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Flux multi head RMSNorm QK

29 eligible runs
rmsnorm

Per-head RMSNorm applied to query and key tensors after projection in Flux attention. Applies RMSNorm independently to each attention head's Q and K vectors, normalizing across head_dim (128) for each of the 48 heads. This dual variant processes both Q and K tensors together to enable kernel fusion opportunities.

Fastest reported
23.0µsmean · 62% of SOL
RIAC as wellLicense unknown · unknown

Reported evidence · last observed 2026-08-17. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyhead_dim = 128 · num_heads = 4816 cases

Not measured on H100 for this workload. Challenges →

Source-native comparison · GPU NVIDIA B200 · Workload suite of 16 cases · mean latency · Protocol SOL-ExecBench evaluation stack v1.1 · mean · 17 results · last observed 2026-08-23Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
23.0µs62% SOL
1.00×
Reported · license unknown · no source
2026-08-17

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
2
23.5µs60% SOL
1.02×
Reported · license unknown · no source
2026-08-12

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
3
23.6µs60% SOL
1.03×
Reported · license unknown · no source
2026-08-23

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
4
23.9µs60% SOL
1.04×
Reported · license unknown · no source
2026-07-10

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
5
24.7µs59% SOL
1.08×
Reported · license unknown · no source
2026-08-12

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
6
25.0µs58% SOL
1.09×
Reported · license unknown · no source
2026-07-15

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
7
25.1µs58% SOL
1.10×
Reported · license unknown · no source
2026-08-16

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
8
25.2µs58% SOL
1.10×
Reported · license unknown · no source
2026-07-10

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
9
25.2µs58% SOL
1.10×
Reported · license unknown · no source
2026-08-14

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
10
25.2µs58% SOL
1.10×
Reported · license unknown · no source
2026-07-10

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
11
25.2µs58% SOL
1.10×
Reported · license unknown · no source
2026-07-10

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
12
25.2µs58% SOL
1.10×
Reported · license unknown · no source
2026-07-10

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
13
25.3µs58% SOL
1.10×
Reported · license unknown · no source
2026-08-14

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
14
25.3µs58% SOL
1.10×
Reported · license unknown · no source
2026-08-14

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
15
25.5µs57% SOL
1.11×
Reported · license unknown · no source
2026-07-10

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
16
26.9µs55% SOL
1.17×
Reported · license unknown · no source
2026-07-10

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
17
30.6µs51% SOL
1.33×
Reported · license unknown · no source
2026-07-20

Measured exactly what you asked. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
unknown
23.5µs
1.02×
Reported
license unknown · no source
unknown
23.9µs
1.04×
Reported
license unknown · no source
unknown
23.0µs
1.00×
Reported
license unknown · no source
unknown
23.6µs
1.03×
Reported
license unknown · no source
unknown
24.7µs
1.08×
Reported
license unknown · no source
unknown
25.0µs
1.09×
Reported
license unknown · no source
unknown
25.1µs
1.09×
Reported
license unknown · no source
unknown
25.1µs
1.09×
Reported
license unknown · no source
Show all 29 implementations ›
unknown
25.1µs
1.10×
Reported
license unknown · no source
unknown
25.1µs
1.10×
Reported
license unknown · no source
unknown
25.2µs
1.10×
Reported
license unknown · no source
unknown
25.2µs
1.10×
Reported
license unknown · no source
unknown
25.3µs
1.10×
Reported
license unknown · no source
unknown
25.3µs
1.10×
Reported
license unknown · no source
unknown
25.8µs
1.12×
Reported
license unknown · no source
unknown
26.9µs
1.17×
Reported
license unknown · no source
unknown
30.6µs
1.33×
Reported
license unknown · no source
unknown
239.1µs
10.41×
Reported
license unknown · no source
unknown
25.2µs
1.10×
Reported
license unknown · no source
unknown
25.2µs
1.10×
Reported
license unknown · no source
unknown
25.2µs
1.10×
Reported
license unknown · no source
unknown
25.2µs
1.10×
Reported
license unknown · no source
unknown
25.2µs
1.10×
Reported
license unknown · no source
unknown
25.3µs
1.10×
Reported
license unknown · no source
unknown
25.5µs
1.11×
Reported
license unknown · no source
unknown
25.9µs
1.13×
Reported
license unknown · no source
unknown
27.1µs
1.18×
Reported
license unknown · no source
unknown
56.6µs
2.47×
Reported
license unknown · no source
unknown
24.2µs
1.05×
Reported
license unknown · no source

Semantics

Inputs and outputs
queryfp32 [batch_size, seq_len, num_heads, head_dim]
keyfp32 [batch_size, seq_len, num_heads, head_dim]
weight_qfp32 [num_heads, head_dim]
weight_kfp32 [num_heads, head_dim]
epsfp32 scalar
query_normfp32 [batch_size, seq_len, num_heads, head_dim]
key_normfp32 [batch_size, seq_len, num_heads, head_dim]
Axes and behavior
seq_lenvariable
head_dimconstant = 128
num_headsconstant = 48
batch_sizevariable
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias038_flux_multi_head_rmsnorm_qkmodelflux-2-devsha2560d9e8b88eb14…
Sources: NVIDIA SOL-ExecBench (2026-08-23)last observed 2026-08-23How records are decidedJSON