RAG & Agents Engineering

M11 lab, document ingestion

Three parsers turn one page into three different indexes.

Page 7 of a two-column product handbook goes through three LangChain PDF loaders, as in lesson 11.4. Pick a loader, then hover or focus an output Document to see which part of the page it came from.

Loader

Larkspur CloudCustomer Handbook

4. Plans and pricing

Every plan includes DDoS protection, daily snapshots and a dedicated IPv4 address. Outbound traffic above the included amount is billed at $0.01 per GB.

PlanvCPUMemoryTrafficPrice / month
Starter12 GB1 TB$6
Business416 GB5 TB$48
Scale1664 GB20 TB$190

5. Refunds

Annual plans can be refunded; monthly plans cannot. Refunds go back to the original payment method within 5 to 10 business days.

  • Within 30 days: full refund if outbound traffic is under 100 GB.
  • After day 30: unused whole months, minus a 15% early-termination fee.
  • SLA and promotional credits are never paid out as cash.
Page 7 of 24Revised March 2026

Output of

    struck: header or footer text inside the contentmarked: a line-break hyphen left in a word

    Documents from this page
    Header and footer
    Table rows
    Section known

    The lab’s metadata schema, filled by this loader

    FieldUsed later forStatusHow

    Outputs are written to show each loader’s default behaviour on a two-column page with a table: one Document per page for PyPDF and PyMuPDF, one per element for Unstructured in mode="elements" with the hi_res strategy (the fast strategy finds no tables and fewer headers). Element ids are shortened to e4 and e5; real ones are hashes. Exact text varies by PDF producer, so run lesson 11.4’s notebook on your own files before you pick a parser.