> ## Documentation Index
> Fetch the complete documentation index at: https://docs.neum.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# RecursiveChunker

> The RecursiveChunker class is tailored for segmenting text into smaller chunks with a recursive approach, allowing for different levels of text granularity.

The `RecursiveChunker` class specializes in dividing text into smaller, more manageable sections using a recursive method. This allows for various levels of granularity depending on the specified separators.

## Properties

Required properties:

* None

Optional properties:

* `chunk_size`: The target size for each text chunk.
* `chunk_overlap`: The amount of overlap desired between adjacent text chunks.
* `batch_size`: The number of text chunks to process together.
* `separators`: A list of strings used to split the text at different granularity levels.

<CodeGroup>
  ```python Local Development
  from neumai.Chunkers import RecursiveChunker
  from neumai.Shared import NeumDocument

  recursive_chunker = RecursiveChunker(
      chunk_size = 500,
      chunk_overlap = 50,
      batch_size = 1000,
      separators = ["\n\n", "\n", " ", ""]
  )

  ```

  ```json Cloud
  {
      "sources":[
          {
              # Add Data Connector and Loader
              "chunker": {
                  "chunker_name":"RecursiveChunker",
                  "chunker_information":{
                      "chunk_size": 500,
                      "chunk_overlap": 50,
                      "batch_size": 1000,
                      "separators": ["\n\n", "\n", " ", ""]
                  },
              }
          }
      ]
  }
  ```
</CodeGroup>