Conversion util

HasAsArtifact

Bases: Protocol

qdrant_id property

as_artifact()

HasAsContent

Bases: Protocol

as_content()

ResultProtocol

Bases: Protocol

content instance-attribute

metadata property

qdrant_id property

score instance-attribute

format_results_artifact(results)

Combine all results into a single artifact (keyed by qdrant result_id).

format_results_content(results)

Format all results into a content string.

format_single_result_content(result)

Format a single result into a content string.

Note: Content is generally what was embedded/searched for. The metadata can contain the full content when necessary.