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MoE group score aggregation and masking

19 eligible runs
moe

Group-based score aggregation and masking for MoE routing. Reshapes 256 expert scores into 8 groups of 32 experts each, computes group scores by summing top-2 expert scores within each group, selects top 4 groups, creates and expands group mask to expert-level, and applies masked_fill to suppress non-selected experts with -inf. This reduces the expert search space from 256 to ~128 experts before final topk selection.

Fastest reported
3.51µsmean · 87% of SOL
RecursiveLicense unknown · unknown

Reported evidence · last observed 2026-07-10. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyn_group = 8 · topk_group = 4 · num_experts = 256 · experts_per_group = 3216 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 · 10 results · last observed 2026-07-23Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
3.51µs87% SOL
1.00×
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 →
2
3.71µs87% 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 →
3
3.73µs87% SOL
1.06×
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 →
4
3.82µs86% 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 →
5
3.86µs86% 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 →
6
3.87µs86% SOL
1.10×
Reported · license unknown · no source
2026-07-16

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

no sourcelicense unknownno install recipeRun detail →
7
3.99µs85% SOL
1.13×
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 →
8
4.62µs83% SOL
1.31×
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
4.63µs83% SOL
1.32×
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 →
10
6.51µs75% SOL
1.85×
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 →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
unknown
3.73µs
1.06×
Reported
license unknown · no source
unknown
3.80µs
1.08×
Reported
license unknown · no source
unknown
3.83µs
1.09×
Reported
license unknown · no source
unknown
3.87µs
1.10×
Reported
license unknown · no source
unknown
3.94µs
1.12×
Reported
license unknown · no source
unknown
4.63µs
1.32×
Reported
license unknown · no source
unknown
6.40µs
1.82×
Reported
license unknown · no source
unknown
3.71µs
1.06×
Reported
license unknown · no source
Show all 19 implementations ›
unknown
3.82µs
1.09×
Reported
license unknown · no source
unknown
3.86µs
1.10×
Reported
license unknown · no source
unknown
3.94µs
1.12×
Reported
license unknown · no source
unknown
3.99µs
1.13×
Reported
license unknown · no source
unknown
4.62µs
1.31×
Reported
license unknown · no source
unknown
4.65µs
1.32×
Reported
license unknown · no source
unknown
6.51µs
1.85×
Reported
license unknown · no source
unknown
45.6µs
12.97×
Reported
license unknown · no source
unknown
3.51µs
1.00×
Reported
license unknown · no source
unknown
3.56µs
1.01×
Reported
license unknown · no source
unknown
3.68µs
1.05×
Reported
license unknown · no source

Semantics

Inputs and outputs
scoresfp32 [num_tokens, num_experts]
masked_scoresfp32 [num_tokens, num_experts]
group_maskfp32 [num_tokens, n_group]
Axes and behavior
n_groupconstant = 8
num_tokensvariable
topk_groupconstant = 4
num_expertsconstant = 256
experts_per_groupexperts_per_group = num_experts // n_group
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias059_moe_group_score_aggregation_and_maskingmodelling-mini-2-0sha2567808895e071d…
Sources: NVIDIA SOL-ExecBench (2026-07-23)last observed 2026-07-23How records are decidedJSON