GenerateAnswersFromContext 2025.3.28.13-SNAPSHOT¶

BUNDLE¶

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

DESCRIPTION¶

Generates synthetic answers for each question present in the incoming records using a Large Language Model (LLM). For every record, the processor extracts the question and its associated context based on the specified RecordPaths, constructs a prompt, and sends it to an LLM provider to obtain a synthetic answer. The generated answer is then inserted into the record at the designated RecordPath.

TAGS¶

ai, answers, contextual, 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
Context Record Path	The RecordPath to the array of contexts in the record.
LLM Provider Service	The provider service for sending evaluation prompts to LLM
Max Character Context Length	Maximum character length of context window.
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 generated synthetic answers for the FlowFile.
answers.failed.generated	The total number of synthetic answer generation attempts that failed for the FlowFile.
json.parse.failures	Number of JSON parse failures encountered.