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AppsDataRobot ToolsDatarobot Create Insights Shap Preview
DataRobot Tools

Datarobot Create Insights Shap Preview

Request calculation of SHAP Preview insights with an optional data slice. Returns immediately with a queue ID - the SHAP computation happens asynchronously. Use the queue ID to poll for job status and retrieve results when complete.

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Use Datarobot Create Insights Shap Preview

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Inputs

  • sourcestring
    Required
    The subset of data used to compute the insight. Common values: 'validation' (validation set), 'holdout' (holdout data), 'training' (training data), or specific backtest partitions like 'backtest_0' for time-series models.
  • entityIdstring
    Required
    The ID of the entity (model, custom model, or vector database) for which SHAP Preview insights will be calculated. For DataRobot models, use the model ID from LIST_MODEL_RECORDS.
  • rowCountinteger
    (Deprecated) The number of rows to use for calculating SHAP Impact. Use 'quickCompute' parameter instead for controlling computation size.
  • entityTypestring
    The type of entity for which insights will be calculated. Defaults to 'datarobotModel'.
  • dataSliceIdstring
    The ID of a data slice to filter the data used for SHAP calculation. Data slices allow you to compute insights on specific subsets of your data.
  • quickComputeboolean
    When enabled (default), limits the number of rows used from the selected source (typically 2500 rows) for faster computation. When disabled, all rows from the source are used, which provides more accurate results but takes longer.
  • externalDatasetIdstring
    The ID of an external dataset to use for SHAP calculation instead of the model's original training data.

Observable output

  • data
    Required
    Data from the action execution
  • errorstring
    Error if any occurred during the execution of the action
  • successfulboolean
    Required
    Whether or not the action execution was successful or not

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