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hermes-4-405b

best known per operation on the selected GPU
3 operations · 2 families · 121 eligible runs
GPUNVIDIA B200121

0 of 3 operations have a usable best known on NVIDIA B200 · 3 without one

Best known on NVIDIA B200

Operation · workload
Best known
Record
Trust
Observed
mlp2 operations
Fused residual RMS MLPsuite of 16 cases
Geometricnot usable
8.53ms
Reported · license unknown · no source
2026-08-14

No entry in this cohort passes the usability policy (no public source, no install recipe, license unknown); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 19 more entries in this cohort.

no sourcelicense unknownno install recipeCohort on the operation page →Run detail →
SwiGLU MLP backwardsuite of 18 cases
ac4knot usable
14.8ms
Reported · license unknown · no source
2026-07-16

No entry in this cohort passes the usability policy (no public source, no install recipe, license unknown); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 18 more entries in this cohort.

no sourcelicense unknownno install recipeCohort on the operation page →Run detail →
rope1 operation
Fused cos sin embedding generationsuite of 16 cases
jonathanc.netnot usable
2.54µs
Reported · license unknown · no source
2026-07-08

No entry in this cohort passes the usability policy (no public source, no install recipe, license unknown); the fastest known is shown. Measured by the source's own harness. Ranked by its metric under ranking-v1. 29 more entries in this cohort.

no sourcelicense unknownno install recipeCohort on the operation page →Run detail →

Coverage gaps on NVIDIA B200

Operation
Family
Status
Fused residual RMS MLP
mlp
measured · no usable entry (no public source, no install recipe, license unknown)
SwiGLU MLP backward
mlp
measured · no usable entry (no public source, no install recipe, license unknown)
Fused cos sin embedding generation
rope
measured · no usable entry (no public source, no install recipe, license unknown)

No eligible evidence yet for these operations. Challenges →

Sources: NVIDIA SOL-ExecBench (2026-08-24)How comparison worksJSON