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| | """The step definitions for workflow.""" |
| | from __future__ import absolute_import |
| |
|
| | from typing import List, Union |
| |
|
| | import attr |
| |
|
| | from sagemaker.workflow.entities import PipelineVariable |
| | from sagemaker.workflow.properties import PropertyFile |
| |
|
| |
|
| | @attr.s |
| | class Join(PipelineVariable): |
| | """Join together properties. |
| | |
| | Examples: |
| | Build a Amazon S3 Uri with bucket name parameter and pipeline execution Id and use it |
| | as training input:: |
| | |
| | bucket = ParameterString('bucket', default_value='my-bucket') |
| | |
| | TrainingInput( |
| | s3_data=Join(on='/', ['s3:/', bucket, ExecutionVariables.PIPELINE_EXECUTION_ID]), |
| | content_type="text/csv") |
| | |
| | Attributes: |
| | values (List[Union[PrimitiveType, Parameter, Expression]]): |
| | The primitive type values, parameters, step properties, expressions to join. |
| | on (str): The string to join the values on (Defaults to ""). |
| | """ |
| |
|
| | on: str = attr.ib(factory=str) |
| | values: List = attr.ib(factory=list) |
| |
|
| | def to_string(self) -> PipelineVariable: |
| | """Prompt the pipeline to convert the pipeline variable to String in runtime |
| | |
| | As Join is treated as String in runtime, no extra actions are needed. |
| | """ |
| | return self |
| |
|
| | @property |
| | def expr(self): |
| | """The expression dict for a `Join` function.""" |
| |
|
| | return { |
| | "Std:Join": { |
| | "On": self.on, |
| | "Values": [ |
| | value.expr if hasattr(value, "expr") else value for value in self.values |
| | ], |
| | }, |
| | } |
| |
|
| | @property |
| | def _referenced_steps(self) -> List[str]: |
| | """List of step names that this function depends on.""" |
| | steps = [] |
| | for value in self.values: |
| | if isinstance(value, PipelineVariable): |
| | steps.extend(value._referenced_steps) |
| | return steps |
| |
|
| |
|
| | @attr.s |
| | class JsonGet(PipelineVariable): |
| | """Get JSON properties from PropertyFiles. |
| | |
| | Attributes: |
| | step_name (str): The step name 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. |
| | """ |
| |
|
| | step_name: str = attr.ib() |
| | property_file: Union[PropertyFile, str] = attr.ib() |
| | json_path: str = attr.ib() |
| |
|
| | @property |
| | def expr(self): |
| | """The expression dict for a `JsonGet` function.""" |
| | if not isinstance(self.step_name, str) or not self.step_name: |
| | raise ValueError("Please give a valid step name as a string") |
| |
|
| | if isinstance(self.property_file, PropertyFile): |
| | name = self.property_file.name |
| | else: |
| | name = self.property_file |
| | return { |
| | "Std:JsonGet": { |
| | "PropertyFile": {"Get": f"Steps.{self.step_name}.PropertyFiles.{name}"}, |
| | "Path": self.json_path, |
| | } |
| | } |
| |
|
| | @property |
| | def _referenced_steps(self) -> List[str]: |
| | """List of step names that this function depends on.""" |
| | return [self.step_name] |
| |
|