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Documentation Index

Fetch the complete documentation index at: https://docs.praison.ai/llms.txt

Use this file to discover all available pages before exploring further.

Chunking Strategies

Optimize how documents are split into chunks for better retrieval quality.

Chunking Options

from praisonaiagents import Knowledge

knowledge = Knowledge(
    sources=["docs/"],
    chunk_size=500,        # Target chunk size
    chunk_overlap=50,      # Overlap between chunks
    chunking_strategy="semantic"  # Chunking method
)

Strategies

Fixed Size (Default)

knowledge = Knowledge(
    sources=["docs/"],
    chunking_strategy="fixed",
    chunk_size=500,
    chunk_overlap=50
)

Semantic

knowledge = Knowledge(
    sources=["docs/"],
    chunking_strategy="semantic"
)

Sentence-Based

knowledge = Knowledge(
    sources=["docs/"],
    chunking_strategy="sentence",
    sentences_per_chunk=5
)

Best Practices

Content TypeChunk SizeOverlapStrategy
Technical docs500-80050-100Semantic
FAQs200-40020-50Fixed
Long articles800-1200100-200Semantic
Code300-50050Fixed