Definition
A workflow orchestration platform used to programmatically author, schedule, and monitor multi-stage RAG data ingestion pipelines, ensuring tasks like document parsing, chunking, and embedding generation are executed in a reliable, Directed Acyclic Graph (DAG) structure.
It orchestrates the background data preparation and indexing processes, rather than handling real-time user query execution.
"An automated assembly line supervisor that ensures the raw materials (documents) are processed and loaded into the warehouse (Vector Database) in the correct order."
- DAG (Directed Acyclic Graph)(Prerequisite)
- Vector Database Ingestion(Component)
- ETL/ELT(Prerequisite)
- Embedding Pipeline(Component)
Conceptual Overview
A workflow orchestration platform used to programmatically author, schedule, and monitor multi-stage RAG data ingestion pipelines, ensuring tasks like document parsing, chunking, and embedding generation are executed in a reliable, Directed Acyclic Graph (DAG) structure.
Disambiguation
It orchestrates the background data preparation and indexing processes, rather than handling real-time user query execution.
Visual Analog
An automated assembly line supervisor that ensures the raw materials (documents) are processed and loaded into the warehouse (Vector Database) in the correct order.