Document-to-Answer Pipeline
Endee Vector Architecture & RAG Retrieval Path
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STAGE 1/5
DOCUMENT INGESTION & PARSING: Raw files (PDF, DOCX, TXT, HTML) are continuously streamed into the unified document processor.
01. Ingestion & Preprocessing
02. Vector Indexing (Endee)
03. Contextual Query & Retrieval Path
chunks
attrs
tokens
batch
knn index
vector
top-k
context
BATCH INSERT GROUP [4]
#C1
#C2
#C3
#C4
PDF FILE
DOCX FILE
TXT FILE
HTML FILE
PROCESSOR
CHUNKING
META ENRICH
EMBEDDING
ENDEE DB
USER QUERY
VECTOR SEARCH
TOP CHUNKS
CITED ANSWER
NODE INSPECTOR: PROCESSOR
Click nodes or batch chunks to view properties
Component
Unified Doc Parser
Status / Operation
Extracting layout & clean text
Output Target
Chunker & Metadata Engine