Skip to content
KernelIndex
Search⌘K

Grouped topk MoE routing backward

32 eligible runs
moe

Backward pass for grouped top-k MoE routing with hierarchical expert selection. Computes gradients through scaling, normalization, gather (scatter), sigmoid, and linear projection.

Fastest reported
24.0µsmean · 80% of SOL
doubleAILicense 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 latencyone = 1 · top_k = 8 · hidden_size = 5120 · n_routed_experts = 16016 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 · 21 results · last observed 2026-08-23Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
24.0µs80% 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
25.3µs79% SOL
1.05×
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
25.4µs79% 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 →
4
25.7µs78% SOL
1.07×
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 →
5
25.7µs79% SOL
1.07×
Reported · license unknown · no source
2026-07-12

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

no sourcelicense unknownno install recipeRun detail →
6
25.8µs78% SOL
1.08×
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 →
7
27.0µs77% SOL
1.13×
Reported · license unknown · no source
2026-07-13

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

no sourcelicense unknownno install recipeRun detail →
8
31.0µs74% SOL
1.30×
Reported · license unknown · no source
2026-07-25

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

no sourcelicense unknownno install recipeRun detail →
9
31.1µs74% SOL
1.30×
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
31.2µs74% SOL
1.30×
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 →
11
31.3µs74% SOL
1.31×
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 →
12
31.5µs74% SOL
1.31×
Reported · license unknown · no source
2026-07-11

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

no sourcelicense unknownno install recipeRun detail →
13
31.5µs74% 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 →
14
31.6µs74% SOL
1.32×
Reported · license unknown · no source
2026-08-07

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

no sourcelicense unknownno install recipeRun detail →
15
32.1µs74% 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 →
16
34.9µs72% SOL
1.46×
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 →
17
35.0µs72% SOL
1.46×
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 →
18
37.7µs70% SOL
1.58×
Reported · license unknown · no source
2026-08-07

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

no sourcelicense unknownno install recipeRun detail →
19
43.5µs66% SOL
1.82×
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 →
20
86.4µs49% SOL
3.61×
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 →
21
533.0µs13% SOL
22.25×
Reported · license unknown · no source
2026-08-07

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
24.0µs
1.04×
Reported
license unknown · no source
unknown
25.4µs
1.10×
Reported
license unknown · no source
unknown
25.7µs
1.12×
Reported
license unknown · no source
unknown
23.0µs
1.00×
Reported
license unknown · no source
unknown
23.8µs
1.03×
Reported
license unknown · no source
unknown
24.5µs
1.06×
Reported
license unknown · no source
unknown
25.3µs
1.10×
Reported
license unknown · no source
unknown
25.7µs
1.12×
Reported
license unknown · no source
Show all 32 implementations ›
unknown
25.8µs
1.12×
Reported
license unknown · no source
unknown
31.0µs
1.35×
Reported
license unknown · no source
unknown
31.1µs
1.35×
Reported
license unknown · no source
unknown
31.3µs
1.36×
Reported
license unknown · no source
unknown
33.0µs
1.43×
Reported
license unknown · no source
unknown
34.1µs
1.48×
Reported
license unknown · no source
unknown
35.0µs
1.52×
Reported
license unknown · no source
unknown
82.6µs
3.59×
Reported
license unknown · no source
unknown
27.0µs
1.17×
Reported
license unknown · no source
unknown
27.9µs
1.21×
Reported
license unknown · no source
unknown
30.9µs
1.34×
Reported
license unknown · no source
unknown
31.3µs
1.36×
Reported
license unknown · no source
unknown
31.5µs
1.37×
Reported
license unknown · no source
unknown
31.2µs
1.35×
Reported
license unknown · no source
unknown
31.5µs
1.37×
Reported
license unknown · no source
unknown
31.6µs
1.37×
Reported
license unknown · no source
unknown
32.1µs
1.39×
Reported
license unknown · no source
unknown
34.9µs
1.52×
Reported
license unknown · no source
unknown
37.7µs
1.64×
Reported
license unknown · no source
unknown
43.5µs
1.89×
Reported
license unknown · no source
unknown
61.1µs
2.65×
Reported
license unknown · no source
unknown
72.1µs
3.13×
Reported
license unknown · no source
unknown
86.4µs
3.75×
Reported
license unknown · no source
unknown
533.0µs
23.13×
Reported
license unknown · no source

Semantics

Inputs and outputs
grad_topk_weightsbf16 [n, top_k]
hidden_statesbf16 [n, hidden_size]
weightbf16 [n_routed_experts, hidden_size]
scoresbf16 [n, n_routed_experts]
topk_indicesint64 [n, top_k]
topk_weightsbf16 [n, top_k]
topk_weights_normalizedbf16 [n, top_k]
denominatorbf16 [n, one]
routed_scaling_factorbf16 scalar
grad_hidden_statesbf16 [n, hidden_size]
grad_weightbf16 [n_routed_experts, hidden_size]
Axes and behavior
nvariable
oneconstant = 1
top_kconstant = 8
hidden_sizeconstant = 5120
n_routed_expertsconstant = 160
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias093_grouped_topk_moe_routing_backwardmodelglm-4-7sha25676b362c3f666…
Sources: NVIDIA SOL-ExecBench (2026-08-23)last observed 2026-08-23How records are decidedJSON