*DOE_SAMPLING_SEQUENTIAL_REDUCTION¶
Description: Sampling Domain Reducer
Syntax:
doe_sampling_sequential_reduction(current_variables,current_optimum,percentage_reduction,variable_names,reduction_type,feature_importance,feature_importance_drop_threshold,expansion)
| ID | Name | Type | Default | Remarks |
|---|---|---|---|---|
| 1 | Current Variables | dataset | Current Variables <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 2 | Current Optimum | dataset | Current Optimum <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 3 | Percentage Reduction | scalar | A non-zero number either in percentage or ratio is expected | |
| 4 | Variable Names | text | ||
| 5 | Reduction Type | select | ||
| 6 | Feature Importance | dataset | If provided, variables with sensitivity lower that specified percentile value below will be removed <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 7 | Feature Importance Threshold | scalar | Variable sensitivity lower than this will be switched to a constant | |
| 8 | Convert Boundary To Constant Type | select | If the optimum is on the boundary, switch them to constant |
| ID | Name | Type | Remarks |
|---|---|---|---|
| 1 | New Variables | dataset |
*DOE_STUDY_LAUNCHER_FROM_SIMULATION¶
Description: Launches DOE Study from Simulation
Syntax:
doe_study_launcher_from_simulation(study_name,study_description,source_simulation_id,parameters,hpc_settings,responsetemplate_id,baseline_only,add_to_existing_study,skip_submission,sleep_after_submission,iteration_number)
| ID | Name | Type | Default | Remarks |
|---|---|---|---|---|
| 1 | Study Name | scalar | Name of the Study | |
| 2 | Study Description | textarea | Description of the Study | |
| 3 | Simulation | remote_lookup | ||
| 4 | Experiments | dataset | Parameters <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 5 | HPC Config | remote_lookup | ||
| 6 | Response Template | remote_lookup | ||
| 7 | Run Baseline Only | select | Run Only Baseline Simulation for Verification | |
| 8 | Add to existing Study | select | If a Study by name exists, use that study instead of creating a new study | |
| 9 | Skip Submission | select | ||
| 10 | Sleep Interval After Job Submission | Number of seconds to sleep after each submission | ||
| 11 | Iteration number | If the DOE has more than one state, we can specify this here to include in the simulation name |
| ID | Name | Type | Remarks |
|---|---|---|---|
| 1 | study | integer | |
| 2 | simulations | dataset | |
| 3 | Responses | dataset |
*DOE_STUDY_CURVE_EXTRAPOLATION¶
Description: Creates Study for Curve Extrapolation Experiments
Syntax:
doe_study_curve_extrapolation(study_name,study_description,source_simulation_id,effective_curve,experiments,map_parameters,extrapolation_type,last_strain,increment,curve_id,baseline_only)
| ID | Name | Type | Default | Remarks |
|---|---|---|---|---|
| 1 | NOTS | scalar | Name of the Study | |
| 2 | DOTS | text | Description of the Study | |
| 3 | Simulation | remote_lookup | ||
| 4 | Effective Curve | vector | Effective Curve <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#curveinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 5 | Experiments | dataset | Experiments <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 6 | Map Parameters | dataset | Map Parameters <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 7 | Extrapolation Type | select | ||
| 8 | Last Strain | text | ||
| 9 | Increment | text | ||
| 10 | Curve Id | text | ||
| 11 | Run Baseline Only | select | Baseline only |
| ID | Name | Type | Remarks |
|---|---|---|---|
| 1 | study | integer | |
| 2 | simulations | dataset | |
| 3 | curves | vector |
*DOE_STUDY_CURVE_OPTIMIZER¶
Description: Creates Study for Curve Optimizer Experiments
Syntax:
doe_study_curve_optimizer(study_name,study_description,source_simulation_id,experiments,curve_id,baseline_only)
| ID | Name | Type | Default | Remarks |
|---|---|---|---|---|
| 1 | NOTS | scalar | Name of the Study | |
| 2 | DOTS | text | Description of the Study | |
| 3 | Simulation | remote_lookup | ||
| 4 | Experiments | dataset | Experiments <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 5 | Curve Id | text | ||
| 6 | Run Baseline Only | select | Baseline only |
| ID | Name | Type | Remarks |
|---|---|---|---|
| 1 | study | integer | |
| 2 | simulations | dataset | |
| 3 | curves | vector |
*DOE_PREPROCESSING_WORKER¶
Description: DOE PreProcessing Worker
Syntax:
doe_preprocessing_worker(doe_experiments,sim_id_column,pre_processing_type,preprocessing_params)
| ID | Name | Type | Default | Remarks |
|---|---|---|---|---|
| 1 | Experiments | dataset | Experiments | |
| 2 | Simulation Column Id | scalar | ||
| 3 | Pre-processing Type | scalar | Cockcroft Latham Damage | |
| 4 | Preprocessing parameters | textarea | Map type params |
| ID | Name | Type | Remarks |
|---|---|---|---|
| 1 | Simulations | dataset |
*DOE_SAMPLING_POINT_GENERATOR¶
Description: Generate sampling points
Syntax:
doe_sampling_point_generator(variables,sampling_type,num_points_per_variable,num_experiments,normalize,use_per_variable_num_samples,constraints,filter_constants,reverse_contraints_order)
| ID | Name | Type | Default | Remarks |
|---|---|---|---|---|
| 1 | Variables | dataset | List of Variables for the Experimental Design. Support types are continuous, discrete, and constant <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 2 | Sampling Type | select | ||
| 3 | Points Per Variable | scalar | Num of Points per Variable to select from | |
| 4 | Number Of Experiments | scalar | Total number of experiments to select from | |
| 5 | Normalize Variables | select | ||
| 6 | Use Per Variable Samples | select | Use per-variable number of samples if available | |
| 7 | Constraints | dataset | The dataset should contain columns named needle,condition, target where needle is the variable , condition is the operator such as gt,lt, etc and the target is the value to check for. For example, if we need X2 to be greater than X2, we can set needle=X2, condition=GT, target=X1 <a class=’btn btn-xs btn-default’ target=’_blank’ href=’https://www.d3view.com/docs/master/workflows/Glossary.html#datasetinput’> <i class=’fa fa-external-link’> </i> View more </a> | |
| 8 | Filter Constants | select | Exclude constant variables prior to sampling | |
| 9 | Reverse Constraints Order | select |
| ID | Name | Type | Remarks |
|---|---|---|---|
| 1 | Experiments | dataset |