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Audio sinusoidal position embedding with conv projection

24 eligible runs
audio

Audio encoder's sinusoidal position embedding generation followed by 3-stage Conv2d downsampling (8x total reduction), GELU activations, and linear projection to model dimension. Processes mel-spectrogram through conv layers, adds cached sinusoidal position embeddings, and returns padded output.

Fastest reported
337.4µsmean · 81% of SOL
Amir M. Mir | SF TensorLicense unknown · unknown

Reported evidence · last observed 2026-07-24. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyone = 1 · d_model = 1024 · kernel_size = 3 · conv_out_dim = 3840 · num_mel_bins = 80 · freq_dim_after_conv = 10 · max_source_positions = 1500 · downsample_hidden_size = 38416 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 · 18 results · last observed 2026-08-18Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
337.4µs81% SOL
1.00×
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 →
2
389.7µs78% SOL
1.15×
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 →
3
399.8µs77% SOL
1.18×
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 →
4
421.2µs76% SOL
1.25×
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 →
5
503.9µs71% SOL
1.49×
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 →
6
515.7µs71% SOL
1.53×
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 →
7
523.4µs70% SOL
1.55×
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
524.3µs70% SOL
1.55×
Reported · license unknown · no source
2026-08-16

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

no sourcelicense unknownno install recipeRun detail →
9
536.2µs70% SOL
1.59×
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 →
10
578.6µs68% SOL
1.71×
Reported · license unknown · no source
2026-07-11

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

no sourcelicense unknownno install recipeRun detail →
11
625.1µs66% SOL
1.85×
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 →
12
747.6µs61% SOL
2.22×
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 →
13
754.9µs61% SOL
2.24×
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 →
14
755.3µs61% SOL
2.24×
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 →
15
787.0µs60% SOL
2.33×
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 →
16
822.8µs58% SOL
2.44×
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 →
17
1.13ms50% SOL
3.36×
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
1.16ms49% SOL
3.43×
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
405.2µs
1.20×
Reported
license unknown · no source
unknown
503.9µs
1.49×
Reported
license unknown · no source
unknown
578.6µs
1.71×
Reported
license unknown · no source
unknown
754.8µs
2.24×
Reported
license unknown · no source
unknown
1.13ms
3.36×
Reported
license unknown · no source
unknown
421.2µs
1.25×
Reported
license unknown · no source
unknown
515.7µs
1.53×
Reported
license unknown · no source
unknown
523.4µs
1.55×
Reported
license unknown · no source
Show all 24 implementations ›
unknown
524.3µs
1.55×
Reported
license unknown · no source
unknown
536.2µs
1.59×
Reported
license unknown · no source
unknown
625.1µs
1.85×
Reported
license unknown · no source
unknown
747.6µs
2.22×
Reported
license unknown · no source
unknown
754.9µs
2.24×
Reported
license unknown · no source
unknown
755.3µs
2.24×
Reported
license unknown · no source
unknown
787.0µs
2.33×
Reported
license unknown · no source
unknown
821.4µs
2.43×
Reported
license unknown · no source
unknown
822.8µs
2.44×
Reported
license unknown · no source
unknown
1.12ms
3.33×
Reported
license unknown · no source
unknown
1.13ms
3.35×
Reported
license unknown · no source
unknown
1.13ms
3.36×
Reported
license unknown · no source
unknown
1.16ms
3.43×
Reported
license unknown · no source
unknown
337.4µs
1.00×
Reported
license unknown · no source
unknown
389.7µs
1.15×
Reported
license unknown · no source
unknown
399.8µs
1.18×
Reported
license unknown · no source

Semantics

Inputs and outputs
input_featuresbf16 [batch_size, one, num_mel_bins, time_dim]
conv2d1_weightbf16 [downsample_hidden_size, one, kernel_size, kernel_size]
conv2d1_biasbf16 [downsample_hidden_size]
conv2d2_weightbf16 [downsample_hidden_size, downsample_hidden_size, kernel_size, kernel_size]
conv2d2_biasbf16 [downsample_hidden_size]
conv2d3_weightbf16 [downsample_hidden_size, downsample_hidden_size, kernel_size, kernel_size]
conv2d3_biasbf16 [downsample_hidden_size]
conv_out_weightbf16 [d_model, conv_out_dim]
positional_embeddingbf16 [max_source_positions, d_model]
embed_scalefp32 scalar
hidden_statesbf16 [batch_size, time_after_conv, d_model]
Axes and behavior
oneconstant = 1
d_modelconstant = 1024
time_dimvariable
batch_sizevariable
kernel_sizeconstant = 3
conv_out_dimconstant = 3840
num_mel_binsconstant = 80
time_after_convvariable
freq_dim_after_convconstant = 10
max_source_positionsconstant = 1500
downsample_hidden_sizeconstant = 384
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias015_audio_sinusoidal_position_embedding_with_conv_projectionmodelqwen3-omni-30b-a3b-instructsha256722a2427c081…
Sources: NVIDIA SOL-ExecBench (2026-08-18)last observed 2026-08-18How records are decidedJSON