Improved max sim

[Jonathan-Adly]

Description

Instead of using max cosine similarity - we will use Dot product. I ran benchmarks and results are roughly the same, but dot product is slightly faster.

Type of change

• 🏠 Internal - changes that don't affect external functionality (no version bump)
  (e.g., refactoring, docs, tests, admin site changes)

Release Impact

Minor

Checklist

• My code follows the style guidelines
• My code is tested with 99%+ coverage
• I have commented my code, particularly in hard-to-understand areas
• My changes generate no new warnings
• I have updated the documentation to reflect my changes
• I have added/updated tests to cover my changes

Breaking Changes

The normalized score might act a little differently now

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Flag	Coverage Δ
unittests	99.72% <100.00%> (-0.01%)	⬇️

Flags with carried forward coverage won't be shown. Click here to find out more.

Files with missing lines	Coverage Δ
web/api/models.py	98.49% <100.00%> (-0.01%)	⬇️
web/api/views.py	100.00% <100.00%> (ø)

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