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From Dylan Hutchison <>
Subject SystemML optimizer design
Date Tue, 17 Jan 2017 03:05:06 GMT
Hi there,

I learned about SystemML and its optimizer from the recent SPOOF paper
<>.  The gist I
absorbed is that SystemML translates linear algebra expressions given by
its DML to relational algebra, then applies standard relational algebra
optimizations, and then re-recognizes the result in linear algebra kernels,
with an attempt to fuse them.

I think I found the SystemML rewrite rules here
A couple questions:

   1. It appears that SystemML rewrites HOP expressions destructively,
   i.e., by throwing away the old expression.  In this case, how does SystemML
   determine the order of rewrites to apply?  Where does cost-based
   optimization come into play?

   2. Is there a way to "debug/visualize" the optimization process?  That
   is, when I start with a DML program, can I view (a) the DML program parsed
   into HOPs; (b) what rules fire and where in the plan, as well as the plan
   after each rule fires; and (c) the lowering and fusing of operators to LOPs?

   I know this is a lot to ask for; I'm curious how far SystemML has gone
   in this direction.

   3. Is there any relationship between the SystemML optimizer and Apache
   Calcite <>?  If not, I'd love to understand
   the design decisions that differentiate the two.

Thanks, Dylan Hutchison

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