Adding support of multi-vector collection for Qdrant driver

[Dammerzone]

Description

Adding the support of multi-vector for Qdrant driver

This changes enables the selection of a specific vector to search in when querying point in multi-vector collectionusing Qdrant driver

Type of Change

• New feature
• Bug fix
• Breaking change
• Documentation update
• Project configuration change

Complexity

Low complexity due to the addition of an already existing parameter of the qdrand native client

Complexity: Low

How Has This Been Tested?

• Unit tests
• E2E tests
• Manual tests

Checklist

The following requirements should have been met (depending on the changes in the branch):

• Documentation has been updated
• Unit tests have been updated
• E2E tests have been updated
• Examples have been updated
• New files have copyright header
• CLA (https://neo4j.com/developer/cla/) has been signed
• CHANGELOG.md updated if appropriate

[Dammerzone]

Just signed the CLA

[stellasia]

@CodiumAI-Agent /update_changelog

[CodiumAI-Agent]

Changelog updates: 🔄

@neo4j/neo4j-graphrag-python

Next

Added

• Enabled multi-vector collection support for Qdrant driver.

to commit the new content to the CHANGELOG.md file, please type:
'/update_changelog --pr_update_changelog.push_changelog_changes=true'

[stellasia]

Hi @Dammerzone ,

Thanks for your contribution and for signing the CLA. The change looks good to me. Once the CI is fixed, may I ask you to add a line in the CHANGELOG?

[CodiumAI-Agent]

Changelog updates: 🔄

Added

• Added support for multi-vector collection in Qdrant driver.

to commit the new content to the CHANGELOG.md file, please type:
'/update_changelog --pr_update_changelog.push_changelog_changes=true'

[Dammerzone]

Hello @stellasia, thanks for the review, I'll do that !

[stellasia]

@CodiumAI-Agent /update_changelog --pr_update_changelog.push_changelog_changes=true

[stellasia]

Hi @Dammerzone , Thank you for fixing the CI and keeping your branch up-to-date. The only missing piece is the CHANGELOG update, you can use the automatically generated proposal above or anything else, up to you :)

[Dammerzone]

Oh my bad, I thought you already done that using the command ! Its done 👍

[stellasia]

Thanks for your contribution!

Oh my bad, I thought you already done that using the command !

Yeah sorry, I also thought it'd do it but apparently we haven't given the bot write permission to the repo. Thank you!