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| | """The step definitions for workflow.""" |
| | from __future__ import absolute_import |
| |
|
| | from typing import List, Union, Optional |
| |
|
| |
|
| | from sagemaker.deprecations import deprecated_class |
| | from sagemaker.workflow.conditions import Condition |
| | from sagemaker.workflow.step_collections import StepCollection |
| | from sagemaker.workflow.functions import JsonGet as NewJsonGet |
| | from sagemaker.workflow.steps import ( |
| | Step, |
| | StepTypeEnum, |
| | ) |
| | from sagemaker.workflow.utilities import list_to_request |
| | from sagemaker.workflow.entities import RequestType |
| | from sagemaker.workflow.properties import ( |
| | Properties, |
| | PropertyFile, |
| | ) |
| |
|
| |
|
| | class ConditionStep(Step): |
| | """Conditional step for pipelines to support conditional branching in the execution of steps.""" |
| |
|
| | def __init__( |
| | self, |
| | name: str, |
| | depends_on: Optional[List[Union[str, Step, StepCollection]]] = None, |
| | display_name: str = None, |
| | description: str = None, |
| | conditions: List[Condition] = None, |
| | if_steps: List[Union[Step, StepCollection]] = None, |
| | else_steps: List[Union[Step, StepCollection]] = None, |
| | ): |
| | """Construct a ConditionStep for pipelines to support conditional branching. |
| | |
| | If all of the conditions in the condition list evaluate to True, the `if_steps` are |
| | marked as ready for execution. Otherwise, the `else_steps` are marked as ready for |
| | execution. |
| | |
| | Args: |
| | name (str): The name of the condition step. |
| | depends_on (List[Union[str, Step, StepCollection]]): The list of `Step`/StepCollection` |
| | names or `Step` instances or `StepCollection` instances that the current `Step` |
| | depends on. |
| | display_name (str): The display name of the condition step. |
| | description (str): The description of the condition step. |
| | conditions (List[Condition]): A list of `sagemaker.workflow.conditions.Condition` |
| | instances. |
| | if_steps (List[Union[Step, StepCollection]]): A list of `sagemaker.workflow.steps.Step` |
| | or `sagemaker.workflow.step_collections.StepCollection` instances that are |
| | marked as ready for execution if the list of conditions evaluates to True. |
| | else_steps (List[Union[Step, StepCollection]]): A list of `sagemaker.workflow.steps.Step` |
| | or `sagemaker.workflow.step_collections.StepCollection` instances that are |
| | marked as ready for execution if the list of conditions evaluates to False. |
| | """ |
| | super(ConditionStep, self).__init__( |
| | name, display_name, description, StepTypeEnum.CONDITION, depends_on |
| | ) |
| | self.conditions = conditions or [] |
| | self.if_steps = if_steps or [] |
| | self.else_steps = else_steps or [] |
| |
|
| | root_prop = Properties(step_name=name) |
| | root_prop.__dict__["Outcome"] = Properties(step_name=name, path="Outcome") |
| | self._properties = root_prop |
| |
|
| | @property |
| | def arguments(self) -> RequestType: |
| | """The arguments dict that is used to define the conditional branching in the pipeline.""" |
| | return dict( |
| | Conditions=[condition.to_request() for condition in self.conditions], |
| | IfSteps=list_to_request(self.if_steps), |
| | ElseSteps=list_to_request(self.else_steps), |
| | ) |
| |
|
| | @property |
| | def step_only_arguments(self): |
| | """Argument dict pertaining to the step only, and not the `if_steps` or `else_steps`.""" |
| | return dict(Conditions=[condition.to_request() for condition in self.conditions]) |
| |
|
| | @property |
| | def properties(self): |
| | """A simple Properties object with `Outcome` as the only property""" |
| | return self._properties |
| |
|
| |
|
| | class JsonGet(NewJsonGet): |
| | """Get JSON properties from PropertyFiles. |
| | |
| | Attributes: |
| | step (Step): The step from which to get the property file. |
| | property_file (Union[PropertyFile, str]): Either a PropertyFile instance |
| | or the name of a property file. |
| | json_path (str): The JSON path expression to the requested value. |
| | """ |
| |
|
| | def __init__(self, step: Step, property_file: Union[PropertyFile, str], json_path: str): |
| | super().__init__(step_name=step.name, property_file=property_file, json_path=json_path) |
| |
|
| |
|
| | JsonGet = deprecated_class(JsonGet, "JsonGet") |
| |
|