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AIMon reranker integration into LlamaIndex node postprocessors #18087

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@devvratbhardwaj devvratbhardwaj commented Mar 10, 2025

Description

This PR integrates the AIMon reranker as a LlamaIndex postprocessor, allowing for context-aware, domain-specific reranking of retrieval results. The AIMon reranker performs strongly in benchmarks and enables users to specify a domain in the task definition, providing context-specific reranking for improved relevance.

Additionally, this implementation introduces batched reranking with a 10,000-word limit per request, ensuring efficient processing while maintaining low latency. The reranking calls are serialized to prevent concurrency issues and optimize performance.

New Package?

Did I fill in the tool.llamahub section in the pyproject.toml and provide a detailed README.md for my new integration or package?

  • Yes
  • No

Version Bump?

Did I bump the version in the pyproject.toml file of the package I am updating? (Except for the llama-index-core package)

  • Yes
  • No

Type of Change

  • New feature (non-breaking change which adds functionality)

How Has This Been Tested?

  • I added new unit tests to cover this change
  • I believe this change is already covered by existing unit tests
  • I have tested my code successfully in end-to-end testing

Suggested Checklist:

  • I have performed a self-review of my own code
  • I have performed a pre-commit check
  • I have commented my code, particularly in hard-to-understand areas
  • I have made corresponding changes to the documentation
  • I have added Google Colab support for the newly added notebooks.
  • My changes generate no new warnings
  • I have added tests that prove my fix is effective or that my feature works
  • New and existing unit tests pass locally with my changes
  • I ran make format; make lint to appease the lint gods
  • I will add a Google Colab notebook example in a stacked PR following this PR

@dosubot dosubot bot added the size:L This PR changes 100-499 lines, ignoring generated files. label Mar 10, 2025
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