builtin_tool_provider.py 9.3 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.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. provider = self.identity.name
  46. tool_path = path.join(path.dirname(path.realpath(__file__)), "builtin", provider, "tools")
  47. # get all the yaml files in the tool path
  48. tool_files = list(filter(lambda x: x.endswith(".yaml") and not x.startswith("__"), listdir(tool_path)))
  49. tools = []
  50. for tool_file in tool_files:
  51. # get tool name
  52. tool_name = tool_file.split(".")[0]
  53. tool = load_yaml_file(path.join(tool_path, tool_file), ignore_error=False)
  54. # get tool class, import the module
  55. assistant_tool_class = load_single_subclass_from_source(
  56. module_name=f"core.tools.provider.builtin.{provider}.tools.{tool_name}",
  57. script_path=path.join(
  58. path.dirname(path.realpath(__file__)), "builtin", provider, "tools", f"{tool_name}.py"
  59. ),
  60. parent_type=BuiltinTool,
  61. )
  62. tool["identity"]["provider"] = provider
  63. tools.append(assistant_tool_class(**tool))
  64. self.tools = tools
  65. return tools
  66. def get_credentials_schema(self) -> dict[str, ToolProviderCredentials]:
  67. """
  68. returns the credentials schema of the provider
  69. :return: the credentials schema
  70. """
  71. if not self.credentials_schema:
  72. return {}
  73. return self.credentials_schema.copy()
  74. def get_tools(self) -> list[Tool]:
  75. """
  76. returns a list of tools that the provider can provide
  77. :return: list of tools
  78. """
  79. return self._get_builtin_tools()
  80. def get_tool(self, tool_name: str) -> Tool:
  81. """
  82. returns the tool that the provider can provide
  83. """
  84. return next(filter(lambda x: x.identity.name == tool_name, self.get_tools()), None)
  85. def get_parameters(self, tool_name: str) -> list[ToolParameter]:
  86. """
  87. returns the parameters of the tool
  88. :param tool_name: the name of the tool, defined in `get_tools`
  89. :return: list of parameters
  90. """
  91. tool = next(filter(lambda x: x.identity.name == tool_name, self.get_tools()), None)
  92. if tool is None:
  93. raise ToolNotFoundError(f"tool {tool_name} not found")
  94. return tool.parameters
  95. @property
  96. def need_credentials(self) -> bool:
  97. """
  98. returns whether the provider needs credentials
  99. :return: whether the provider needs credentials
  100. """
  101. return self.credentials_schema is not None and len(self.credentials_schema) != 0
  102. @property
  103. def provider_type(self) -> ToolProviderType:
  104. """
  105. returns the type of the provider
  106. :return: type of the provider
  107. """
  108. return ToolProviderType.BUILT_IN
  109. @property
  110. def tool_labels(self) -> list[str]:
  111. """
  112. returns the labels of the provider
  113. :return: labels of the provider
  114. """
  115. label_enums = self._get_tool_labels()
  116. return [default_tool_label_dict[label].name for label in label_enums]
  117. def _get_tool_labels(self) -> list[ToolLabelEnum]:
  118. """
  119. returns the labels of the provider
  120. """
  121. return self.identity.tags or []
  122. def validate_parameters(self, tool_id: int, tool_name: str, tool_parameters: dict[str, Any]) -> None:
  123. """
  124. validate the parameters of the tool and set the default value if needed
  125. :param tool_name: the name of the tool, defined in `get_tools`
  126. :param tool_parameters: the parameters of the tool
  127. """
  128. tool_parameters_schema = self.get_parameters(tool_name)
  129. tool_parameters_need_to_validate: dict[str, ToolParameter] = {}
  130. for parameter in tool_parameters_schema:
  131. tool_parameters_need_to_validate[parameter.name] = parameter
  132. for parameter in tool_parameters:
  133. if parameter not in tool_parameters_need_to_validate:
  134. raise ToolParameterValidationError(f"parameter {parameter} not found in tool {tool_name}")
  135. # check type
  136. parameter_schema = tool_parameters_need_to_validate[parameter]
  137. if parameter_schema.type == ToolParameter.ToolParameterType.STRING:
  138. if not isinstance(tool_parameters[parameter], str):
  139. raise ToolParameterValidationError(f"parameter {parameter} should be string")
  140. elif parameter_schema.type == ToolParameter.ToolParameterType.NUMBER:
  141. if not isinstance(tool_parameters[parameter], int | float):
  142. raise ToolParameterValidationError(f"parameter {parameter} should be number")
  143. if parameter_schema.min is not None and tool_parameters[parameter] < parameter_schema.min:
  144. raise ToolParameterValidationError(
  145. f"parameter {parameter} should be greater than {parameter_schema.min}"
  146. )
  147. if parameter_schema.max is not None and tool_parameters[parameter] > parameter_schema.max:
  148. raise ToolParameterValidationError(
  149. f"parameter {parameter} should be less than {parameter_schema.max}"
  150. )
  151. elif parameter_schema.type == ToolParameter.ToolParameterType.BOOLEAN:
  152. if not isinstance(tool_parameters[parameter], bool):
  153. raise ToolParameterValidationError(f"parameter {parameter} should be boolean")
  154. elif parameter_schema.type == ToolParameter.ToolParameterType.SELECT:
  155. if not isinstance(tool_parameters[parameter], str):
  156. raise ToolParameterValidationError(f"parameter {parameter} should be string")
  157. options = parameter_schema.options
  158. if not isinstance(options, list):
  159. raise ToolParameterValidationError(f"parameter {parameter} options should be list")
  160. if tool_parameters[parameter] not in [x.value for x in options]:
  161. raise ToolParameterValidationError(f"parameter {parameter} should be one of {options}")
  162. tool_parameters_need_to_validate.pop(parameter)
  163. for parameter in tool_parameters_need_to_validate:
  164. parameter_schema = tool_parameters_need_to_validate[parameter]
  165. if parameter_schema.required:
  166. raise ToolParameterValidationError(f"parameter {parameter} is required")
  167. # the parameter is not set currently, set the default value if needed
  168. if parameter_schema.default is not None:
  169. default_value = parameter_schema.type.cast_value(parameter_schema.default)
  170. tool_parameters[parameter] = default_value
  171. def validate_credentials(self, credentials: dict[str, Any]) -> None:
  172. """
  173. validate the credentials of the provider
  174. :param tool_name: the name of the tool, defined in `get_tools`
  175. :param credentials: the credentials of the tool
  176. """
  177. # validate credentials format
  178. self.validate_credentials_format(credentials)
  179. # validate credentials
  180. self._validate_credentials(credentials)
  181. @abstractmethod
  182. def _validate_credentials(self, credentials: dict[str, Any]) -> None:
  183. """
  184. validate the credentials of the provider
  185. :param tool_name: the name of the tool, defined in `get_tools`
  186. :param credentials: the credentials of the tool
  187. """
  188. pass