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AGORAPluralis-13B-Test·62.4B Tokens processed

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Nodes

0/ 1215

Peak

364

Loss

3.006

Protocol overhead

61%

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Pluralis-13B-Test

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Pluralis-13B-Test

Pluralis-8B

Node0-7.5B

Participants101

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0 / 1215

Top GPU

RTX 5090 ×332

PluralisOperated · RTX PRO 45000/0/278

ContributorActive/Sync/Total

harry-pluralisRTX 40900/0/107

ajsathyanRTX PRO 45000/0/28

UnextractableRTX PRO 60000/0/25

hadiddyRTX 40900/0/22

hellopluralisRTX 50900/0/22

thinhthinh999999999RTX 50900/0/21

omk-stress-tester-2RTX 50900/0/21

aeropressmlRTX PRO 60000/0/20

the-lakers-suckRTX 50900/0/20

artsandcraftsmaoRTX PRO 60000/0/19

skre0RTX 50900/0/18

rocketdjRTX PRO 6000 WORKSTATION EDITION0/0/18

xfr00RTX 50900/0/18

fr00000RTX 50900/0/18

punterpuntsRTX 50900/0/18

jeffhlRTX 50900/0/16

fraddieRTX 50900/0/15

chelsea00RTX PRO 6000 MIG 2G.48GB0/0/15

augustdistRTX PRO 60000/0/15

omk-pluralisRTX 50900/0/15

MoonshoterRTX PRO 60000/0/15

anti-skre-resistance-forcesRTX 50900/0/14

timberwolves-jeff-teagueRTX 40900/0/14

colorswitchRTX PRO 60000/0/13

contributor69-pluralisRTX 40900/0/13

omk-stress-tester-1RTX 50900/0/12

hadzookaL40S0/0/12

omk-stress-tester-3RTX 50900/0/12

hamcat-leanmeatRTX 50900/0/12

JakubSimmonsRTX 50900/0/11

sweetbunRTX PRO 60000/0/11

lombardst1166RTX PRO 60000/0/11

terrytrainsaiRTX PRO 6000 MIG 2G.48GB0/0/10

musicreinforcementsRTX PRO 45000/0/10

skre-support-battalionRTX 50900/0/10

romanchamRTX PRO 60000/0/10

violettapluralisRTX 40900/0/10

lollmao2026L40S0/0/10

Ogbeni11RTX 50900/0/10

oldmanjimmyRTX 50900/0/10

grassmannRTX PRO 60000/0/9

templar9RTX 50900/0/9

rodopluralisRTX 40900/0/9

kayacryptoRTX 50900/0/9

linuxfan33RTX PRO 45000/0/9

HelloPrincessaL40S0/0/8

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cartaleoniRTX 50900/0/8

VariantFundRTX PRO 6000 WORKSTATION EDITION0/0/6

COINLECKRTX 50900/0/6

AlexanderJLongRTX PRO 45000/0/6

rocketdj-stress-testerL40S0/0/6

Julin34561RTX 50900/0/6

binkersRTX 50900/0/6

texashedgor03092005RTX 40900/0/5

devastatingdwayneRTX PRO 60000/0/5

pyrrhicRTX 50900/0/5

ronanronanL40S0/0/5

violetta-pluralis-testRTX 40900/0/5

pwnlord69RTX 40900/0/5

Liam1234123RTX 40900/0/5

artificialpostmanL40S0/0/5

kjim7191RTX 50900/0/5

rollingtiresL40S0/0/5

toptickcryptoRTX PRO 60000/0/5

Rt2e4rfdfRTX 40900/0/5

kel-xyzRTX PRO 60000/0/4

discosteve1243L40S0/0/4

velvetdoctorRTX 50900/0/4

Ronan123L40S0/0/4

XWWXXWRTX 50900/0/4

ygd58RTX 40900/0/3

walkonwayvsRTX 40900/0/3

Musashi-KDPRTX 50900/0/3

triplesev3n777RTX 40900/0/3

0xKIDRTX 50900/0/3

blockjoeyytRTX 40900/0/3

AverageGamblerRTX 50900/0/3

InExtremistanRTX PRO 60000/0/2

convexity01RTX PRO 60000/0/2

SaveqqRTX 50900/0/2

Nullifier00RTX 40900/0/2

Chiel1997RTX 40900/0/2

romeo-vRTX 40900/0/2

jundeuRTX 40900/0/2

STIGstigstigRTX 50900/0/2

beauhRTX 50900/0/1

dimamachineRTX 40900/0/1

bungamawarRTX 40900/0/1

comeoncraigL40S0/0/1

11peperoesRTX 50900/0/1

jj3ibL40S0/0/1

ShillusMaximusRTX 40900/0/1

pduroRTX 40900/0/1

webbyymRTX 40900/0/1

MaxieMoonL40S0/0/1

gotsamRTX 40900/0/1

nazrizRTX PRO 45000/0/1

GMGNRTX 50900/0/1

pillarwonRTX 40900/0/1

Pluralis-13B-TestModelPluralis-13BDatasetFineWeb-Edu (1.3T)

Range

Smooth0.00

Zoom

Training loss

Cross-entropy

Clamp Y axis

Throughput

Tokens / sec

Throughput per TFLOP

Tok/s divided by active dense BF16 TFLOPs · higher is better

1.91~Baselines

Baselines: Optimal central setting 4.95 · Megatron-LM 200 Mbps 0.23 tok/s/TFLOP. See Analysis tab for full breakdown + sources.

Total swarm TFLOPS

Active dense BF16 compute · Pluralis-operated vs Contributor split

69.29kPluralis 10%Contributor 90%Pluralis / Contributor split

Mean MFU

Model FLOP utilisation · achieved ÷ peak · higher is better (Chinchilla 6N, 13B, denom: BF16)

14.9%

Evaluations

Not available for Pluralis-13B-Test

No benchmark evaluations are published for this run.