Skip to content

Conversation

@szekelyszabi
Copy link
Contributor

When vectors are inserted via SQL using [0.1, 0.2, ...] syntax, they are stored as ArrayList in documents. The graph building code only accepted float[] type, causing vectorNeighbors() to return empty results.

This fix adds List<?> handling in:

  • LSMVectorIndex.buildGraphFromScratchWithRetry()
  • ArcadePageVectorValues.getVector()

Fixes the issue where vectorNeighbors() returns empty array for SQL-inserted vectors while vectorDistance() works correctly.

@gemini-code-assist
Copy link
Contributor

Summary of Changes

Hello @szekelyszabi, I'm Gemini Code Assist1! I'm currently reviewing this pull request and will post my feedback shortly. In the meantime, here's a summary to help you and other reviewers quickly get up to speed!

This pull request resolves an issue where vectors inserted into the database via SQL using List<Float> syntax were not correctly processed by the vector index's graph building mechanism. Previously, the system only recognized float[] types, leading to vectorNeighbors() returning empty results for ArrayList-stored vectors. The changes introduce List<?> handling in key vector index components, ensuring that all valid vector representations are correctly indexed and searchable, thus improving the reliability of vector search functionalities.

Highlights

  • Vector Index Compatibility: Enabled the vector index to correctly process vectors inserted via SQL using List<Float> syntax, which were previously stored as ArrayLists, ensuring they are properly indexed and searchable.
  • Graph Building Logic Enhancement: Modified the graph building code in LSMVectorIndex and vector retrieval in ArcadePageVectorValues to accept List<?> types in addition to float[] for vector properties, resolving issues where vectorNeighbors() returned empty results for SQL-inserted vectors.

🧠 New Feature in Public Preview: You can now enable Memory to help Gemini Code Assist learn from your team's feedback. This makes future code reviews more consistent and personalized to your project's style. Click here to enable Memory in your admin console.

Using Gemini Code Assist

The full guide for Gemini Code Assist can be found on our documentation page, here are some quick tips.

Invoking Gemini

You can request assistance from Gemini at any point by creating a comment using either /gemini <command> or @gemini-code-assist <command>. Below is a summary of the supported commands on the current page.

Feature Command Description
Code Review /gemini review Performs a code review for the current pull request in its current state.
Pull Request Summary /gemini summary Provides a summary of the current pull request in its current state.
Comment @gemini-code-assist Responds in comments when explicitly tagged, both in pull request comments and review comments.
Help /gemini help Displays a list of available commands.

Customization

To customize Gemini Code Assist for GitHub experience, repository maintainers can create a configuration file and/or provide a custom code review style guide (such as PEP-8 for Python) by creating and adding files to a .gemini/ folder in the base of the repository. Detailed instructions can be found here.

Limitations & Feedback

Gemini Code Assist may make mistakes. Please leave feedback on any instances where its feedback is incorrect or counter productive. You can react with 👍 and 👎 on @gemini-code-assist comments. If you're interested in giving your feedback about your experience with Gemini Code Assist for Github and other Google products, sign up here.

You can also get AI-powered code generation, chat, as well as code reviews directly in the IDE at no cost with the Gemini Code Assist IDE Extension.

Footnotes

  1. Review the Privacy Notices, Generative AI Prohibited Use Policy, Terms of Service, and learn how to configure Gemini Code Assist in GitHub here. Gemini can make mistakes, so double check it and use code with caution.

@mergify
Copy link
Contributor

mergify bot commented Jan 4, 2026

🧪 CI Insights

Here's what we observed from your CI run for 821bcdc.

🟢 All jobs passed!

But CI Insights is watching 👀

Copy link
Contributor

@gemini-code-assist gemini-code-assist bot left a comment

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

Code Review

This pull request correctly adds support for List<Float> as a vector type, which is a necessary fix for vectors inserted via SQL. The changes in ArcadePageVectorValues and LSMVectorIndex are appropriate to handle this new type.

My main feedback is regarding code duplication. The logic to convert a List to a float[] has been added to both files. This should be extracted into a single, reusable utility method to improve maintainability and ensure consistency.

I've also pointed out a minor style issue regarding missing braces in for loops, which could be improved for better code clarity and safety.

Comment on lines +240 to +241
for (int i = 0; i < list.size(); i++)
vector[i] = ((Number) list.get(i)).floatValue();
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

medium

For better readability and to prevent potential issues when adding more statements to the loop, it's good practice to always use braces {} for loop bodies.

Additionally, this logic for converting a List to a float[] is duplicated in LSMVectorIndex.java. It would be best to extract this into a shared static helper method to improve maintainability.

Suggested change
for (int i = 0; i < list.size(); i++)
vector[i] = ((Number) list.get(i)).floatValue();
for (int i = 0; i < list.size(); i++) {
vector[i] = ((Number) list.get(i)).floatValue();
}

Comment on lines +886 to +887
for (int i = 0; i < list.size(); i++)
vector[i] = ((Number) list.get(i)).floatValue();
Copy link
Contributor

Choose a reason for hiding this comment

The reason will be displayed to describe this comment to others. Learn more.

medium

This is the same duplicated logic as in ArcadePageVectorValues.java. As mentioned in the other comment, this should be extracted to a shared helper method.

For consistency and to improve readability, please add braces {} to the for loop body.

                for (int i = 0; i < list.size(); i++) {
                  vector[i] = ((Number) list.get(i)).floatValue();
                }

@lvca lvca assigned lvca and szekelyszabi and unassigned lvca Jan 4, 2026
@lvca lvca added the bug Something isn't working label Jan 4, 2026
@lvca lvca added this to the 25.12.1 milestone Jan 4, 2026
@lvca
Copy link
Contributor

lvca commented Jan 4, 2026

It makes sense, thanks! We should explore also using float[] natively in SQL to reduce conversion from/to List and the heavy weight of List instead of float[] in RAM

@lvca lvca merged commit de9bfcf into ArcadeData:main Jan 4, 2026
10 of 13 checks passed
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment

Labels

bug Something isn't working

Projects

None yet

Development

Successfully merging this pull request may close these issues.

2 participants