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LM head projection with logit slicing

45 eligible runs
mlp

Final language model head projection from hidden states to vocabulary logits with optional slicing for generation efficiency. Projects [batch, seq_len, 2048] to [batch, logits_to_keep, 102400]. During generation, logits_to_keep specifies how many trailing positions to compute (typically 1 for autoregressive decoding).

Fastest reported
375.7µsmean · 52% of SOL
Abhinav GorrepatiLicense unknown · unknown

Reported evidence · last observed 2026-07-16. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyvocab_size = 102400 · hidden_size = 204816 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 · 29 results · last observed 2026-08-13Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
375.7µs52% SOL
1.00×
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 →
2
377.4µs51% SOL
1.00×
Reported · license unknown · no source
2026-08-07

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

no sourcelicense unknownno install recipeRun detail →
3
387.3µs48% SOL
1.03×
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 →
4
391.3µs46% SOL
1.04×
Reported · license unknown · no source
2026-08-13

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

no sourcelicense unknownno install recipeRun detail →
5
392.1µs46% SOL
1.04×
Reported · license unknown · no source
2026-08-06

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

no sourcelicense unknownno install recipeRun detail →
6
392.4µs46% SOL
1.04×
Reported · license unknown · no source
2026-08-06

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

no sourcelicense unknownno install recipeRun detail →
7
392.4µs46% SOL
1.04×
Reported · license unknown · no source
2026-08-06

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

no sourcelicense unknownno install recipeRun detail →
8
392.6µs46% SOL
1.04×
Reported · license unknown · no source
2026-08-07

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

no sourcelicense unknownno install recipeRun detail →
9
392.7µs46% SOL
1.05×
Reported · license unknown · no source
2026-08-07

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

no sourcelicense unknownno install recipeRun detail →
10
393.1µs46% SOL
1.05×
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 →
11
393.4µs46% SOL
1.05×
Reported · license unknown · no source
2026-08-07

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

no sourcelicense unknownno install recipeRun detail →
12
393.9µs45% SOL
1.05×
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 →
13
394.5µs45% SOL
1.05×
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 →
14
394.8µs45% SOL
1.05×
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 →
15
395.3µs45% SOL
1.05×
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 →
16
395.6µs45% SOL
1.05×
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 →
17
396.4µs44% SOL
1.06×
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 →
18
396.5µs45% SOL
1.06×
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 →
19
396.6µs45% SOL
1.06×
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 →
20
398.3µs44% SOL
1.06×
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 →
21
400.8µs43% 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 →
22
401.5µs43% 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 →
23
402.0µs44% 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 →
24
403.6µs43% 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 →
25
404.4µs42% SOL
1.08×
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 →
26
406.4µs41% SOL
1.08×
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 →
27
408.0µs41% SOL
1.09×
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 →
28
412.0µs40% SOL
1.10×
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 →
29
425.0µs36% SOL
1.13×
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
377.4µs
1.00×
Reported
license unknown · no source
unknown
375.6µs
1.00×
Reported
license unknown · no source
unknown
376.3µs
1.00×
Reported
license unknown · no source
unknown
376.7µs
1.00×
Reported
license unknown · no source
unknown
377.9µs
1.01×
Reported
license unknown · no source
unknown
377.6µs
1.01×
Reported
license unknown · no source
unknown
379.4µs
1.01×
Reported
license unknown · no source
unknown
381.1µs
1.01×
Reported
license unknown · no source
Show all 45 implementations ›
unknown
380.5µs
1.01×
Reported
license unknown · no source
unknown
381.8µs
1.02×
Reported
license unknown · no source
unknown
383.2µs
1.02×
Reported
license unknown · no source
unknown
383.3µs
1.02×
Reported
license unknown · no source
unknown
385.4µs
1.03×
Reported
license unknown · no source
unknown
384.8µs
1.02×
Reported
license unknown · no source
unknown
388.0µs
1.03×
Reported
license unknown · no source
unknown
391.2µs
1.04×
Reported
license unknown · no source
unknown
391.3µs
1.04×
Reported
license unknown · no source
unknown
392.4µs
1.04×
Reported
license unknown · no source
unknown
396.5µs
1.06×
Reported
license unknown · no source
unknown
394.8µs
1.05×
Reported
license unknown · no source
unknown
408.0µs
1.09×
Reported
license unknown · no source
unknown
387.1µs
1.03×
Reported
license unknown · no source
unknown
392.1µs
1.04×
Reported
license unknown · no source
unknown
393.4µs
1.05×
Reported
license unknown · no source
unknown
392.6µs
1.05×
Reported
license unknown · no source
unknown
392.4µs
1.04×
Reported
license unknown · no source
unknown
392.7µs
1.05×
Reported
license unknown · no source
unknown
393.1µs
1.05×
Reported
license unknown · no source
unknown
393.9µs
1.05×
Reported
license unknown · no source
unknown
394.5µs
1.05×
Reported
license unknown · no source
unknown
396.6µs
1.06×
Reported
license unknown · no source
unknown
395.3µs
1.05×
Reported
license unknown · no source
unknown
395.6µs
1.05×
Reported
license unknown · no source
unknown
396.4µs
1.06×
Reported
license unknown · no source
unknown
398.3µs
1.06×
Reported
license unknown · no source
unknown
402.0µs
1.07×
Reported
license unknown · no source
unknown
403.6µs
1.07×
Reported
license unknown · no source
unknown
401.5µs
1.07×
Reported
license unknown · no source
unknown
400.8µs
1.07×
Reported
license unknown · no source
unknown
404.4µs
1.08×
Reported
license unknown · no source
unknown
406.4µs
1.08×
Reported
license unknown · no source
unknown
412.0µs
1.10×
Reported
license unknown · no source
unknown
425.0µs
1.13×
Reported
license unknown · no source
unknown
387.3µs
1.03×
Reported
license unknown · no source
unknown
375.7µs
1.00×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesbf16 [batch_size, seq_len, hidden_size]
weightbf16 [vocab_size, hidden_size]
logitsbf16 [batch_size, logits_to_keep, vocab_size]
Axes and behavior
seq_lenvariable
batch_sizevariable
vocab_sizeconstant = 102400
hidden_sizeconstant = 2048
logits_to_keepvariable
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias003_lm_head_projection_with_logit_slicingmodelexaone-4-0-1-2bsha2563290b0ea8749…
Sources: NVIDIA SOL-ExecBench (2026-08-13)last observed 2026-08-13How records are decidedJSON