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MoE layer complete forward with residual

30 eligible runs
moe

Complete MoE layer forward pass that fuses routing, expert dispatch/computation, aggregation, shared expert computation. This represents the entire MoE layer computation from input hidden states through router sigmoid scoring, hierarchical group-based top-8 expert selection, parallel expert execution (160 routed experts with 1536 intermediate size), weighted aggregation, and shared expert computation (also 1536 intermediate size).

Fastest reported
1.00msmean · 97% of SOL
RIAC as wellLicense unknown · unknown

Reported evidence · last observed 2026-08-14. 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 = 5120 · n_routed_experts = 160 · num_experts_per_tok = 8 · shared_intermediate = 1536 · moe_intermediate_size = 153616 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
1.00ms97% SOL
1.00×
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 →
2
1.03ms97% SOL
1.03×
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
1.06ms96% SOL
1.06×
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 →
4
1.18ms96% SOL
1.18×
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 →
5
1.20ms95% SOL
1.20×
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
1.22ms94% SOL
1.22×
Reported · license unknown · no source
2026-07-19

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

no sourcelicense unknownno install recipeRun detail →
7
1.32ms92% SOL
1.31×
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 →
8
1.32ms92% SOL
1.32×
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 →
9
1.36ms90% SOL
1.36×
Reported · license unknown · no source
2026-08-20

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

no sourcelicense unknownno install recipeRun detail →
10
1.44ms88% SOL
1.43×
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 →
11
1.56ms83% SOL
1.56×
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
1.75ms80% SOL
1.74×
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 →
13
1.80ms78% SOL
1.80×
Reported · license unknown · no source
2026-08-13

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

no sourcelicense unknownno install recipeRun detail →
14
1.82ms78% SOL
1.82×
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
1.85ms76% 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 →
16
2.40ms66% SOL
2.39×
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 →
17
2.48ms64% SOL
2.47×
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
2.87ms59% SOL
2.86×
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
3.39ms52% SOL
3.38×
Reported · license unknown · no source
2026-07-24

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

no sourcelicense unknownno install recipeRun detail →
20
3.70ms49% SOL
3.69×
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
12.7ms18% SOL
12.62×
Reported · license unknown · no source
2026-08-13

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
1.00ms
1.00×
Reported
license unknown · no source
unknown
1.03ms
1.03×
Reported
license unknown · no source
unknown
1.06ms
1.06×
Reported
license unknown · no source
unknown
1.11ms
1.11×
Reported
license unknown · no source
unknown
1.18ms
1.18×
Reported
license unknown · no source
unknown
1.22ms
1.22×
Reported
license unknown · no source
unknown
1.32ms
1.32×
Reported
license unknown · no source
unknown
1.54ms
1.54×
Reported
license unknown · no source
Show all 30 implementations ›
unknown
1.74ms
1.73×
Reported
license unknown · no source
unknown
2.21ms
2.21×
Reported
license unknown · no source
unknown
3.69ms
3.68×
Reported
license unknown · no source
unknown
1.20ms
1.20×
Reported
license unknown · no source
unknown
1.32ms
1.31×
Reported
license unknown · no source
unknown
1.36ms
1.36×
Reported
license unknown · no source
unknown
1.44ms
1.43×
Reported
license unknown · no source
unknown
1.54ms
1.53×
Reported
license unknown · no source
unknown
1.56ms
1.56×
Reported
license unknown · no source
unknown
1.75ms
1.74×
Reported
license unknown · no source
unknown
1.80ms
1.80×
Reported
license unknown · no source
unknown
1.82ms
1.82×
Reported
license unknown · no source
unknown
1.85ms
1.85×
Reported
license unknown · no source
unknown
2.40ms
2.39×
Reported
license unknown · no source
unknown
2.48ms
2.47×
Reported
license unknown · no source
unknown
2.73ms
2.72×
Reported
license unknown · no source
unknown
2.87ms
2.86×
Reported
license unknown · no source
unknown
3.39ms
3.38×
Reported
license unknown · no source
unknown
3.58ms
3.57×
Reported
license unknown · no source
unknown
3.70ms
3.69×
Reported
license unknown · no source
unknown
4.30ms
4.29×
Reported
license unknown · no source
unknown
12.7ms
12.62×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesbf16 [batch_seq_len, hidden_size]
router_weightbf16 [n_routed_experts, hidden_size]
e_score_correction_biasfp32 [n_routed_experts]
expert_gate_projsbf16 [n_routed_experts, moe_intermediate_size, hidden_size]
expert_up_projsbf16 [n_routed_experts, moe_intermediate_size, hidden_size]
expert_down_projsbf16 [n_routed_experts, hidden_size, moe_intermediate_size]
shared_gate_proj_weightbf16 [shared_intermediate, hidden_size]
shared_up_proj_weightbf16 [shared_intermediate, hidden_size]
shared_down_proj_weightbf16 [hidden_size, shared_intermediate]
routed_scaling_factorfp32 scalar
norm_topk_probbool scalar
outputbf16 [batch_seq_len, hidden_size]
Axes and behavior
n_groupconstant = 1
topk_groupconstant = 1
hidden_sizeconstant = 5120
batch_seq_lenvariable
n_routed_expertsconstant = 160
num_experts_per_tokconstant = 8
shared_intermediateshared_intermediate = moe_intermediate_size * 1
moe_intermediate_sizeconstant = 1536
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias082_moe_layer_complete_forward_with_residualmodelglm-4-7sha256dfcb66e7c298…
Sources: NVIDIA SOL-ExecBench (2026-08-23)last observed 2026-08-23How records are decidedJSON