builtin_tool_provider.py 9.5 KB

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