πŸ“„ Token Overlap With ContextΒΆ

Note

ID: metrics.token_overlap_with_context | Type: MetricPipeline

{
    "__type__": "metric_pipeline",
    "main_score": "score",
    "metric": {
        "__type__": "token_overlap"
    },
    "postpreprocess_steps": [
        {
            "__type__": "copy",
            "field_to_field": [
                [
                    "score/global/f1",
                    "score/global/f1_overlap_with_context"
                ],
                [
                    "score/global/recall",
                    "score/global/recall_overlap_with_context"
                ],
                [
                    "score/global/precision",
                    "score/global/precision_overlap_with_context"
                ]
            ]
        }
    ],
    "preprocess_steps": [
        {
            "__type__": "copy",
            "field": "task_data/context",
            "to_field": "references"
        },
        {
            "__type__": "list_field_values",
            "fields": [
                "references"
            ],
            "to_field": "references"
        }
    ]
}

Explanation about ListFieldValuesΒΆ

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

Explanation about CopyΒΆ

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 {β€œa”: 2, β€œb”: 3}, when processed by Copy(field_to_field={β€œa”: β€œb”} would yield {β€œa”: 2, β€œb”: 2}, and when processed by Copy(field_to_field={β€œa”: β€œc”} would yield {β€œa”: 2, β€œb”: 3, β€œc”: 2}

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

Read more about catalog usage here.