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NVFP4 attention output projection with residual

24 eligible runs
quantization

FP4-quantized attention output projection followed by residual addition. Takes attention output (batch, seq_len, num_heads * head_dim), projects through FP4-quantized linear layer (o_proj), and adds residual connection. Uses NVFP4 block-scaled GEMM with 1x16 block scaling.

Fastest reported
66.5µsmean · 91% of SOL
GeometricLicense unknown · unknown

Reported evidence · last observed 2026-08-14. 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 · proj_dim = 8192 · hidden_size = 8192 · sf_vec_size = 16 · proj_dim_half = 4096 · num_proj_blocks = 512 · num_attention_heads = 6416 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 2026-08-17Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
66.5µs91% SOL
1.00×
Reported · license unknown · no source
2026-08-14

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

no sourcelicense unknownno install recipeRun detail →
2
66.5µs91% SOL
1.00×
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 →
3
76.7µs89% SOL
1.15×
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 →
4
76.7µs90% SOL
1.15×
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 →
5
77.8µs90% SOL
1.17×
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 →
6
78.0µs89% SOL
1.17×
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 →
7
82.0µs89% SOL
1.23×
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 →
8
105.6µs86% SOL
1.59×
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 →
9
110.2µs86% SOL
1.66×
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 →
10
111.5µs85% SOL
1.68×
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 →
11
131.3µs83% SOL
1.98×
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 →
12
139.2µs83% SOL
2.09×
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 →
13
314.9µs65% SOL
4.74×
Reported · license unknown · no source
2026-07-22

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

no sourcelicense unknownno install recipeRun detail →
14
315.1µs65% SOL
4.74×
Reported · license unknown · no source
2026-07-22

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

no sourcelicense unknownno install recipeRun detail →
15
513.7µs54% SOL
7.73×
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 →
16
1.01ms38% SOL
15.27×
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 →
17
1.70ms27% SOL
25.60×
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
66.5µs
1.00×
Reported
license unknown · no source
unknown
66.5µs
1.00×
Reported
license unknown · no source
unknown
77.8µs
1.17×
Reported
license unknown · no source
unknown
75.2µs
1.13×
Reported
license unknown · no source
unknown
79.7µs
1.20×
Reported
license unknown · no source
unknown
78.0µs
1.17×
Reported
license unknown · no source
unknown
513.7µs
7.73×
Reported
license unknown · no source
unknown
1.01ms
15.27×
Reported
license unknown · no source
Show all 24 implementations ›
unknown
1.70ms
25.60×
Reported
license unknown · no source
unknown
76.7µs
1.15×
Reported
license unknown · no source
unknown
76.7µs
1.15×
Reported
license unknown · no source
unknown
82.0µs
1.23×
Reported
license unknown · no source
unknown
105.6µs
1.59×
Reported
license unknown · no source
unknown
110.2µs
1.66×
Reported
license unknown · no source
unknown
111.5µs
1.68×
Reported
license unknown · no source
unknown
130.2µs
1.96×
Reported
license unknown · no source
unknown
131.3µs
1.98×
Reported
license unknown · no source
unknown
139.2µs
2.09×
Reported
license unknown · no source
unknown
159.3µs
2.40×
Reported
license unknown · no source
unknown
314.9µs
4.74×
Reported
license unknown · no source
unknown
315.1µs
4.74×
Reported
license unknown · no source
unknown
521.8µs
7.85×
Reported
license unknown · no source
unknown
1.17ms
17.67×
Reported
license unknown · no source
unknown
1.96ms
29.46×
Reported
license unknown · no source

Semantics

Inputs and outputs
attn_outputbf16 [batch_size, seq_len, proj_dim]
residualbf16 [batch_size, seq_len, hidden_size]
weight_fp4float4_e2m1fn_x2 [1, hidden_size, proj_dim_half]
weight_scalefp8_e4m3 [1, hidden_size, num_proj_blocks]
weight_global_decodefp32 scalar
outputbf16 [batch_size, seq_len, hidden_size]
Axes and behavior
seq_lenvariable
head_dimconstant = 128
proj_dimproj_dim = num_attention_heads * head_dim
batch_sizevariable
hidden_sizeconstant = 8192
sf_vec_sizeconstant = 16
proj_dim_halfproj_dim_half = proj_dim // 2
num_proj_blocksnum_proj_blocks = proj_dim // sf_vec_size
num_attention_headsconstant = 64
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias018_nvfp4_attention_output_projection_with_residualmodelnova-70b-nvfp4sha25690396b8c529b…
Sources: NVIDIA SOL-ExecBench (2026-08-17)last observed 2026-08-17How records are decidedJSON