Skip to content
KernelIndex
Search⌘K

MoE expert computation

27 eligible runs
moe

MoE expert computation with SwiGLU activation. Each expert is a small MLP with 2048 intermediate size that processes selected tokens. The expert uses gated activation (SwiGLU): down_proj(silu(gate_proj(x)) * up_proj(x)). Tokens are routed to experts based on expert_ids and weighted by expert_weights.

Fastest reported
3.86msmean · 84% of SOL
DatabricksLicense 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 latencyhidden_size = 7168 · num_experts = 256 · intermediate_size = 2048 · 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 · 14 results · last observed 2026-08-22Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
3.86ms84% 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
3.92ms83% SOL
1.01×
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 →
3
3.93ms83% SOL
1.02×
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 →
4
3.94ms83% SOL
1.02×
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 →
5
4.00ms82% SOL
1.04×
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 →
6
4.01ms82% SOL
1.04×
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 →
7
4.10ms81% 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 →
8
4.13ms80% 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 →
9
4.27ms79% SOL
1.11×
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 →
10
4.52ms75% SOL
1.17×
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 →
11
4.54ms75% SOL
1.18×
Reported · license unknown · no source
2026-07-21

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

no sourcelicense unknownno install recipeRun detail →
12
4.59ms75% SOL
1.19×
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 →
13
4.68ms74% SOL
1.21×
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 →
14
7.56ms51% SOL
1.96×
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
3.93ms
1.07×
Reported
license unknown · no source
unknown
3.92ms
1.07×
Reported
license unknown · no source
unknown
4.01ms
1.09×
Reported
license unknown · no source
unknown
4.10ms
1.12×
Reported
license unknown · no source
unknown
4.46ms
1.21×
Reported
license unknown · no source
unknown
4.52ms
1.23×
Reported
license unknown · no source
unknown
4.54ms
1.24×
Reported
license unknown · no source
unknown
7.15ms
1.95×
Reported
license unknown · no source
Show all 27 implementations ›
unknown
7.41ms
2.02×
Reported
license unknown · no source
unknown
1.32s
360.71×
Reported
license unknown · no source
unknown
3.94ms
1.07×
Reported
license unknown · no source
unknown
3.94ms
1.07×
Reported
license unknown · no source
unknown
3.96ms
1.08×
Reported
license unknown · no source
unknown
4.00ms
1.09×
Reported
license unknown · no source
unknown
4.10ms
1.12×
Reported
license unknown · no source
unknown
4.17ms
1.13×
Reported
license unknown · no source
unknown
4.13ms
1.12×
Reported
license unknown · no source
unknown
4.27ms
1.16×
Reported
license unknown · no source
unknown
4.59ms
1.25×
Reported
license unknown · no source
unknown
4.68ms
1.27×
Reported
license unknown · no source
unknown
5.02ms
1.37×
Reported
license unknown · no source
unknown
7.56ms
2.06×
Reported
license unknown · no source
unknown
20.7ms
5.65×
Reported
license unknown · no source
unknown
113.1ms
30.79×
Reported
license unknown · no source
unknown
3.67ms
1.00×
Reported
license unknown · no source
unknown
3.86ms
1.05×
Reported
license unknown · no source
unknown
3.90ms
1.06×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesbf16 [num_tokens, hidden_size]
expert_idsint64 [num_tokens, num_experts_per_tok]
expert_weightsbf16 [num_tokens, num_experts_per_tok]
gate_proj_weightsbf16 [num_experts, intermediate_size, hidden_size]
up_proj_weightsbf16 [num_experts, intermediate_size, hidden_size]
down_proj_weightsbf16 [num_experts, hidden_size, intermediate_size]
outputbf16 [num_tokens, hidden_size]
Axes and behavior
num_tokensvariable
hidden_sizeconstant = 7168
num_expertsconstant = 256
intermediate_sizeconstant = 2048
num_experts_per_tokconstant = 8
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias044_moe_expert_computationmodeldeepseek-v3sha256f45d352228e6…
Sources: NVIDIA SOL-ExecBench (2026-08-22)last observed 2026-08-22How records are decidedJSON