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MTP shifted embedding with dual RMS norm fusion

24 eligible runs
rmsnorm

Multi-Token Prediction (MTP) shifted embedding with dual RMS normalization fusion. Rolls input_ids by -1, embeds shifted ids, applies RMSNorm to both embeddings and hidden states, concatenates, and projects back to hidden_size.

Fastest reported
115.9µsmean · 76% of SOL
RIAC as wellLicense unknown · unknown

Reported evidence · last observed 2026-08-18. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencyvocab_size = 157184 · hidden_size = 4096 · hidden_size_x2 = 819216 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 · 13 results · last observed 2026-08-18Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
115.9µs76% SOL
1.00×
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 →
2
123.4µs73% 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 →
3
123.4µs72% 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 →
4
126.8µs72% SOL
1.09×
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 →
5
127.0µs72% SOL
1.10×
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 →
6
130.1µs70% 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 →
7
130.3µs70% 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 →
8
130.8µs70% 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 →
9
132.3µs70% SOL
1.14×
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 →
10
135.5µs68% SOL
1.17×
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 →
11
140.9µs67% SOL
1.22×
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 →
12
141.6µs67% SOL
1.22×
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 →
13
1.30ms12% SOL
11.22×
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
111.8µs
1.00×
Reported
license unknown · no source
unknown
119.3µs
1.07×
Reported
license unknown · no source
unknown
118.0µs
1.06×
Reported
license unknown · no source
unknown
115.9µs
1.04×
Reported
license unknown · no source
unknown
121.0µs
1.08×
Reported
license unknown · no source
unknown
121.5µs
1.09×
Reported
license unknown · no source
unknown
121.6µs
1.09×
Reported
license unknown · no source
unknown
124.4µs
1.11×
Reported
license unknown · no source
Show all 24 implementations ›
unknown
126.8µs
1.13×
Reported
license unknown · no source
unknown
127.0µs
1.14×
Reported
license unknown · no source
unknown
135.5µs
1.21×
Reported
license unknown · no source
unknown
140.9µs
1.26×
Reported
license unknown · no source
unknown
457.6µs
4.10×
Reported
license unknown · no source
unknown
123.4µs
1.10×
Reported
license unknown · no source
unknown
123.4µs
1.10×
Reported
license unknown · no source
unknown
127.5µs
1.14×
Reported
license unknown · no source
unknown
130.1µs
1.16×
Reported
license unknown · no source
unknown
130.3µs
1.17×
Reported
license unknown · no source
unknown
130.8µs
1.17×
Reported
license unknown · no source
unknown
132.3µs
1.18×
Reported
license unknown · no source
unknown
133.0µs
1.19×
Reported
license unknown · no source
unknown
141.6µs
1.27×
Reported
license unknown · no source
unknown
450.2µs
4.03×
Reported
license unknown · no source
unknown
1.30ms
11.64×
Reported
license unknown · no source

Semantics

Inputs and outputs
input_idsint64 [batch_size, seq_len]
hidden_statesbf16 [batch_size, seq_len, hidden_size]
word_embeddingsbf16 [vocab_size, hidden_size]
enorm_weightbf16 [hidden_size]
hnorm_weightbf16 [hidden_size]
eh_proj_weightbf16 [hidden_size, hidden_size_x2]
rms_norm_epsfp32 scalar
fused_hidden_statesbf16 [batch_size, seq_len, hidden_size]
Axes and behavior
seq_lenvariable
batch_sizevariable
vocab_sizeconstant = 157184
hidden_sizeconstant = 4096
hidden_size_x2hidden_size_x2 = hidden_size * 2
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias057_mtp_shifted_embedding_with_dual_rms_norm_fusionmodelling-flash-2-0sha2560a0f87ad516a…
Sources: NVIDIA SOL-ExecBench (2026-08-18)last observed 2026-08-18How records are decidedJSON