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authorJack Frankland <jack.frankland@arm.com>2023-10-13 10:20:18 +0100
committerGitHub <noreply@github.com>2023-10-13 10:20:18 +0100
commit92e751d426dbc17607bc8f552325fc659f4d0f66 (patch)
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parent41418ca13323c43460806af43eff8f2384ef08f8 (diff)
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[mlir][linalg] Add NHWC + FHWC Img2Col (#68708)
Adds the Img2Col transformation for the fhwc channel ordering in a Conv2D. Because of how the channel ordering affects the matrix dimensions in the flattened filter this results in a slightly different implementation of the actual "matrix multiplication". Instead of doing a regular row-column dot-product this arrangement requires a row-row dot product, otherwise the filter matrix would first need to be transposed. Adds a lit test to the transform dialect to check the semantics of the optimization are correct. Signed-off-by: Jack Frankland <jack.frankland@arm.com>
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