Bases: BaseRetriever
Transform Retriever.
Takes in an existing retriever and a query transform and runs the query transform
before running the retriever.
Source code in llama-index-core/llama_index/core/retrievers/transform_retriever.py
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43 | class TransformRetriever(BaseRetriever):
"""Transform Retriever.
Takes in an existing retriever and a query transform and runs the query transform
before running the retriever.
"""
def __init__(
self,
retriever: BaseRetriever,
query_transform: BaseQueryTransform,
transform_metadata: Optional[dict] = None,
callback_manager: Optional[CallbackManager] = None,
object_map: Optional[dict] = None,
verbose: bool = False,
) -> None:
self._retriever = retriever
self._query_transform = query_transform
self._transform_metadata = transform_metadata
super().__init__(
callback_manager=callback_manager, object_map=object_map, verbose=verbose
)
def _get_prompt_modules(self) -> PromptMixinType:
"""Get prompt sub-modules."""
# NOTE: don't include tools for now
return {"query_transform": self._query_transform}
def _retrieve(self, query_bundle: QueryBundle) -> List[NodeWithScore]:
query_bundle = self._query_transform.run(
query_bundle, metadata=self._transform_metadata
)
return self._retriever.retrieve(query_bundle)
|
