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Whisper decoder output projection

28 eligible runs
audio

Whisper decoder output projection layer that maps hidden states (d_model=1280) to vocabulary logits (vocab_size=51866). This is a critical bottleneck in autoregressive generation as it runs for every generated token. The operation is C = A @ B.T where A is hidden_states and B is the weight matrix.

Fastest reported
159.0µsmean · 74% of SOL
Weicheng-Gu1License unknown · unknown

Reported evidence · last observed 2026-07-13. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyd_model = 1280 · vocab_size = 5186616 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 · 16 results · last observed 2026-08-14Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
159.0µs74% SOL
1.00×
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 →
2
160.1µs72% SOL
1.01×
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 →
3
161.5µs73% SOL
1.02×
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 →
4
161.9µs72% SOL
1.02×
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
163.8µs71% SOL
1.03×
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
163.9µs71% SOL
1.03×
Reported · license unknown · no source
2026-07-16

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

no sourcelicense unknownno install recipeRun detail →
7
164.9µs71% SOL
1.04×
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 →
8
170.1µs68% SOL
1.07×
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 →
9
171.6µs68% SOL
1.08×
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
173.2µs66% SOL
1.09×
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 →
11
178.2µs65% SOL
1.12×
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 →
12
184.0µs62% SOL
1.16×
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 →
13
194.9µs61% SOL
1.23×
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 →
14
211.0µs57% SOL
1.33×
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 →
15
516.9µs26% SOL
3.25×
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 →
16
754.8µs21% SOL
4.75×
Reported · license unknown · no source
2026-07-29

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
161.3µs
1.03×
Reported
license unknown · no source
unknown
161.2µs
1.03×
Reported
license unknown · no source
unknown
161.9µs
1.03×
Reported
license unknown · no source
unknown
163.9µs
1.04×
Reported
license unknown · no source
unknown
168.8µs
1.07×
Reported
license unknown · no source
unknown
173.2µs
1.10×
Reported
license unknown · no source
unknown
184.0µs
1.17×
Reported
license unknown · no source
unknown
194.9µs
1.24×
Reported
license unknown · no source
Show all 28 implementations ›
unknown
215.1µs
1.37×
Reported
license unknown · no source
unknown
265.1µs
1.69×
Reported
license unknown · no source
unknown
448.6µs
2.85×
Reported
license unknown · no source
unknown
754.8µs
4.80×
Reported
license unknown · no source
unknown
160.4µs
1.02×
Reported
license unknown · no source
unknown
160.1µs
1.02×
Reported
license unknown · no source
unknown
164.9µs
1.05×
Reported
license unknown · no source
unknown
163.8µs
1.04×
Reported
license unknown · no source
unknown
170.1µs
1.08×
Reported
license unknown · no source
unknown
171.6µs
1.09×
Reported
license unknown · no source
unknown
178.2µs
1.13×
Reported
license unknown · no source
unknown
211.0µs
1.34×
Reported
license unknown · no source
unknown
273.1µs
1.74×
Reported
license unknown · no source
unknown
442.8µs
2.82×
Reported
license unknown · no source
unknown
530.1µs
3.37×
Reported
license unknown · no source
unknown
516.9µs
3.29×
Reported
license unknown · no source
unknown
706.6µs
4.49×
Reported
license unknown · no source
unknown
159.0µs
1.01×
Reported
license unknown · no source
unknown
157.2µs
1.00×
Reported
license unknown · no source
unknown
161.5µs
1.03×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesfp16 [batch_size, seq_len, d_model]
weightfp16 [vocab_size, d_model]
logitsfp16 [batch_size, seq_len, vocab_size]
Axes and behavior
d_modelconstant = 1280
seq_lenvariable
batch_sizevariable
vocab_sizeconstant = 51866
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias077_whisper_decoder_output_projectionmodelwhisper-large-v3sha256965c016795f8…
Sources: NVIDIA SOL-ExecBench (2026-08-14)last observed 2026-08-14How records are decidedJSON