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RMSNorm h128

184 eligible runs
rmsnorm

Root Mean Square Normalization with hidden_size=128. Captured from Qwen3-30B-A3B. Epsilon is fixed at 1e-6.

Fastest reported
3.64µsmean · 72% of SOL
ac4kLicense unknown · unknown

Reported evidence · last observed 2026-07-30. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Source-native comparison · GPU NVIDIA B200 · Workload suite of 14 cases · mean latency · Protocol SOL-ExecBench evaluation stack v1.1 · mean · 40 results · last observed 2026-08-19Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
3.64µs72% SOL
1.00×
Reported · license unknown · no source
2026-07-30

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

no sourcelicense unknownno install recipeRun detail →
2
3.67µs72% SOL
1.01×
Reported · license unknown · no source
2026-08-15

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

no sourcelicense unknownno install recipeRun detail →
3
3.67µs72% SOL
1.01×
Reported · license unknown · no source
2026-08-15

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

no sourcelicense unknownno install recipeRun detail →
4
3.70µs72% SOL
1.02×
Reported · license unknown · no source
2026-07-22

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

no sourcelicense unknownno install recipeRun detail →
5
3.71µs72% SOL
1.02×
Reported · license unknown · no source
2026-08-15

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

no sourcelicense unknownno install recipeRun detail →
6
3.74µs73% SOL
1.03×
Reported · license unknown · no source
2026-08-02

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

no sourcelicense unknownno install recipeRun detail →
7
3.77µs72% SOL
1.04×
Reported · license unknown · no source
2026-08-01

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

no sourcelicense unknownno install recipeRun detail →
8
3.82µs71% SOL
1.05×
Reported · license unknown · no source
2026-08-06

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

no sourcelicense unknownno install recipeRun detail →
9
3.83µs71% SOL
1.05×
Reported · license unknown · no source
2026-07-30

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

no sourcelicense unknownno install recipeRun detail →
10
3.83µs71% SOL
1.05×
Reported · license unknown · no source
2026-08-01

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

no sourcelicense unknownno install recipeRun detail →
11
3.83µs71% SOL
1.05×
Reported · license unknown · no source
2026-07-31

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

no sourcelicense unknownno install recipeRun detail →
12
3.83µs71% SOL
1.05×
Reported · license unknown · no source
2026-07-31

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

no sourcelicense unknownno install recipeRun detail →
13
3.83µs72% SOL
1.05×
Reported · license unknown · no source
2026-08-02

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

no sourcelicense unknownno install recipeRun detail →
14
3.84µs71% SOL
1.05×
Reported · license unknown · no source
2026-08-03

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

no sourcelicense unknownno install recipeRun detail →
15
3.85µs71% SOL
1.06×
Reported · license unknown · no source
2026-07-30

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

no sourcelicense unknownno install recipeRun detail →
16
3.85µs71% SOL
1.06×
Reported · license unknown · no source
2026-07-31

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

no sourcelicense unknownno install recipeRun detail →
16=
3.85µs71% SOL
1.06×
Reported · license unknown · no source
2026-07-30

Measured exactly what you asked; tied ranks share a number. Reported by source; not independently reproduced.

no sourcelicense unknownno install recipeRun detail →
17
3.85µs71% SOL
1.06×
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 →
18
3.87µs71% SOL
1.06×
Reported · license unknown · no source
2026-07-30

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

no sourcelicense unknownno install recipeRun detail →
19
3.91µs71% SOL
1.07×
Reported · license unknown · no source
2026-08-19

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

no sourcelicense unknownno install recipeRun detail →
20
3.93µs70% SOL
1.08×
Reported · license unknown · no source
2026-08-04

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

no sourcelicense unknownno install recipeRun detail →
21
3.95µs70% SOL
1.09×
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 →
22
4.05µs69% SOL
1.11×
Reported · license unknown · no source
2026-08-01

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

no sourcelicense unknownno install recipeRun detail →
23
4.19µs68% SOL
1.15×
Reported · license unknown · no source
2026-07-29

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

no sourcelicense unknownno install recipeRun detail →
24
4.22µs68% SOL
1.16×
Reported · license unknown · no source
2026-07-28

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

no sourcelicense unknownno install recipeRun detail →
25
4.23µs68% SOL
1.16×
Reported · license unknown · no source
2026-08-04

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

no sourcelicense unknownno install recipeRun detail →
26
4.24µs68% SOL
1.16×
Reported · license unknown · no source
2026-07-29

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

no sourcelicense unknownno install recipeRun detail →
27
4.25µs68% SOL
1.17×
Reported · license unknown · no source
2026-07-27

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

no sourcelicense unknownno install recipeRun detail →
28
4.31µs67% SOL
1.18×
Reported · license unknown · no source
2026-07-27

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

no sourcelicense unknownno install recipeRun detail →
29
4.32µs67% SOL
1.19×
Reported · license unknown · no source
2026-07-28

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

no sourcelicense unknownno install recipeRun detail →
30
4.45µs67% SOL
1.22×
Reported · license unknown · no source
2026-07-17

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

no sourcelicense unknownno install recipeRun detail →
31
4.50µs66% SOL
1.23×
Reported · license unknown · no source
2026-07-23

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

no sourcelicense unknownno install recipeRun detail →
32
4.51µs66% SOL
1.24×
Reported · license unknown · no source
2026-07-18

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

no sourcelicense unknownno install recipeRun detail →
33
4.60µs65% SOL
1.26×
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 →
34
4.68µs65% SOL
1.29×
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 →
35
4.71µs65% SOL
1.29×
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 →
36
4.88µs63% SOL
1.34×
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 →
37
4.93µs63% SOL
1.35×
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 →
38
4.93µs63% SOL
1.36×
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 →
39
9.02µs46% SOL
2.48×
Reported · license unknown · no source
2026-07-28

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
4.79µs
1.31×
Reported
license unknown · no source
unknown
3.87µs
1.06×
Reported
license unknown · no source
unknown
3.90µs
1.07×
Reported
license unknown · no source
unknown
3.95µs
1.09×
Reported
license unknown · no source
unknown
4.87µs
1.34×
Reported
license unknown · no source
unknown
3.74µs
1.03×
Reported
license unknown · no source
unknown
3.64µs
1.00×
Reported
license unknown · no source
unknown
3.77µs
1.04×
Reported
license unknown · no source
Show all 67 implementations ›
unknown
3.67µs
1.01×
Reported
license unknown · no source
unknown
3.67µs
1.01×
Reported
license unknown · no source
unknown
3.71µs
1.02×
Reported
license unknown · no source
unknown
3.70µs
1.02×
Reported
license unknown · no source
unknown
3.79µs
1.04×
Reported
license unknown · no source
unknown
3.91µs
1.07×
Reported
license unknown · no source
unknown
3.86µs
1.06×
Reported
license unknown · no source
unknown
4.51µs
1.24×
Reported
license unknown · no source
unknown
4.52µs
1.24×
Reported
license unknown · no source
unknown
4.72µs
1.30×
Reported
license unknown · no source
unknown
4.71µs
1.29×
Reported
license unknown · no source
unknown
4.68µs
1.29×
Reported
license unknown · no source
unknown
4.70µs
1.29×
Reported
license unknown · no source
unknown
5.35µs
1.47×
Reported
license unknown · no source
unknown
9.02µs
2.48×
Reported
license unknown · no source
unknown
3.83µs
1.05×
Reported
license unknown · no source
unknown
3.82µs
1.05×
Reported
license unknown · no source
unknown
3.83µs
1.05×
Reported
license unknown · no source
unknown
3.83µs
1.05×
Reported
license unknown · no source
unknown
3.83µs
1.05×
Reported
license unknown · no source
unknown
3.84µs
1.05×
Reported
license unknown · no source
unknown
3.85µs
1.06×
Reported
license unknown · no source
unknown
3.83µs
1.05×
Reported
license unknown · no source
unknown
3.85µs
1.06×
Reported
license unknown · no source
unknown
3.85µs
1.06×
Reported
license unknown · no source
unknown
3.85µs
1.06×
Reported
license unknown · no source
unknown
3.87µs
1.06×
Reported
license unknown · no source
unknown
3.88µs
1.07×
Reported
license unknown · no source
unknown
3.93µs
1.08×
Reported
license unknown · no source
unknown
4.05µs
1.11×
Reported
license unknown · no source
unknown
4.19µs
1.15×
Reported
license unknown · no source
unknown
4.23µs
1.16×
Reported
license unknown · no source
unknown
4.14µs
1.14×
Reported
license unknown · no source
unknown
4.22µs
1.16×
Reported
license unknown · no source
unknown
4.24µs
1.16×
Reported
license unknown · no source
unknown
4.25µs
1.17×
Reported
license unknown · no source
unknown
4.32µs
1.19×
Reported
license unknown · no source
unknown
4.31µs
1.18×
Reported
license unknown · no source
unknown
4.45µs
1.22×
Reported
license unknown · no source
unknown
4.50µs
1.23×
Reported
license unknown · no source
unknown
4.60µs
1.26×
Reported
license unknown · no source
unknown
4.76µs
1.31×
Reported
license unknown · no source
unknown
4.72µs
1.30×
Reported
license unknown · no source
unknown
4.80µs
1.32×
Reported
license unknown · no source
unknown
4.93µs
1.36×
Reported
license unknown · no source
unknown
4.84µs
1.33×
Reported
license unknown · no source
unknown
4.93µs
1.35×
Reported
license unknown · no source
unknown
4.88µs
1.34×
Reported
license unknown · no source
unknown
5.20µs
1.43×
Reported
license unknown · no source
unknown
8.57µs
2.35×
Reported
license unknown · no source
claude-opus-4-1 / cuda8b7225claude-opus-4-1-20250805
cuda
6.20µs
1.70×
Reproduction-ready
Apache-2.0 · source
claude-opus-4-1 / tritonbf2710claude-opus-4-1-20250805
triton
6.26µs
1.72×
Reported
Apache-2.0 · source
cuda
6.21µs
1.71×
Reproduction-ready
Apache-2.0 · source
triton
6.18µs
1.70×
Reported
Apache-2.0 · source
gpt-5 / cuda1ad912gpt-5-2025-08-07
cuda
6.17µs
1.70×
Reproduction-ready
Apache-2.0 · source
gpt-5 / tritonbfd137gpt-5-2025-08-07
triton
6.17µs
1.70×
Reported
Apache-2.0 · source
cuda
6.17µs
1.70×
Reproduction-ready
Apache-2.0 · source
triton
6.30µs
1.73×
Reported
Apache-2.0 · source
flashinfer / wrapper57c111FlashInfer-Bench baselines
python
6.28µs
1.72×
Reported
Apache-2.0 · source

Semantics

Inputs and outputs
hidden_statesbf16 [batch_size, hidden_size]
weightbf16 [hidden_size]
outputbf16 [batch_size, hidden_size]
Axes and behavior
batch_sizevariable
hidden_sizeconstant = 128
determinismunspecified
constraintsNo mutation or aliasing
Identity
aliasrmsnorm_h128modelqwen3-30b-a3bsha2563b8392f2900e…

Also indexed as 021-rmsnorm-h128 · reviewed as the same computation; every definition's cohorts are shown here, ranked separately.

Sources: NVIDIA SOL-ExecBench (2026-08-19) · FlashInfer-Bench (2025-10-21) · Apache-2.0last observed 2026-08-19How records are decidedJSON