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Sparse expert dispatch and combine

18 eligible runs
moe

Sparse expert dispatch and weighted combination for MoE training. Processes experts sequentially with sparse token extraction, expert computation (gate_up projection, gated GLU with clamping, down projection), and scattered accumulation using index_add_.

Fastest reported
2.19msmean · 71% of SOL
Amir M. Mir | SF TensorLicense unknown · unknown

Reported evidence · last observed 2026-08-16. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyhidden_size = 2880 · intermediate_size = 2880 · num_local_experts = 128 · num_experts_per_tok = 4 · intermediate_size_x2 = 576016 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 · 10 results · last observed 2026-08-18Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
2.19ms71% SOL
1.00×
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 →
2
2.28ms70% SOL
1.04×
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
2.28ms70% SOL
1.04×
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 →
4
2.30ms69% SOL
1.05×
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 →
5
2.33ms69% 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 →
6
2.36ms68% SOL
1.08×
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
2.39ms68% SOL
1.09×
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
2.61ms65% SOL
1.19×
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 →
9
3.20ms58% SOL
1.47×
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 →
10
5.52ms41% SOL
2.52×
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 →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
unknown
2.28ms
1.04×
Reported
license unknown · no source
unknown
2.28ms
1.04×
Reported
license unknown · no source
unknown
2.29ms
1.05×
Reported
license unknown · no source
unknown
2.19ms
1.00×
Reported
license unknown · no source
unknown
2.30ms
1.05×
Reported
license unknown · no source
unknown
2.33ms
1.06×
Reported
license unknown · no source
unknown
2.36ms
1.08×
Reported
license unknown · no source
unknown
2.51ms
1.15×
Reported
license unknown · no source
Show all 18 implementations ›
unknown
4.72ms
2.16×
Reported
license unknown · no source
unknown
2.34ms
1.07×
Reported
license unknown · no source
unknown
2.38ms
1.09×
Reported
license unknown · no source
unknown
2.39ms
1.09×
Reported
license unknown · no source
unknown
2.61ms
1.19×
Reported
license unknown · no source
unknown
3.20ms
1.47×
Reported
license unknown · no source
unknown
3.71ms
1.70×
Reported
license unknown · no source
unknown
5.52ms
2.52×
Reported
license unknown · no source
unknown
5.77ms
2.64×
Reported
license unknown · no source
unknown
31.1ms
14.24×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesfp32 [num_tokens, hidden_size]
router_indicesint64 [num_tokens, num_experts_per_tok]
routing_weightsfp32 [num_tokens, num_local_experts]
gate_up_projfp32 [num_local_experts, hidden_size, intermediate_size_x2]
gate_up_proj_biasfp32 [num_local_experts, intermediate_size_x2]
down_projfp32 [num_local_experts, intermediate_size, hidden_size]
down_proj_biasfp32 [num_local_experts, hidden_size]
outputfp32 [num_tokens, hidden_size]
Axes and behavior
num_tokensvariable
hidden_sizeconstant = 2880
intermediate_sizeconstant = 2880
num_local_expertsconstant = 128
num_experts_per_tokconstant = 4
intermediate_size_x2intermediate_size_x2 = intermediate_size * 2
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias065_sparse_expert_dispatch_and_combinemodelgpt-oss-120bsha2566093657e79d0…
Sources: NVIDIA SOL-ExecBench (2026-08-18)last observed 2026-08-18How records are decidedJSON