orkgnlp.deepresearch.encoder.DeepResearchEncoder

class DeepResearchEncoder(openai_api_key, firecrawl_api_key=None, research_provider='orkg', openai_endpoint='https://api.openai.com/v1', custom_model='o3-mini')[source]

Bases: ORKGNLPBaseEncoder

Methods

`encode`	Encodes the `raw_input` to a model-friendly format.
`release_memory`	Releases the memory of all available attributes in a pipeline component.

encode(raw_input, **kwargs)[source]

Encodes the raw_input to a model-friendly format.

Parameters:: raw_input (Any) – The user’s input to be encoded.
Return type:: Tuple[Any, Dict[str, Any]]
Returns:: The model-friendly output and kwargs.

release_memory(): Releases the memory of all available attributes in a pipeline component.