workflow_service.py 14 KB

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  1. import json
  2. import time
  3. from collections.abc import Callable, Generator, Sequence
  4. from datetime import datetime, timezone
  5. from typing import Any, Optional
  6. from core.app.apps.advanced_chat.app_config_manager import AdvancedChatAppConfigManager
  7. from core.app.apps.workflow.app_config_manager import WorkflowAppConfigManager
  8. from core.model_runtime.utils.encoders import jsonable_encoder
  9. from core.variables import Variable
  10. from core.workflow.entities.node_entities import NodeRunResult
  11. from core.workflow.errors import WorkflowNodeRunFailedError
  12. from core.workflow.graph_engine.entities.event import InNodeEvent
  13. from core.workflow.nodes import NodeType
  14. from core.workflow.nodes.base.node import BaseNode
  15. from core.workflow.nodes.event import RunCompletedEvent
  16. from core.workflow.nodes.event.types import NodeEvent
  17. from core.workflow.nodes.node_mapping import node_type_classes_mapping
  18. from core.workflow.workflow_entry import WorkflowEntry
  19. from events.app_event import app_draft_workflow_was_synced, app_published_workflow_was_updated
  20. from extensions.ext_database import db
  21. from models.account import Account
  22. from models.enums import CreatedByRole
  23. from models.model import App, AppMode
  24. from models.workflow import (
  25. Workflow,
  26. WorkflowNodeExecution,
  27. WorkflowNodeExecutionStatus,
  28. WorkflowNodeExecutionTriggeredFrom,
  29. WorkflowType,
  30. )
  31. from services.errors.app import WorkflowHashNotEqualError
  32. from services.workflow.workflow_converter import WorkflowConverter
  33. class WorkflowService:
  34. """
  35. Workflow Service
  36. """
  37. def get_draft_workflow(self, app_model: App) -> Optional[Workflow]:
  38. """
  39. Get draft workflow
  40. """
  41. # fetch draft workflow by app_model
  42. workflow = (
  43. db.session.query(Workflow)
  44. .filter(
  45. Workflow.tenant_id == app_model.tenant_id, Workflow.app_id == app_model.id, Workflow.version == "draft"
  46. )
  47. .first()
  48. )
  49. # return draft workflow
  50. return workflow
  51. def get_published_workflow(self, app_model: App) -> Optional[Workflow]:
  52. """
  53. Get published workflow
  54. """
  55. if not app_model.workflow_id:
  56. return None
  57. # fetch published workflow by workflow_id
  58. workflow = (
  59. db.session.query(Workflow)
  60. .filter(
  61. Workflow.tenant_id == app_model.tenant_id,
  62. Workflow.app_id == app_model.id,
  63. Workflow.id == app_model.workflow_id,
  64. )
  65. .first()
  66. )
  67. return workflow
  68. def sync_draft_workflow(
  69. self,
  70. *,
  71. app_model: App,
  72. graph: dict,
  73. features: dict,
  74. unique_hash: Optional[str],
  75. account: Account,
  76. environment_variables: Sequence[Variable],
  77. conversation_variables: Sequence[Variable],
  78. ) -> Workflow:
  79. """
  80. Sync draft workflow
  81. :raises WorkflowHashNotEqualError
  82. """
  83. # fetch draft workflow by app_model
  84. workflow = self.get_draft_workflow(app_model=app_model)
  85. if workflow and workflow.unique_hash != unique_hash:
  86. raise WorkflowHashNotEqualError()
  87. # validate features structure
  88. self.validate_features_structure(app_model=app_model, features=features)
  89. # create draft workflow if not found
  90. if not workflow:
  91. workflow = Workflow(
  92. tenant_id=app_model.tenant_id,
  93. app_id=app_model.id,
  94. type=WorkflowType.from_app_mode(app_model.mode).value,
  95. version="draft",
  96. graph=json.dumps(graph),
  97. features=json.dumps(features),
  98. created_by=account.id,
  99. environment_variables=environment_variables,
  100. conversation_variables=conversation_variables,
  101. )
  102. db.session.add(workflow)
  103. # update draft workflow if found
  104. else:
  105. workflow.graph = json.dumps(graph)
  106. workflow.features = json.dumps(features)
  107. workflow.updated_by = account.id
  108. workflow.updated_at = datetime.now(timezone.utc).replace(tzinfo=None)
  109. workflow.environment_variables = environment_variables
  110. workflow.conversation_variables = conversation_variables
  111. # commit db session changes
  112. db.session.commit()
  113. # trigger app workflow events
  114. app_draft_workflow_was_synced.send(app_model, synced_draft_workflow=workflow)
  115. # return draft workflow
  116. return workflow
  117. def publish_workflow(self, app_model: App, account: Account, draft_workflow: Optional[Workflow] = None) -> Workflow:
  118. """
  119. Publish workflow from draft
  120. :param app_model: App instance
  121. :param account: Account instance
  122. :param draft_workflow: Workflow instance
  123. """
  124. if not draft_workflow:
  125. # fetch draft workflow by app_model
  126. draft_workflow = self.get_draft_workflow(app_model=app_model)
  127. if not draft_workflow:
  128. raise ValueError("No valid workflow found.")
  129. # create new workflow
  130. workflow = Workflow(
  131. tenant_id=app_model.tenant_id,
  132. app_id=app_model.id,
  133. type=draft_workflow.type,
  134. version=str(datetime.now(timezone.utc).replace(tzinfo=None)),
  135. graph=draft_workflow.graph,
  136. features=draft_workflow.features,
  137. created_by=account.id,
  138. environment_variables=draft_workflow.environment_variables,
  139. conversation_variables=draft_workflow.conversation_variables,
  140. )
  141. # commit db session changes
  142. db.session.add(workflow)
  143. db.session.flush()
  144. db.session.commit()
  145. app_model.workflow_id = workflow.id
  146. db.session.commit()
  147. # trigger app workflow events
  148. app_published_workflow_was_updated.send(app_model, published_workflow=workflow)
  149. # return new workflow
  150. return workflow
  151. def get_default_block_configs(self) -> list[dict]:
  152. """
  153. Get default block configs
  154. """
  155. # return default block config
  156. default_block_configs = []
  157. for node_type, node_class in node_type_classes_mapping.items():
  158. default_config = node_class.get_default_config()
  159. if default_config:
  160. default_block_configs.append(default_config)
  161. return default_block_configs
  162. def get_default_block_config(self, node_type: str, filters: Optional[dict] = None) -> Optional[dict]:
  163. """
  164. Get default config of node.
  165. :param node_type: node type
  166. :param filters: filter by node config parameters.
  167. :return:
  168. """
  169. node_type_enum: NodeType = NodeType(node_type)
  170. # return default block config
  171. node_class = node_type_classes_mapping.get(node_type_enum)
  172. if not node_class:
  173. return None
  174. default_config = node_class.get_default_config(filters=filters)
  175. if not default_config:
  176. return None
  177. return default_config
  178. def run_draft_workflow_node(
  179. self, app_model: App, node_id: str, user_inputs: dict, account: Account
  180. ) -> WorkflowNodeExecution:
  181. """
  182. Run draft workflow node
  183. """
  184. # fetch draft workflow by app_model
  185. draft_workflow = self.get_draft_workflow(app_model=app_model)
  186. if not draft_workflow:
  187. raise ValueError("Workflow not initialized")
  188. # run draft workflow node
  189. start_at = time.perf_counter()
  190. workflow_node_execution = self._handle_node_run_result(
  191. getter=lambda: WorkflowEntry.single_step_run(
  192. workflow=draft_workflow,
  193. node_id=node_id,
  194. user_inputs=user_inputs,
  195. user_id=account.id,
  196. ),
  197. start_at=start_at,
  198. tenant_id=app_model.tenant_id,
  199. node_id=node_id,
  200. )
  201. workflow_node_execution.app_id = app_model.id
  202. workflow_node_execution.created_by = account.id
  203. workflow_node_execution.workflow_id = draft_workflow.id
  204. db.session.add(workflow_node_execution)
  205. db.session.commit()
  206. return workflow_node_execution
  207. def run_free_workflow_node(
  208. self, node_data: dict, tenant_id: str, user_id: str, node_id: str, user_inputs: dict[str, Any]
  209. ) -> WorkflowNodeExecution:
  210. """
  211. Run draft workflow node
  212. """
  213. # run draft workflow node
  214. start_at = time.perf_counter()
  215. workflow_node_execution = self._handle_node_run_result(
  216. getter=lambda: WorkflowEntry.run_free_node(
  217. node_id=node_id,
  218. node_data=node_data,
  219. tenant_id=tenant_id,
  220. user_id=user_id,
  221. user_inputs=user_inputs,
  222. ),
  223. start_at=start_at,
  224. tenant_id=tenant_id,
  225. node_id=node_id,
  226. )
  227. return workflow_node_execution
  228. def _handle_node_run_result(
  229. self,
  230. getter: Callable[[], tuple[BaseNode, Generator[NodeEvent | InNodeEvent, None, None]]],
  231. start_at: float,
  232. tenant_id: str,
  233. node_id: str,
  234. ):
  235. """
  236. Handle node run result
  237. :param getter: Callable[[], tuple[BaseNode, Generator[RunEvent | InNodeEvent, None, None]]]
  238. :param start_at: float
  239. :param tenant_id: str
  240. :param node_id: str
  241. """
  242. try:
  243. node_instance, generator = getter()
  244. node_run_result: NodeRunResult | None = None
  245. for event in generator:
  246. if isinstance(event, RunCompletedEvent):
  247. node_run_result = event.run_result
  248. # sign output files
  249. node_run_result.outputs = WorkflowEntry.handle_special_values(node_run_result.outputs)
  250. break
  251. if not node_run_result:
  252. raise ValueError("Node run failed with no run result")
  253. run_succeeded = True if node_run_result.status == WorkflowNodeExecutionStatus.SUCCEEDED else False
  254. error = node_run_result.error if not run_succeeded else None
  255. except WorkflowNodeRunFailedError as e:
  256. node_instance = e.node_instance
  257. run_succeeded = False
  258. node_run_result = None
  259. error = e.error
  260. workflow_node_execution = WorkflowNodeExecution()
  261. workflow_node_execution.tenant_id = tenant_id
  262. workflow_node_execution.triggered_from = WorkflowNodeExecutionTriggeredFrom.SINGLE_STEP.value
  263. workflow_node_execution.index = 1
  264. workflow_node_execution.node_id = node_id
  265. workflow_node_execution.node_type = node_instance.node_type
  266. workflow_node_execution.title = node_instance.node_data.title
  267. workflow_node_execution.elapsed_time = time.perf_counter() - start_at
  268. workflow_node_execution.created_by_role = CreatedByRole.ACCOUNT.value
  269. workflow_node_execution.created_at = datetime.now(timezone.utc).replace(tzinfo=None)
  270. workflow_node_execution.finished_at = datetime.now(timezone.utc).replace(tzinfo=None)
  271. if run_succeeded and node_run_result:
  272. # create workflow node execution
  273. workflow_node_execution.inputs = json.dumps(node_run_result.inputs) if node_run_result.inputs else None
  274. workflow_node_execution.process_data = (
  275. json.dumps(node_run_result.process_data) if node_run_result.process_data else None
  276. )
  277. workflow_node_execution.outputs = (
  278. json.dumps(jsonable_encoder(node_run_result.outputs)) if node_run_result.outputs else None
  279. )
  280. workflow_node_execution.execution_metadata = (
  281. json.dumps(jsonable_encoder(node_run_result.metadata)) if node_run_result.metadata else None
  282. )
  283. workflow_node_execution.status = WorkflowNodeExecutionStatus.SUCCEEDED.value
  284. else:
  285. # create workflow node execution
  286. workflow_node_execution.status = WorkflowNodeExecutionStatus.FAILED.value
  287. workflow_node_execution.error = error
  288. return workflow_node_execution
  289. def convert_to_workflow(self, app_model: App, account: Account, args: dict) -> App:
  290. """
  291. Basic mode of chatbot app(expert mode) to workflow
  292. Completion App to Workflow App
  293. :param app_model: App instance
  294. :param account: Account instance
  295. :param args: dict
  296. :return:
  297. """
  298. # chatbot convert to workflow mode
  299. workflow_converter = WorkflowConverter()
  300. if app_model.mode not in {AppMode.CHAT.value, AppMode.COMPLETION.value}:
  301. raise ValueError(f"Current App mode: {app_model.mode} is not supported convert to workflow.")
  302. # convert to workflow
  303. new_app = workflow_converter.convert_to_workflow(
  304. app_model=app_model,
  305. account=account,
  306. name=args.get("name", ""),
  307. icon_type=args.get("icon_type", ""),
  308. icon=args.get("icon", ""),
  309. icon_background=args.get("icon_background", ""),
  310. )
  311. return new_app
  312. def validate_features_structure(self, app_model: App, features: dict) -> dict:
  313. if app_model.mode == AppMode.ADVANCED_CHAT.value:
  314. return AdvancedChatAppConfigManager.config_validate(
  315. tenant_id=app_model.tenant_id, config=features, only_structure_validate=True
  316. )
  317. elif app_model.mode == AppMode.WORKFLOW.value:
  318. return WorkflowAppConfigManager.config_validate(
  319. tenant_id=app_model.tenant_id, config=features, only_structure_validate=True
  320. )
  321. else:
  322. raise ValueError(f"Invalid app mode: {app_model.mode}")