Pipeline
Experiment
Contains utilities for performing experiment tracking.
This module defines utility functions for performing experiment tracking with MLflow.
- deeprootgen.pipeline.experiment.dispatch_new_run(task: str, form_inputs: dict, simulation_runs: list) tuple[source]
Dispatch a new simulation run.
- Args:
- task (str):
The name of the current task for the experiment.
- form_inputs (dict):
The dictionary of form input data to pass as simulation parameters.
- simulation_runs (list):
The list of simulation run data.
- Returns:
- tuple:
The output file and file name.
- deeprootgen.pipeline.experiment.get_datetime_now() str[source]
Get the current datetime for now.
- Returns:
- str:
The current datetime.
- deeprootgen.pipeline.experiment.get_outdir() str[source]
Get the output directory.
- Returns:
- str:
The output directory.
- deeprootgen.pipeline.experiment.get_simulation_uuid() str[source]
Get a new simulation uuid.
- Returns:
- str:
The simulation uuid.
- deeprootgen.pipeline.experiment.load_form_parameters(list_of_contents: list, list_of_names: list, form_name: str, task: str = '') tuple[source]
Load form parameters from file to a list.
- Args:
- list_of_contents (list):
The uploaded list of contents.
- list_of_names (list):
The list of file names.
- form_name (str):
The current form name.
- task (str, optional):
The current simulation task.
- Returns:
- tuple:
The form inputs and toast message.
- deeprootgen.pipeline.experiment.save_form_parameters(page_id: str, form_name: str, param_inputs: list, task: str = '', calibration_inputs: list | None = None) tuple[source]
Write the current form parameters to file.
- Args:
- page_id (str):
The current page ID.
- form_name (str):
The name of the form component definitions.
- param_inputs (list):
The list of parameter inputs.
- task (str, optional):
The current simulation task. Defaults to ‘’.
- calibration_inputs (list | None, optional):
The list of calibration parameter inputs. Defaults to None
- Returns:
- tuple:
The output file and file name.
Workflow
Contains utilities for managing workflows.
This module defines utility functions for managing and orchestrating workflows with Prefect.