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Fused encoder final norm to decoder cross attention KV projection

33 eligible runs
rmsnorm

Fused encoder final RMSNorm with cross-attention K/V projection. Applies RMSNorm to encoder hidden states then projects to cross-attention keys and values, avoiding intermediate materialization of normalized states.

Fastest reported
10.2µsmean · 84% of SOL
RecursiveLicense 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 latencyhead_dim = 64 · hidden_size = 1024 · num_kv_heads = 2 · kv_hidden_size = 12816 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 2026-08-23Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
10.2µs84% 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
10.3µs83% SOL
1.01×
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
10.5µs84% SOL
1.02×
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 →
4
10.6µs83% 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 →
5
10.6µs83% SOL
1.04×
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 →
6
10.9µs82% SOL
1.07×
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 →
7
11.3µs82% 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 →
8
11.4µs81% 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 →
9
12.1µs80% SOL
1.19×
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 →
10
12.1µs80% SOL
1.19×
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
12.9µs79% SOL
1.26×
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 →
12
13.6µs77% SOL
1.33×
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 →
13
13.6µs77% SOL
1.34×
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 →
14
13.8µs77% SOL
1.35×
Reported · license unknown · no source
2026-08-12

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

no sourcelicense unknownno install recipeRun detail →
15
13.8µs77% SOL
1.35×
Reported · license unknown · no source
2026-08-12

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

no sourcelicense unknownno install recipeRun detail →
16
14.1µs76% SOL
1.38×
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 →
17
14.4µs76% SOL
1.42×
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 →
18
16.0µs74% SOL
1.56×
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 →
19
16.4µs72% SOL
1.61×
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
22.9µs64% SOL
2.25×
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 →
21
23.3µs64% SOL
2.29×
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
41.6µs47% SOL
4.07×
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
9.89µs
1.00×
Reported
license unknown · no source
unknown
9.97µs
1.01×
Reported
license unknown · no source
unknown
10.6µs
1.07×
Reported
license unknown · no source
unknown
10.9µs
1.11×
Reported
license unknown · no source
unknown
11.2µs
1.13×
Reported
license unknown · no source
unknown
12.1µs
1.22×
Reported
license unknown · no source
unknown
13.6µs
1.38×
Reported
license unknown · no source
unknown
26.8µs
2.71×
Reported
license unknown · no source
Show all 33 implementations ›
unknown
40.2µs
4.06×
Reported
license unknown · no source
unknown
10.6µs
1.08×
Reported
license unknown · no source
unknown
10.9µs
1.11×
Reported
license unknown · no source
unknown
11.3µs
1.14×
Reported
license unknown · no source
unknown
11.4µs
1.15×
Reported
license unknown · no source
unknown
12.1µs
1.22×
Reported
license unknown · no source
unknown
12.9µs
1.30×
Reported
license unknown · no source
unknown
13.6µs
1.37×
Reported
license unknown · no source
unknown
13.7µs
1.38×
Reported
license unknown · no source
unknown
13.8µs
1.39×
Reported
license unknown · no source
unknown
13.8µs
1.39×
Reported
license unknown · no source
unknown
14.1µs
1.43×
Reported
license unknown · no source
unknown
14.4µs
1.46×
Reported
license unknown · no source
unknown
16.0µs
1.62×
Reported
license unknown · no source
unknown
16.0µs
1.62×
Reported
license unknown · no source
unknown
16.4µs
1.66×
Reported
license unknown · no source
unknown
20.9µs
2.11×
Reported
license unknown · no source
unknown
22.9µs
2.32×
Reported
license unknown · no source
unknown
23.3µs
2.36×
Reported
license unknown · no source
unknown
27.6µs
2.79×
Reported
license unknown · no source
unknown
41.6µs
4.20×
Reported
license unknown · no source
unknown
100.2µs
10.13×
Reported
license unknown · no source
unknown
10.2µs
1.03×
Reported
license unknown · no source
unknown
10.5µs
1.06×
Reported
license unknown · no source
unknown
10.3µs
1.04×
Reported
license unknown · no source

Semantics

Inputs and outputs
encoder_hidden_statesfp16 [batch_size, encoder_seq_len, hidden_size]
norm_weightfp16 [hidden_size]
k_proj_weightfp16 [kv_hidden_size, hidden_size]
v_proj_weightfp16 [kv_hidden_size, hidden_size]
epsfp32 scalar
keysfp16 [batch_size, num_kv_heads, encoder_seq_len, head_dim]
valuesfp16 [batch_size, num_kv_heads, encoder_seq_len, head_dim]
Axes and behavior
head_dimconstant = 64
batch_sizevariable
hidden_sizeconstant = 1024
num_kv_headsconstant = 2
kv_hidden_sizeconstant = 128
encoder_seq_lenvariable
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias073_fused_encoder_final_norm_to_decoder_cross_attention_kv_projectionmodelparakeet-tdt-0-6b-v3sha256bf11d6948e3f…
Sources: NVIDIA SOL-ExecBench (2026-08-23)last observed 2026-08-23How records are decidedJSON