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Code/Math improvement for MAD optimization: LS Portfolio

Hi All

I am trying to use MAD optimization to create a LS portfolio. I am optimizing on 200 stocks. The optimization with exposure and beta constraint takes a very long time.

Can somebody suggest some code/math improvements to run it in a better way?

Thanks
Shiv