[cfe-dev] RFC: First-class Matrix type
Tim Shen via cfe-dev
cfe-dev at lists.llvm.org
Wed Oct 17 23:57:44 PDT 2018
On Tue, Oct 16, 2018, 11:12 Chris Lattner via cfe-dev <
cfe-dev at lists.llvm.org> wrote:
> Adding a new dedicated first-class type has several advantages over
> mapping them directly to existing IR types like vectors in the front end.
> Matrices have the unique requirement that both rows and columns need to be
> accessed efficiently. By retaining the original type, we can analyze
> entire chains of operations (after inlining) and determine the most
> efficient *intermediate layout* for the matrix values between ABI
> observable points (calls, memory operations).
> I don’t understand this point at all.
I *think* what it says is that a matrix type like <4 x 4 x i32> can be
designed in a way that it does not imply the data layout (row major, column
major, etc), so that passes feel free to transpose the data into another
layout if it's profitable.
It also seems to say that there can be such a global analysis pass to
assign one layout per use, then insert necessary transposes. Such pass
tries to achieve a global maximum of performance.
However, the argument seems to imply that a vector type like <16 x i32>
can't do so. In the favor of option #1, I argue that the plain <16 x i32>
enables the same optimization opportunities, as long as the uses are not on
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