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MoE sparse expert dispatch

28 eligible runs
moe

Sparse MoE expert computation with top-k routing across 128 routed experts. Each token is routed to 8 experts via sigmoid-based gating with group-wise selection. Includes SwiGLU activation (gate * up projection) and shared expert computation.

Fastest reported
751.0µsmean · 95% of SOL
Amir M. Mir | SF TensorLicense unknown · unknown

Reported evidence · last observed 2026-08-23. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyn_group = 1 · topk_group = 1 · hidden_size = 4096 · n_routed_experts = 128 · num_experts_per_tok = 8 · shared_intermediate = 1408 · moe_intermediate_size = 140816 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
751.0µs95% SOL
1.00×
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 →
2
822.5µs94% SOL
1.10×
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 →
3
884.2µs92% SOL
1.18×
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 →
4
887.8µs92% SOL
1.18×
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 →
5
890.4µs92% SOL
1.19×
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 →
6
910.5µs92% SOL
1.21×
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 →
7
915.8µs90% SOL
1.22×
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 →
8
936.0µs91% SOL
1.25×
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 →
9
1.01ms88% SOL
1.34×
Reported · license unknown · no source
2026-08-22

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

no sourcelicense unknownno install recipeRun detail →
10
1.04ms87% SOL
1.39×
Reported · license unknown · no source
2026-08-21

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

no sourcelicense unknownno install recipeRun detail →
11
1.07ms86% SOL
1.42×
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 →
12
1.10ms85% SOL
1.46×
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 →
13
1.11ms85% SOL
1.48×
Reported · license unknown · no source
2026-08-18

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

no sourcelicense unknownno install recipeRun detail →
14
1.12ms85% SOL
1.49×
Reported · license unknown · no source
2026-08-08

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

no sourcelicense unknownno install recipeRun detail →
15
1.17ms83% SOL
1.55×
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
1.21ms81% SOL
1.61×
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 →
17
1.92ms65% SOL
2.55×
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
2.12ms62% SOL
2.82×
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 →
19
2.26ms60% SOL
3.01×
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 →
20
3.18ms48% SOL
4.24×
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
3.44ms46% SOL
4.59×
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
822.5µs
1.10×
Reported
license unknown · no source
unknown
871.1µs
1.16×
Reported
license unknown · no source
unknown
884.2µs
1.18×
Reported
license unknown · no source
unknown
751.0µs
1.00×
Reported
license unknown · no source
unknown
887.8µs
1.18×
Reported
license unknown · no source
unknown
890.4µs
1.19×
Reported
license unknown · no source
unknown
1.01ms
1.34×
Reported
license unknown · no source
unknown
1.12ms
1.49×
Reported
license unknown · no source
Show all 28 implementations ›
unknown
2.06ms
2.74×
Reported
license unknown · no source
unknown
2.97ms
3.95×
Reported
license unknown · no source
unknown
910.5µs
1.21×
Reported
license unknown · no source
unknown
936.0µs
1.25×
Reported
license unknown · no source
unknown
915.8µs
1.22×
Reported
license unknown · no source
unknown
1.04ms
1.39×
Reported
license unknown · no source
unknown
1.07ms
1.42×
Reported
license unknown · no source
unknown
1.10ms
1.46×
Reported
license unknown · no source
unknown
1.11ms
1.48×
Reported
license unknown · no source
unknown
1.11ms
1.48×
Reported
license unknown · no source
unknown
1.12ms
1.49×
Reported
license unknown · no source
unknown
1.17ms
1.55×
Reported
license unknown · no source
unknown
1.21ms
1.61×
Reported
license unknown · no source
unknown
1.92ms
2.55×
Reported
license unknown · no source
unknown
2.12ms
2.82×
Reported
license unknown · no source
unknown
2.26ms
3.01×
Reported
license unknown · no source
unknown
3.11ms
4.14×
Reported
license unknown · no source
unknown
3.18ms
4.24×
Reported
license unknown · no source
unknown
3.44ms
4.59×
Reported
license unknown · no source
unknown
3.81ms
5.08×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesbf16 [num_tokens, hidden_size]
router_weightbf16 [n_routed_experts, hidden_size]
expert_gate_weightsbf16 [n_routed_experts, moe_intermediate_size, hidden_size]
expert_up_weightsbf16 [n_routed_experts, moe_intermediate_size, hidden_size]
expert_down_weightsbf16 [n_routed_experts, hidden_size, moe_intermediate_size]
shared_gate_weightbf16 [shared_intermediate, hidden_size]
shared_up_weightbf16 [shared_intermediate, hidden_size]
shared_down_weightbf16 [hidden_size, shared_intermediate]
e_score_correction_biasfp32 [n_routed_experts]
routed_scaling_factorfp32 scalar
outputbf16 [num_tokens, hidden_size]
Axes and behavior
n_groupconstant = 1
num_tokensvariable
topk_groupconstant = 1
hidden_sizeconstant = 4096
n_routed_expertsconstant = 128
num_experts_per_tokconstant = 8
shared_intermediateconstant = 1408
moe_intermediate_sizeconstant = 1408
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias081_moe_sparse_expert_dispatchmodelglm-4-5-airsha2564a7164d0f8b2…
Sources: NVIDIA SOL-ExecBench (2026-08-23)last observed 2026-08-23How records are decidedJSON