tool.py 14 KB

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  1. import json
  2. from collections.abc import Generator
  3. from os import getenv
  4. from typing import Any, Optional
  5. from urllib.parse import urlencode
  6. import httpx
  7. from core.file.file_manager import download
  8. from core.helper import ssrf_proxy
  9. from core.tools.__base.tool import Tool
  10. from core.tools.__base.tool_runtime import ToolRuntime
  11. from core.tools.entities.tool_bundle import ApiToolBundle
  12. from core.tools.entities.tool_entities import ToolEntity, ToolInvokeMessage, ToolProviderType
  13. from core.tools.errors import ToolInvokeError, ToolParameterValidationError, ToolProviderCredentialValidationError
  14. API_TOOL_DEFAULT_TIMEOUT = (
  15. int(getenv("API_TOOL_DEFAULT_CONNECT_TIMEOUT", "10")),
  16. int(getenv("API_TOOL_DEFAULT_READ_TIMEOUT", "60")),
  17. )
  18. class ApiTool(Tool):
  19. api_bundle: ApiToolBundle
  20. provider_id: str
  21. """
  22. Api tool
  23. """
  24. def __init__(self, entity: ToolEntity, api_bundle: ApiToolBundle, runtime: ToolRuntime, provider_id: str):
  25. super().__init__(entity, runtime)
  26. self.api_bundle = api_bundle
  27. self.provider_id = provider_id
  28. def fork_tool_runtime(self, runtime: ToolRuntime):
  29. """
  30. fork a new tool with meta data
  31. :param meta: the meta data of a tool call processing, tenant_id is required
  32. :return: the new tool
  33. """
  34. if self.api_bundle is None:
  35. raise ValueError("api_bundle is required")
  36. return self.__class__(
  37. entity=self.entity,
  38. api_bundle=self.api_bundle.model_copy(),
  39. runtime=runtime,
  40. provider_id=self.provider_id,
  41. )
  42. def validate_credentials(
  43. self, credentials: dict[str, Any], parameters: dict[str, Any], format_only: bool = False
  44. ) -> str:
  45. """
  46. validate the credentials for Api tool
  47. """
  48. # assemble validate request and request parameters
  49. headers = self.assembling_request(parameters)
  50. if format_only:
  51. return ""
  52. response = self.do_http_request(self.api_bundle.server_url, self.api_bundle.method, headers, parameters)
  53. # validate response
  54. return self.validate_and_parse_response(response)
  55. def tool_provider_type(self) -> ToolProviderType:
  56. return ToolProviderType.API
  57. def assembling_request(self, parameters: dict[str, Any]) -> dict[str, Any]:
  58. if self.runtime is None:
  59. raise ToolProviderCredentialValidationError("runtime not initialized")
  60. headers = {}
  61. if self.runtime is None:
  62. raise ValueError("runtime is required")
  63. credentials = self.runtime.credentials or {}
  64. if "auth_type" not in credentials:
  65. raise ToolProviderCredentialValidationError("Missing auth_type")
  66. if credentials["auth_type"] == "api_key":
  67. api_key_header = "api_key"
  68. if "api_key_header" in credentials:
  69. api_key_header = credentials["api_key_header"]
  70. if "api_key_value" not in credentials:
  71. raise ToolProviderCredentialValidationError("Missing api_key_value")
  72. elif not isinstance(credentials["api_key_value"], str):
  73. raise ToolProviderCredentialValidationError("api_key_value must be a string")
  74. if "api_key_header_prefix" in credentials:
  75. api_key_header_prefix = credentials["api_key_header_prefix"]
  76. if api_key_header_prefix == "basic" and credentials["api_key_value"]:
  77. credentials["api_key_value"] = f'Basic {credentials["api_key_value"]}'
  78. elif api_key_header_prefix == "bearer" and credentials["api_key_value"]:
  79. credentials["api_key_value"] = f'Bearer {credentials["api_key_value"]}'
  80. elif api_key_header_prefix == "custom":
  81. pass
  82. headers[api_key_header] = credentials["api_key_value"]
  83. needed_parameters = [parameter for parameter in (self.api_bundle.parameters or []) if parameter.required]
  84. for parameter in needed_parameters:
  85. if parameter.required and parameter.name not in parameters:
  86. raise ToolParameterValidationError(f"Missing required parameter {parameter.name}")
  87. if parameter.default is not None and parameter.name not in parameters:
  88. parameters[parameter.name] = parameter.default
  89. return headers
  90. def validate_and_parse_response(self, response: httpx.Response) -> str:
  91. """
  92. validate the response
  93. """
  94. if isinstance(response, httpx.Response):
  95. if response.status_code >= 400:
  96. raise ToolInvokeError(f"Request failed with status code {response.status_code} and {response.text}")
  97. if not response.content:
  98. return "Empty response from the tool, please check your parameters and try again."
  99. try:
  100. response = response.json()
  101. try:
  102. return json.dumps(response, ensure_ascii=False)
  103. except Exception:
  104. return json.dumps(response)
  105. except Exception:
  106. return response.text
  107. else:
  108. raise ValueError(f"Invalid response type {type(response)}")
  109. @staticmethod
  110. def get_parameter_value(parameter, parameters):
  111. if parameter["name"] in parameters:
  112. return parameters[parameter["name"]]
  113. elif parameter.get("required", False):
  114. raise ToolParameterValidationError(f"Missing required parameter {parameter['name']}")
  115. else:
  116. return (parameter.get("schema", {}) or {}).get("default", "")
  117. def do_http_request(
  118. self, url: str, method: str, headers: dict[str, Any], parameters: dict[str, Any]
  119. ) -> httpx.Response:
  120. """
  121. do http request depending on api bundle
  122. """
  123. method = method.lower()
  124. params = {}
  125. path_params = {}
  126. # FIXME: body should be a dict[str, Any] but it changed a lot in this function
  127. body: Any = {}
  128. cookies = {}
  129. files = []
  130. # check parameters
  131. for parameter in self.api_bundle.openapi.get("parameters", []):
  132. value = self.get_parameter_value(parameter, parameters)
  133. if parameter["in"] == "path":
  134. path_params[parameter["name"]] = value
  135. elif parameter["in"] == "query":
  136. if value != "":
  137. params[parameter["name"]] = value
  138. elif parameter["in"] == "cookie":
  139. cookies[parameter["name"]] = value
  140. elif parameter["in"] == "header":
  141. headers[parameter["name"]] = value
  142. # check if there is a request body and handle it
  143. if "requestBody" in self.api_bundle.openapi and self.api_bundle.openapi["requestBody"] is not None:
  144. # handle json request body
  145. if "content" in self.api_bundle.openapi["requestBody"]:
  146. for content_type in self.api_bundle.openapi["requestBody"]["content"]:
  147. headers["Content-Type"] = content_type
  148. body_schema = self.api_bundle.openapi["requestBody"]["content"][content_type]["schema"]
  149. required = body_schema.get("required", [])
  150. properties = body_schema.get("properties", {})
  151. for name, property in properties.items():
  152. if name in parameters:
  153. if property.get("format") == "binary":
  154. f = parameters[name]
  155. files.append((name, (f.filename, download(f), f.mime_type)))
  156. else:
  157. # convert type
  158. body[name] = self._convert_body_property_type(property, parameters[name])
  159. elif name in required:
  160. raise ToolParameterValidationError(
  161. f"Missing required parameter {name} in operation {self.api_bundle.operation_id}"
  162. )
  163. elif "default" in property:
  164. body[name] = property["default"]
  165. else:
  166. body[name] = None
  167. break
  168. # replace path parameters
  169. for name, value in path_params.items():
  170. url = url.replace(f"{{{name}}}", f"{value}")
  171. # parse http body data if needed
  172. if "Content-Type" in headers:
  173. if headers["Content-Type"] == "application/json":
  174. body = json.dumps(body)
  175. elif headers["Content-Type"] == "application/x-www-form-urlencoded":
  176. body = urlencode(body)
  177. else:
  178. body = body
  179. if method in {
  180. "get",
  181. "head",
  182. "post",
  183. "put",
  184. "delete",
  185. "patch",
  186. "options",
  187. "GET",
  188. "POST",
  189. "PUT",
  190. "PATCH",
  191. "DELETE",
  192. "HEAD",
  193. "OPTIONS",
  194. }:
  195. response: httpx.Response = getattr(ssrf_proxy, method.lower())(
  196. url,
  197. params=params,
  198. headers=headers,
  199. cookies=cookies,
  200. data=body,
  201. files=files,
  202. timeout=API_TOOL_DEFAULT_TIMEOUT,
  203. follow_redirects=True,
  204. )
  205. return response
  206. else:
  207. raise ValueError(f"Invalid http method {method}")
  208. def _convert_body_property_any_of(
  209. self, property: dict[str, Any], value: Any, any_of: list[dict[str, Any]], max_recursive=10
  210. ) -> Any:
  211. if max_recursive <= 0:
  212. raise Exception("Max recursion depth reached")
  213. for option in any_of or []:
  214. try:
  215. if "type" in option:
  216. # Attempt to convert the value based on the type.
  217. if option["type"] == "integer" or option["type"] == "int":
  218. return int(value)
  219. elif option["type"] == "number":
  220. if "." in str(value):
  221. return float(value)
  222. else:
  223. return int(value)
  224. elif option["type"] == "string":
  225. return str(value)
  226. elif option["type"] == "boolean":
  227. if str(value).lower() in {"true", "1"}:
  228. return True
  229. elif str(value).lower() in {"false", "0"}:
  230. return False
  231. else:
  232. continue # Not a boolean, try next option
  233. elif option["type"] == "null" and not value:
  234. return None
  235. else:
  236. continue # Unsupported type, try next option
  237. elif "anyOf" in option and isinstance(option["anyOf"], list):
  238. # Recursive call to handle nested anyOf
  239. return self._convert_body_property_any_of(property, value, option["anyOf"], max_recursive - 1)
  240. except ValueError:
  241. continue # Conversion failed, try next option
  242. # If no option succeeded, you might want to return the value as is or raise an error
  243. return value # or raise ValueError(f"Cannot convert value '{value}' to any specified type in anyOf")
  244. def _convert_body_property_type(self, property: dict[str, Any], value: Any) -> Any:
  245. try:
  246. if "type" in property:
  247. if property["type"] == "integer" or property["type"] == "int":
  248. return int(value)
  249. elif property["type"] == "number":
  250. # check if it is a float
  251. if "." in str(value):
  252. return float(value)
  253. else:
  254. return int(value)
  255. elif property["type"] == "string":
  256. return str(value)
  257. elif property["type"] == "boolean":
  258. return bool(value)
  259. elif property["type"] == "null":
  260. if value is None:
  261. return None
  262. elif property["type"] == "object" or property["type"] == "array":
  263. if isinstance(value, str):
  264. try:
  265. return json.loads(value)
  266. except ValueError:
  267. return value
  268. elif isinstance(value, dict):
  269. return value
  270. else:
  271. return value
  272. else:
  273. raise ValueError(f"Invalid type {property['type']} for property {property}")
  274. elif "anyOf" in property and isinstance(property["anyOf"], list):
  275. return self._convert_body_property_any_of(property, value, property["anyOf"])
  276. except ValueError:
  277. return value
  278. def _invoke(
  279. self,
  280. user_id: str,
  281. tool_parameters: dict[str, Any],
  282. conversation_id: Optional[str] = None,
  283. app_id: Optional[str] = None,
  284. message_id: Optional[str] = None,
  285. ) -> Generator[ToolInvokeMessage, None, None]:
  286. """
  287. invoke http request
  288. """
  289. response: httpx.Response | str = ""
  290. # assemble request
  291. headers = self.assembling_request(tool_parameters)
  292. # do http request
  293. response = self.do_http_request(self.api_bundle.server_url, self.api_bundle.method, headers, tool_parameters)
  294. # validate response
  295. response = self.validate_and_parse_response(response)
  296. # assemble invoke message
  297. yield self.create_text_message(response)