πŸ“„ Answer Reward [deprecated]ΒΆ

Deprecation message: This metric should be replaced with metrics.rag.external_rag.answer_reward

metrics.rag.answer_reward

type: MetricPipeline
main_score: score
preprocess_steps: 
  - type: Copy
    field_to_field: 
      task_data/question: references
      answer: prediction
    not_exist_do_nothing: True
  - type: Copy
    field_to_field: 
      question: references
    not_exist_do_nothing: True
  - type: MultiTypeSerializer
    field: references
  - type: ListFieldValues
    fields: 
      - references
    to_field: references
metric: metrics.reward.deberta_v3_large_v2
[source]

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={"a": "b"}) would yield {β€œa”: 2, β€œb”: 2}, and when processed by Copy(field_to_field={"a": "c"}) 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}

Explanation about ListFieldValuesΒΆ

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

References: metrics.reward.deberta_v3_large_v2

Read more about catalog usage here.