builtin_tool_provider.py 10 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229230231232233234235236
  1. from abc import abstractmethod
  2. from os import listdir, path
  3. from typing import Any
  4. from core.tools.entities.tool_entities import ToolParameter, ToolProviderCredentials, ToolProviderType
  5. from core.tools.entities.values import ToolLabelEnum, default_tool_label_dict
  6. from core.tools.errors import (
  7. ToolNotFoundError,
  8. ToolParameterValidationError,
  9. ToolProviderNotFoundError,
  10. )
  11. from core.tools.provider.tool_provider import ToolProviderController
  12. from core.tools.tool.builtin_tool import BuiltinTool
  13. from core.tools.tool.tool import Tool
  14. from core.tools.utils.yaml_utils import load_yaml_file
  15. from core.utils.module_import_helper import load_single_subclass_from_source
  16. class BuiltinToolProviderController(ToolProviderController):
  17. def __init__(self, **data: Any) -> None:
  18. if self.provider_type == ToolProviderType.API or self.provider_type == 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)
  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. 'identity': provider_yaml['identity'],
  34. 'credentials_schema': provider_yaml['credentials_for_provider'] if 'credentials_for_provider' in provider_yaml else None,
  35. })
  36. def _get_builtin_tools(self) -> list[Tool]:
  37. """
  38. returns a list of tools that the provider can provide
  39. :return: list of tools
  40. """
  41. if self.tools:
  42. return self.tools
  43. provider = self.identity.name
  44. tool_path = path.join(path.dirname(path.realpath(__file__)), "builtin", provider, "tools")
  45. # get all the yaml files in the tool path
  46. tool_files = list(filter(lambda x: x.endswith(".yaml") and not x.startswith("__"), listdir(tool_path)))
  47. tools = []
  48. for tool_file in tool_files:
  49. # get tool name
  50. tool_name = tool_file.split(".")[0]
  51. tool = load_yaml_file(path.join(tool_path, tool_file))
  52. # get tool class, import the module
  53. assistant_tool_class = load_single_subclass_from_source(
  54. module_name=f'core.tools.provider.builtin.{provider}.tools.{tool_name}',
  55. script_path=path.join(path.dirname(path.realpath(__file__)),
  56. 'builtin', provider, 'tools', f'{tool_name}.py'),
  57. parent_type=BuiltinTool)
  58. tool["identity"]["provider"] = provider
  59. tools.append(assistant_tool_class(**tool))
  60. self.tools = tools
  61. return tools
  62. def get_credentials_schema(self) -> dict[str, ToolProviderCredentials]:
  63. """
  64. returns the credentials schema of the provider
  65. :return: the credentials schema
  66. """
  67. if not self.credentials_schema:
  68. return {}
  69. return self.credentials_schema.copy()
  70. def get_tools(self) -> list[Tool]:
  71. """
  72. returns a list of tools that the provider can provide
  73. :return: list of tools
  74. """
  75. return self._get_builtin_tools()
  76. def get_tool(self, tool_name: str) -> Tool:
  77. """
  78. returns the tool that the provider can provide
  79. """
  80. return next(filter(lambda x: x.identity.name == tool_name, self.get_tools()), None)
  81. def get_parameters(self, tool_name: str) -> list[ToolParameter]:
  82. """
  83. returns the parameters of the tool
  84. :param tool_name: the name of the tool, defined in `get_tools`
  85. :return: list of parameters
  86. """
  87. tool = next(filter(lambda x: x.identity.name == tool_name, self.get_tools()), None)
  88. if tool is None:
  89. raise ToolNotFoundError(f'tool {tool_name} not found')
  90. return tool.parameters
  91. @property
  92. def need_credentials(self) -> bool:
  93. """
  94. returns whether the provider needs credentials
  95. :return: whether the provider needs credentials
  96. """
  97. return self.credentials_schema is not None and \
  98. len(self.credentials_schema) != 0
  99. @property
  100. def provider_type(self) -> ToolProviderType:
  101. """
  102. returns the type of the provider
  103. :return: type of the provider
  104. """
  105. return ToolProviderType.BUILT_IN
  106. @property
  107. def tool_labels(self) -> list[str]:
  108. """
  109. returns the labels of the provider
  110. :return: labels of the provider
  111. """
  112. label_enums = self._get_tool_labels()
  113. return [default_tool_label_dict[label].name for label in label_enums]
  114. def _get_tool_labels(self) -> list[ToolLabelEnum]:
  115. """
  116. returns the labels of the provider
  117. """
  118. return self.identity.tags or []
  119. def validate_parameters(self, tool_id: int, tool_name: str, tool_parameters: dict[str, Any]) -> None:
  120. """
  121. validate the parameters of the tool and set the default value if needed
  122. :param tool_name: the name of the tool, defined in `get_tools`
  123. :param tool_parameters: the parameters of the tool
  124. """
  125. tool_parameters_schema = self.get_parameters(tool_name)
  126. tool_parameters_need_to_validate: dict[str, ToolParameter] = {}
  127. for parameter in tool_parameters_schema:
  128. tool_parameters_need_to_validate[parameter.name] = parameter
  129. for parameter in tool_parameters:
  130. if parameter not in tool_parameters_need_to_validate:
  131. raise ToolParameterValidationError(f'parameter {parameter} not found in tool {tool_name}')
  132. # check type
  133. parameter_schema = tool_parameters_need_to_validate[parameter]
  134. if parameter_schema.type == ToolParameter.ToolParameterType.STRING:
  135. if not isinstance(tool_parameters[parameter], str):
  136. raise ToolParameterValidationError(f'parameter {parameter} should be string')
  137. elif parameter_schema.type == ToolParameter.ToolParameterType.NUMBER:
  138. if not isinstance(tool_parameters[parameter], int | float):
  139. raise ToolParameterValidationError(f'parameter {parameter} should be number')
  140. if parameter_schema.min is not None and tool_parameters[parameter] < parameter_schema.min:
  141. raise ToolParameterValidationError(f'parameter {parameter} should be greater than {parameter_schema.min}')
  142. if parameter_schema.max is not None and tool_parameters[parameter] > parameter_schema.max:
  143. raise ToolParameterValidationError(f'parameter {parameter} should be less than {parameter_schema.max}')
  144. elif parameter_schema.type == ToolParameter.ToolParameterType.BOOLEAN:
  145. if not isinstance(tool_parameters[parameter], bool):
  146. raise ToolParameterValidationError(f'parameter {parameter} should be boolean')
  147. elif parameter_schema.type == ToolParameter.ToolParameterType.SELECT:
  148. if not isinstance(tool_parameters[parameter], str):
  149. raise ToolParameterValidationError(f'parameter {parameter} should be string')
  150. options = parameter_schema.options
  151. if not isinstance(options, list):
  152. raise ToolParameterValidationError(f'parameter {parameter} options should be list')
  153. if tool_parameters[parameter] not in [x.value for x in options]:
  154. raise ToolParameterValidationError(f'parameter {parameter} should be one of {options}')
  155. tool_parameters_need_to_validate.pop(parameter)
  156. for parameter in tool_parameters_need_to_validate:
  157. parameter_schema = tool_parameters_need_to_validate[parameter]
  158. if parameter_schema.required:
  159. raise ToolParameterValidationError(f'parameter {parameter} is required')
  160. # the parameter is not set currently, set the default value if needed
  161. if parameter_schema.default is not None:
  162. default_value = parameter_schema.default
  163. # parse default value into the correct type
  164. if parameter_schema.type == ToolParameter.ToolParameterType.STRING or \
  165. parameter_schema.type == ToolParameter.ToolParameterType.SELECT:
  166. default_value = str(default_value)
  167. elif parameter_schema.type == ToolParameter.ToolParameterType.NUMBER:
  168. default_value = float(default_value)
  169. elif parameter_schema.type == ToolParameter.ToolParameterType.BOOLEAN:
  170. default_value = bool(default_value)
  171. tool_parameters[parameter] = default_value
  172. def validate_credentials(self, credentials: dict[str, Any]) -> None:
  173. """
  174. validate the credentials of the provider
  175. :param tool_name: the name of the tool, defined in `get_tools`
  176. :param credentials: the credentials of the tool
  177. """
  178. # validate credentials format
  179. self.validate_credentials_format(credentials)
  180. # validate credentials
  181. self._validate_credentials(credentials)
  182. @abstractmethod
  183. def _validate_credentials(self, credentials: dict[str, Any]) -> None:
  184. """
  185. validate the credentials of the provider
  186. :param tool_name: the name of the tool, defined in `get_tools`
  187. :param credentials: the credentials of the tool
  188. """
  189. pass