModel, validator
  5. from core.app.entities.app_invoke_entities import InvokeFrom
  6. from core.file.file_obj import FileVar
  7. from core.tools.entities.tool_entities import (
  8. ToolDescription,
  9. ToolIdentity,
  10. ToolInvokeFrom,
  11. ToolInvokeMessage,
  12. ToolParameter,
  13. ToolProviderType,
  14. ToolRuntimeImageVariable,
  15. ToolRuntimeVariable,
  16. ToolRuntimeVariablePool,
  17. )
  18. from core.tools.tool_file_manager import ToolFileManager
  19. class Tool(BaseModel, ABC):
  20. identity: ToolIdentity = None
  21. parameters: Optional[list[ToolParameter]] = None
  22. description: ToolDescription = None
  23. is_team_authorization: bool = False
  24. @validator('parameters', pre=True, always=True)
  25. def set_parameters(cls, v, values):
  26. return v or []
  27. class Runtime(BaseModel):
  28. """
  29. Meta data of a tool call processing
  30. """
  31. def __init__(self, **data: Any):
  32. super().__init__(**data)
  33. if not self.runtime_parameters:
  34. self.runtime_parameters = {}
  35. tenant_id: str = None
  36. tool_id: str = None
  37. invoke_from: InvokeFrom = None
  38. tool_invoke_from: ToolInvokeFrom = None
  39. credentials: dict[str, Any] = None
  40. runtime_parameters: dict[str, Any] = None
  41. runtime: Runtime = None
  42. variables: ToolRuntimeVariablePool = None
  43. def __init__(self, **data: Any):
  44. super().__init__(**data)
  45. class VARIABLE_KEY(Enum):
  46. IMAGE = 'image'
  47. def fork_tool_runtime(self, runtime: dict[str, Any]) -> 'Tool':
  48. """
  49. fork a new tool with meta data
  50. :param meta: the meta data of a tool call processing, tenant_id is required
  51. :return: the new tool
  52. """
  53. return self.__class__(
  54. identity=self.identity.copy() if self.identity else None,
  55. parameters=self.parameters.copy() if self.parameters else None,
  56. description=self.description.copy() if self.description else None,
  57. runtime=Tool.Runtime(**runtime),
  58. )
  59. @abstractmethod
  60. def tool_provider_type(self) -> ToolProviderType:
  61. """
  62. get the tool provider type
  63. :return: the tool provider type
  64. """
  65. def load_variables(self, variables: ToolRuntimeVariablePool):
  66. """
  67. load variables from database
  68. :param conversation_id: the conversation id
  69. """
  70. self.variables = variables
  71. def set_image_variable(self, variable_name: str, image_key: str) -> None:
  72. """
  73. set an image variable
  74. """
  75. if not self.variables:
  76. return
  77. self.variables.set_file(self.identity.name, variable_name, image_key)
  78. def set_text_variable(self, variable_name: str, text: str) -> None:
  79. """
  80. set a text variable
  81. """
  82. if not self.variables:
  83. return
  84. self.variables.set_text(self.identity.name, variable_name, text)
  85. def get_variable(self, name: Union[str, Enum]) -> Optional[ToolRuntimeVariable]:
  86. """
  87. get a variable
  88. :param name: the name of the variable
  89. :return: the variable
  90. """
  91. if not self.variables:
  92. return None
  93. if isinstance(name, Enum):
  94. name = name.value
  95. for variable in self.variables.pool:
  96. if variable.name == name:
  97. return variable
  98. return None
  99. def get_default_image_variable(self) -> Optional[ToolRuntimeVariable]:
  100. """
  101. get the default image variable
  102. :return: the image variable
  103. """
  104. if not self.variables:
  105. return None
  106. return self.get_variable(self.VARIABLE_KEY.IMAGE)
  107. def get_variable_file(self, name: Union[str, Enum]) -> Optional[bytes]:
  108. """
  109. get a variable file
  110. :param name: the name of the variable
  111. :return: the variable file
  112. """
  113. variable = self.get_variable(name)
  114. if not variable:
  115. return None
  116. if not isinstance(variable, ToolRuntimeImageVariable):
  117. return None
  118. message_file_id = variable.value
  119. # get file binary
  120. file_binary = ToolFileManager.get_file_binary_by_message_file_id(message_file_id)
  121. if not file_binary:
  122. return None
  123. return file_binary[0]
  124. def list_variables(self) -> list[ToolRuntimeVariable]:
  125. """
  126. list all variables
  127. :return: the variables
  128. """
  129. if not self.variables:
  130. return []
  131. return self.variables.pool
  132. def list_default_image_variables(self) -> list[ToolRuntimeVariable]:
  133. """
  134. list all image variables
  135. :return: the image variables
  136. """
  137. if not self.variables:
  138. return []
  139. result = []
  140. for variable in self.variables.pool:
  141. if variable.name.startswith(self.VARIABLE_KEY.IMAGE.value):
  142. result.append(variable)
  143. return result
  144. def invoke(self, user_id: str, tool_parameters: dict[str, Any]) -> list[ToolInvokeMessage]:
  145. # update tool_parameters
  146. if self.runtime.runtime_parameters:
  147. tool_parameters.update(self.runtime.runtime_parameters)
  148. # try parse tool parameters into the correct type
  149. tool_parameters = self._transform_tool_parameters_type(tool_parameters)
  150. result = self._invoke(
  151. user_id=user_id,
  152. tool_parameters=tool_parameters,
  153. )
  154. if not isinstance(result, list):
  155. result = [result]
  156. return result
  157. def _convert_tool_response_to_str(self, tool_response: list[ToolInvokeMessage]) -> str:
  158. """
  159. Handle tool response
  160. """
  161. result = ''
  162. for response in tool_response:
  163. if response.type == ToolInvokeMessage.MessageType.TEXT:
  164. result += response.message
  165. elif response.type == ToolInvokeMessage.MessageType.LINK:
  166. result += f"result link: {response.message}. please tell user to check it. \n"
  167. elif response.type == ToolInvokeMessage.MessageType.IMAGE_LINK or \
  168. response.type == ToolInvokeMessage.MessageType.IMAGE:
  169. result += "image has been created and sent to user already, you do not need to create it, just tell the user to check it now. \n"
  170. elif response.type == ToolInvokeMessage.MessageType.BLOB:
  171. if len(response.message) > 114:
  172. result += str(response.message[:114]) + '...'
  173. else:
  174. result += str(response.message)
  175. else:
  176. result += f"tool response: {response.message}. \n"
  177. return result
  178. def _transform_tool_parameters_type(self, tool_parameters: dict[str, Any]) -> dict[str, Any]:
  179. """
  180. Transform tool parameters type
  181. """
  182. for parameter in self.parameters:
  183. if parameter.name in tool_parameters:
  184. if parameter.type in [
  185. ToolParameter.ToolParameterType.SECRET_INPUT,
  186. ToolParameter.ToolParameterType.STRING,
  187. ToolParameter.ToolParameterType.SELECT,
  188. ] and not isinstance(tool_parameters[parameter.name], str):
  189. if tool_parameters[parameter.name] is None:
  190. tool_parameters[parameter.name] = ''
  191. else:
  192. tool_parameters[parameter.name] = str(tool_parameters[parameter.name])
  193. elif parameter.type == ToolParameter.ToolParameterType.NUMBER \
  194. and not isinstance(tool_parameters[parameter.name], int | float):
  195. if isinstance(tool_parameters[parameter.name], str):
  196. try:
  197. tool_parameters[parameter.name] = int(tool_parameters[parameter.name])
  198. except ValueError:
  199. tool_parameters[parameter.name] = float(tool_parameters[parameter.name])
  200. elif isinstance(tool_parameters[parameter.name], bool):
  201. tool_parameters[parameter.name] = int(tool_parameters[parameter.name])
  202. elif tool_parameters[parameter.name] is None:
  203. tool_parameters[parameter.name] = 0
  204. elif parameter.type == ToolParameter.ToolParameterType.BOOLEAN:
  205. if not isinstance(tool_parameters[parameter.name], bool):
  206. # check if it is a string
  207. if isinstance(tool_parameters[parameter.name], str):
  208. # check true false
  209. if tool_parameters[parameter.name].lower() in ['true', 'false']:
  210. tool_parameters[parameter.name] = tool_parameters[parameter.name].lower() == 'true'
  211. # check 1 0
  212. elif tool_parameters[parameter.name] in ['1', '0']:
  213. tool_parameters[parameter.name] = tool_parameters[parameter.name] == '1'
  214. else:
  215. tool_parameters[parameter.name] = bool(tool_parameters[parameter.name])
  216. elif isinstance(tool_parameters[parameter.name], int | float):
  217. tool_parameters[parameter.name] = tool_parameters[parameter.name] != 0
  218. else:
  219. tool_parameters[parameter.name] = bool(tool_parameters[parameter.name])
  220. return tool_parameters
  221. @abstractmethod
  222. def _invoke(self, user_id: str, tool_parameters: dict[str, Any]) -> Union[ToolInvokeMessage, list[ToolInvokeMessage]]:
  223. pass
  224. def validate_credentials(self, credentials: dict[str, Any], parameters: dict[str, Any]) -> None:
  225. """
  226. validate the credentials
  227. :param credentials: the credentials
  228. :param parameters: the parameters
  229. """
  230. pass
  231. def get_runtime_parameters(self) -> list[ToolParameter]:
  232. """
  233. get the runtime parameters
  234. interface for developer to dynamic change the parameters of a tool depends on the variables pool
  235. :return: the runtime parameters
  236. """
  237. return self.parameters
  238. def get_all_runtime_parameters(self) -> list[ToolParameter]:
  239. """
  240. get all runtime parameters
  241. :return: all runtime parameters
  242. """
  243. parameters = self.parameters or []
  244. parameters = parameters.copy()
  245. user_parameters = self.get_runtime_parameters() or []
  246. user_parameters = user_parameters.copy()
  247. # override parameters
  248. for parameter in user_parameters:
  249. # check if parameter in tool parameters
  250. found = False
  251. for tool_parameter in parameters:
  252. if tool_parameter.name == parameter.name:
  253. found = True
  254. break
  255. if found:
  256. # override parameter
  257. tool_parameter.type = parameter.type
  258. tool_parameter.form = parameter.form
  259. tool_parameter.required = parameter.required
  260. tool_parameter.default = parameter.default
  261. tool_parameter.options = parameter.options
  262. tool_parameter.llm_description = parameter.llm_description
  263. else:
  264. # add new parameter
  265. parameters.append(parameter)
  266. return parameters
  267. def is_tool_available(self) -> bool:
  268. """
  269. check if the tool is available
  270. :return: if the tool is available
  271. """
  272. return True
  273. def create_image_message(self, image: str, save_as: str = '') -> ToolInvokeMessage:
  274. """
  275. create an image message
  276. :param image: the url of the image
  277. :return: the image message
  278. """
  279. return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.IMAGE,
  280. message=image,
  281. save_as=save_as)
  282. def create_file_var_message(self, file_var: FileVar) -> ToolInvokeMessage:
  283. return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.FILE_VAR,
  284. message='',
  285. meta={
  286. 'file_var': file_var
  287. },
  288. save_as='')
  289. def create_link_message(self, link: str, save_as: str = '') -> ToolInvokeMessage:
  290. """
  291. create a link message
  292. :param link: the url of the link
  293. :return: the link message
  294. """
  295. return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.LINK,
  296. message=link,
  297. save_as=save_as)
  298. def create_text_message(self, text: str, save_as: str = '') -> ToolInvokeMessage:
  299. """
  300. create a text message
  301. :param text: the text
  302. :return: the text message
  303. """
  304. return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.TEXT,
  305. message=text,
  306. save_as=save_as
  307. )
  308. def create_blob_message(self, blob: bytes, meta: dict = None, save_as: str = '') -> ToolInvokeMessage:
  309. """
  310. create a blob message
  311. :param blob: the blob
  312. :return: the blob message
  313. """
  314. return ToolInvokeMessage(type=ToolInvokeMessage.MessageType.BLOB,
  315. message=blob, meta=meta,
  316. save_as=save_as
  317. )