workflow_tool.py 6.7 KB

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  1. import json
  2. import logging
  3. from copy import deepcopy
  4. from typing import Any, Union
  5. from core.file.file_obj import FileTransferMethod, FileVar
  6. from core.tools.entities.tool_entities import ToolInvokeMessage, ToolParameter, ToolProviderType
  7. from core.tools.tool.tool import Tool
  8. from extensions.ext_database import db
  9. from models.account import Account
  10. from models.model import App, EndUser
  11. from models.workflow import Workflow
  12. logger = logging.getLogger(__name__)
  13. class WorkflowTool(Tool):
  14. workflow_app_id: str
  15. version: str
  16. workflow_entities: dict[str, Any]
  17. workflow_call_depth: int
  18. label: str
  19. """
  20. Workflow tool.
  21. """
  22. def tool_provider_type(self) -> ToolProviderType:
  23. """
  24. get the tool provider type
  25. :return: the tool provider type
  26. """
  27. return ToolProviderType.WORKFLOW
  28. def _invoke(self, user_id: str, tool_parameters: dict[str, Any]) \
  29. -> Union[ToolInvokeMessage, list[ToolInvokeMessage]]:
  30. """
  31. invoke the tool
  32. """
  33. app = self._get_app(app_id=self.workflow_app_id)
  34. workflow = self._get_workflow(app_id=self.workflow_app_id, version=self.version)
  35. # transform the tool parameters
  36. tool_parameters, files = self._transform_args(tool_parameters)
  37. from core.app.apps.workflow.app_generator import WorkflowAppGenerator
  38. generator = WorkflowAppGenerator()
  39. result = generator.generate(
  40. app_model=app,
  41. workflow=workflow,
  42. user=self._get_user(user_id),
  43. args={
  44. 'inputs': tool_parameters,
  45. 'files': files
  46. },
  47. invoke_from=self.runtime.invoke_from,
  48. stream=False,
  49. call_depth=self.workflow_call_depth + 1,
  50. )
  51. data = result.get('data', {})
  52. if data.get('error'):
  53. raise Exception(data.get('error'))
  54. result = []
  55. outputs = data.get('outputs', {})
  56. outputs, files = self._extract_files(outputs)
  57. for file in files:
  58. result.append(self.create_file_var_message(file))
  59. result.append(self.create_text_message(json.dumps(outputs, ensure_ascii=False)))
  60. return result
  61. def _get_user(self, user_id: str) -> Union[EndUser, Account]:
  62. """
  63. get the user by user id
  64. """
  65. user = db.session.query(EndUser).filter(EndUser.id == user_id).first()
  66. if not user:
  67. user = db.session.query(Account).filter(Account.id == user_id).first()
  68. if not user:
  69. raise ValueError('user not found')
  70. return user
  71. def fork_tool_runtime(self, runtime: dict[str, Any]) -> 'WorkflowTool':
  72. """
  73. fork a new tool with meta data
  74. :param meta: the meta data of a tool call processing, tenant_id is required
  75. :return: the new tool
  76. """
  77. return self.__class__(
  78. identity=deepcopy(self.identity),
  79. parameters=deepcopy(self.parameters),
  80. description=deepcopy(self.description),
  81. runtime=Tool.Runtime(**runtime),
  82. workflow_app_id=self.workflow_app_id,
  83. workflow_entities=self.workflow_entities,
  84. workflow_call_depth=self.workflow_call_depth,
  85. version=self.version,
  86. label=self.label
  87. )
  88. def _get_workflow(self, app_id: str, version: str) -> Workflow:
  89. """
  90. get the workflow by app id and version
  91. """
  92. if not version:
  93. workflow = db.session.query(Workflow).filter(
  94. Workflow.app_id == app_id,
  95. Workflow.version != 'draft'
  96. ).order_by(Workflow.created_at.desc()).first()
  97. else:
  98. workflow = db.session.query(Workflow).filter(
  99. Workflow.app_id == app_id,
  100. Workflow.version == version
  101. ).first()
  102. if not workflow:
  103. raise ValueError('workflow not found or not published')
  104. return workflow
  105. def _get_app(self, app_id: str) -> App:
  106. """
  107. get the app by app id
  108. """
  109. app = db.session.query(App).filter(App.id == app_id).first()
  110. if not app:
  111. raise ValueError('app not found')
  112. return app
  113. def _transform_args(self, tool_parameters: dict) -> tuple[dict, list[dict]]:
  114. """
  115. transform the tool parameters
  116. :param tool_parameters: the tool parameters
  117. :return: tool_parameters, files
  118. """
  119. parameter_rules = self.get_all_runtime_parameters()
  120. parameters_result = {}
  121. files = []
  122. for parameter in parameter_rules:
  123. if parameter.type == ToolParameter.ToolParameterType.FILE:
  124. file = tool_parameters.get(parameter.name)
  125. if file:
  126. try:
  127. file_var_list = [FileVar(**f) for f in file]
  128. for file_var in file_var_list:
  129. file_dict = {
  130. 'transfer_method': file_var.transfer_method.value,
  131. 'type': file_var.type.value,
  132. }
  133. if file_var.transfer_method == FileTransferMethod.TOOL_FILE:
  134. file_dict['tool_file_id'] = file_var.related_id
  135. elif file_var.transfer_method == FileTransferMethod.LOCAL_FILE:
  136. file_dict['upload_file_id'] = file_var.related_id
  137. elif file_var.transfer_method == FileTransferMethod.REMOTE_URL:
  138. file_dict['url'] = file_var.preview_url
  139. files.append(file_dict)
  140. except Exception as e:
  141. logger.exception(e)
  142. else:
  143. parameters_result[parameter.name] = tool_parameters.get(parameter.name)
  144. return parameters_result, files
  145. def _extract_files(self, outputs: dict) -> tuple[dict, list[FileVar]]:
  146. """
  147. extract files from the result
  148. :param result: the result
  149. :return: the result, files
  150. """
  151. files = []
  152. result = {}
  153. for key, value in outputs.items():
  154. if isinstance(value, list):
  155. has_file = False
  156. for item in value:
  157. if isinstance(item, dict) and item.get('__variant') == 'FileVar':
  158. try:
  159. files.append(FileVar(**item))
  160. has_file = True
  161. except Exception as e:
  162. pass
  163. if has_file:
  164. continue
  165. result[key] = value
  166. return result, files