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jaxisp's Introduction

(WIP) jaxisp

Jax reimplementation of openISP heavily based on fast-OpenISP.

Speeds up openISP by being jit-compiled wherever possible and enabling easy hardware-agnostic parallelization, while being compile-time type-safe using beartype and jaxtyping. Thorougly property-tested using hypothesis.

Speed comparison

Node shape fast-openISP jaxisp
DPC 1000x1000 58.31 ms 25.24 ms
BLC 1000x1000 6.723 ms 3.387 ms
AAF 1000x1000 12.06 ms 12.79 ms
AWB 1000x1000 6.125 ms 3.352 ms
CNF 1000x1000 31.04 ms 3.359 ms
CFA
CCM 1000x1000x3 17.14 ms 10.85 ms
GAC 1000x1000x3 13.56 ms 0.493 ms
CSC
NLM 1000x1000x3 6321 ms 1968 ms
BNF
CEH
EEH
FCS
HSC 1000x1000x2 14.198 ms 0.593 ms
BCC 1000x1000x3 36.898 ms 0.349 ms
Total 6.52 s 2.03 s

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