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feat: implement document chunking for long PDFs #1

@bsbds

Description

@bsbds

Problem

Long documents currently require excessive GPU memory allocation.

Current workaround

Commit fe8a934 increases GPU memory allocation, which is not scalable.

Proposed solution

Split long PDF documents into smaller chunks before processing instead of allocating more GPU memory.

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