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Video patch embedding projection

36 eligible runs
vision

Video patch embedding projection that converts raw video frames into patch tokens. Applies Conv3D patch projection, adds spatial and temporal positional embeddings, and applies layer normalization. Input video shape is (batch, frames, channels, height, width), output is (batch, num_patches, hidden_size) where num_patches = frames * (height/patch_size) * (width/patch_size).

Fastest reported
1.31msmean · 87% of SOL
RIAC as wellLicense unknown · unknown

Reported evidence · last observed 2026-08-24. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 4 cases · mean latencywidth = 224 · height = 224 · batch_size = 1 · num_frames = 81 · patch_size = 2 · hidden_size = 5120 · in_channels = 16 · fp16width = 192 · height = 192 · batch_size = 1 · num_frames = 81 · patch_size = 2 · hidden_size = 5120 · in_channels = 16 · fp16width = 128 · height = 128 · batch_size = 1 · num_frames = 81 · patch_size = 2 · hidden_size = 5120 · in_channels = 16 · fp16width = 64 · height = 64 · batch_size = 2 · num_frames = 81 · patch_size = 2 · hidden_size = 5120 · in_channels = 16 · fp16
HardwareBest knownImplementationRuns
NVIDIA B200 · env 11.31 msRIAC as well25NVIDIA B200 · env 22.73 msRecursive11

Not measured on H100 for this workload. Challenges →

Source-native comparison · GPU NVIDIA B200 · Workload suite of 4 cases · mean latency · Protocol SOL-ExecBench evaluation stack v1.1 · mean · 25 results · last observed 2026-08-24Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
RIAC as well
1.31ms87% SOL
1.00×
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 →
2
TH3CHARLie | TileGym
1.66ms82% SOL
1.26×
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 →
3
TH3CHARLie | TileGym
1.66ms82% SOL
1.26×
Reported · license unknown · no source
2026-07-20

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

no sourcelicense unknownno install recipeRun detail →
4
Amir M. Mir | SF Tensor
1.70ms82% SOL
1.29×
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 →
5
ac4k
1.84ms80% SOL
1.40×
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
Geometric
2.48ms72% SOL
1.88×
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 →
7
Geometric
2.48ms72% SOL
1.89×
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 →
8
Geometric
2.51ms72% SOL
1.91×
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 →
9
Geometric
2.52ms71% SOL
1.92×
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 →
10
Geometric
2.69ms70% SOL
2.05×
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 →
11
Geometric
2.78ms69% SOL
2.12×
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 →
12
Geometric
2.81ms69% SOL
2.14×
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 →
13
ac4k
2.84ms68% SOL
2.16×
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 →
14
Databricks
2.86ms68% SOL
2.18×
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 →
15
Geometric
2.87ms68% SOL
2.18×
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 →
16
Hyra
2.87ms68% SOL
2.18×
Reported · license unknown · no source
2026-07-15

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

no sourcelicense unknownno install recipeRun detail →
17
Amir M. Mir | SF Tensor
2.91ms68% SOL
2.21×
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
doubleAI
3.00ms67% SOL
2.29×
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 →
19
Recursive
3.04ms66% SOL
2.31×
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 →
20
Geometric
3.15ms65% SOL
2.40×
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 →
21
Geometric
3.30ms64% SOL
2.52×
Reported · license unknown · no source
2026-08-08

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

no sourcelicense unknownno install recipeRun detail →
22
Amir M. Mir | SF Tensor
3.73ms61% SOL
2.84×
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 →
23
Cursor
3.78ms60% SOL
2.88×
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
Geometric
4.06ms58% SOL
3.09×
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 →
25
Geometric
5.88ms48% SOL
4.48×
Reported · license unknown · no source
2026-07-25

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

no sourcelicense unknownno install recipeRun detail →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
RIAC as well
unknown
1.31ms
1.00×
Reported
license unknown · no source
ac4k
unknown
1.84ms
1.40×
Reported
license unknown · no source
Geometric
unknown
2.48ms
1.88×
Reported
license unknown · no source
Recursive
unknown
2.73ms
2.08×
Reported
license unknown · no source
Databricks
unknown
2.78ms
2.12×
Reported
license unknown · no source
Hyra
unknown
2.87ms
2.18×
Reported
license unknown · no source
doubleAI
unknown
2.91ms
2.21×
Reported
license unknown · no source
Cursor
unknown
3.77ms
2.87×
Reported
license unknown · no source
Show all 36 implementations ›
Argus
unknown
5.26ms
4.00×
Reported
license unknown · no source
Igor Bragaia
unknown
105.4ms
80.21×
Reported
license unknown · no source
Geometric
unknown
2.48ms
1.89×
Reported
license unknown · no source
Geometric
unknown
2.51ms
1.91×
Reported
license unknown · no source
Geometric
unknown
2.52ms
1.92×
Reported
license unknown · no source
Geometric
unknown
2.69ms
2.05×
Reported
license unknown · no source
ac4k
unknown
2.77ms
2.11×
Reported
license unknown · no source
Geometric
unknown
2.78ms
2.12×
Reported
license unknown · no source
Geometric
unknown
2.81ms
2.14×
Reported
license unknown · no source
ac4k
unknown
2.84ms
2.16×
Reported
license unknown · no source
Databricks
unknown
2.85ms
2.17×
Reported
license unknown · no source
Databricks
unknown
2.86ms
2.18×
Reported
license unknown · no source
Geometric
unknown
2.87ms
2.18×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
2.91ms
2.21×
Reported
license unknown · no source
doubleAI
unknown
3.00ms
2.29×
Reported
license unknown · no source
Recursive
unknown
3.04ms
2.31×
Reported
license unknown · no source
Geometric
unknown
3.15ms
2.40×
Reported
license unknown · no source
Geometric
unknown
3.30ms
2.52×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
3.66ms
2.79×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
3.73ms
2.84×
Reported
license unknown · no source
Cursor
unknown
3.78ms
2.88×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
3.82ms
2.91×
Reported
license unknown · no source
Geometric
unknown
4.06ms
3.09×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
4.14ms
3.15×
Reported
license unknown · no source
Geometric
unknown
5.88ms
4.48×
Reported
license unknown · no source
TH3CHARLie | TileGym
unknown
1.66ms
1.26×
Reported
license unknown · no source
TH3CHARLie | TileGym
unknown
1.66ms
1.26×
Reported
license unknown · no source
Amir M. Mir | SF Tensor
unknown
1.70ms
1.29×
Reported
license unknown · no source

Semantics

Inputs and outputs
videofp16 [batch_size, num_frames, in_channels, height, width]
patch_projection_weightfp16 [hidden_size, in_channels, 1, patch_size, patch_size]
patch_projection_biasfp16 [hidden_size]
spatial_pos_embeddingfp16 [1, num_spatial_patches, hidden_size]
temporal_pos_embeddingfp16 [1, num_frames, 1, hidden_size]
norm_weightfp16 [hidden_size]
norm_biasfp16 [hidden_size]
epsfp16 scalar
outputfp16 [batch_size, total_patches, hidden_size]
Axes and behavior
widthvariable
heightvariable
batch_sizevariable
num_framesconstant = 81
patch_sizeconstant = 2
hidden_sizeconstant = 5120
in_channelsconstant = 16
num_patches_hnum_patches_h = height // patch_size
num_patches_wnum_patches_w = width // patch_size
total_patchestotal_patches = num_frames * num_spatial_patches
num_spatial_patchesnum_spatial_patches = num_patches_h * num_patches_w
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias026_video_patch_embedding_projectionmodelwan2-2-t2v-a14bsha25601d7add8d98e…
Sources: NVIDIA SOL-ExecBench (2026-08-24)last observed 2026-08-24How records are decidedJSON