GENERATES A GENERIC NUMERIC PARAMATERS¶
Generates a synthetic dataset of numeric parameters by creating one or more named columns filled with a configurable number of uniformly-distributed values within a specified range. Use it to quickly scaffold parameter tables for DOE setups, surrogate training, or pipeline testing without external data.
When to use¶
Classification: process.
Tagged: dataset_generation, doe_scaffold, numeric_parameters, parameter_table, synthetic_data.
Inputs¶
| Label | ID | Type | Default | Required | Description |
|---|---|---|---|---|---|
| Column Prefixes | columns | text | param | Comma-separated column-name prefixes (e.g. ‘param’ or ‘x,y,z’); each prefix becomes one parameter column in the output dataset — defaults to ‘param’. | |
| Number Of Parameters Per Column | num_items | text | 10 | Number of parameter rows to generate per column (integer ≥ 1); defaults to 10. | |
| Min Parameter Value | min_value | text | 0 | Minimum numeric value for the generated parameter range (inclusive, dimensionless); defaults to 0. | |
| Max Parameter Value | max_value | text | 1 | Maximum numeric value for the generated parameter range (inclusive, dimensionless); defaults to 1. | |
| Default Parameter Value | default_value | text | 0 | Fallback value assigned to parameters when no random or computed value is applicable; defaults to 0. |
Outputs¶
| Label | ID | Type | Description |
|---|---|---|---|
| Parameters | dataset_gp_ds | dataset | Tabular dataset where each column is named after the supplied prefix(es) and contains ‘num_items’ numeric values bounded by [min_value, max_value]. |
Disciplines¶
- ai_ml.preprocessing
- data.dataset.transform
- design_exploration.doe
Runnable example¶
A runnable example is registered for this worker. Open the example workflow on the d3VIEW canvas: /api/workflow/example?id=dataset_generate_numeric_parameters
Auto-generated from transformation schema. Worker id: dataset_generate_numeric_parameters. Schema hash: 83e284934207. Hand-curated docs in workerexamples/ override this page when present.