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Rewrite to remove useless transpose followed by reduction #1006

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ricardoV94 opened this issue Oct 1, 2024 · 0 comments
Open

Rewrite to remove useless transpose followed by reduction #1006

ricardoV94 opened this issue Oct 1, 2024 · 0 comments

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@ricardoV94
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Description

import pytensor
import pytensor.tensor as pt
x = pt.matrix("x")
y = pt.sum(x.T)
fn = pytensor.function([x], y)
fn.dprint()
Sum{axes=None} [id A] 1
 └─ Transpose{axes=[1, 0]} [id B] 'x.T' 0
    └─ x [id C]

If we can remove a transpose (dimshuffle) without affecting the output (sometimes by changing the reduction axes, sometimes without having to do anything), we could rewrite it away. That allows more succinct graphs and more extensive canonicalizaiton

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