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NVFP4 MoE routing with topk selection

25 eligible runs
moe

FP4-quantized MoE routing gate that computes router logits via FP4 scaled GEMM and performs top-k expert selection with softmax normalization. Input activations are quantized to FP4 on-the-fly, multiplied with pre-quantized gate weights, then softmax and top-k selection are applied.

Fastest reported
22.4µsmean · 97% of SOL
Amir M. Mir | SF TensorLicense unknown · unknown

Reported evidence · last observed 2026-07-22. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Source-native comparison · GPU NVIDIA B200 · Workload suite of 16 cases · mean latency · Protocol SOL-ExecBench evaluation stack v1.1 · mean · 19 results · last observed 2026-08-23Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
22.4µs97% SOL
1.00×
Reported · license unknown · no source
2026-07-22

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

no sourcelicense unknownno install recipeRun detail →
2
25.0µs97% SOL
1.12×
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 →
3
27.9µs96% SOL
1.25×
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 →
4
28.7µs96% SOL
1.29×
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 →
5
31.7µs95% SOL
1.42×
Reported · license unknown · no source
2026-08-09

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

no sourcelicense unknownno install recipeRun detail →
6
32.5µs95% SOL
1.45×
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 →
7
33.5µs95% SOL
1.50×
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 →
8
34.4µs95% SOL
1.54×
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 →
9
34.8µs95% SOL
1.56×
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 →
10
35.0µs95% SOL
1.57×
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 →
11
37.0µs94% SOL
1.65×
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 →
12
43.1µs93% SOL
1.93×
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 →
13
45.0µs93% SOL
2.01×
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 →
14
56.9µs91% SOL
2.55×
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
86.1µs87% SOL
3.85×
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 →
16
93.9µs86% SOL
4.20×
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
156.4µs77% SOL
7.00×
Reported · license unknown · no source
2026-07-14

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

no sourcelicense unknownno install recipeRun detail →
18
160.9µs77% SOL
7.20×
Reported · license unknown · no source
2026-07-14

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

no sourcelicense unknownno install recipeRun detail →
19
255.6µs68% SOL
11.44×
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 →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
unknown
22.4µs
1.00×
Reported
license unknown · no source
unknown
27.9µs
1.25×
Reported
license unknown · no source
unknown
31.7µs
1.42×
Reported
license unknown · no source
unknown
25.0µs
1.12×
Reported
license unknown · no source
unknown
28.7µs
1.29×
Reported
license unknown · no source
unknown
33.5µs
1.50×
Reported
license unknown · no source
unknown
34.4µs
1.54×
Reported
license unknown · no source
unknown
36.8µs
1.65×
Reported
license unknown · no source
Show all 25 implementations ›
unknown
42.1µs
1.88×
Reported
license unknown · no source
unknown
156.4µs
7.00×
Reported
license unknown · no source
unknown
420.5µs
18.81×
Reported
license unknown · no source
unknown
32.5µs
1.45×
Reported
license unknown · no source
unknown
35.0µs
1.57×
Reported
license unknown · no source
unknown
34.8µs
1.56×
Reported
license unknown · no source
unknown
37.0µs
1.65×
Reported
license unknown · no source
unknown
43.1µs
1.93×
Reported
license unknown · no source
unknown
43.9µs
1.97×
Reported
license unknown · no source
unknown
45.0µs
2.01×
Reported
license unknown · no source
unknown
56.9µs
2.55×
Reported
license unknown · no source
unknown
85.9µs
3.84×
Reported
license unknown · no source
unknown
86.1µs
3.85×
Reported
license unknown · no source
unknown
93.9µs
4.20×
Reported
license unknown · no source
unknown
160.9µs
7.20×
Reported
license unknown · no source
unknown
255.6µs
11.44×
Reported
license unknown · no source
unknown
560.7µs
25.09×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesbf16 [num_tokens, hidden_size]
gate_weight_fp4float4_e2m1fn_x2 [num_experts, hidden_size_half]
gate_scalefp8_e4m3 [num_experts, sf_k]
gate_global_scalefp32 scalar
routing_weightsbf16 [num_tokens, num_experts_per_tok]
selected_expertsint64 [num_tokens, num_experts_per_tok]
router_logitsfp32 [num_tokens, num_experts]
Axes and behavior
sf_ksf_k = hidden_size // 16
num_tokensvariable
hidden_sizeconstant = 2048
num_expertsconstant = 512
hidden_size_halfhidden_size_half = hidden_size // 2
num_experts_per_tokconstant = 10
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias033_nvfp4_moe_routing_with_topk_selectionmodelqwen3-next-80b-a3b-thinking-nvfp4sha25643a7cc69739a…
Sources: NVIDIA SOL-ExecBench (2026-08-23)last observed 2026-08-23How records are decidedJSON