tPjO dZddlZddlmZmZmZddlmZddlm Z ddl m Z m Z ddl mZmZddlmZmZmZmZmZmZerdd lmZ dd dezezezezezezezezezezd eeefdzd efd ZGdde Zy)z If the LLM Obs has any specific attributes to log request or response, we can add them here. Relevant Issue: https://github.com/BerriAI/litellm/issues/13764 N) TYPE_CHECKINGAnyFinal) BaseModel)override)BaseLLMObsOTELAttributessafe_set_attribute)HttpxBinaryResponseContentResponsesAPIResponse)EmbeddingResponse ImageResponse ModelResponseRerankResponseTextCompletionResponseTranscriptionResponse)Span response_objkwargsreturnc6|y|xsi}|jdd}|dk(st|tryt|tryt|tr|j S|r5t|t st|trtj|Sy)a Extract output content from response objects based on their type. This utility function handles the type-specific logic for converting various response objects into appropriate output formats for Langfuse logging. Args: response_obj: The response object returned by the function kwargs: Optional keyword arguments containing call_type and other metadata Returns: The formatted output content suitable for Langfuse logging, or None N call_type embeddingzembedding-outputz speech-output) get isinstancer r rmodel_dump_jsondictlistjsondumps)rrrs {/home/oem/CyberBrain26-unified/.venv/lib/python3.12/site-packages/litellm/integrations/langfuse/langfuse_otel_attributes.pyget_output_content_by_typer"s6 \rFzz+t4IK:l R R   r#r%)N)__doc__rtypingrrrpydanticrtyping_extensionsrElitellm.integrations.opentelemetry_utils.base_otel_llm_obs_attributesrr litellm.types.llms.openair r litellm.types.utilsr r rrrropentelemetry.tracerrrr5r"r%r6r#r!r?s  ,,&W(%)/       !!    / cNT !/ /d #; r#