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Support few shot for large label taxonomy #917

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Oct 14, 2024
Merged

Support few shot for large label taxonomy #917

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15 changes: 15 additions & 0 deletions src/autolabel/tasks/attribute_extraction.py
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Original file line number Diff line number Diff line change
Expand Up @@ -167,6 +167,21 @@ def construct_prompt(
) -> Tuple[str, str]:
fmt_task_guidelines = self.task_guidelines

# add additional labels to the selected_labels_map for attributes
# if they are present in the few shot examples
if self._is_few_shot_mode() and selected_labels_map:
for eg in examples:
for attribute_name in selected_labels_map:
if (
attribute_name in eg
and eg.get(attribute_name)
and eg.get(attribute_name)
not in selected_labels_map[attribute_name]
):
selected_labels_map[attribute_name].append(
eg.get(attribute_name)
)

attribute_json, output_schema = self._construct_attribute_json(
selected_labels_map=selected_labels_map
)
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