builtin_tool_provider.py 9.7 KB

123456789101112131415161718192021222324252627282930313233343536373839404142434445464748495051525354555657585960616263646566676869707172737475767778798081828384858687888990919293949596979899100101102103104105106107108109110111112113114115116117118119120121122123124125126127128129130131132133134135136137138139140141142143144145146147148149150151152153154155156157158159160161162163164165166167168169170171172173174175176177178179180181182183184185186187188189190191192193194195196197198199200201202203204205206207208209210211212213214215216217218219220221222223224225226227228229
  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 == ToolProviderType.API or self.provider_type == 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)
  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. 'identity': provider_yaml['identity'],
  35. 'credentials_schema': provider_yaml.get('credentials_for_provider', None),
  36. })
  37. def _get_builtin_tools(self) -> list[Tool]:
  38. """
  39. returns a list of tools that the provider can provide
  40. :return: list of tools
  41. """
  42. if self.tools:
  43. return self.tools
  44. provider = self.identity.name
  45. tool_path = path.join(path.dirname(path.realpath(__file__)), "builtin", provider, "tools")
  46. # get all the yaml files in the tool path
  47. tool_files = list(filter(lambda x: x.endswith(".yaml") and not x.startswith("__"), listdir(tool_path)))
  48. tools = []
  49. for tool_file in tool_files:
  50. # get tool name
  51. tool_name = tool_file.split(".")[0]
  52. tool = load_yaml_file(path.join(tool_path, tool_file))
  53. # get tool class, import the module
  54. assistant_tool_class = load_single_subclass_from_source(
  55. module_name=f'core.tools.provider.builtin.{provider}.tools.{tool_name}',
  56. script_path=path.join(path.dirname(path.realpath(__file__)),
  57. 'builtin', provider, 'tools', f'{tool_name}.py'),
  58. parent_type=BuiltinTool)
  59. tool["identity"]["provider"] = provider
  60. tools.append(assistant_tool_class(**tool))
  61. self.tools = tools
  62. return tools
  63. def get_credentials_schema(self) -> dict[str, ToolProviderCredentials]:
  64. """
  65. returns the credentials schema of the provider
  66. :return: the credentials schema
  67. """
  68. if not self.credentials_schema:
  69. return {}
  70. return self.credentials_schema.copy()
  71. def get_tools(self) -> list[Tool]:
  72. """
  73. returns a list of tools that the provider can provide
  74. :return: list of tools
  75. """
  76. return self._get_builtin_tools()
  77. def get_tool(self, tool_name: str) -> Tool:
  78. """
  79. returns the tool that the provider can provide
  80. """
  81. return next(filter(lambda x: x.identity.name == tool_name, self.get_tools()), None)
  82. def get_parameters(self, tool_name: str) -> list[ToolParameter]:
  83. """
  84. returns the parameters of the tool
  85. :param tool_name: the name of the tool, defined in `get_tools`
  86. :return: list of parameters
  87. """
  88. tool = next(filter(lambda x: x.identity.name == tool_name, self.get_tools()), None)
  89. if tool is None:
  90. raise ToolNotFoundError(f'tool {tool_name} not found')
  91. return tool.parameters
  92. @property
  93. def need_credentials(self) -> bool:
  94. """
  95. returns whether the provider needs credentials
  96. :return: whether the provider needs credentials
  97. """
  98. return self.credentials_schema is not None and \
  99. len(self.credentials_schema) != 0
  100. @property
  101. def provider_type(self) -> ToolProviderType:
  102. """
  103. returns the type of the provider
  104. :return: type of the provider
  105. """
  106. return ToolProviderType.BUILT_IN
  107. @property
  108. def tool_labels(self) -> list[str]:
  109. """
  110. returns the labels of the provider
  111. :return: labels of the provider
  112. """
  113. label_enums = self._get_tool_labels()
  114. return [default_tool_label_dict[label].name for label in label_enums]
  115. def _get_tool_labels(self) -> list[ToolLabelEnum]:
  116. """
  117. returns the labels of the provider
  118. """
  119. return self.identity.tags or []
  120. def validate_parameters(self, tool_id: int, tool_name: str, tool_parameters: dict[str, Any]) -> None:
  121. """
  122. validate the parameters of the tool and set the default value if needed
  123. :param tool_name: the name of the tool, defined in `get_tools`
  124. :param tool_parameters: the parameters of the tool
  125. """
  126. tool_parameters_schema = self.get_parameters(tool_name)
  127. tool_parameters_need_to_validate: dict[str, ToolParameter] = {}
  128. for parameter in tool_parameters_schema:
  129. tool_parameters_need_to_validate[parameter.name] = parameter
  130. for parameter in tool_parameters:
  131. if parameter not in tool_parameters_need_to_validate:
  132. raise ToolParameterValidationError(f'parameter {parameter} not found in tool {tool_name}')
  133. # check type
  134. parameter_schema = tool_parameters_need_to_validate[parameter]
  135. if parameter_schema.type == ToolParameter.ToolParameterType.STRING:
  136. if not isinstance(tool_parameters[parameter], str):
  137. raise ToolParameterValidationError(f'parameter {parameter} should be string')
  138. elif parameter_schema.type == ToolParameter.ToolParameterType.NUMBER:
  139. if not isinstance(tool_parameters[parameter], int | float):
  140. raise ToolParameterValidationError(f'parameter {parameter} should be number')
  141. if parameter_schema.min is not None and tool_parameters[parameter] < parameter_schema.min:
  142. raise ToolParameterValidationError(f'parameter {parameter} should be greater than {parameter_schema.min}')
  143. if parameter_schema.max is not None and tool_parameters[parameter] > parameter_schema.max:
  144. raise ToolParameterValidationError(f'parameter {parameter} should be less than {parameter_schema.max}')
  145. elif parameter_schema.type == ToolParameter.ToolParameterType.BOOLEAN:
  146. if not isinstance(tool_parameters[parameter], bool):
  147. raise ToolParameterValidationError(f'parameter {parameter} should be boolean')
  148. elif parameter_schema.type == ToolParameter.ToolParameterType.SELECT:
  149. if not isinstance(tool_parameters[parameter], str):
  150. raise ToolParameterValidationError(f'parameter {parameter} should be string')
  151. options = parameter_schema.options
  152. if not isinstance(options, list):
  153. raise ToolParameterValidationError(f'parameter {parameter} options should be list')
  154. if tool_parameters[parameter] not in [x.value for x in options]:
  155. raise ToolParameterValidationError(f'parameter {parameter} should be one of {options}')
  156. tool_parameters_need_to_validate.pop(parameter)
  157. for parameter in tool_parameters_need_to_validate:
  158. parameter_schema = tool_parameters_need_to_validate[parameter]
  159. if parameter_schema.required:
  160. raise ToolParameterValidationError(f'parameter {parameter} is required')
  161. # the parameter is not set currently, set the default value if needed
  162. if parameter_schema.default is not None:
  163. default_value = ToolParameterConverter.cast_parameter_by_type(parameter_schema.default,
  164. parameter_schema.type)
  165. tool_parameters[parameter] = default_value
  166. def validate_credentials(self, credentials: dict[str, Any]) -> None:
  167. """
  168. validate the credentials of the provider
  169. :param tool_name: the name of the tool, defined in `get_tools`
  170. :param credentials: the credentials of the tool
  171. """
  172. # validate credentials format
  173. self.validate_credentials_format(credentials)
  174. # validate credentials
  175. self._validate_credentials(credentials)
  176. @abstractmethod
  177. def _validate_credentials(self, credentials: dict[str, Any]) -> None:
  178. """
  179. validate the credentials of the provider
  180. :param tool_name: the name of the tool, defined in `get_tools`
  181. :param credentials: the credentials of the tool
  182. """
  183. pass