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GQA ragged prefill causal h32 kv4 d128

114 eligible runs
gqa-ragged-attention

Batched Grouped Query Attention prefill with ragged (variable-length) inputs. Causal mask is applied. Captured from Qwen3-30B-A3B during total prefill.

Fastest reported
7.00µsmean · 94% of SOL
Amir M. Mir | SF TensorLicense unknown · unknown

Reported evidence · last observed 2026-08-21. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Source-native comparison · GPU NVIDIA B200 · Workload suite of 15 cases · mean latency · Protocol SOL-ExecBench evaluation stack v1.1 · mean · 27 results · last observed 2026-08-21Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
7.00µs94% SOL
1.00×
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 →
2
7.31µs93% SOL
1.04×
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
7.50µs93% SOL
1.07×
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 →
4
7.71µs93% SOL
1.10×
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
7.74µs93% SOL
1.11×
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 →
6
7.86µs93% SOL
1.12×
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 →
7
8.13µs92% SOL
1.16×
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 →
8
8.14µs92% SOL
1.16×
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 →
9
8.20µs92% SOL
1.17×
Reported · license unknown · no source
2026-07-18

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

no sourcelicense unknownno install recipeRun detail →
10
8.25µs92% SOL
1.18×
Reported · license unknown · no source
2026-08-01

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

no sourcelicense unknownno install recipeRun detail →
11
8.34µs92% SOL
1.19×
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 →
12
8.34µs92% SOL
1.19×
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 →
13
8.37µs92% SOL
1.20×
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 →
14
8.48µs92% SOL
1.21×
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 →
15
8.61µs92% SOL
1.23×
Reported · license unknown · no source
2026-08-05

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

no sourcelicense unknownno install recipeRun detail →
16
8.94µs92% SOL
1.28×
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 →
17
9.08µs91% SOL
1.30×
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 →
18
9.31µs91% SOL
1.33×
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 →
19
9.35µs91% SOL
1.34×
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 →
20
9.79µs91% SOL
1.40×
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 →
21
9.91µs90% SOL
1.42×
Reported · license unknown · no source
2026-07-29

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

no sourcelicense unknownno install recipeRun detail →
22
11.0µs90% SOL
1.57×
Reported · license unknown · no source
2026-07-24

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

no sourcelicense unknownno install recipeRun detail →
23
11.6µs89% SOL
1.65×
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 →
24
18.4µs83% SOL
2.63×
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 →
25
18.8µs83% SOL
2.69×
Reported · license unknown · no source
2026-07-19

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

no sourcelicense unknownno install recipeRun detail →
26
25.0µs78% SOL
3.57×
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 →
27
25.5µs78% SOL
3.65×
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
7.31µs
1.04×
Reported
license unknown · no source
unknown
7.50µs
1.07×
Reported
license unknown · no source
unknown
7.74µs
1.11×
Reported
license unknown · no source
unknown
7.00µs
1.00×
Reported
license unknown · no source
unknown
7.71µs
1.10×
Reported
license unknown · no source
unknown
8.20µs
1.17×
Reported
license unknown · no source
unknown
8.37µs
1.20×
Reported
license unknown · no source
unknown
8.34µs
1.19×
Reported
license unknown · no source
Show all 48 implementations ›
unknown
8.92µs
1.27×
Reported
license unknown · no source
unknown
11.4µs
1.62×
Reported
license unknown · no source
unknown
12.0µs
1.71×
Reported
license unknown · no source
unknown
24.5µs
3.50×
Reported
license unknown · no source
unknown
7.86µs
1.12×
Reported
license unknown · no source
unknown
7.94µs
1.13×
Reported
license unknown · no source
unknown
8.01µs
1.14×
Reported
license unknown · no source
unknown
8.13µs
1.16×
Reported
license unknown · no source
unknown
8.25µs
1.18×
Reported
license unknown · no source
unknown
8.48µs
1.21×
Reported
license unknown · no source
unknown
8.14µs
1.16×
Reported
license unknown · no source
unknown
8.34µs
1.19×
Reported
license unknown · no source
unknown
8.61µs
1.23×
Reported
license unknown · no source
unknown
8.94µs
1.28×
Reported
license unknown · no source
unknown
9.08µs
1.30×
Reported
license unknown · no source
unknown
9.31µs
1.33×
Reported
license unknown · no source
unknown
9.35µs
1.34×
Reported
license unknown · no source
unknown
9.79µs
1.40×
Reported
license unknown · no source
unknown
9.91µs
1.42×
Reported
license unknown · no source
unknown
11.0µs
1.57×
Reported
license unknown · no source
unknown
11.6µs
1.65×
Reported
license unknown · no source
unknown
12.4µs
1.77×
Reported
license unknown · no source
unknown
16.6µs
2.37×
Reported
license unknown · no source
unknown
18.4µs
2.63×
Reported
license unknown · no source
unknown
18.8µs
2.69×
Reported
license unknown · no source
unknown
25.2µs
3.60×
Reported
license unknown · no source
unknown
25.5µs
3.65×
Reported
license unknown · no source
unknown
25.0µs
3.57×
Reported
license unknown · no source
unknown
23.1µs
3.30×
Reported
license unknown · no source
unknown
26.7µs
3.82×
Reported
license unknown · no source
unknown
534.3µs
76.36×
Reported
license unknown · no source
claude-opus-4-1 / cuda29819aclaude-opus-4-1-20250805
cuda
—
—
Apache-2.0 · source
claude-opus-4-1 / triton28277fclaude-opus-4-1-20250805
triton
128.7µs
18.40×
Reported
Apache-2.0 · source
cuda
—
—
Apache-2.0 · source
triton
97.6µs
13.94×
Reported
Apache-2.0 · source
gpt-5 / cudac0b7b7gpt-5-2025-08-07
cuda
45.8µs
6.54×
Reproduction-ready
Apache-2.0 · source
gpt-5 / triton41ae45gpt-5-2025-08-07
triton
—
—
Apache-2.0 · source
cuda
47.7µs
6.81×
Reproduction-ready
Apache-2.0 · source
triton
—
—
Apache-2.0 · source
flashinfer / wrapperacea60FlashInfer-Bench baselines
python
10.2µs
1.46×
Reported
Apache-2.0 · source

Semantics

Inputs and outputs
qbf16 [total_q, num_qo_heads, head_dim]
kbf16 [total_kv, num_kv_heads, head_dim]
vbf16 [total_kv, num_kv_heads, head_dim]
qo_indptrint32 [len_indptr]
kv_indptrint32 [len_indptr]
sm_scalefp32 scalar
outputbf16 [total_q, num_qo_heads, head_dim]
lsefp32 [total_q, num_qo_heads]
Axes and behavior
total_qvariable
head_dimconstant = 128
total_kvvariable
len_indptrvariable
num_kv_headsconstant = 4
num_qo_headsconstant = 32
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias016_gqa_ragged_prefill_causal_h32_kv4_d128sha2567cadf6de407a…

Also indexed as gqa-ragged-prefill-causal-h32-kv4-d128 · reviewed as the same computation; every definition's cohorts are shown here, ranked separately.

Sources: NVIDIA SOL-ExecBench (2026-08-21) · FlashInfer-Bench (2025-10-21) · Apache-2.0last observed 2026-08-21How records are decidedJSON