📄 Context Correctness¶

Note

ID: metrics.rag.end_to_end.context_correctness | Type: MetricPipeline

{
    "__type__": "metric_pipeline",
    "main_score": "score",
    "metric": "metrics.mrr[score_prefix=context_correctness_]",
    "preprocess_steps": [
        {
            "__type__": "copy",
            "field_to_field": [
                [
                    "prediction/context_ids",
                    "prediction"
                ]
            ]
        },
        {
            "__type__": "list_field_values",
            "fields": [
                "task_data/reference_context_ids"
            ],
            "to_field": "references"
        }
    ]
}

Explanation about ListFieldValues¶

Concatenates values of multiple fields into a list, and assigns it to a new field.

Explanation about Copy¶

Copies values from specified fields to specified fields.

Args (of parent class):
field_to_field (Union[List[List], Dict[str, str]]): A list of lists, where each sublist contains the source field and the destination field, or a dictionary mapping source fields to destination fields.

Examples:
An input instance {“a”: 2, “b”: 3}, when processed by Copy(field_to_field={“a”: “b”} would yield {“a”: 2, “b”: 2}, and when processed by Copy(field_to_field={“a”: “c”} would yield {“a”: 2, “b”: 3, “c”: 2}

with field names containing / , we can also copy inside the field: Copy(field=”a/0”,to_field=”a”) would process instance {“a”: [1, 3]} into {“a”: 1}