Upgrade to AWQ kernels v0.0.6

[thincal]

Feature request

Upgrade to latest AWQ kernels for better performance and less memory consumption.

https://github.com/casper-hansen/AutoAWQ/pull/365

Motivation

It seems that latest AWQ and Kernels changed a lot, including many performance improvements.

Your contribution

Maybe preparing for a PR.

But don't know why the AWQ_kernels source code included instead of pypi package ?

Update: ok I understand now since old version released with source code.

[magdyksaleh]

@tgaddair Do you see any drawbacks from moving to the pypi package?

[tgaddair]

We should definitely try it!