_scenario_manager.py 20 KB

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  1. # Copyright 2021-2024 Avaiga Private Limited
  2. #
  3. # Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
  4. # the License. You may obtain a copy of the License at
  5. #
  6. # http://www.apache.org/licenses/LICENSE-2.0
  7. #
  8. # Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
  9. # an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
  10. # specific language governing permissions and limitations under the License.
  11. from datetime import datetime
  12. from functools import partial
  13. from typing import Any, Callable, Dict, List, Literal, Optional, Union
  14. from taipy.config import Config
  15. from .._entity._entity_ids import _EntityIds
  16. from .._manager._manager import _Manager
  17. from .._repository._abstract_repository import _AbstractRepository
  18. from .._version._version_mixin import _VersionMixin
  19. from ..common.warn_if_inputs_not_ready import _warn_if_inputs_not_ready
  20. from ..config.scenario_config import ScenarioConfig
  21. from ..cycle._cycle_manager_factory import _CycleManagerFactory
  22. from ..cycle.cycle import Cycle
  23. from ..data._data_manager_factory import _DataManagerFactory
  24. from ..exceptions.exceptions import (
  25. DeletingPrimaryScenario,
  26. DifferentScenarioConfigs,
  27. DoesNotBelongToACycle,
  28. InsufficientScenarioToCompare,
  29. InvalidScenario,
  30. NonExistingComparator,
  31. NonExistingScenario,
  32. NonExistingScenarioConfig,
  33. SequenceTaskConfigDoesNotExistInSameScenarioConfig,
  34. UnauthorizedTagError,
  35. )
  36. from ..job._job_manager_factory import _JobManagerFactory
  37. from ..job.job import Job
  38. from ..notification import EventEntityType, EventOperation, Notifier, _make_event
  39. from ..reason import (
  40. EntityDoesNotExist,
  41. EntityIsNotSubmittableEntity,
  42. ReasonCollection,
  43. ScenarioDoesNotBelongToACycle,
  44. ScenarioIsThePrimaryScenario,
  45. WrongConfigType,
  46. )
  47. from ..submission._submission_manager_factory import _SubmissionManagerFactory
  48. from ..submission.submission import Submission
  49. from ..task._task_manager_factory import _TaskManagerFactory
  50. from .scenario import Scenario
  51. from .scenario_id import ScenarioId
  52. class _ScenarioManager(_Manager[Scenario], _VersionMixin):
  53. _AUTHORIZED_TAGS_KEY = "authorized_tags"
  54. _ENTITY_NAME = Scenario.__name__
  55. _EVENT_ENTITY_TYPE = EventEntityType.SCENARIO
  56. _repository: _AbstractRepository
  57. @classmethod
  58. def _get_all(cls, version_number: Optional[str] = None) -> List[Scenario]:
  59. """
  60. Returns all entities.
  61. """
  62. filters = cls._build_filters_with_version(version_number)
  63. return cls._repository._load_all(filters)
  64. @classmethod
  65. def _subscribe(
  66. cls,
  67. callback: Callable[[Scenario, Job], None],
  68. params: Optional[List[Any]] = None,
  69. scenario: Optional[Scenario] = None,
  70. ) -> None:
  71. if scenario is None:
  72. scenarios = cls._get_all()
  73. for scn in scenarios:
  74. cls.__add_subscriber(callback, params, scn)
  75. return
  76. cls.__add_subscriber(callback, params, scenario)
  77. @classmethod
  78. def _unsubscribe(
  79. cls,
  80. callback: Callable[[Scenario, Job], None],
  81. params: Optional[List[Any]] = None,
  82. scenario: Optional[Scenario] = None,
  83. ) -> None:
  84. if scenario is None:
  85. scenarios = cls._get_all()
  86. for scn in scenarios:
  87. cls.__remove_subscriber(callback, params, scn)
  88. return
  89. cls.__remove_subscriber(callback, params, scenario)
  90. @classmethod
  91. def __add_subscriber(cls, callback, params, scenario: Scenario) -> None:
  92. scenario._add_subscriber(callback, params)
  93. Notifier.publish(
  94. _make_event(scenario, EventOperation.UPDATE, attribute_name="subscribers", attribute_value=params)
  95. )
  96. @classmethod
  97. def __remove_subscriber(cls, callback, params, scenario: Scenario) -> None:
  98. scenario._remove_subscriber(callback, params)
  99. Notifier.publish(
  100. _make_event(scenario, EventOperation.UPDATE, attribute_name="subscribers", attribute_value=params)
  101. )
  102. @classmethod
  103. def _can_create(cls, config: Optional[ScenarioConfig] = None) -> ReasonCollection:
  104. config_id = getattr(config, "id", None) or str(config)
  105. reason_collector = ReasonCollection()
  106. if config is not None and not isinstance(config, ScenarioConfig):
  107. reason_collector._add_reason(config_id, WrongConfigType(config_id, ScenarioConfig.__name__))
  108. return reason_collector
  109. @classmethod
  110. def _create(
  111. cls,
  112. config: ScenarioConfig,
  113. creation_date: Optional[datetime] = None,
  114. name: Optional[str] = None,
  115. ) -> Scenario:
  116. _task_manager = _TaskManagerFactory._build_manager()
  117. _data_manager = _DataManagerFactory._build_manager()
  118. scenario_id = Scenario._new_id(str(config.id))
  119. cycle = (
  120. _CycleManagerFactory._build_manager()._get_or_create(config.frequency, creation_date)
  121. if config.frequency
  122. else None
  123. )
  124. cycle_id = cycle.id if cycle else None
  125. tasks = (
  126. _task_manager._bulk_get_or_create(config.task_configs, cycle_id, scenario_id) if config.task_configs else []
  127. )
  128. additional_data_nodes = (
  129. _data_manager._bulk_get_or_create(config.additional_data_node_configs, cycle_id, scenario_id)
  130. if config.additional_data_node_configs
  131. else {}
  132. )
  133. sequences = {}
  134. tasks_and_config_id_maps = {task.config_id: task for task in tasks}
  135. for sequence_name, sequence_task_configs in config.sequences.items():
  136. sequence_tasks = []
  137. non_existing_sequence_task_config_in_scenario_config = set()
  138. for sequence_task_config in sequence_task_configs:
  139. if task := tasks_and_config_id_maps.get(sequence_task_config.id):
  140. sequence_tasks.append(task)
  141. else:
  142. non_existing_sequence_task_config_in_scenario_config.add(sequence_task_config.id)
  143. if non_existing_sequence_task_config_in_scenario_config:
  144. raise SequenceTaskConfigDoesNotExistInSameScenarioConfig(
  145. list(non_existing_sequence_task_config_in_scenario_config), sequence_name, str(config.id)
  146. )
  147. sequences[sequence_name] = {Scenario._SEQUENCE_TASKS_KEY: sequence_tasks}
  148. is_primary_scenario = len(cls._get_all_by_cycle(cycle)) == 0 if cycle else False
  149. props = config._properties.copy()
  150. if name:
  151. props["name"] = name
  152. version = cls._get_latest_version()
  153. scenario = Scenario(
  154. config_id=str(config.id),
  155. tasks=set(tasks),
  156. properties=props,
  157. additional_data_nodes=set(additional_data_nodes.values()),
  158. scenario_id=scenario_id,
  159. creation_date=creation_date,
  160. is_primary=is_primary_scenario,
  161. cycle=cycle,
  162. version=version,
  163. sequences=sequences,
  164. )
  165. for task in tasks:
  166. if scenario_id not in task._parent_ids:
  167. task._parent_ids.update([scenario_id])
  168. _task_manager._set(task)
  169. for dn in additional_data_nodes.values():
  170. if scenario_id not in dn._parent_ids:
  171. dn._parent_ids.update([scenario_id])
  172. _data_manager._set(dn)
  173. cls._set(scenario)
  174. if not scenario._is_consistent():
  175. raise InvalidScenario(scenario.id)
  176. from ..sequence._sequence_manager_factory import _SequenceManagerFactory
  177. _SequenceManagerFactory._build_manager()._bulk_create_from_scenario(scenario)
  178. Notifier.publish(_make_event(scenario, EventOperation.CREATION))
  179. return scenario
  180. @classmethod
  181. def _is_submittable(cls, scenario: Union[Scenario, ScenarioId]) -> ReasonCollection:
  182. if isinstance(scenario, str):
  183. scenario = cls._get(scenario)
  184. if not isinstance(scenario, Scenario):
  185. scenario = str(scenario)
  186. reason_collector = ReasonCollection()
  187. reason_collector._add_reason(scenario, EntityIsNotSubmittableEntity(scenario))
  188. return reason_collector
  189. return scenario.is_ready_to_run()
  190. @classmethod
  191. def _submit(
  192. cls,
  193. scenario: Union[Scenario, ScenarioId],
  194. callbacks: Optional[List[Callable]] = None,
  195. force: bool = False,
  196. wait: bool = False,
  197. timeout: Optional[Union[float, int]] = None,
  198. check_inputs_are_ready: bool = True,
  199. **properties,
  200. ) -> Submission:
  201. scenario_id = scenario.id if isinstance(scenario, Scenario) else scenario
  202. if not isinstance(scenario, Scenario):
  203. scenario = cls._get(scenario_id)
  204. if scenario is None or not cls._exists(scenario_id):
  205. raise NonExistingScenario(scenario_id)
  206. callbacks = callbacks or []
  207. scenario_subscription_callback = cls.__get_status_notifier_callbacks(scenario) + callbacks
  208. if check_inputs_are_ready:
  209. _warn_if_inputs_not_ready(scenario.get_inputs())
  210. submission = (
  211. _TaskManagerFactory._build_manager()
  212. ._orchestrator()
  213. .submit(
  214. scenario,
  215. callbacks=scenario_subscription_callback,
  216. force=force,
  217. wait=wait,
  218. timeout=timeout,
  219. **properties,
  220. )
  221. )
  222. Notifier.publish(_make_event(scenario, EventOperation.SUBMISSION))
  223. return submission
  224. @classmethod
  225. def __get_status_notifier_callbacks(cls, scenario: Scenario) -> List:
  226. return [partial(c.callback, *c.params, scenario) for c in scenario.subscribers]
  227. @classmethod
  228. def _get_primary(cls, cycle: Cycle) -> Optional[Scenario]:
  229. scenarios = cls._get_all_by_cycle(cycle)
  230. for scenario in scenarios:
  231. if scenario.is_primary:
  232. return scenario
  233. return None
  234. @classmethod
  235. def _get_by_tag(cls, cycle: Cycle, tag: str) -> Optional[Scenario]:
  236. scenarios = cls._get_all_by_cycle(cycle)
  237. for scenario in scenarios:
  238. if scenario.has_tag(tag):
  239. return scenario
  240. return None
  241. @classmethod
  242. def _get_all_by_tag(cls, tag: str) -> List[Scenario]:
  243. return [scenario for scenario in cls._get_all() if scenario.has_tag(tag)]
  244. @classmethod
  245. def _get_all_by_cycle(cls, cycle: Cycle) -> List[Scenario]:
  246. filters = cls._build_filters_with_version("all")
  247. if not filters:
  248. filters = [{}]
  249. for fil in filters:
  250. fil.update({"cycle": cycle.id})
  251. return cls._get_all_by(filters)
  252. @classmethod
  253. def _get_primary_scenarios(cls) -> List[Scenario]:
  254. return [scenario for scenario in cls._get_all() if scenario.is_primary]
  255. @staticmethod
  256. def _sort_scenarios(
  257. scenarios: List[Scenario],
  258. descending: bool = False,
  259. sort_key: Literal["name", "id", "config_id", "creation_date", "tags"] = "name",
  260. ) -> List[Scenario]:
  261. if sort_key in ["name", "config_id", "creation_date", "tags"]:
  262. if sort_key == "tags":
  263. scenarios.sort(key=lambda x: (tuple(sorted(x.tags)), x.id), reverse=descending)
  264. else:
  265. scenarios.sort(key=lambda x: (getattr(x, sort_key), x.id), reverse=descending)
  266. elif sort_key == "id":
  267. scenarios.sort(key=lambda x: x.id, reverse=descending)
  268. else:
  269. scenarios.sort(key=lambda x: (x.name, x.id), reverse=descending)
  270. return scenarios
  271. @staticmethod
  272. def _filter_by_creation_time(
  273. scenarios: List[Scenario],
  274. created_start_time: Optional[datetime] = None,
  275. created_end_time: Optional[datetime] = None,
  276. ) -> List[Scenario]:
  277. """
  278. Filter a list of scenarios by a given creation time period.
  279. Parameters:
  280. created_start_time (Optional[datetime]): Start time of the period. The start time is inclusive.
  281. created_end_time (Optional[datetime]): End time of the period. The end time is exclusive.
  282. Returns:
  283. List[Scenario]: List of scenarios created in the given time period.
  284. """
  285. if not created_start_time and not created_end_time:
  286. return scenarios
  287. if not created_start_time:
  288. return [scenario for scenario in scenarios if scenario.creation_date < created_end_time]
  289. if not created_end_time:
  290. return [scenario for scenario in scenarios if created_start_time <= scenario.creation_date]
  291. return [scenario for scenario in scenarios if created_start_time <= scenario.creation_date < created_end_time]
  292. @classmethod
  293. def _is_promotable_to_primary(cls, scenario: Union[Scenario, ScenarioId]) -> ReasonCollection:
  294. reason_collection = ReasonCollection()
  295. if isinstance(scenario, str):
  296. scenario_id = scenario
  297. scenario = cls._get(scenario_id)
  298. else:
  299. scenario_id = scenario.id
  300. if not scenario:
  301. reason_collection._add_reason(scenario_id, EntityDoesNotExist(scenario_id))
  302. else:
  303. if scenario.is_primary:
  304. reason_collection._add_reason(scenario_id, ScenarioIsThePrimaryScenario(scenario_id, scenario.cycle.id))
  305. if not scenario.cycle:
  306. reason_collection._add_reason(scenario_id, ScenarioDoesNotBelongToACycle(scenario_id))
  307. return reason_collection
  308. @classmethod
  309. def _set_primary(cls, scenario: Scenario) -> None:
  310. if not scenario.cycle:
  311. raise DoesNotBelongToACycle(
  312. f"Can't set scenario {scenario.id} to primary because it doesn't belong to a cycle."
  313. )
  314. primary_scenario = cls._get_primary(scenario.cycle)
  315. # To prevent SAME scenario updating out of Context Manager
  316. if primary_scenario and primary_scenario != scenario:
  317. primary_scenario.is_primary = False # type: ignore
  318. scenario.is_primary = True # type: ignore
  319. @classmethod
  320. def _tag(cls, scenario: Scenario, tag: str) -> None:
  321. tags = scenario.properties.get(cls._AUTHORIZED_TAGS_KEY, set())
  322. if len(tags) > 0 and tag not in tags:
  323. raise UnauthorizedTagError(f"Tag `{tag}` not authorized by scenario configuration `{scenario.config_id}`")
  324. if scenario.cycle:
  325. if old_tagged_scenario := cls._get_by_tag(scenario.cycle, tag):
  326. old_tagged_scenario.remove_tag(tag)
  327. cls._set(old_tagged_scenario)
  328. scenario._add_tag(tag)
  329. cls._set(scenario)
  330. Notifier.publish(
  331. _make_event(scenario, EventOperation.UPDATE, attribute_name="tags", attribute_value=scenario.tags)
  332. )
  333. @classmethod
  334. def _untag(cls, scenario: Scenario, tag: str) -> None:
  335. scenario._remove_tag(tag)
  336. cls._set(scenario)
  337. Notifier.publish(
  338. _make_event(scenario, EventOperation.UPDATE, attribute_name="tags", attribute_value=scenario.tags)
  339. )
  340. @classmethod
  341. def _compare(cls, *scenarios: Scenario, data_node_config_id: Optional[str] = None) -> Dict:
  342. if len(scenarios) < 2:
  343. raise InsufficientScenarioToCompare("At least two scenarios are required to compare.")
  344. if not all(scenarios[0].config_id == scenario.config_id for scenario in scenarios):
  345. raise DifferentScenarioConfigs("Scenarios to compare must have the same configuration.")
  346. if scenario_config := cls.__get_config(scenarios[0]):
  347. results = {}
  348. if data_node_config_id:
  349. if data_node_config_id in scenario_config.comparators.keys():
  350. dn_comparators = {data_node_config_id: scenario_config.comparators[data_node_config_id]}
  351. else:
  352. raise NonExistingComparator(f"Data node config {data_node_config_id} has no comparator.")
  353. else:
  354. dn_comparators = scenario_config.comparators
  355. for data_node_config_id, comparators in dn_comparators.items():
  356. data_nodes = [scenario.__getattr__(data_node_config_id).read() for scenario in scenarios]
  357. results[data_node_config_id] = {
  358. comparator.__name__: comparator(*data_nodes) for comparator in comparators
  359. }
  360. return results
  361. else:
  362. raise NonExistingScenarioConfig(scenarios[0].config_id)
  363. @staticmethod
  364. def __get_config(scenario: Scenario):
  365. return Config.scenarios.get(scenario.config_id, None)
  366. @classmethod
  367. def _is_deletable(cls, scenario: Union[Scenario, ScenarioId]) -> ReasonCollection:
  368. reason_collection = ReasonCollection()
  369. if isinstance(scenario, str):
  370. scenario = cls._get(scenario)
  371. if scenario.is_primary:
  372. if len(cls._get_all_by_cycle(scenario.cycle)) > 1:
  373. reason_collection._add_reason(scenario.id, ScenarioIsThePrimaryScenario(scenario.id, scenario.cycle.id))
  374. return reason_collection
  375. @classmethod
  376. def _delete(cls, scenario_id: ScenarioId) -> None:
  377. scenario = cls._get(scenario_id)
  378. if not cls._is_deletable(scenario):
  379. raise DeletingPrimaryScenario(
  380. f"Scenario {scenario.id}, which has config id {scenario.config_id}, is primary and there are "
  381. f"other scenarios in the same cycle. "
  382. )
  383. if scenario.is_primary:
  384. _CycleManagerFactory._build_manager()._delete(scenario.cycle.id)
  385. super()._delete(scenario_id)
  386. @classmethod
  387. def _hard_delete(cls, scenario_id: ScenarioId) -> None:
  388. scenario = cls._get(scenario_id)
  389. if not cls._is_deletable(scenario):
  390. raise DeletingPrimaryScenario(
  391. f"Scenario {scenario.id}, which has config id {scenario.config_id}, is primary and there are "
  392. f"other scenarios in the same cycle. "
  393. )
  394. if scenario.is_primary:
  395. _CycleManagerFactory._build_manager()._hard_delete(scenario.cycle.id)
  396. else:
  397. entity_ids_to_delete = cls._get_children_entity_ids(scenario)
  398. entity_ids_to_delete.scenario_ids.add(scenario.id)
  399. cls._delete_entities_of_multiple_types(entity_ids_to_delete)
  400. @classmethod
  401. def _delete_by_version(cls, version_number: str) -> None:
  402. """
  403. Deletes scenario by the version number.
  404. Check if the cycle is only attached to this scenario, then delete it.
  405. """
  406. for scenario in cls._repository._search("version", version_number):
  407. if scenario.cycle and len(cls._get_all_by_cycle(scenario.cycle)) == 1:
  408. _CycleManagerFactory._build_manager()._delete(scenario.cycle.id)
  409. super()._delete(scenario.id)
  410. @classmethod
  411. def _get_children_entity_ids(cls, scenario: Scenario) -> _EntityIds:
  412. entity_ids = _EntityIds()
  413. for sequence in scenario.sequences.values():
  414. if sequence.owner_id == scenario.id:
  415. entity_ids.sequence_ids.add(sequence.id)
  416. for task in scenario.tasks.values():
  417. if task.owner_id == scenario.id:
  418. entity_ids.task_ids.add(task.id)
  419. for data_node in scenario.data_nodes.values():
  420. if data_node.owner_id == scenario.id:
  421. entity_ids.data_node_ids.add(data_node.id)
  422. jobs = _JobManagerFactory._build_manager()._get_all()
  423. for job in jobs:
  424. if job.task.id in entity_ids.task_ids:
  425. entity_ids.job_ids.add(job.id)
  426. submissions = _SubmissionManagerFactory._build_manager()._get_all()
  427. submitted_entity_ids = list(entity_ids.scenario_ids.union(entity_ids.sequence_ids, entity_ids.task_ids))
  428. for submission in submissions:
  429. if submission.entity_id in submitted_entity_ids or submission.entity_id == scenario.id:
  430. entity_ids.submission_ids.add(submission.id)
  431. return entity_ids
  432. @classmethod
  433. def _get_by_config_id(cls, config_id: str, version_number: Optional[str] = None) -> List[Scenario]:
  434. """
  435. Get all scenarios by its config id.
  436. """
  437. filters = cls._build_filters_with_version(version_number)
  438. if not filters:
  439. filters = [{}]
  440. for fil in filters:
  441. fil.update({"config_id": config_id})
  442. return cls._repository._load_all(filters)