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NVFP4 vision temporal patch merge with projection

22 eligible runs
vision

FP4-quantized temporal patch merging with linear projection for video processing in Qwen3-VL. Merges temporal patches from video frames by reshaping (B, seq_len, C) -> (B, seq_len//temporal_merge_size, C*temporal_merge_size) and applies FP4-quantized linear projection to hidden_size using block-wise scaling (16 elements per block). The merged_seq_len (M dimension) must be a multiple of 128 for FP4 GEMM compatibility.

Fastest reported
31.2µsmean · 96% of SOL
Amir M. Mir | SF TensorLicense unknown · unknown

Reported evidence · last observed 2026-08-01. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyhidden_size = 3584 · in_channels = 1792 · merged_channels = 3584 · hidden_size_scale = 224 · temporal_merge_size = 2 · merged_channels_half = 1792 · merged_channels_scale = 22416 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 · 15 results · last observed 2026-08-17Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
31.2µs96% SOL
1.00×
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 →
2
38.2µs95% SOL
1.23×
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 →
3
38.3µs95% SOL
1.23×
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 →
4
38.9µs95% SOL
1.25×
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 →
5
39.0µs95% 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 →
6
41.5µs94% SOL
1.33×
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 →
7
42.2µs94% SOL
1.35×
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 →
8
42.4µs94% SOL
1.36×
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 →
9
42.8µs94% SOL
1.37×
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 →
10
44.2µs94% SOL
1.42×
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
46.1µs94% SOL
1.48×
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 →
12
69.0µs90% SOL
2.21×
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 →
13
114.3µs84% SOL
3.66×
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 →
14
117.2µs83% SOL
3.76×
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 →
15
1.20ms32% SOL
38.57×
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 →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
unknown
31.2µs
1.00×
Reported
license unknown · no source
unknown
38.2µs
1.23×
Reported
license unknown · no source
unknown
38.3µs
1.23×
Reported
license unknown · no source
unknown
38.9µs
1.25×
Reported
license unknown · no source
unknown
41.5µs
1.33×
Reported
license unknown · no source
unknown
42.2µs
1.35×
Reported
license unknown · no source
unknown
42.2µs
1.35×
Reported
license unknown · no source
unknown
112.5µs
3.61×
Reported
license unknown · no source
Show all 22 implementations ›
unknown
1.20ms
38.57×
Reported
license unknown · no source
unknown
39.0µs
1.25×
Reported
license unknown · no source
unknown
42.8µs
1.37×
Reported
license unknown · no source
unknown
42.4µs
1.36×
Reported
license unknown · no source
unknown
46.1µs
1.48×
Reported
license unknown · no source
unknown
44.2µs
1.42×
Reported
license unknown · no source
unknown
57.9µs
1.86×
Reported
license unknown · no source
unknown
67.5µs
2.17×
Reported
license unknown · no source
unknown
69.0µs
2.21×
Reported
license unknown · no source
unknown
69.5µs
2.23×
Reported
license unknown · no source
unknown
114.3µs
3.66×
Reported
license unknown · no source
unknown
117.2µs
3.76×
Reported
license unknown · no source
unknown
1.29ms
41.24×
Reported
license unknown · no source
unknown
1.46ms
46.88×
Reported
license unknown · no source

Semantics

Inputs and outputs
xbf16 [b, seq_len, in_channels]
weight_fp4float4_e2m1fn_x2 [1, hidden_size, merged_channels_half]
weight_scalefp8_e4m3 [1, hidden_size, merged_channels_scale]
weight_global_scalefp32 scalar
biasbf16 [hidden_size]
outputbf16 [b, merged_seq_len, hidden_size]
Axes and behavior
bvariable
seq_lenseq_len = merged_seq_len * temporal_merge_size
hidden_sizeconstant = 3584
in_channelsconstant = 1792
merged_seq_lenvariable
merged_channelsmerged_channels = in_channels * temporal_merge_size
hidden_size_scalehidden_size_scale = hidden_size // 16
temporal_merge_sizeconstant = 2
merged_channels_halfmerged_channels_half = (in_channels * temporal_merge_size) // 2
merged_channels_scalemerged_channels_scale = (in_channels * temporal_merge_size) // 16
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias009_nvfp4_vision_temporal_patch_merge_with_projectionmodelqwen3-vl-32b-instruct-nvfp4sha25646c04fa24942…
Sources: NVIDIA SOL-ExecBench (2026-08-17)last observed 2026-08-17How records are decidedJSON