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@akshat-g akshat-g commented Feb 6, 2024

Summary by CodeRabbit

  • New Features
    • Enhanced evaluation process by integrating RAGAS metrics with LlamaIndex's query engine for improved dataset evaluations.

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coderabbitai bot commented Feb 6, 2024

Walkthrough

The recent update introduces functionality for running evaluations with RAGAS metrics using LlamaIndex's query engine. It demonstrates how to incorporate the query engine into the RagasLoader constructor to enhance dataset evaluation.

Changes

File Path Change Summary
.../running_evals_with_llama_index.mdx New functionality added for running evaluations with RAGAS metrics using LlamaIndex's query engine.

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In data's realm where insights gleam,
LlamaIndex and RAGAS join as a team.
CodeRabbit hops with a purpose keen,
Enhancing evaluations, a data dream.
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Review Status

Actionable comments generated: 1

Configuration used: CodeRabbit UI

Commits Files that changed from the base of the PR and between c5e1a40 and d299135.
Files ignored due to path filters (1)
  • pages/evals/_meta.json is excluded by: !**/*.json
Files selected for processing (2)
  • pages/evals/running_evals.mdx (1 hunks)
  • pages/evals/running_evals_with_llama_index.mdx (1 hunks)
Additional comments: 7
pages/evals/running_evals.mdx (1)
  • 32-32: Ensure the link to "Running evals with LlamaIndex" is correctly formatted and functional. Also, verify its placement in the list maintains logical order and consistency with other entries.
pages/evals/running_evals_with_llama_index.mdx (6)
  • 1-3: Ensure the document title and section headers are appropriately formatted and accurately reflect the content's focus.
  • 7-8: Confirm that the link to RAGAS documentation is functional and leads to the correct page.
  • 10-32: Check the Python code example for syntax correctness, especially the string literals and dictionary keys. Ensure the example is clear and accurately demonstrates the intended functionality.
  • 39-48: Verify the Python code snippet for creating a LlamaIndex query engine is correct and follows best practices for code examples in documentation.
  • 50-54: The Callout component is used effectively to highlight important information. Ensure the message within the Callout is clear and provides value to the reader.
  • 56-71: Review the final Python code example for correctness and clarity. Ensure it demonstrates the integration of the query engine with RagasLoader effectively.

Comment on lines +34 to +36
In the above example, retrieved contexts are being explicitly provided in the dataset. In place of this, LlamaIndex's query engine can be sent as a parameter
in the RagasLoader constructor.

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Clarify the explanation regarding the use of LlamaIndex's query engine in the RagasLoader constructor to ensure readers understand how to integrate it.

Consider adding more context or a brief explanation on why integrating LlamaIndex's query engine is beneficial.

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Review Status

Actionable comments generated: 0

Configuration used: CodeRabbit UI

Commits Files that changed from the base of the PR and between d299135 and b6a35bf.
Files ignored due to path filters (1)
  • public/llama_index.png is excluded by: !**/*.png
Files selected for processing (1)
  • pages/evals/running_evals_with_llama_index.mdx (1 hunks)
Files skipped from review as they are similar to previous changes (1)
  • pages/evals/running_evals_with_llama_index.mdx

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