,"U04A16"],["PL",28,"F08F16"],["PS",29,"U04A21"],["PT",25,"F04F04F11F02"],["RO",24,"U04A16"],["RS",22,"F03F13F02"],["SA",24,"F02A18"],["SE",24,"F03F16F01"],["SI",19,"F05F08F02"],["SK",24,"F04F06F10"],["SM",27,"U01F05F05A12"],["ST",25,"F08F11F02"],["TL",23,"F03F14F02"],["TN",24,"F02F03F13F02"],["TR",26,"F05F01A16"],["VG",24,"U04F16"],["XK",20,"F04F10F02"],["AO",25,"F21"],["BF",27,"F23"],["BI",16,"F12"],["BJ",28,"F24"],["CI",28,"U01F23"],["CM",27,"F23"],["CV",25,"F21"],["DZ",24,"F20"],["IR",26,"F2...

so: Soomaaliga
sq: shqip
sr: српски језик
ss: SiSwati
st: Sesotho
su: Basa Sunda
sv: svenska
sw: Kiswahili
ta: தமிழ்
te: తెలుగు
tg: тоҷикӣ
th: ไทย
ti: ትግርኛ
tk: Türkmen
tl: Wikang Tagalog
tn: Setswana
to: faka Tonga
tr: Türkçe
ts: Xitsonga
tt: татар теле
tw: Twi
ty: Reo Tahiti
ug: ئۇيغۇرچە‎
uk: українська мова
ur: اردو
uz: Ўзбек
ve: Tshivenḓa

    private final ExcludeFactory factory = new OptimizingExcludeFactory(// optimizes for nulls, 2-params, ... mandatory
        new CachingExcludeFactory(// caches the result of TL operations
            LoggingExcludeFactory.maybeLog(new NormalizingExcludeFactory(// performs algebra
                new CachingExcludeFactory(// caches the result of optimization operations

# Automatic Space to Depth Transform in MLIR Bridge

Author: wangtao@, yuanzx@, hinsu@, lyandy@, chiachenc@, aminim@, jpienaar@,
dehao@

## TL;DR

_This document describes an automatic space to depth transform for the first
convolution in the new MLIR bridge to improve MXU efficiency of low batch size
convolutions._

## Background

For image models, the first layer is usually not MXU friendly as it has a