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MLA paged prefill causal h16 ckv512 kpe64 ps1

247 eligible runs
mla-paged-attention

Batched Multi-head Latent Attention prefill with a paged KV cache. Causal mask is applied. Captured from DeepSeek-V3 during incremental prefill with tensor parallel size 8.

Fastest reported
31.1µsmean · 98% of SOL
GeometricLicense unknown · unknown

Reported evidence · last observed 2026-08-16. Reported by source; not independently reproduced. No public source. License unknown.

No public sourceRun detail →

Current records

Workloadsuite of 38 cases · mean latencynum_pages = 98966976 cases
total_q
num_kv_indices
len_indptr
head_dim_ckv
head_dim_kpe
num_qo_heads
page_size
dtype
1342————bf16134251264161bf162533————bf16253351264161bf16352————bf1635251264161bf1641215————bf164121551264161bf16572————bf1657251264161bf1661097————bf166109751264161bf168122————bf16812251264161bf1610122————bf161012251264161bf1613142————bf161314251264161bf1615182————bf161518251264161bf1617192————bf161719251264161bf16221775923————bf1622177592351264161bf1626323————bf162632351264161bf1629342————bf162934251264161bf1633342————bf163334251264161bf1643462————bf164346251264161bf1652675————bf165267551264161bf1658602————bf165860251264161bf1669904————bf166990451264161bf1696982————bf169698251264161bf161231853————bf16123185351264161bf161381515————bf16138151551264161bf161992032————bf16199203251264161bf162872882————bf16287288251264161bf163763812————bf16376381251264161bf164734916————bf16473491651264161bf168058145————bf16805814551264161bf16102810382————bf1610281038251264161bf16118712054————bf1611871205451264161bf161954204429————bf16195420442951264161bf16302430294————bf1630243029451264161bf163842391621————bf16384239162151264161bf166053609112————bf16605360911251264161bf1689871439057————bf168987143905751264161bf1610870108753————bf161087010875351264161bf16150921518727————bf1615092151872751264161bf16158831593719————bf1615883159371951264161bf1616384163872————bf161638416387251264161bf16
scrolls · 76 cases total

Not measured on H100 for this workload. Challenges →

Source-native comparison · GPU NVIDIA B200 · Workload suite of 38 cases · mean latency · Protocol SOL-ExecBench evaluation stack v1.1 · mean · 30 results · last observed 2026-08-21Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
31.1µs98% SOL
1.00×
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 →
2
31.3µs98% SOL
1.01×
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 →
3
32.0µs98% SOL
1.03×
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 →
4
36.0µs98% SOL
1.16×
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 →
5
36.1µs98% SOL
1.16×
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 →
6
37.5µs97% SOL
1.20×
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 →
7
39.4µs97% SOL
1.27×
Reported · license unknown · no source
2026-08-02

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

no sourcelicense unknownno install recipeRun detail →
8
39.5µs97% SOL
1.27×
Reported · license unknown · no source
2026-08-01

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

no sourcelicense unknownno install recipeRun detail →
9
39.6µs97% SOL
1.27×
Reported · license unknown · no source
2026-08-01

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

no sourcelicense unknownno install recipeRun detail →
10
41.5µs97% SOL
1.33×
Reported · license unknown · no source
2026-08-01

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

no sourcelicense unknownno install recipeRun detail →
11
41.8µs97% SOL
1.34×
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
42.1µs97% SOL
1.35×
Reported · license unknown · no source
2026-08-02

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

no sourcelicense unknownno install recipeRun detail →
13
43.2µs97% SOL
1.39×
Reported · license unknown · no source
2026-07-30

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

no sourcelicense unknownno install recipeRun detail →
14
44.4µs97% SOL
1.43×
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 →
15
44.7µs98% SOL
1.44×
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 →
16
45.9µs97% SOL
1.48×
Reported · license unknown · no source
2026-07-18

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

no sourcelicense unknownno install recipeRun detail →
17
47.3µs96% SOL
1.52×
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
47.6µs96% SOL
1.53×
Reported · license unknown · no source
2026-07-19

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

no sourcelicense unknownno install recipeRun detail →
19
49.1µs96% SOL
1.58×
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 →
20
52.0µs97% SOL
1.67×
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
52.6µs96% SOL
1.69×
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
54.0µs97% SOL
1.74×
Reported · license unknown · no source
2026-08-01

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

no sourcelicense unknownno install recipeRun detail →
23
54.6µs97% SOL
1.75×
Reported · license unknown · no source
2026-07-30

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

no sourcelicense unknownno install recipeRun detail →
24
55.1µs96% SOL
1.77×
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
75.3µs95% SOL
2.42×
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 →
26
93.3µs84% SOL
3.00×
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
105.3µs93% SOL
3.38×
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 →
28
147.8µs83% SOL
4.75×
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
159.5µs90% SOL
5.13×
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 →
30
263.6µs79% SOL
8.47×
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
44.7µs
2.74×
Reported
license unknown · no source
unknown
36.1µs
2.21×
Reported
license unknown · no source
unknown
36.0µs
2.20×
Reported
license unknown · no source
unknown
32.0µs
1.96×
Reported
license unknown · no source
unknown
31.1µs
1.91×
Reported
license unknown · no source
unknown
38.4µs
2.35×
Reported
license unknown · no source
unknown
54.0µs
3.31×
Reported
license unknown · no source
unknown
42.1µs
2.58×
Reported
license unknown · no source
Show all 68 implementations ›
unknown
44.4µs
2.72×
Reported
license unknown · no source
unknown
47.3µs
2.90×
Reported
license unknown · no source
unknown
45.9µs
2.81×
Reported
license unknown · no source
unknown
46.0µs
2.82×
Reported
license unknown · no source
unknown
52.0µs
3.18×
Reported
license unknown · no source
unknown
51.2µs
3.14×
Reported
license unknown · no source
unknown
49.1µs
3.00×
Reported
license unknown · no source
unknown
89.8µs
5.50×
Reported
license unknown · no source
unknown
219.3µs
13.43×
Reported
license unknown · no source
unknown
262.2µs
16.05×
Reported
license unknown · no source
unknown
147.8µs
9.05×
Reported
license unknown · no source
unknown
383.3µs
23.47×
Reported
license unknown · no source
unknown
263.6µs
16.13×
Reported
license unknown · no source
unknown
31.3µs
1.92×
Reported
license unknown · no source
unknown
37.5µs
2.30×
Reported
license unknown · no source
unknown
39.4µs
2.41×
Reported
license unknown · no source
unknown
39.5µs
2.42×
Reported
license unknown · no source
unknown
39.6µs
2.43×
Reported
license unknown · no source
unknown
54.6µs
3.34×
Reported
license unknown · no source
unknown
41.5µs
2.54×
Reported
license unknown · no source
unknown
41.8µs
2.56×
Reported
license unknown · no source
unknown
43.2µs
2.65×
Reported
license unknown · no source
unknown
46.4µs
2.84×
Reported
license unknown · no source
unknown
48.0µs
2.94×
Reported
license unknown · no source
unknown
55.1µs
3.37×
Reported
license unknown · no source
unknown
47.3µs
2.89×
Reported
license unknown · no source
unknown
47.6µs
2.92×
Reported
license unknown · no source
unknown
52.6µs
3.22×
Reported
license unknown · no source
unknown
59.5µs
3.65×
Reported
license unknown · no source
unknown
75.3µs
4.61×
Reported
license unknown · no source
unknown
105.3µs
6.45×
Reported
license unknown · no source
unknown
98.5µs
6.03×
Reported
license unknown · no source
unknown
99.0µs
6.06×
Reported
license unknown · no source
unknown
99.1µs
6.06×
Reported
license unknown · no source
unknown
99.2µs
6.07×
Reported
license unknown · no source
unknown
101.4µs
6.21×
Reported
license unknown · no source
unknown
122.1µs
7.48×
Reported
license unknown · no source
unknown
122.2µs
7.48×
Reported
license unknown · no source
unknown
122.5µs
7.50×
Reported
license unknown · no source
unknown
124.0µs
7.59×
Reported
license unknown · no source
unknown
159.5µs
9.77×
Reported
license unknown · no source
unknown
136.5µs
8.36×
Reported
license unknown · no source
unknown
163.1µs
9.99×
Reported
license unknown · no source
unknown
93.3µs
5.71×
Reported
license unknown · no source
unknown
190.2µs
11.64×
Reported
license unknown · no source
unknown
147.6µs
9.04×
Reported
license unknown · no source
unknown
264.3µs
16.18×
Reported
license unknown · no source
unknown
289.1µs
17.70×
Reported
license unknown · no source
unknown
1.11ms
67.84×
Reported
license unknown · no source
unknown
1.39ms
85.26×
Reported
license unknown · no source
unknown
2.42ms
148.39×
Reported
license unknown · no source
claude-opus-4-1 / cuda0302e6claude-opus-4-1-20250805
cuda
—
—
Apache-2.0 · source
claude-opus-4-1 / tritonc0a741claude-opus-4-1-20250805
triton
—
—
Apache-2.0 · source
cuda
—
—
Apache-2.0 · source
triton
—
—
Apache-2.0 · source
gpt-5 / cudafd76fegpt-5-2025-08-07
cuda
45.5µs
2.78×
Reproduction-ready
Apache-2.0 · source
gpt-5 / triton88089agpt-5-2025-08-07
triton
121.9µs
7.46×
Reported
Apache-2.0 · source
cuda
189.1µs
11.58×
Reproduction-ready
Apache-2.0 · source
triton
144.3µs
8.84×
Reported
Apache-2.0 · source
flashinfer / wrapperea3787FlashInfer-Bench baselines
python
16.3µs
1.00×
Reported
Apache-2.0 · source

Semantics

Inputs and outputs
q_nopebf16 [total_q, num_qo_heads, head_dim_ckv]
q_pebf16 [total_q, num_qo_heads, head_dim_kpe]
ckv_cachebf16 [num_pages, page_size, head_dim_ckv]
kpe_cachebf16 [num_pages, page_size, head_dim_kpe]
qo_indptrint32 [len_indptr]
kv_indptrint32 [len_indptr]
kv_indicesint32 [num_kv_indices]
sm_scalefp32 scalar
outputbf16 [total_q, num_qo_heads, head_dim_ckv]
lsefp32 [total_q, num_qo_heads]
Axes and behavior
total_qvariable
num_pagesvariable
page_sizeconstant = 1
len_indptrvariable
head_dim_ckvconstant = 512
head_dim_kpeconstant = 64
num_qo_headsconstant = 16
num_kv_indicesvariable
determinismunspecified
constraintsNo mutation or aliasing
Identity
aliasmla_paged_prefill_causal_h16_ckv512_kpe64_ps1modeldeepseek-v3modeldeepseek-r1sha256ebddbfc76cb7…

Also indexed as 019-mla-paged-prefill-causal-h16-ckv512-kpe64-ps1 · reviewed as the same computation; every definition's cohorts are shown here, ranked separately.

Sources: FlashInfer-Bench (2025-10-21) · Apache-2.0 · NVIDIA SOL-ExecBench (2026-08-21)last observed 2026-08-21How records are decidedJSON