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LocalAI is the open-source AI engine. Run any model - LLMs, vision, voice, image, video - on any hardware. No GPU required.

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fix(stores): Stores fixes and testing (#4663)

* fix(stores): Actually check a vector is a unit vector/normalized

Instead of just summing the components to see if they equal 1.0, take
the actual magnitude/p-norm of the vector and check that is
approximately 1.0.

Note that this shouldn't change the order of results except in edge
cases if I am too lax with the precision of the equality
comparison. However it should improve performance for normalized
vectors which were being misclassified.

Signed-off-by: Richard Palethorpe <io@richiejp.com>

* fix(stores): Add tests for known results and triangle inequality

This adds some more tests to check the cosine similarity function has
some expected mathematical properties.

Signed-off-by: Richard Palethorpe <io@richiejp.com>

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Signed-off-by: Richard Palethorpe <io@richiejp.com>
R
Richard Palethorpe committed
e8eb0b2c50a7653c9d8dc3e2388eb4074705b4b7
Parent: e15d29a
Committed by GitHub <noreply@github.com> on 1/22/2025, 6:35:05 PM