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FP8 attention output projection

50 eligible runs
quantization

FP8-quantized attention output projection that combines multi-head attention outputs back to hidden dimension. Projects concatenated attention outputs from all heads (num_heads * head_dim = 7680) to hidden_size (7680) using blockwise FP8 quantization with BlockWise1x128 for activations and BlockWise128x128 for weights.

Fastest reported
252.0µsmean · 67% of SOL
Amir M. Mir | SF TensorLicense unknown · unknown

Reported evidence · last observed 2026-08-23. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyscale_n = 60 · head_dim = 128 · input_dim = 7680 · hidden_size = 7680 · scale_k_act = 60 · scale_k_weight = 60 · num_attention_heads = 6016 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 · 41 results · last observed 2026-08-24Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
252.0µs67% SOL
1.00×
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 →
2
259.2µs67% SOL
1.03×
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 →
3
264.2µs66% SOL
1.05×
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 →
4
265.4µs65% SOL
1.05×
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 →
5
276.9µs64% SOL
1.10×
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 →
6
280.5µs64% SOL
1.11×
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 →
7
292.2µs62% SOL
1.16×
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
294.0µs62% SOL
1.17×
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 →
9
309.6µs60% SOL
1.23×
Reported · license unknown · no source
2026-08-17

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

no sourcelicense unknownno install recipeRun detail →
10
310.8µs60% SOL
1.23×
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 →
11
312.1µs60% SOL
1.24×
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 →
12
315.2µs59% SOL
1.25×
Reported · license unknown · no source
2026-08-17

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

no sourcelicense unknownno install recipeRun detail →
13
325.0µs58% SOL
1.29×
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 →
14
325.8µs58% SOL
1.29×
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 →
15
326.1µs58% SOL
1.29×
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 →
16
326.5µs58% SOL
1.30×
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 →
17
326.5µs58% SOL
1.30×
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
326.7µs58% SOL
1.30×
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 →
19
327.2µs58% SOL
1.30×
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 →
20
327.5µs58% SOL
1.30×
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 →
21
328.2µs58% SOL
1.30×
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 →
22
329.0µs58% SOL
1.31×
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 →
23
329.5µs58% SOL
1.31×
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 →
24
334.9µs57% SOL
1.33×
Reported · license unknown · no source
2026-08-09

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

no sourcelicense unknownno install recipeRun detail →
25
347.7µs56% SOL
1.38×
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 →
26
354.6µs56% SOL
1.41×
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 →
27
361.1µs55% SOL
1.43×
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 →
28
367.5µs54% SOL
1.46×
Reported · license unknown · no source
2026-08-09

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

no sourcelicense unknownno install recipeRun detail →
29
395.6µs52% SOL
1.57×
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 →
30
414.8µs50% SOL
1.65×
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 →
31
439.2µs48% SOL
1.74×
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 →
32
450.2µs48% SOL
1.79×
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 →
33
466.6µs47% SOL
1.85×
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 →
34
487.2µs45% SOL
1.93×
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 →
35
490.2µs45% SOL
1.95×
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 →
36
503.0µs44% SOL
2.00×
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 →
37
626.9µs38% SOL
2.49×
Reported · license unknown · no source
2026-07-26

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

no sourcelicense unknownno install recipeRun detail →
38
1.04ms26% SOL
4.14×
Reported · license unknown · no source
2026-07-26

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

no sourcelicense unknownno install recipeRun detail →
39
1.05ms26% SOL
4.18×
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 →
40
2.05ms15% SOL
8.14×
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 →
41
2.53ms12% SOL
10.04×
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 →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
unknown
264.2µs
1.17×
Reported
license unknown · no source
unknown
327.2µs
1.45×
Reported
license unknown · no source
unknown
328.2µs
1.45×
Reported
license unknown · no source
unknown
225.9µs
1.00×
Reported
license unknown · no source
unknown
252.0µs
1.12×
Reported
license unknown · no source
unknown
258.7µs
1.15×
Reported
license unknown · no source
unknown
259.2µs
1.15×
Reported
license unknown · no source
unknown
280.5µs
1.24×
Reported
license unknown · no source
Show all 50 implementations ›
unknown
309.6µs
1.37×
Reported
license unknown · no source
unknown
374.2µs
1.66×
Reported
license unknown · no source
unknown
450.2µs
1.99×
Reported
license unknown · no source
unknown
457.5µs
2.03×
Reported
license unknown · no source
unknown
1.90ms
8.41×
Reported
license unknown · no source
unknown
265.4µs
1.18×
Reported
license unknown · no source
unknown
276.9µs
1.23×
Reported
license unknown · no source
unknown
292.2µs
1.29×
Reported
license unknown · no source
unknown
294.0µs
1.30×
Reported
license unknown · no source
unknown
310.8µs
1.38×
Reported
license unknown · no source
unknown
312.1µs
1.38×
Reported
license unknown · no source
unknown
315.2µs
1.40×
Reported
license unknown · no source
unknown
325.0µs
1.44×
Reported
license unknown · no source
unknown
325.8µs
1.44×
Reported
license unknown · no source
unknown
326.1µs
1.44×
Reported
license unknown · no source
unknown
326.5µs
1.45×
Reported
license unknown · no source
unknown
326.5µs
1.45×
Reported
license unknown · no source
unknown
326.7µs
1.45×
Reported
license unknown · no source
unknown
327.5µs
1.45×
Reported
license unknown · no source
unknown
329.5µs
1.46×
Reported
license unknown · no source
unknown
329.0µs
1.46×
Reported
license unknown · no source
unknown
334.9µs
1.48×
Reported
license unknown · no source
unknown
347.7µs
1.54×
Reported
license unknown · no source
unknown
354.6µs
1.57×
Reported
license unknown · no source
unknown
361.1µs
1.60×
Reported
license unknown · no source
unknown
367.5µs
1.63×
Reported
license unknown · no source
unknown
395.6µs
1.75×
Reported
license unknown · no source
unknown
414.8µs
1.84×
Reported
license unknown · no source
unknown
422.4µs
1.87×
Reported
license unknown · no source
unknown
439.2µs
1.94×
Reported
license unknown · no source
unknown
466.6µs
2.07×
Reported
license unknown · no source
unknown
487.2µs
2.16×
Reported
license unknown · no source
unknown
490.2µs
2.17×
Reported
license unknown · no source
unknown
503.0µs
2.23×
Reported
license unknown · no source
unknown
626.9µs
2.78×
Reported
license unknown · no source
unknown
987.6µs
4.37×
Reported
license unknown · no source
unknown
1.04ms
4.62×
Reported
license unknown · no source
unknown
1.05ms
4.67×
Reported
license unknown · no source
unknown
2.05ms
9.08×
Reported
license unknown · no source
unknown
2.53ms
11.20×
Reported
license unknown · no source
unknown
8.04ms
35.60×
Reported
license unknown · no source
unknown
8.87ms
39.25×
Reported
license unknown · no source

Semantics

Inputs and outputs
attn_outputbf16 [num_tokens, input_dim]
o_proj_weightbf16 [hidden_size, input_dim]
o_proj_biasbf16 [hidden_size]
outputbf16 [num_tokens, hidden_size]
Axes and behavior
scale_mscale_m = batch_size * seq_len
scale_nscale_n = hidden_size // 128
seq_lenvariable
head_dimconstant = 128
input_diminput_dim = num_attention_heads * head_dim
batch_sizevariable
num_tokensnum_tokens = batch_size * seq_len
hidden_sizeconstant = 7680
scale_k_actscale_k_act = input_dim // 128
scale_k_weightscale_k_weight = input_dim // 128
num_attention_headsconstant = 60
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias001_fp8_attention_output_projectionmodelqwen3-vl-30b-a3b-instruct-fp8sha256a4a36e0b5ba7…
Sources: NVIDIA SOL-ExecBench (2026-08-24)last observed 2026-08-24How records are decidedJSON