Seldon · Example Payload

Seldon Explainability Request Example

Example request to the Seldon /explain endpoint to get a SHAP-based explanation for an iris model prediction

MLOpsMachine LearningModel ServingInferenceKubernetesAI OperationsDrift DetectionExplainabilityCanary DeploymentA/B TestingLLMOps

Seldon Explainability Request Example is an example object payload from Seldon, with 3 top-level fields. It illustrates the shape of data this provider's APIs accept or return.

Top-level fields

descriptionrequestresponse

Example Payload

{
  "description": "Example request to the Seldon /explain endpoint to get a SHAP-based explanation for an iris model prediction",
  "request": {
    "method": "POST",
    "url": "http://seldon-gateway/seldon/default/iris-model/api/v1.0/explain",
    "headers": {
      "Content-Type": "application/json"
    },
    "body": {
      "data": {
        "ndarray": [[5.1, 3.5, 1.4, 0.2]]
      }
    }
  },
  "response": {
    "status": 200,
    "body": {
      "meta": {},
      "data": {
        "anchor": ["Petal Length <= 2.45"],
        "precision": 1.0,
        "coverage": 0.3333,
        "raw": {
          "feature": [2],
          "mean": [0.9998],
          "precision": [1.0],
          "coverage": [0.3333],
          "examples": [
            {
              "covered_true": [[5.0, 3.4, 1.5, 0.2], [4.8, 3.0, 1.4, 0.3]],
              "covered_false": []
            }
          ],
          "prediction": 0,
          "names": ["Petal Length <= 2.45"]
        }
      }
    }
  }
}