Part 2 - AVX2 Optimization

This release accompanies Part 2 of the Article Series
"Building a High-Performance Vector Database".

Contents:

• AVX2 Optimization
• Switching to flat contiguous array for vectors.

This release corresponds exactly to the code discussed in Part 2.