[TEST ONLY] Experimentation around structured API #998

hanno-becker · 2025-05-05T05:39:47Z

This is a test-only API aiming to understand better the origin of the performance losses in #715

Signed-off-by: Matthias J. Kannwischer <[email protected]>

- Add marshalled pkpv to structured PK presentation, avoiding double-marshalling. - Transpose lazily -- avoids transposition in common keypair -> marshal pk -> parse pk -> enc flow Signed-off-by: Hanno Becker <[email protected]>

Signed-off-by: Hanno Becker <[email protected]>

oqs-bot

Intel Xeon 4th gen (c7i)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`9636` cycles	`9480` cycles	`1.02`
`ML-KEM-512 encaps`	`11260` cycles	`11097` cycles	`1.01`
`ML-KEM-512 decaps`	`15235` cycles	`15155` cycles	`1.01`
`ML-KEM-768 keypair`	`16458` cycles	`16336` cycles	`1.01`
`ML-KEM-768 encaps`	`17667` cycles	`17796` cycles	`0.99`
`ML-KEM-768 decaps`	`23668` cycles	`23519` cycles	`1.01`
`ML-KEM-1024 keypair`	`22140` cycles	`21866` cycles	`1.01`
`ML-KEM-1024 encaps`	`24216` cycles	`23887` cycles	`1.01`
`ML-KEM-1024 decaps`	`31946` cycles	`31557` cycles	`1.01`

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oqs-bot

Intel Xeon 4th gen (c7i) (no-opt)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`29104` cycles	`28932` cycles	`1.01`
`ML-KEM-512 encaps`	`34920` cycles	`34881` cycles	`1.00`
`ML-KEM-512 decaps`	`43990` cycles	`44422` cycles	`0.99`
`ML-KEM-768 keypair`	`47823` cycles	`47657` cycles	`1.00`
`ML-KEM-768 encaps`	`56295` cycles	`55635` cycles	`1.01`
`ML-KEM-768 decaps`	`69080` cycles	`67697` cycles	`1.02`
`ML-KEM-1024 keypair`	`71059` cycles	`73141` cycles	`0.97`
`ML-KEM-1024 encaps`	`82495` cycles	`85205` cycles	`0.97`
`ML-KEM-1024 decaps`	`99711` cycles	`99037` cycles	`1.01`

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oqs-bot

Arm Cortex-A55 (Snapdragon 888) benchmarks

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`61413` cycles	`59335` cycles	`1.04`
`ML-KEM-512 encaps`	`68036` cycles	`66971` cycles	`1.02`
`ML-KEM-512 decaps`	`86502` cycles	`86021` cycles	`1.01`
`ML-KEM-768 keypair`	`104666` cycles	`101262` cycles	`1.03`
`ML-KEM-768 encaps`	`115078` cycles	`112143` cycles	`1.03`
`ML-KEM-768 decaps`	`143116` cycles	`139861` cycles	`1.02`
`ML-KEM-1024 keypair`	`160839` cycles	`152966` cycles	`1.05`
`ML-KEM-1024 encaps`	`177718` cycles	`174266` cycles	`1.02`
`ML-KEM-1024 decaps`	`212476` cycles	`210791` cycles	`1.01`

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oqs-bot

⚠️ Performance Alert ⚠️

Possible performance regression was detected for benchmark 'Arm Cortex-A55 (Snapdragon 888) benchmarks'.
Benchmark result of this commit is worse than the previous benchmark result exceeding threshold 1.03.

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`61413` cycles	`59335` cycles	`1.04`
`ML-KEM-768 keypair`	`104666` cycles	`101262` cycles	`1.03`
`ML-KEM-1024 keypair`	`160839` cycles	`152966` cycles	`1.05`

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oqs-bot

AMD EPYC 3rd gen (c6a)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`17489` cycles	`17184` cycles	`1.02`
`ML-KEM-512 encaps`	`19146` cycles	`18937` cycles	`1.01`
`ML-KEM-512 decaps`	`24602` cycles	`24421` cycles	`1.01`
`ML-KEM-768 keypair`	`30038` cycles	`29483` cycles	`1.02`
`ML-KEM-768 encaps`	`30844` cycles	`30780` cycles	`1.00`
`ML-KEM-768 decaps`	`39011` cycles	`39135` cycles	`1.00`
`ML-KEM-1024 keypair`	`43497` cycles	`42719` cycles	`1.02`
`ML-KEM-1024 encaps`	`45606` cycles	`45712` cycles	`1.00`
`ML-KEM-1024 decaps`	`56191` cycles	`56005` cycles	`1.00`

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oqs-bot

AMD EPYC 4th gen (c7a)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`11865` cycles	`11570` cycles	`1.03`
`ML-KEM-512 encaps`	`13526` cycles	`13356` cycles	`1.01`
`ML-KEM-512 decaps`	`18587` cycles	`18228` cycles	`1.02`
`ML-KEM-768 keypair`	`20518` cycles	`20133` cycles	`1.02`
`ML-KEM-768 encaps`	`21438` cycles	`21112` cycles	`1.02`
`ML-KEM-768 decaps`	`28694` cycles	`28834` cycles	`1.00`
`ML-KEM-1024 keypair`	`27676` cycles	`27036` cycles	`1.02`
`ML-KEM-1024 encaps`	`29667` cycles	`29198` cycles	`1.02`
`ML-KEM-1024 decaps`	`39009` cycles	`38762` cycles	`1.01`

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oqs-bot

⚠️ Performance Alert ⚠️

Possible performance regression was detected for benchmark 'AMD EPYC 4th gen (c7a)'.
Benchmark result of this commit is worse than the previous benchmark result exceeding threshold 1.03.

Benchmark suite	Current: `1628a54`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`12037` cycles	`11570` cycles	`1.04`

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oqs-bot

Intel Xeon 3rd gen (c6i)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`16377` cycles	`16153` cycles	`1.01`
`ML-KEM-512 encaps`	`18774` cycles	`18263` cycles	`1.03`
`ML-KEM-512 decaps`	`25361` cycles	`24767` cycles	`1.02`
`ML-KEM-768 keypair`	`28081` cycles	`27740` cycles	`1.01`
`ML-KEM-768 encaps`	`29616` cycles	`29445` cycles	`1.01`
`ML-KEM-768 decaps`	`39286` cycles	`39006` cycles	`1.01`
`ML-KEM-1024 keypair`	`38083` cycles	`37549` cycles	`1.01`
`ML-KEM-1024 encaps`	`41137` cycles	`40557` cycles	`1.01`
`ML-KEM-1024 decaps`	`53857` cycles	`53094` cycles	`1.01`

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oqs-bot

Graviton4

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`18115` cycles	`17773` cycles	`1.02`
`ML-KEM-512 encaps`	`21301` cycles	`21031` cycles	`1.01`
`ML-KEM-512 decaps`	`27785` cycles	`27698` cycles	`1.00`
`ML-KEM-768 keypair`	`31263` cycles	`30678` cycles	`1.02`
`ML-KEM-768 encaps`	`33930` cycles	`33530` cycles	`1.01`
`ML-KEM-768 decaps`	`43307` cycles	`43120` cycles	`1.00`
`ML-KEM-1024 keypair`	`45266` cycles	`44326` cycles	`1.02`
`ML-KEM-1024 encaps`	`50160` cycles	`49592` cycles	`1.01`
`ML-KEM-1024 decaps`	`63008` cycles	`62596` cycles	`1.01`

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oqs-bot

⚠️ Performance Alert ⚠️

Possible performance regression was detected for benchmark 'Intel Xeon 3rd gen (c6i)'.
Benchmark result of this commit is worse than the previous benchmark result exceeding threshold 1.03.

Benchmark suite	Current: `1628a54`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 encaps`	`18853` cycles	`18263` cycles	`1.03`

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oqs-bot

Arm Cortex-A76 (Raspberry Pi 5) benchmarks

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`29853` cycles	`29432` cycles	`1.01`
`ML-KEM-512 encaps`	`34815` cycles	`34675` cycles	`1.00`
`ML-KEM-512 decaps`	`45494` cycles	`45262` cycles	`1.01`
`ML-KEM-768 keypair`	`50934` cycles	`50035` cycles	`1.02`
`ML-KEM-768 encaps`	`55610` cycles	`55249` cycles	`1.01`
`ML-KEM-768 decaps`	`70627` cycles	`70288` cycles	`1.00`
`ML-KEM-1024 keypair`	`74409` cycles	`73083` cycles	`1.02`
`ML-KEM-1024 encaps`	`82230` cycles	`81542` cycles	`1.01`
`ML-KEM-1024 decaps`	`102476` cycles	`101561` cycles	`1.01`

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oqs-bot

AMD EPYC 3rd gen (c6a) (no-opt)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`39058` cycles	`38861` cycles	`1.01`
`ML-KEM-512 encaps`	`47103` cycles	`47222` cycles	`1.00`
`ML-KEM-512 decaps`	`60678` cycles	`60947` cycles	`1.00`
`ML-KEM-768 keypair`	`63138` cycles	`63092` cycles	`1.00`
`ML-KEM-768 encaps`	`73919` cycles	`73687` cycles	`1.00`
`ML-KEM-768 decaps`	`91338` cycles	`91253` cycles	`1.00`
`ML-KEM-1024 keypair`	`95365` cycles	`94519` cycles	`1.01`
`ML-KEM-1024 encaps`	`111467` cycles	`108285` cycles	`1.03`
`ML-KEM-1024 decaps`	`131303` cycles	`131266` cycles	`1.00`

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oqs-bot

AMD EPYC 4th gen (c7a) (no-opt)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`36344` cycles	`35953` cycles	`1.01`
`ML-KEM-512 encaps`	`42789` cycles	`42696` cycles	`1.00`
`ML-KEM-512 decaps`	`55732` cycles	`55600` cycles	`1.00`
`ML-KEM-768 keypair`	`59691` cycles	`59291` cycles	`1.01`
`ML-KEM-768 encaps`	`68123` cycles	`67893` cycles	`1.00`
`ML-KEM-768 decaps`	`85239` cycles	`85108` cycles	`1.00`
`ML-KEM-1024 keypair`	`88106` cycles	`87394` cycles	`1.01`
`ML-KEM-1024 encaps`	`99319` cycles	`99602` cycles	`1.00`
`ML-KEM-1024 decaps`	`121426` cycles	`121043` cycles	`1.00`

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oqs-bot

Graviton4 (no-opt)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`37450` cycles	`36997` cycles	`1.01`
`ML-KEM-512 encaps`	`41200` cycles	`41062` cycles	`1.00`
`ML-KEM-512 decaps`	`52306` cycles	`52113` cycles	`1.00`
`ML-KEM-768 keypair`	`64150` cycles	`59560` cycles	`1.08`
`ML-KEM-768 encaps`	`66839` cycles	`67378` cycles	`0.99`
`ML-KEM-768 decaps`	`81459` cycles	`81159` cycles	`1.00`
`ML-KEM-1024 keypair`	`89715` cycles	`88492` cycles	`1.01`
`ML-KEM-1024 encaps`	`98501` cycles	`98647` cycles	`1.00`
`ML-KEM-1024 decaps`	`117968` cycles	`117472` cycles	`1.00`

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oqs-bot

Graviton2

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`29868` cycles	`29388` cycles	`1.02`
`ML-KEM-512 encaps`	`34863` cycles	`34636` cycles	`1.01`
`ML-KEM-512 decaps`	`45519` cycles	`45238` cycles	`1.01`
`ML-KEM-768 keypair`	`50993` cycles	`50110` cycles	`1.02`
`ML-KEM-768 encaps`	`55704` cycles	`55310` cycles	`1.01`
`ML-KEM-768 decaps`	`70766` cycles	`70193` cycles	`1.01`
`ML-KEM-1024 keypair`	`74380` cycles	`73113` cycles	`1.02`
`ML-KEM-1024 encaps`	`82283` cycles	`81550` cycles	`1.01`
`ML-KEM-1024 decaps`	`102452` cycles	`101575` cycles	`1.01`

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oqs-bot

Intel Xeon 3rd gen (c6i) (no-opt)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`46190` cycles	`46301` cycles	`1.00`
`ML-KEM-512 encaps`	`54789` cycles	`54609` cycles	`1.00`
`ML-KEM-512 decaps`	`70089` cycles	`69950` cycles	`1.00`
`ML-KEM-768 keypair`	`75621` cycles	`75183` cycles	`1.01`
`ML-KEM-768 encaps`	`86305` cycles	`86323` cycles	`1.00`
`ML-KEM-768 decaps`	`106685` cycles	`106227` cycles	`1.00`
`ML-KEM-1024 keypair`	`111181` cycles	`110866` cycles	`1.00`
`ML-KEM-1024 encaps`	`125339` cycles	`124926` cycles	`1.00`
`ML-KEM-1024 decaps`	`151022` cycles	`150400` cycles	`1.00`

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oqs-bot

Graviton3

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`19165` cycles	`18891` cycles	`1.01`
`ML-KEM-512 encaps`	`22532` cycles	`22381` cycles	`1.01`
`ML-KEM-512 decaps`	`29697` cycles	`29596` cycles	`1.00`
`ML-KEM-768 keypair`	`32896` cycles	`32333` cycles	`1.02`
`ML-KEM-768 encaps`	`36018` cycles	`35759` cycles	`1.01`
`ML-KEM-768 decaps`	`46365` cycles	`46117` cycles	`1.01`
`ML-KEM-1024 keypair`	`47293` cycles	`46414` cycles	`1.02`
`ML-KEM-1024 encaps`	`52606` cycles	`52074` cycles	`1.01`
`ML-KEM-1024 decaps`	`66408` cycles	`65931` cycles	`1.01`

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Graviton3 (no-opt)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`40008` cycles	`39577` cycles	`1.01`
`ML-KEM-512 encaps`	`44738` cycles	`44688` cycles	`1.00`
`ML-KEM-512 decaps`	`56868` cycles	`56440` cycles	`1.01`
`ML-KEM-768 keypair`	`64694` cycles	`64260` cycles	`1.01`
`ML-KEM-768 encaps`	`72397` cycles	`72864` cycles	`0.99`
`ML-KEM-768 decaps`	`88147` cycles	`87845` cycles	`1.00`
`ML-KEM-1024 keypair`	`96681` cycles	`95809` cycles	`1.01`
`ML-KEM-1024 encaps`	`107425` cycles	`106649` cycles	`1.01`
`ML-KEM-1024 decaps`	`127358` cycles	`127051` cycles	`1.00`

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oqs-bot

Graviton2 (no-opt)

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`60492` cycles	`59967` cycles	`1.01`
`ML-KEM-512 encaps`	`68225` cycles	`67878` cycles	`1.01`
`ML-KEM-512 decaps`	`86909` cycles	`86649` cycles	`1.00`
`ML-KEM-768 keypair`	`101756` cycles	`98445` cycles	`1.03`
`ML-KEM-768 encaps`	`110287` cycles	`110144` cycles	`1.00`
`ML-KEM-768 decaps`	`135226` cycles	`134710` cycles	`1.00`
`ML-KEM-1024 keypair`	`150338` cycles	`146744` cycles	`1.02`
`ML-KEM-1024 encaps`	`165027` cycles	`162656` cycles	`1.01`
`ML-KEM-1024 decaps`	`197384` cycles	`194511` cycles	`1.01`

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oqs-bot

⚠️ Performance Alert ⚠️

Possible performance regression was detected for benchmark 'Graviton2 (no-opt)'.
Benchmark result of this commit is worse than the previous benchmark result exceeding threshold 1.03.

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-768 keypair`	`101756` cycles	`98445` cycles	`1.03`

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oqs-bot

Mac Mini (M1, 2020) benchmarks

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`12641` cycles	`12245` cycles	`1.03`
`ML-KEM-512 encaps`	`15013` cycles	`15104` cycles	`0.99`
`ML-KEM-512 decaps`	`20025` cycles	`19571` cycles	`1.02`
`ML-KEM-768 keypair`	`21742` cycles	`21036` cycles	`1.03`
`ML-KEM-768 encaps`	`24020` cycles	`23653` cycles	`1.02`
`ML-KEM-768 decaps`	`30869` cycles	`30519` cycles	`1.01`
`ML-KEM-1024 keypair`	`31021` cycles	`29972` cycles	`1.03`
`ML-KEM-1024 encaps`	`34992` cycles	`34477` cycles	`1.01`
`ML-KEM-1024 decaps`	`43903` cycles	`43694` cycles	`1.00`

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oqs-bot

⚠️ Performance Alert ⚠️

Possible performance regression was detected for benchmark 'Mac Mini (M1, 2020) benchmarks'.
Benchmark result of this commit is worse than the previous benchmark result exceeding threshold 1.03.

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`12641` cycles	`12245` cycles	`1.03`
`ML-KEM-768 keypair`	`21742` cycles	`21036` cycles	`1.03`
`ML-KEM-1024 keypair`	`31021` cycles	`29972` cycles	`1.03`

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Signed-off-by: Hanno Becker <[email protected]>

oqs-bot

⚠️ Performance Alert ⚠️

Possible performance regression was detected for benchmark 'Graviton4 (no-opt)'.
Benchmark result of this commit is worse than the previous benchmark result exceeding threshold 1.03.

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-768 keypair`	`64150` cycles	`59560` cycles	`1.08`

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oqs-bot

Arm Cortex-A72 (Raspberry Pi 4) benchmarks

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`54646` cycles	`53052` cycles	`1.03`
`ML-KEM-512 encaps`	`61302` cycles	`61371` cycles	`1.00`
`ML-KEM-512 decaps`	`79311` cycles	`78411` cycles	`1.01`
`ML-KEM-768 keypair`	`94250` cycles	`90673` cycles	`1.04`
`ML-KEM-768 encaps`	`100800` cycles	`98925` cycles	`1.02`
`ML-KEM-768 decaps`	`124029` cycles	`122845` cycles	`1.01`
`ML-KEM-1024 keypair`	`142250` cycles	`133894` cycles	`1.06`
`ML-KEM-1024 encaps`	`150476` cycles	`147314` cycles	`1.02`
`ML-KEM-1024 decaps`	`183823` cycles	`180285` cycles	`1.02`

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oqs-bot

⚠️ Performance Alert ⚠️

Possible performance regression was detected for benchmark 'Arm Cortex-A72 (Raspberry Pi 4) benchmarks'.
Benchmark result of this commit is worse than the previous benchmark result exceeding threshold 1.03.

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`54646` cycles	`53052` cycles	`1.03`
`ML-KEM-768 keypair`	`94250` cycles	`90673` cycles	`1.04`
`ML-KEM-1024 keypair`	`142250` cycles	`133894` cycles	`1.06`

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oqs-bot

SpacemiT K1 8 (Banana Pi F3) benchmarks

Benchmark suite	Current: `d2d04ae`	Previous: `ae2afe5`	Ratio
`ML-KEM-512 keypair`	`226508` cycles	`225699` cycles	`1.00`
`ML-KEM-512 encaps`	`271423` cycles	`272002` cycles	`1.00`
`ML-KEM-512 decaps`	`345756` cycles	`346558` cycles	`1.00`
`ML-KEM-768 keypair`	`379905` cycles	`374436` cycles	`1.01`
`ML-KEM-768 encaps`	`439273` cycles	`434096` cycles	`1.01`
`ML-KEM-768 decaps`	`537795` cycles	`532895` cycles	`1.01`
`ML-KEM-1024 keypair`	`556984` cycles	`554809` cycles	`1.00`
`ML-KEM-1024 encaps`	`637475` cycles	`633046` cycles	`1.01`
`ML-KEM-1024 decaps`	`766279` cycles	`755969` cycles	`1.01`

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mkannwischer and others added 6 commits May 2, 2025 16:46

Extended API

51fb36c

Signed-off-by: Matthias J. Kannwischer <[email protected]>

Extended API: Adjust tests and benchmarks

ae1cf2f

Signed-off-by: Matthias J. Kannwischer <[email protected]>

Extended API: Adjust CBMC proofs

f4f1b98

Signed-off-by: Matthias J. Kannwischer <[email protected]>

test: use larger cbmc runners

7875c83

Signed-off-by: Matthias J. Kannwischer <[email protected]>

[TEST] Add skpv mulcache to structured SK

1628a54

Signed-off-by: Hanno Becker <[email protected]>

hanno-becker requested a review from a team as a code owner May 5, 2025 05:39

hanno-becker added the benchmark this PR should be benchmarked in CI label May 5, 2025

oqs-bot reviewed May 5, 2025

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[TEST] Store marshalled PK (seed+vec) in structured PK presentation

d2d04ae

Signed-off-by: Hanno Becker <[email protected]>

hanno-becker added benchmark this PR should be benchmarked in CI and removed benchmark this PR should be benchmarked in CI labels May 5, 2025

oqs-bot reviewed May 5, 2025

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[TEST ONLY] Experimentation around structured API #998

[TEST ONLY] Experimentation around structured API #998

hanno-becker commented May 5, 2025

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[TEST ONLY] Experimentation around structured API #998

Are you sure you want to change the base?

[TEST ONLY] Experimentation around structured API #998

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hanno-becker commented May 5, 2025

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Intel Xeon 4th gen (c7i)

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Intel Xeon 4th gen (c7i) (no-opt)

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Arm Cortex-A55 (Snapdragon 888) benchmarks

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⚠️ Performance Alert ⚠️

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AMD EPYC 3rd gen (c6a)

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AMD EPYC 4th gen (c7a)

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⚠️ Performance Alert ⚠️

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Intel Xeon 3rd gen (c6i)

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Graviton4

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⚠️ Performance Alert ⚠️

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Arm Cortex-A76 (Raspberry Pi 5) benchmarks

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AMD EPYC 3rd gen (c6a) (no-opt)

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AMD EPYC 4th gen (c7a) (no-opt)

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Graviton4 (no-opt)

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Graviton2

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Intel Xeon 3rd gen (c6i) (no-opt)

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Graviton3

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Graviton3 (no-opt)

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Graviton2 (no-opt)

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⚠️ Performance Alert ⚠️

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Mac Mini (M1, 2020) benchmarks

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⚠️ Performance Alert ⚠️

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⚠️ Performance Alert ⚠️

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Arm Cortex-A72 (Raspberry Pi 4) benchmarks

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⚠️ Performance Alert ⚠️

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