Chapter 3.1 - Recursive Chunking

Chapter 3.1 - Recursive Chunking

[!info] Token-based overlap splitting.

If you feed an entire 100-page PDF into an LLM, it will crash due to context limits. We must split it into chunks. However, if we split blindly, we might cut a sentence in half! We use recursive chunking with an overlap to preserve context boundaries.

def recursive_chunk_text(text, chunk_size=500, overlap=50):
    words = text.split()
    chunks = []
    i = 0
    while i < len(words):
        chunk = " ".join(words[i:i + chunk_size])
        chunks.append(chunk)
        i += chunk_size - overlap
    return chunks

[!warning] The Overlap Ratio Always ensure your overlap is at least 10% of your chunk size. If a critical keyword is at the very end of chunk A, the overlap ensures it also appears at the beginning of chunk B, so it is never "lost" between boundaries.