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MoE expert SwiGLU with down projection backward

48 eligible runs
moe

Backward pass for MoE expert SwiGLU with down projection. Computes gradients through the complete expert MLP chain: down_proj <- SwiGLU <- [gate_proj, up_proj]. Returns gradients for input x and all three weight matrices (gate, up, down).

Fastest reported
42.2µsmean · 71% of SOL
HyraLicense unknown · unknown

Reported evidence · last observed 2026-07-14. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyhidden_size = 2048 · intermediate_size = 76816 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 · 34 results · last observed 2026-08-24Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
42.2µs71% SOL
1.00×
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 →
2
45.8µs69% SOL
1.09×
Reported · license unknown · no source
2026-07-30

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

no sourcelicense unknownno install recipeRun detail →
3
46.9µs68% SOL
1.11×
Reported · license unknown · no source
2026-07-28

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

no sourcelicense unknownno install recipeRun detail →
4
47.0µs69% 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 →
5
49.3µs68% SOL
1.17×
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 →
6
49.9µs67% SOL
1.18×
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 →
7
50.9µs66% SOL
1.21×
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
51.2µs67% SOL
1.21×
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
54.1µs66% SOL
1.28×
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 →
10
54.8µs66% SOL
1.30×
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 →
11
56.5µs65% SOL
1.34×
Reported · license unknown · no source
2026-08-24

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

no sourcelicense unknownno install recipeRun detail →
12
56.5µs65% SOL
1.34×
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 →
13
57.1µs64% SOL
1.35×
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 →
14
57.3µs64% SOL
1.36×
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 →
15
57.6µs64% 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 →
16
57.6µs64% SOL
1.37×
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 →
17
58.2µs64% SOL
1.38×
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 →
18
58.3µs65% SOL
1.38×
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 →
19
62.9µs61% SOL
1.49×
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
67.4µs59% SOL
1.60×
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 →
21
67.6µs59% SOL
1.60×
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 →
22
69.2µs59% SOL
1.64×
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 →
23
69.6µs58% 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 →
24
69.7µs58% 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 →
25
70.5µs58% SOL
1.67×
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 →
26
72.6µs57% SOL
1.72×
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 →
27
73.8µs56% SOL
1.75×
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 →
28
74.1µs57% SOL
1.76×
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 →
29
74.7µs56% SOL
1.77×
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 →
30
75.0µs56% SOL
1.78×
Reported · license unknown · no source
2026-08-07

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

no sourcelicense unknownno install recipeRun detail →
31
75.3µs55% SOL
1.79×
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 →
32
75.4µs56% SOL
1.79×
Reported · license unknown · no source
2026-07-11

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

no sourcelicense unknownno install recipeRun detail →
33
88.0µs51% SOL
2.09×
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 →
34
326.0µs20% SOL
7.73×
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
44.8µs
1.06×
Reported
license unknown · no source
unknown
47.6µs
1.13×
Reported
license unknown · no source
unknown
49.1µs
1.16×
Reported
license unknown · no source
unknown
54.8µs
1.30×
Reported
license unknown · no source
unknown
69.2µs
1.64×
Reported
license unknown · no source
unknown
72.6µs
1.72×
Reported
license unknown · no source
unknown
75.3µs
1.79×
Reported
license unknown · no source
unknown
82.7µs
1.96×
Reported
license unknown · no source
Show all 48 implementations ›
unknown
100.3µs
2.38×
Reported
license unknown · no source
unknown
47.0µs
1.11×
Reported
license unknown · no source
unknown
46.9µs
1.11×
Reported
license unknown · no source
unknown
51.6µs
1.22×
Reported
license unknown · no source
unknown
49.9µs
1.18×
Reported
license unknown · no source
unknown
51.2µs
1.21×
Reported
license unknown · no source
unknown
50.9µs
1.21×
Reported
license unknown · no source
unknown
54.1µs
1.28×
Reported
license unknown · no source
unknown
56.5µs
1.34×
Reported
license unknown · no source
unknown
58.3µs
1.38×
Reported
license unknown · no source
unknown
56.5µs
1.34×
Reported
license unknown · no source
unknown
55.8µs
1.32×
Reported
license unknown · no source
unknown
57.1µs
1.35×
Reported
license unknown · no source
unknown
57.3µs
1.36×
Reported
license unknown · no source
unknown
57.6µs
1.36×
Reported
license unknown · no source
unknown
57.6µs
1.37×
Reported
license unknown · no source
unknown
58.2µs
1.38×
Reported
license unknown · no source
unknown
62.9µs
1.49×
Reported
license unknown · no source
unknown
64.9µs
1.54×
Reported
license unknown · no source
unknown
64.9µs
1.54×
Reported
license unknown · no source
unknown
66.8µs
1.58×
Reported
license unknown · no source
unknown
67.4µs
1.60×
Reported
license unknown · no source
unknown
67.6µs
1.60×
Reported
license unknown · no source
unknown
69.7µs
1.65×
Reported
license unknown · no source
unknown
69.6µs
1.65×
Reported
license unknown · no source
unknown
70.5µs
1.67×
Reported
license unknown · no source
unknown
71.6µs
1.70×
Reported
license unknown · no source
unknown
72.1µs
1.71×
Reported
license unknown · no source
unknown
72.6µs
1.72×
Reported
license unknown · no source
unknown
74.1µs
1.76×
Reported
license unknown · no source
unknown
74.7µs
1.77×
Reported
license unknown · no source
unknown
73.8µs
1.75×
Reported
license unknown · no source
unknown
75.4µs
1.79×
Reported
license unknown · no source
unknown
75.0µs
1.78×
Reported
license unknown · no source
unknown
88.0µs
2.09×
Reported
license unknown · no source
unknown
175.5µs
4.16×
Reported
license unknown · no source
unknown
326.0µs
7.73×
Reported
license unknown · no source
unknown
42.2µs
1.00×
Reported
license unknown · no source
unknown
45.8µs
1.09×
Reported
license unknown · no source
unknown
49.3µs
1.17×
Reported
license unknown · no source

Semantics

Inputs and outputs
grad_outputbf16 [num_tokens, hidden_size]
xbf16 [num_tokens, hidden_size]
gate_weightbf16 [intermediate_size, hidden_size]
up_weightbf16 [intermediate_size, hidden_size]
down_weightbf16 [hidden_size, intermediate_size]
gatebf16 [num_tokens, intermediate_size]
gate_sigmoidbf16 [num_tokens, intermediate_size]
gate_silubf16 [num_tokens, intermediate_size]
upbf16 [num_tokens, intermediate_size]
intermediatebf16 [num_tokens, intermediate_size]
grad_xbf16 [num_tokens, hidden_size]
grad_gate_weightbf16 [intermediate_size, hidden_size]
grad_up_weightbf16 [intermediate_size, hidden_size]
grad_down_weightbf16 [hidden_size, intermediate_size]
Axes and behavior
num_tokensvariable
hidden_sizeconstant = 2048
intermediate_sizeconstant = 768
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias017_moe_expert_swiglu_with_down_projection_backwardmodelqwen3-30b-a3b-instruct-2507sha25658efad3661ff…
Sources: NVIDIA SOL-ExecBench (2026-08-24)last observed 2026-08-24How records are decidedJSON