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Edit consistency loss with perceptual weighting

22 eligible runs
diffusion

Edit consistency loss combining pixel reconstruction, perceptual features, and edit-region-aware spatial weighting for image editing models. Computes multi-scale perceptual features, applies spatial weighting based on edit masks, and combines pixel loss, perceptual loss, and preservation loss.

Fastest reported
533.9µsmean · 77% of SOL
RecursiveLicense unknown · unknown

Reported evidence · last observed 2026-07-10. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencychannels = 3 · feat_dim_0 = 64 · feat_dim_1 = 128 · feat_dim_2 = 256 · num_scales = 316 cases
height
width
batch_size
dtype
12812816fp3212812832fp3212812864fp3222422416fp322562562fp322562564fp322562568fp323203201fp323843848fp324484481fp325122561fp325125124fp326406401fp326406402fp327687682fp32102410241fp32
scrolls · 16 cases total
Aggregatessuite of 16 cases · mean latency
HardwareBest knownImplementationRuns
NVIDIA B200 · env 1533.9 µsRecursive17NVIDIA B200 · env 2516.1 µsRecursive5

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 2026-08-18Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
Recursive
533.9µs77% 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 →
2
Amir M. Mir | SF Tensor
555.7µs76% SOL
1.04×
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
ac4k
639.6µs73% SOL
1.20×
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 →
4
Hyra
699.9µs70% SOL
1.31×
Reported · license unknown · no source
2026-07-17

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

no sourcelicense unknownno install recipeRun detail →
5
doubleAI
711.7µs70% SOL
1.33×
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
Geometric
722.7µs70% SOL
1.35×
Reported · license unknown · no source
2026-08-18

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

no sourcelicense unknownno install recipeRun detail →
7
Proud Wren @ NVIDIA
735.3µs69% SOL
1.38×
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 →
8
Geometric
895.0µs64% SOL
1.68×
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
Amir M. Mir | SF Tensor
917.9µs63% SOL
1.72×
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
Proud Wren @ NVIDIA
1.24ms54% SOL
2.32×
Reported · license unknown · no source
2026-07-21

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

no sourcelicense unknownno install recipeRun detail →
11
Proud Wren @ NVIDIA
1.62ms47% SOL
3.03×
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 →
12
Geometric
2.24ms39% SOL
4.19×
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 →
13
Amir M. Mir | SF Tensor
2.28ms38% SOL
4.27×
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 →
14
Proud Wren @ NVIDIA
2.76ms34% SOL
5.17×
Reported · license unknown · no source
2026-07-12

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

no sourcelicense unknownno install recipeRun detail →
15
Geometric
3.30ms29% SOL
6.17×
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 →
16
Geometric
3.82ms26% SOL
7.16×
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 →
17
Geometric
3.91ms26% SOL
7.32×
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 →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
Recursive
unknown
533.9µs
1.03×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
555.7µs
1.08×
Reported
license unknown · no source
ac4k
unknown
639.6µs
1.24×
Reported
license unknown · no source
Recursive
unknown
516.1µs
1.00×
Reported
license unknown · no source
doubleAI
unknown
670.9µs
1.30×
Reported
license unknown · no source
Hyra
unknown
699.9µs
1.36×
Reported
license unknown · no source
Geometric
unknown
722.7µs
1.40×
Reported
license unknown · no source
Proud Wren @ NVIDIA
unknown
735.3µs
1.42×
Reported
license unknown · no source
Show all 22 implementations ›
Cursor
unknown
993.0µs
1.92×
Reported
license unknown · no source
doubleAI
unknown
711.7µs
1.38×
Reported
license unknown · no source
Geometric
unknown
895.0µs
1.73×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
917.9µs
1.78×
Reported
license unknown · no source
Proud Wren @ NVIDIA
unknown
1.24ms
2.40×
Reported
license unknown · no source
Proud Wren @ NVIDIA
unknown
1.62ms
3.13×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
2.14ms
4.15×
Reported
license unknown · no source
Geometric
unknown
2.24ms
4.34×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
2.28ms
4.42×
Reported
license unknown · no source
Proud Wren @ NVIDIA
unknown
2.76ms
5.35×
Reported
license unknown · no source
Geometric
unknown
3.30ms
6.39×
Reported
license unknown · no source
Geometric
unknown
3.82ms
7.41×
Reported
license unknown · no source
Geometric
unknown
3.91ms
7.57×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
8.87ms
17.20×
Reported
license unknown · no source

Semantics

Inputs and outputs
predictedfp32 [batch_size, channels, height, width]
targetfp32 [batch_size, channels, height, width]
sourcefp32 [batch_size, channels, height, width]
edit_maskfp32 [batch_size, 1, height, width]
extractor0_conv1_weightfp32 [feat_dim_0, channels, 3, 3]
extractor0_conv1_biasfp32 [feat_dim_0]
extractor0_conv2_weightfp32 [feat_dim_0, feat_dim_0, 3, 3]
extractor0_conv2_biasfp32 [feat_dim_0]
extractor1_conv1_weightfp32 [feat_dim_1, feat_dim_0, 3, 3]
extractor1_conv1_biasfp32 [feat_dim_1]
extractor1_conv2_weightfp32 [feat_dim_1, feat_dim_1, 3, 3]
extractor1_conv2_biasfp32 [feat_dim_1]
extractor2_conv1_weightfp32 [feat_dim_2, feat_dim_1, 3, 3]
extractor2_conv1_biasfp32 [feat_dim_2]
extractor2_conv2_weightfp32 [feat_dim_2, feat_dim_2, 3, 3]
extractor2_conv2_biasfp32 [feat_dim_2]
scale_weightsfp32 [num_scales]
pixel_loss_weightfp32 scalar
perceptual_loss_weightfp32 scalar
edit_region_weight_multiplierfp32 scalar
total_lossfp32 scalar
Axes and behavior
widthvariable
heightvariable
channelsconstant = 3
batch_sizevariable
feat_dim_0constant = 64
feat_dim_1constant = 128
feat_dim_2constant = 256
num_scalesconstant = 3
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias071_edit_consistency_loss_with_perceptual_weightingmodelstep1x-edit-v1p2sha25683289ee7ae91…
Sources: NVIDIA SOL-ExecBench (2026-08-18)last observed 2026-08-18How records are decidedJSON