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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] |
|
|