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FP8 MoE gate routing

33 eligible runs
moe

FP8-quantized MoE gating mechanism with top-k expert selection using noaux_tc method. Computes expert scores via FP8 linear projection, applies sigmoid activation, adds correction bias, performs group-based top-k selection across 256 experts with 8 groups and 4 top groups. Returns top-8 expert indices and normalized weights per token.

Fastest reported
35.6µsmean · 90% of SOL
Amir M. Mir | SF TensorLicense unknown · unknown

Reported evidence · last observed 2026-08-10. 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 · hidden_size = 7168 · expert_blocks = 2 · hidden_blocks = 56 · n_routed_experts = 256 · num_experts_per_tok = 816 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 · 22 results · last observed 2026-08-17Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
35.6µs90% SOL
1.00×
Reported · license unknown · no source
2026-08-10

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

no sourcelicense unknownno install recipeRun detail →
2
39.5µs89% SOL
1.11×
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 →
3
46.7µs87% SOL
1.31×
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 →
4
46.8µs87% SOL
1.31×
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 →
5
46.8µs87% SOL
1.32×
Reported · license unknown · no source
2026-08-05

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

no sourcelicense unknownno install recipeRun detail →
6
47.0µs87% SOL
1.32×
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 →
7
47.1µs87% SOL
1.32×
Reported · license unknown · no source
2026-08-11

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

no sourcelicense unknownno install recipeRun detail →
8
48.2µs86% 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 →
9
51.0µs86% SOL
1.43×
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
51.0µs86% SOL
1.43×
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 →
11
51.1µs86% SOL
1.44×
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 →
12
58.8µs84% SOL
1.65×
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 →
13
75.4µs80% SOL
2.12×
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 →
14
83.9µs78% SOL
2.36×
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 →
15
101.7µs75% 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 →
16
130.2µs70% SOL
3.66×
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 →
17
157.0µs65% SOL
4.41×
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
165.2µs64% SOL
4.64×
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 →
19
269.2µs52% SOL
7.56×
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 →
20
336.9µs47% SOL
9.46×
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 →
21
337.5µs47% SOL
9.48×
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 →
22
475.1µs38% SOL
13.35×
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 →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
unknown
35.6µs
1.00×
Reported
license unknown · no source
unknown
39.5µs
1.11×
Reported
license unknown · no source
unknown
46.8µs
1.32×
Reported
license unknown · no source
unknown
42.9µs
1.20×
Reported
license unknown · no source
unknown
46.8µs
1.31×
Reported
license unknown · no source
unknown
46.7µs
1.31×
Reported
license unknown · no source
unknown
47.7µs
1.34×
Reported
license unknown · no source
unknown
51.0µs
1.43×
Reported
license unknown · no source
Show all 33 implementations ›
unknown
51.0µs
1.43×
Reported
license unknown · no source
unknown
51.1µs
1.44×
Reported
license unknown · no source
unknown
100.4µs
2.82×
Reported
license unknown · no source
unknown
126.4µs
3.55×
Reported
license unknown · no source
unknown
250.2µs
7.03×
Reported
license unknown · no source
unknown
412.3µs
11.58×
Reported
license unknown · no source
unknown
47.0µs
1.32×
Reported
license unknown · no source
unknown
47.1µs
1.32×
Reported
license unknown · no source
unknown
48.2µs
1.35×
Reported
license unknown · no source
unknown
58.8µs
1.65×
Reported
license unknown · no source
unknown
75.4µs
2.12×
Reported
license unknown · no source
unknown
83.9µs
2.36×
Reported
license unknown · no source
unknown
101.7µs
2.86×
Reported
license unknown · no source
unknown
104.8µs
2.95×
Reported
license unknown · no source
unknown
107.8µs
3.03×
Reported
license unknown · no source
unknown
130.2µs
3.66×
Reported
license unknown · no source
unknown
152.8µs
4.29×
Reported
license unknown · no source
unknown
157.0µs
4.41×
Reported
license unknown · no source
unknown
165.2µs
4.64×
Reported
license unknown · no source
unknown
190.0µs
5.34×
Reported
license unknown · no source
unknown
269.2µs
7.56×
Reported
license unknown · no source
unknown
336.9µs
9.46×
Reported
license unknown · no source
unknown
337.5µs
9.48×
Reported
license unknown · no source
unknown
475.1µs
13.35×
Reported
license unknown · no source
unknown
532.2µs
14.95×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesbf16 [num_tokens, hidden_size]
weightbf16 [n_routed_experts, hidden_size]
e_score_correction_biasbf16 [n_routed_experts]
scale_xfp32 [num_tokens, hidden_blocks]
scale_wfp32 [hidden_blocks, expert_blocks]
routed_scaling_factorfp32 scalar
topk_idxint64 [num_tokens, num_experts_per_tok]
topk_weightfp32 [num_tokens, num_experts_per_tok]
Axes and behavior
n_groupconstant = 8
num_tokensvariable
topk_groupconstant = 4
hidden_sizeconstant = 7168
expert_blocksexpert_blocks = n_routed_experts // 128
hidden_blockshidden_blocks = hidden_size // 128
n_routed_expertsconstant = 256
num_experts_per_tokconstant = 8
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias011_fp8_moe_gate_routingmodeldeepseek-r1-0528sha2564ec1948c45bf…
Sources: NVIDIA SOL-ExecBench (2026-08-17)last observed 2026-08-17How records are decidedJSON