Text Splitter LlamaIndex

Splits long text into chunks suitable for LlamaIndex indexing, with options for fixed size, boundary-aware splitting, and overlap control.

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About This Tool

This tool provides a programmable way to divide long text into smaller, workflow-ready chunks for LlamaIndex and similar vector stores. It supports both fixed-size chunking and boundary-aware modes that respect sentence or paragraph boundaries. Users supply the source text and a desired chunk size in tokens, plus optional overlap and a boundary strategy. The system then tokenizes the input, builds sequential chunks, and outputs the chunks with per-chunk token counts and overall metadata. Conceptually, it maintains a stable context budget for downstream retrieval, reduces fragmentation, and aids efficient indexing. The tool is designed for data engineers, AI developers, and researchers who preprocess large corpora for AI assistants, chatbots, or search applications. Unique value comes from boundary-aware options, token-budget compliance, and optional language_hint to improve boundary decisions across languages. Core features also include configurable overlap to preserve context between adjacent chunks and optional max chunk controls. Typical use cases include preparing product manuals, research papers, or legal documents for LlamaIndex-based retrieval, enabling consistent chunk sizes and predictable token costs. Outputs include an array of chunk strings, per_chunk_tokens, and a summary of total_chunks, useful for benchmarking and logging in ETL pipelines.

How to Use

  1. Provide inputs: paste source_text, set chunk_size (tokens), adjust overlap and language_hint as needed.
  2. Choose boundary: select 'sentence', 'paragraph', or 'none' to guide boundary alignment.
  3. Run calculation: initiate processing to produce ordered chunks and metadata.
  4. Review outputs: examine the chunk array and per_chunk_tokens to verify boundaries and token budgets.
  5. Export: use the output for indexing in LlamaIndex or for further processing.
How to use text splitter llamaindex

Frequently Asked Questions

Find Quick Answers

What is this tool for?
It splits long text into manageable chunks for indexing with LlamaIndex, preserving boundaries when requested, and producing per-chunk metadata to control token budgets and retrieval behavior.
How does boundary strategy work?
Boundary strategies align chunks to sentence or paragraph boundaries when possible. If boundaries are not available or disabled, the tool uses a fixed-size approach. Language hints help select appropriate boundary delineations.
What outputs are produced?
The tool returns an ordered list of text chunks, a per_chunk_tokens array, total_chunks, and a metadata object describing chunk sizes and boundaries to support indexing workflows.
Can I limit the number of chunks?
Yes. If a max_chunks parameter is provided, the tool will truncate the sequence to that many chunks, ensuring downstream procedures have predictable workload and timing.

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