builtin_tool_provider.py 9.9 KB

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  1. from abc import abstractmethod
  2. from os import listdir, path
  3. from typing import Any, Optional
  4. from core.helper.module_import_helper import load_single_subclass_from_source
  5. from core.tools.entities.tool_entities import ToolParameter, ToolProviderCredentials, ToolProviderType
  6. from core.tools.entities.values import ToolLabelEnum, default_tool_label_dict
  7. from core.tools.errors import (
  8. ToolNotFoundError,
  9. ToolParameterValidationError,
  10. ToolProviderNotFoundError,
  11. )
  12. from core.tools.provider.tool_provider import ToolProviderController
  13. from core.tools.tool.builtin_tool import BuiltinTool
  14. from core.tools.tool.tool import Tool
  15. from core.tools.utils.yaml_utils import load_yaml_file
  16. class BuiltinToolProviderController(ToolProviderController):
  17. def __init__(self, **data: Any) -> None:
  18. if self.provider_type in {ToolProviderType.API, ToolProviderType.APP}:
  19. super().__init__(**data)
  20. return
  21. # load provider yaml
  22. provider = self.__class__.__module__.split(".")[-1]
  23. yaml_path = path.join(path.dirname(path.realpath(__file__)), "builtin", provider, f"{provider}.yaml")
  24. try:
  25. provider_yaml = load_yaml_file(yaml_path, ignore_error=False)
  26. except Exception as e:
  27. raise ToolProviderNotFoundError(f"can not load provider yaml for {provider}: {e}")
  28. if "credentials_for_provider" in provider_yaml and provider_yaml["credentials_for_provider"] is not None:
  29. # set credentials name
  30. for credential_name in provider_yaml["credentials_for_provider"]:
  31. provider_yaml["credentials_for_provider"][credential_name]["name"] = credential_name
  32. super().__init__(
  33. **{
  34. "identity": provider_yaml["identity"],
  35. "credentials_schema": provider_yaml.get("credentials_for_provider", None),
  36. }
  37. )
  38. def _get_builtin_tools(self) -> list[Tool]:
  39. """
  40. returns a list of tools that the provider can provide
  41. :return: list of tools
  42. """
  43. if self.tools:
  44. return self.tools
  45. if not self.identity:
  46. return []
  47. provider = self.identity.name
  48. tool_path = path.join(path.dirname(path.realpath(__file__)), "builtin", provider, "tools")
  49. # get all the yaml files in the tool path
  50. tool_files = list(filter(lambda x: x.endswith(".yaml") and not x.startswith("__"), listdir(tool_path)))
  51. tools = []
  52. for tool_file in tool_files:
  53. # get tool name
  54. tool_name = tool_file.split(".")[0]
  55. tool = load_yaml_file(path.join(tool_path, tool_file), ignore_error=False)
  56. # get tool class, import the module
  57. assistant_tool_class = load_single_subclass_from_source(
  58. module_name=f"core.tools.provider.builtin.{provider}.tools.{tool_name}",
  59. script_path=path.join(
  60. path.dirname(path.realpath(__file__)), "builtin", provider, "tools", f"{tool_name}.py"
  61. ),
  62. parent_type=BuiltinTool,
  63. )
  64. tool["identity"]["provider"] = provider
  65. tools.append(assistant_tool_class(**tool))
  66. self.tools = tools
  67. return tools
  68. def get_credentials_schema(self) -> dict[str, ToolProviderCredentials]:
  69. """
  70. returns the credentials schema of the provider
  71. :return: the credentials schema
  72. """
  73. if not self.credentials_schema:
  74. return {}
  75. return self.credentials_schema.copy()
  76. def get_tools(self, user_id: str = "", tenant_id: str = "") -> Optional[list[Tool]]:
  77. """
  78. returns a list of tools that the provider can provide
  79. :return: list of tools
  80. """
  81. return self._get_builtin_tools()
  82. def get_tool(self, tool_name: str) -> Optional[Tool]:
  83. """
  84. returns the tool that the provider can provide
  85. """
  86. tools = self.get_tools()
  87. if tools is None:
  88. raise ValueError("tools not found")
  89. return next((t for t in tools if t.identity and t.identity.name == tool_name), None)
  90. def get_parameters(self, tool_name: str) -> list[ToolParameter]:
  91. """
  92. returns the parameters of the tool
  93. :param tool_name: the name of the tool, defined in `get_tools`
  94. :return: list of parameters
  95. """
  96. tools = self.get_tools()
  97. if tools is None:
  98. raise ToolNotFoundError(f"tool {tool_name} not found")
  99. tool = next((t for t in tools if t.identity and t.identity.name == tool_name), None)
  100. if tool is None:
  101. raise ToolNotFoundError(f"tool {tool_name} not found")
  102. return tool.parameters or []
  103. @property
  104. def need_credentials(self) -> bool:
  105. """
  106. returns whether the provider needs credentials
  107. :return: whether the provider needs credentials
  108. """
  109. return self.credentials_schema is not None and len(self.credentials_schema) != 0
  110. @property
  111. def provider_type(self) -> ToolProviderType:
  112. """
  113. returns the type of the provider
  114. :return: type of the provider
  115. """
  116. return ToolProviderType.BUILT_IN
  117. @property
  118. def tool_labels(self) -> list[str]:
  119. """
  120. returns the labels of the provider
  121. :return: labels of the provider
  122. """
  123. label_enums = self._get_tool_labels()
  124. return [default_tool_label_dict[label].name for label in label_enums]
  125. def _get_tool_labels(self) -> list[ToolLabelEnum]:
  126. """
  127. returns the labels of the provider
  128. """
  129. if self.identity is None:
  130. return []
  131. return self.identity.tags or []
  132. def validate_parameters(self, tool_id: int, tool_name: str, tool_parameters: dict[str, Any]) -> None:
  133. """
  134. validate the parameters of the tool and set the default value if needed
  135. :param tool_name: the name of the tool, defined in `get_tools`
  136. :param tool_parameters: the parameters of the tool
  137. """
  138. tool_parameters_schema = self.get_parameters(tool_name)
  139. tool_parameters_need_to_validate: dict[str, ToolParameter] = {}
  140. for parameter in tool_parameters_schema:
  141. tool_parameters_need_to_validate[parameter.name] = parameter
  142. for parameter_name in tool_parameters:
  143. if parameter_name not in tool_parameters_need_to_validate:
  144. raise ToolParameterValidationError(f"parameter {parameter_name} not found in tool {tool_name}")
  145. # check type
  146. parameter_schema = tool_parameters_need_to_validate[parameter_name]
  147. if parameter_schema.type == ToolParameter.ToolParameterType.STRING:
  148. if not isinstance(tool_parameters[parameter_name], str):
  149. raise ToolParameterValidationError(f"parameter {parameter_name} should be string")
  150. elif parameter_schema.type == ToolParameter.ToolParameterType.NUMBER:
  151. if not isinstance(tool_parameters[parameter_name], int | float):
  152. raise ToolParameterValidationError(f"parameter {parameter_name} should be number")
  153. if parameter_schema.min is not None and tool_parameters[parameter_name] < parameter_schema.min:
  154. raise ToolParameterValidationError(
  155. f"parameter {parameter_name} should be greater than {parameter_schema.min}"
  156. )
  157. if parameter_schema.max is not None and tool_parameters[parameter_name] > parameter_schema.max:
  158. raise ToolParameterValidationError(
  159. f"parameter {parameter_name} should be less than {parameter_schema.max}"
  160. )
  161. elif parameter_schema.type == ToolParameter.ToolParameterType.BOOLEAN:
  162. if not isinstance(tool_parameters[parameter_name], bool):
  163. raise ToolParameterValidationError(f"parameter {parameter_name} should be boolean")
  164. elif parameter_schema.type == ToolParameter.ToolParameterType.SELECT:
  165. if not isinstance(tool_parameters[parameter_name], str):
  166. raise ToolParameterValidationError(f"parameter {parameter_name} should be string")
  167. options = parameter_schema.options
  168. if not isinstance(options, list):
  169. raise ToolParameterValidationError(f"parameter {parameter_name} options should be list")
  170. if tool_parameters[parameter_name] not in [x.value for x in options]:
  171. raise ToolParameterValidationError(f"parameter {parameter_name} should be one of {options}")
  172. tool_parameters_need_to_validate.pop(parameter_name)
  173. for parameter_name in tool_parameters_need_to_validate:
  174. parameter_schema = tool_parameters_need_to_validate[parameter_name]
  175. if parameter_schema.required:
  176. raise ToolParameterValidationError(f"parameter {parameter_name} is required")
  177. # the parameter is not set currently, set the default value if needed
  178. if parameter_schema.default is not None:
  179. default_value = parameter_schema.type.cast_value(parameter_schema.default)
  180. tool_parameters[parameter_name] = default_value
  181. def validate_credentials(self, credentials: dict[str, Any]) -> None:
  182. """
  183. validate the credentials of the provider
  184. :param tool_name: the name of the tool, defined in `get_tools`
  185. :param credentials: the credentials of the tool
  186. """
  187. # validate credentials format
  188. self.validate_credentials_format(credentials)
  189. # validate credentials
  190. self._validate_credentials(credentials)
  191. @abstractmethod
  192. def _validate_credentials(self, credentials: dict[str, Any]) -> None:
  193. """
  194. validate the credentials of the provider
  195. :param tool_name: the name of the tool, defined in `get_tools`
  196. :param credentials: the credentials of the tool
  197. """
  198. pass