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Attention value projection with transpose

32 eligible runs
other

Fused attention value projection with reshape and transpose for GQA attention. Projects hidden states from hidden_size=5120 to num_kv_heads*head_dim=1024, then reshapes and transposes to [batch, num_kv_heads, seq_len, head_dim] format for attention computation.

Fastest reported
24.9µsmean · 51% of SOL
RIAC as wellLicense unknown · unknown

Reported evidence · last observed 2026-08-22. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyhead_dim = 128 · hidden_size = 5120 · num_kv_heads = 8 · kv_projection_size = 102416 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 · 17 results · last observed 2026-08-24Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
24.9µs51% SOL
1.00×
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 →
2
25.0µs51% 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 →
3
25.0µs51% SOL
1.00×
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 →
4
25.4µs51% 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
25.6µs50% SOL
1.03×
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
25.7µs51% SOL
1.03×
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 →
7
25.7µs51% SOL
1.03×
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 →
8
25.7µs50% SOL
1.03×
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
26.0µs49% SOL
1.04×
Reported · license unknown · no source
2026-07-31

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

no sourcelicense unknownno install recipeRun detail →
10
26.7µs48% SOL
1.07×
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 →
11
26.8µs48% SOL
1.07×
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 →
12
26.8µs48% SOL
1.07×
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 →
13
27.0µs48% SOL
1.08×
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 →
14
27.4µs47% SOL
1.10×
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 →
15
28.4µs45% SOL
1.14×
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 →
16
30.0µs43% SOL
1.20×
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 →
17
36.8µs36% SOL
1.48×
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 →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
unknown
24.1µs
1.00×
Reported
license unknown · no source
unknown
25.0µs
1.04×
Reported
license unknown · no source
unknown
25.2µs
1.04×
Reported
license unknown · no source
unknown
25.1µs
1.04×
Reported
license unknown · no source
unknown
24.9µs
1.03×
Reported
license unknown · no source
unknown
25.7µs
1.06×
Reported
license unknown · no source
unknown
26.0µs
1.08×
Reported
license unknown · no source
unknown
26.2µs
1.09×
Reported
license unknown · no source
Show all 32 implementations ›
unknown
26.4µs
1.10×
Reported
license unknown · no source
unknown
26.8µs
1.11×
Reported
license unknown · no source
unknown
28.5µs
1.18×
Reported
license unknown · no source
unknown
30.0µs
1.24×
Reported
license unknown · no source
unknown
32.2µs
1.33×
Reported
license unknown · no source
unknown
36.0µs
1.49×
Reported
license unknown · no source
unknown
36.8µs
1.53×
Reported
license unknown · no source
unknown
1.27ms
52.50×
Reported
license unknown · no source
unknown
25.0µs
1.03×
Reported
license unknown · no source
unknown
25.7µs
1.07×
Reported
license unknown · no source
unknown
25.3µs
1.05×
Reported
license unknown · no source
unknown
25.4µs
1.05×
Reported
license unknown · no source
unknown
25.7µs
1.07×
Reported
license unknown · no source
unknown
25.6µs
1.06×
Reported
license unknown · no source
unknown
26.1µs
1.08×
Reported
license unknown · no source
unknown
26.7µs
1.11×
Reported
license unknown · no source
unknown
26.8µs
1.11×
Reported
license unknown · no source
unknown
27.0µs
1.12×
Reported
license unknown · no source
unknown
27.4µs
1.14×
Reported
license unknown · no source
unknown
28.4µs
1.18×
Reported
license unknown · no source
unknown
1.69ms
69.97×
Reported
license unknown · no source
unknown
24.3µs
1.01×
Reported
license unknown · no source
unknown
24.3µs
1.01×
Reported
license unknown · no source
unknown
24.5µs
1.01×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesbf16 [batch_size, seq_len, hidden_size]
v_proj_weightbf16 [kv_projection_size, hidden_size]
value_statesbf16 [batch_size, num_kv_heads, seq_len, head_dim]
Axes and behavior
seq_lenvariable
head_dimconstant = 128
batch_sizevariable
hidden_sizeconstant = 5120
num_kv_headsconstant = 8
kv_projection_sizekv_projection_size = num_kv_heads * head_dim
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias010_attention_value_projection_with_transposemodeldeephermes-3-mistral-24b-previewsha256f1cb3b3db01c…
Sources: NVIDIA SOL-ExecBench (2026-08-24)last observed 2026-08-24How records are decidedJSON