Transform Operators

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An orthogonal transform along one axis. A transform rotates a tensor before it is quantized; the quantization that follows one is on the Quantization page.

Walsh-Hadamard

HadamardTransformFwdOp is specified and not yet implemented, so it has no constructor to document here. The signature it will serve is in src/tileops/manifest/spec/transform.yaml: a fast Walsh-Hadamard transform along the last axis scaled by \(1/\sqrt{n}\), where \(n\) is base_order times a power of two, in float16 or bfloat16 with the butterfly accumulated in float32. It is the rotation step of rotation-based quantization, which spreads outliers across channels so a lower bit width stays accurate.

This page gains the op's __init__ and forward when a kernel serves it.