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MLA fused QKV RoPE split

34 eligible runs
mla-paged-attention

Fused Multi-head Latent Attention (MLA) QKV projection with RoPE split. Combines query low-rank projection (q_a_proj -> RMSNorm -> q_b_proj) with tensor splitting and key-value joint projection with split into a single operation. Eliminates intermediate memory writes for the latent representations.

Fastest reported
153.6µsmean · 72% of SOL
RIAC as wellLicense unknown · unknown

Reported evidence · last observed 2026-08-19. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 16 cases · mean latencynum_heads = 128 · q_head_dim = 192 · hidden_size = 7168 · q_lora_rank = 1536 · kv_lora_rank = 512 · q_proj_out_dim = 24576 · kv_proj_out_dim = 576 · qk_nope_head_dim = 128 · qk_rope_head_dim = 6416 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 · 24 results · last observed 2026-08-24Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
153.6µs72% SOL
1.00×
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 →
2
161.7µs69% 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 →
3
162.2µs69% SOL
1.06×
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 →
4
162.3µs69% SOL
1.06×
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 →
5
163.8µs68% SOL
1.07×
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 →
6
164.9µs67% SOL
1.07×
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 →
7
166.6µs66% SOL
1.08×
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 →
8
168.6µs66% 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 →
9
170.8µs66% SOL
1.11×
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 →
10
171.0µs65% SOL
1.11×
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
172.2µs65% SOL
1.12×
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 →
12
178.2µs63% SOL
1.16×
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 →
13
183.3µs62% SOL
1.19×
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 →
14
183.5µs62% SOL
1.19×
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 →
15
186.0µs61% SOL
1.21×
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 →
16
187.9µs61% SOL
1.22×
Reported · license unknown · no source
2026-08-12

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

no sourcelicense unknownno install recipeRun detail →
17
188.7µs60% SOL
1.23×
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 →
18
195.8µs59% SOL
1.27×
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
195.9µs59% SOL
1.28×
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
196.9µs58% SOL
1.28×
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
197.8µs58% SOL
1.29×
Reported · license unknown · no source
2026-08-20

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

no sourcelicense unknownno install recipeRun detail →
22
202.6µs57% SOL
1.32×
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
226.0µs51% SOL
1.47×
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 →
24
651.3µs19% SOL
4.24×
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
153.6µs
1.01×
Reported
license unknown · no source
unknown
162.2µs
1.07×
Reported
license unknown · no source
unknown
162.3µs
1.07×
Reported
license unknown · no source
unknown
161.7µs
1.07×
Reported
license unknown · no source
unknown
167.8µs
1.11×
Reported
license unknown · no source
unknown
164.9µs
1.09×
Reported
license unknown · no source
unknown
176.2µs
1.16×
Reported
license unknown · no source
unknown
172.2µs
1.14×
Reported
license unknown · no source
Show all 34 implementations ›
unknown
183.3µs
1.21×
Reported
license unknown · no source
unknown
183.5µs
1.21×
Reported
license unknown · no source
unknown
214.8µs
1.42×
Reported
license unknown · no source
unknown
226.0µs
1.49×
Reported
license unknown · no source
unknown
394.3µs
2.60×
Reported
license unknown · no source
unknown
163.8µs
1.08×
Reported
license unknown · no source
unknown
166.6µs
1.10×
Reported
license unknown · no source
unknown
168.6µs
1.11×
Reported
license unknown · no source
unknown
170.8µs
1.13×
Reported
license unknown · no source
unknown
171.0µs
1.13×
Reported
license unknown · no source
unknown
178.6µs
1.18×
Reported
license unknown · no source
unknown
178.2µs
1.18×
Reported
license unknown · no source
unknown
187.9µs
1.24×
Reported
license unknown · no source
unknown
186.0µs
1.23×
Reported
license unknown · no source
unknown
188.7µs
1.25×
Reported
license unknown · no source
unknown
195.9µs
1.29×
Reported
license unknown · no source
unknown
195.8µs
1.29×
Reported
license unknown · no source
unknown
196.9µs
1.30×
Reported
license unknown · no source
unknown
197.8µs
1.31×
Reported
license unknown · no source
unknown
202.6µs
1.34×
Reported
license unknown · no source
unknown
204.0µs
1.35×
Reported
license unknown · no source
unknown
250.3µs
1.65×
Reported
license unknown · no source
unknown
651.3µs
4.30×
Reported
license unknown · no source
unknown
151.5µs
1.00×
Reported
license unknown · no source
unknown
159.4µs
1.05×
Reported
license unknown · no source
unknown
160.7µs
1.06×
Reported
license unknown · no source

Semantics

Inputs and outputs
hidden_statesbf16 [batch_size, seq_len, hidden_size]
q_a_proj_weightbf16 [q_lora_rank, hidden_size]
q_a_layernorm_weightbf16 [q_lora_rank]
q_b_proj_weightbf16 [q_proj_out_dim, q_lora_rank]
kv_a_proj_weightbf16 [kv_proj_out_dim, hidden_size]
rms_norm_epsfp32 scalar
q_nopebf16 [batch_size, seq_len, num_heads, qk_nope_head_dim]
q_pebf16 [batch_size, seq_len, num_heads, qk_rope_head_dim]
compressed_kvbf16 [batch_size, seq_len, kv_lora_rank]
k_pebf16 [batch_size, seq_len, 1, qk_rope_head_dim]
Axes and behavior
seq_lenvariable
num_headsconstant = 128
batch_sizevariable
q_head_dimconstant = 192
hidden_sizeconstant = 7168
q_lora_rankconstant = 1536
kv_lora_rankconstant = 512
q_proj_out_dimconstant = 24576
kv_proj_out_dimconstant = 576
qk_nope_head_dimconstant = 128
qk_rope_head_dimconstant = 64
determinismunspecified
constraintsNo mutation or aliasing
Identity
alias043_mla_fused_qkv_rope_splitmodeldeepseek-v3sha256f83764dd8ec6…
Sources: NVIDIA SOL-ExecBench (2026-08-24)last observed 2026-08-24How records are decidedJSON