GenerateAnswersFromGroundTruth 2025.3.28.13-SNAPSHOT¶

BUNDLE¶

com.snowflake.openflow.runtime | runtime-rag-evaluation-processors-nar

DESCRIPTION¶

Generates synthetic answers for each question in the incoming records using an LLM. The synthetic answers are added to the specified RecordPath within each record. Additionally, the processor tracks the number of answers generated and updates the FlowFile attributes accordingly.

TAGS¶

ai, answers, generation, llm, nlp, openai, openflow, rag, synthetic

INPUT REQUIREMENT¶

REQUIRED

Supports Sensitive Dynamic Properties¶

false

PROPERTIES¶

Property	Description
Answer Record Path	The RecordPath to the synthetically generated answers.
Ground Truth Record Path	The RecordPath to the ground truth field in the record.
LLM Provider Service	The provider service for sending evaluation prompts to LLM
Question Record Path	The RecordPath to the question field in the record.
Record Reader	The Record Reader to use for reading the FlowFile.
Record Writer	The Record Writer to use for writing the results.

RELATIONSHIPS¶

NAME	DESCRIPTION
failure	FlowFiles that cannot be processed are routed to this relationship
success	FlowFiles that are successfully processed are routed to this relationship

WRITES ATTRIBUTES¶

NAME	DESCRIPTION
answers.successfully.generated	The total number of successfully synthetic answers generated for the FlowFile.
answers.failed.generated	The total number of failed answer generation for the FlowFile.
json.parse.failures	Number of JSON parse failures encountered.