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Triangle multiplicative update

202 eligible runs
trimul

Forward pass of the outgoing Triangle Multiplicative Update (TriMul) module from the AlphaFold3 paper, a core operation of protein structure prediction models (AlphaFold3, Chai, Protenix). The operator maps an fp32 tensor (bs, seqlen, seqlen, dim) to the same shape; a pair mask (bs, seqlen, seqlen), a model-weights dict, and a config dict accompany the input tensor. No gradients are required.

Fastest reported
1.07msgeomean
submission 450489shiyegao · License unknown · python

Reported evidence · last observed 2026-02-04. Reported by source; not independently reproduced. License unknown.

No package · vendor the source →View source →Run detail →

Current records

HardwareBest knownImplementationRuns
NVIDIA H1001.07 mssubmission 45048971NVIDIA A1002.20 mssubmission 38071669NVIDIA B200554.4 µssubmission 48031643AMD Instinct MI300X2.66 mssubmission 3464919
Source-native comparison · GPU NVIDIA H100 · Workload suite of 7 cases · geomean score · Protocol reference-kernels eval.py · geomean · 71 results · last observed 2026-02-07Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
submission 450489shiyegao
1.07ms
1.00×
Reported · license unknown · source
2026-02-04stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
2
submission 423054shiyegao
1.11ms
1.03×
Reported · license unknown · no source
2026-02-02stale

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

no sourcelicense unknownno install recipeRun detail →
3
submission 408928Zeyu Shen
1.14ms
1.06×
Reported · license unknown · source
2026-01-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
4
submission 408549Zeyu Shen
1.15ms
1.07×
Reported · license unknown · source
2026-01-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
5
submission 371064TTT
1.16ms
1.08×
Reported · license unknown · source
2026-01-18stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
6
submission 408421Zeyu Shen
1.17ms
1.09×
Reported · license unknown · source
2026-01-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
7
submission 408335Zeyu Shen
1.23ms
1.15×
Reported · license unknown · source
2026-01-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
8
submission 418692shiyegao
1.24ms
1.16×
Reported · license unknown · source
2026-02-01stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
9
submission 408278Zeyu Shen
1.28ms
1.19×
Reported · license unknown · source
2026-01-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
10
submission 418614shiyegao
1.28ms
1.19×
Reported · license unknown · source
2026-02-01stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
11
submission 408244Zeyu Shen
1.29ms
1.20×
Reported · license unknown · source
2026-01-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
12
submission 407841POLARIS AGENT
1.29ms
1.21×
Reported · license unknown · source
2026-01-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
13
submission 408231Zeyu Shen
1.30ms
1.21×
Reported · license unknown · source
2026-01-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
14
submission 418358shiyegao
1.32ms
1.23×
Reported · license unknown · source
2026-02-01stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
15
submission 44713davidberard
1.37ms
1.28×
Reported · license unknown · source
2025-09-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
16
submission 418256shiyegao
1.38ms
1.28×
Reported · license unknown · source
2026-02-01stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
17
submission 407612Zeyu Shen
1.40ms
1.30×
Reported · license unknown · source
2026-01-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
18
submission 418201shiyegao
1.47ms
1.37×
Reported · license unknown · source
2026-02-01stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
19
submission 418062shiyegao
1.56ms
1.45×
Reported · license unknown · source
2026-02-01stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
20
submission 418024shiyegao
1.57ms
1.46×
Reported · license unknown · source
2026-02-01stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
21
submission 407575Zeyu Shen
1.67ms
1.55×
Reported · license unknown · source
2026-01-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
22
submission 417949shiyegao
1.81ms
1.69×
Reported · license unknown · source
2026-01-31stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
23
submission 417938shiyegao
1.81ms
1.69×
Reported · license unknown · source
2026-01-31stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
24
submission 44667davidberard
1.87ms
1.74×
Reported · license unknown · source
2025-09-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
25
submission 417907shiyegao
1.91ms
1.78×
Reported · license unknown · source
2026-01-31stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
26
submission 407551Zeyu Shen
2.10ms
1.96×
Reported · license unknown · source
2026-01-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
27
submission 417882shiyegao
2.28ms
2.12×
Reported · license unknown · source
2026-01-31stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
28
submission 34355Waqar
2.37ms
2.20×
Reported · license unknown · source
2025-08-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
29
submission 36934Arseni Ivanov
2.55ms
2.37×
Reported · license unknown · source
2025-09-10stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
30
submission 34234Waqar
2.72ms
2.53×
Reported · license unknown · source
2025-08-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
31
submission 33929Arseni Ivanov
2.90ms
2.70×
Reported · license unknown · source
2025-08-17stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
32
submission 407546Zeyu Shen
2.93ms
2.72×
Reported · license unknown · source
2026-01-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
33
submission 44611davidberard
2.94ms
2.73×
Reported · license unknown · source
2025-09-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
34
submission 44598davidberard
3.23ms
3.00×
Reported · license unknown · source
2025-09-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
35
submission 44335davidberard
3.37ms
3.14×
Reported · license unknown · source
2025-09-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
36
submission 34217Apeirogon
3.65ms
3.40×
Reported · license unknown · source
2025-08-24stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
37
submission 33724Arseni Ivanov
3.74ms
3.48×
Reported · license unknown · source
2025-08-15stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
38
submission 34173Apeirogon
3.80ms
3.54×
Reported · license unknown · source
2025-08-21stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
39
submission 33666Arseni Ivanov
3.95ms
3.68×
Reported · license unknown · source
2025-08-15stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
40
submission 33952Waqar
4.09ms
3.81×
Reported · license unknown · source
2025-08-18stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
41
submission 46609msuiche
4.23ms
3.94×
Reported · license unknown · source
2025-09-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
42
submission 40862msuiche
4.69ms
4.37×
Reported · license unknown · source
2025-09-19stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
43
submission 40298msuiche
4.79ms
4.46×
Reported · license unknown · source
2025-09-18stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
44
submission 35764msuiche
5.36ms
4.99×
Reported · license unknown · source
2025-09-07stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
45
submission 44237davidberard
5.43ms
5.05×
Reported · license unknown · source
2025-09-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
46
submission 33819Waqar
5.70ms
5.30×
Reported · license unknown · source
2025-08-16stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
47
submission 417619shiyegao
5.71ms
5.31×
Reported · license unknown · source
2026-01-31stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
48
submission 407538Zeyu Shen
5.91ms
5.50×
Reported · license unknown · source
2026-01-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
49
submission 33742Waqar
6.42ms
5.98×
Reported · license unknown · source
2025-08-15stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
50
submission 45660leymore4172
6.43ms
5.98×
Reported · license unknown · source
2025-09-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
51
submission 33221bobmarleybiceps
6.56ms
6.11×
Reported · license unknown · source
2025-07-11stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
52
submission 44222davidberard
6.59ms
6.13×
Reported · license unknown · source
2025-09-25stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
53
submission 35747msuiche
8.15ms
7.59×
Reported · license unknown · source
2025-09-07stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
54
submission 417295shiyegao
9.04ms
8.42×
Reported · license unknown · source
2026-01-31stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
55
submission 45358leymore4172
9.17ms
8.54×
Reported · license unknown · source
2025-09-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
56
submission 32750Dante
9.21ms
8.57×
Reported · license unknown · source
2025-06-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
57
submission 407519Zeyu Shen
10.2ms
9.47×
Reported · license unknown · source
2026-01-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
58
submission 35618msuiche
10.2ms
9.54×
Reported · license unknown · source
2025-09-06stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
59
submission 35291msuiche
11.6ms
10.83×
Reported · license unknown · source
2025-09-05stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
60
submission 35286msuiche
11.9ms
11.04×
Reported · license unknown · source
2025-09-05stale

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

source mirroredlicense unknownno install recipeView source →Run detail →

11 more rows in this comparison group. Open all in search →

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
submission 36934Arseni Ivanov
python
2.55ms
4.59×
Reported
license unknown · source
submission 34217Apeirogon
python
3.65ms
6.59×
Reported
license unknown · source
submission 46609msuiche
python
4.23ms
7.64×
Reported
license unknown · source
submission 45660leymore4172
python
6.43ms
11.59×
Reported
license unknown · source
submission 33221bobmarleybiceps
python
6.56ms
11.84×
Reported
license unknown · source
submission 32750Dante
python
9.21ms
16.61×
Reported
license unknown · source
submission 33168lynn 𖤐
python
25.9ms
46.65×
Reported
license unknown · source
submission 480973Cookie 🍪
python
32.0ms
57.72×
Reported
license unknown · source
Show all 202 implementations ›
submission 456739jackkhuu
python
39.4ms
71.04×
Reported
license unknown · source
submission 417249shiyegao
python
40.7ms
73.39×
Reported
license unknown · source
submission 380716TTT
python
2.20ms
3.97×
Reported
license unknown · source
submission 483089shiyegao
python
2.27ms
4.10×
Reported
license unknown · source
submission 413569Emmett Bicker
python
2.37ms
4.27×
Reported
license unknown · source
submission 34614Arseni Ivanov
python
4.53ms
8.17×
Reported
license unknown · source
submission 34260Waqar
python
4.92ms
8.87×
Reported
license unknown · source
submission 46614davidberard
python
5.18ms
9.35×
Reported
license unknown · source
submission 34218Apeirogon
python
6.10ms
11.00×
Reported
license unknown · source
submission 33517rkeldj
python
8.34ms
15.05×
Reported
license unknown · source
submission 40777msuiche
python
10.0ms
18.08×
Reported
license unknown · source
submission 33227halo3rat
python
11.5ms
20.75×
Reported
license unknown · source
submission 33244bobmarleybiceps
python
12.8ms
23.06×
Reported
license unknown · source
submission 33499Mars
python
14.8ms
26.69×
Reported
license unknown · source
submission 32784Dante
python
16.4ms
29.58×
Reported
license unknown · source
submission 45338leymore4172
python
17.0ms
30.65×
Reported
license unknown · source
submission 44981philip
python
17.9ms
32.32×
Reported
license unknown · source
submission 32459Haw
python
19.0ms
34.32×
Reported
license unknown · source
submission 32413az
python
20.0ms
36.10×
Reported
license unknown · source
submission 442959elainewy
python
20.2ms
36.44×
Reported
license unknown · source
submission 34413Seraphim
python
21.8ms
39.36×
Reported
license unknown · source
submission 33044bamn
python
22.2ms
40.05×
Reported
license unknown · source
submission 32862gau.nernst
python
23.2ms
41.76×
Reported
license unknown · source
submission 34437SHASHANK
python
23.2ms
41.86×
Reported
license unknown · source
submission 41147XY
python
24.5ms
44.22×
Reported
license unknown · source
submission 33198lynn 𖤐
python
41.0ms
73.92×
Reported
license unknown · source
submission 371054TTT
python
2.21ms
3.99×
Reported
license unknown · source
submission 380656TTT
python
2.20ms
3.97×
Reported
license unknown · source
submission 417301shiyegao
python
20.5ms
37.05×
Reported
license unknown · source
submission 417990shiyegao
python
20.5ms
37.02×
Reported
license unknown · source
submission 418193shiyegao
python
20.3ms
36.56×
Reported
license unknown · source
submission 418357shiyegao
python
20.0ms
36.11×
Reported
license unknown · source
submission 418500shiyegao
python
18.6ms
33.61×
Reported
license unknown · source
submission 418609shiyegao
python
17.8ms
32.04×
Reported
license unknown · source
submission 418923shiyegao
python
17.7ms
32.01×
Reported
license unknown · source
submission 419086shiyegao
python
8.08ms
14.57×
Reported
license unknown · source
submission 419233shiyegao
python
7.33ms
13.22×
Reported
license unknown · source
submission 412370Emmett Bicker
python
2.50ms
4.51×
Reported
license unknown · source
submission 413027Emmett Bicker
python
2.38ms
4.28×
Reported
license unknown · source
submission 33290Arseni Ivanov
python
14.9ms
26.79×
Reported
license unknown · source
submission 33535Arseni Ivanov
python
14.1ms
25.48×
Reported
license unknown · source
submission 33645Arseni Ivanov
python
10.4ms
18.80×
Reported
license unknown · source
submission 33671Arseni Ivanov
python
7.53ms
13.58×
Reported
license unknown · source
submission 33684Arseni Ivanov
python
6.01ms
10.83×
Reported
license unknown · source
submission 33930Arseni Ivanov
python
5.04ms
9.08×
Reported
license unknown · source
submission 33068Waqar
python
20.6ms
37.18×
Reported
license unknown · source
submission 33741Waqar
python
13.2ms
23.88×
Reported
license unknown · source
submission 33818Waqar
python
11.8ms
21.22×
Reported
license unknown · source
submission 33825Waqar
python
8.06ms
14.55×
Reported
license unknown · source
submission 33950Waqar
python
8.02ms
14.46×
Reported
license unknown · source
submission 34025Waqar
python
7.83ms
14.13×
Reported
license unknown · source
submission 34233Waqar
python
5.18ms
9.34×
Reported
license unknown · source
submission 44194davidberard
python
23.1ms
41.63×
Reported
license unknown · source
submission 44207davidberard
python
13.1ms
23.65×
Reported
license unknown · source
submission 34174Apeirogon
python
6.72ms
12.13×
Reported
license unknown · source
submission 36153msuiche
python
11.8ms
21.20×
Reported
license unknown · source
submission 32787bobmarleybiceps
python
20.6ms
37.17×
Reported
license unknown · source
submission 32798bobmarleybiceps
python
18.2ms
32.83×
Reported
license unknown · source
submission 32800bobmarleybiceps
python
13.0ms
23.46×
Reported
license unknown · source
submission 33496Mars
python
20.3ms
36.66×
Reported
license unknown · source
submission 32643Dante
python
20.0ms
36.01×
Reported
license unknown · source
submission 32732Dante
python
16.5ms
29.72×
Reported
license unknown · source
submission 32749Dante
python
16.5ms
29.69×
Reported
license unknown · source
submission 44748leymore4172
python
23.3ms
41.99×
Reported
license unknown · source
submission 45318leymore4172
python
18.9ms
34.15×
Reported
license unknown · source
submission 38189philip
python
20.3ms
36.66×
Reported
license unknown · source
submission 39025philip
python
20.0ms
36.03×
Reported
license unknown · source
submission 39049philip
python
17.9ms
32.33×
Reported
license unknown · source
submission 32434Haw
python
23.3ms
42.12×
Reported
license unknown · source
submission 480316shiyegao
python
554.4µs
1.00×
Reported
license unknown · source
submission 415223novo_force
python
589.4µs
1.06×
Reported
license unknown · source
submission 46602davidberard
python
1.09ms
1.96×
Reported
license unknown · source
submission 34598Arseni Ivanov
python
1.80ms
3.25×
Reported
license unknown · source
submission 34339Waqar
python
2.02ms
3.64×
Reported
license unknown · source
submission 34216Apeirogon
python
2.03ms
3.66×
Reported
license unknown · source
submission 32750Dante
python
6.71ms
12.11×
Reported
license unknown · source
submission 32411siro
python
7.92ms
14.29×
Reported
license unknown · source
submission 32412az
python
8.20ms
14.80×
Reported
license unknown · source
submission 33198lynn 𖤐
python
16.7ms
30.06×
Reported
license unknown · source
submission 417247shiyegao
python
29.6ms
53.48×
Reported
license unknown · source
submission 478052shiyegao
python
615.6µs
1.11×
Reported
license unknown · source
submission 478297shiyegao
python
568.0µs
1.02×
Reported
license unknown · source
submission 478635shiyegao
python
565.8µs
1.02×
Reported
license unknown · source
submission 479953shiyegao
python
564.4µs
1.02×
Reported
license unknown · source
submission 480003shiyegao
python
563.2µs
1.02×
Reported
license unknown · source
submission 409172novo_force
python
7.24ms
13.06×
Reported
license unknown · source
submission 409251novo_force
python
3.90ms
7.04×
Reported
license unknown · source
submission 44672davidberard
python
1.50ms
2.70×
Reported
license unknown · source
submission 44818davidberard
python
1.16ms
2.09×
Reported
license unknown · source
submission 33273Arseni Ivanov
python
6.69ms
12.08×
Reported
license unknown · source
submission 33275Arseni Ivanov
python
6.55ms
11.81×
Reported
license unknown · source
submission 33678Arseni Ivanov
python
2.35ms
4.24×
Reported
license unknown · source
submission 33728Arseni Ivanov
python
2.04ms
3.68×
Reported
license unknown · source
submission 33821Waqar
python
5.10ms
9.21×
Reported
license unknown · source
submission 33964Waqar
python
3.63ms
6.55×
Reported
license unknown · source
submission 34330Waqar
python
2.38ms
4.29×
Reported
license unknown · source
submission 34058Apeirogon
python
9.17ms
16.54×
Reported
license unknown · source
submission 34071Apeirogon
python
8.86ms
15.99×
Reported
license unknown · source
submission 34126Apeirogon
python
7.29ms
13.15×
Reported
license unknown · source
submission 34133Apeirogon
python
4.71ms
8.49×
Reported
license unknown · source
submission 34152Apeirogon
python
4.59ms
8.28×
Reported
license unknown · source
submission 34157Apeirogon
python
4.56ms
8.22×
Reported
license unknown · source
submission 34160Apeirogon
python
4.55ms
8.21×
Reported
license unknown · source
submission 34163Apeirogon
python
4.54ms
8.19×
Reported
license unknown · source
submission 34168Apeirogon
python
2.10ms
3.78×
Reported
license unknown · source
submission 32658Dante
python
8.28ms
14.94×
Reported
license unknown · source
submission 32733Dante
python
7.01ms
12.65×
Reported
license unknown · source
submission 32739Dante
python
6.85ms
12.35×
Reported
license unknown · source
submission 33174lynn 𖤐
python
17.5ms
31.64×
Reported
license unknown · source
submission 450489shiyegao
python
1.07ms
1.94×
Reported
license unknown · source
submission 408928Zeyu Shen
python
1.14ms
2.06×
Reported
license unknown · source
submission 371064TTT
python
1.16ms
2.09×
Reported
license unknown · source
submission 407841POLARIS AGENT
python
1.29ms
2.34×
Reported
license unknown · source
submission 44713davidberard
python
1.37ms
2.47×
Reported
license unknown · source
submission 34355Waqar
python
2.37ms
4.27×
Reported
license unknown · source
submission 417295shiyegao
python
9.04ms
16.31×
Reported
license unknown · source
submission 417619shiyegao
python
5.71ms
10.29×
Reported
license unknown · source
submission 417882shiyegao
python
2.28ms
4.11×
Reported
license unknown · source
submission 417907shiyegao
python
1.91ms
3.44×
Reported
license unknown · source
submission 417938shiyegao
python
1.81ms
3.27×
Reported
license unknown · source
submission 417949shiyegao
python
1.81ms
3.27×
Reported
license unknown · source
submission 418024shiyegao
python
1.57ms
2.83×
Reported
license unknown · source
submission 418062shiyegao
python
1.56ms
2.81×
Reported
license unknown · source
submission 418201shiyegao
python
1.47ms
2.66×
Reported
license unknown · source
submission 418256shiyegao
python
1.38ms
2.48×
Reported
license unknown · source
submission 418358shiyegao
python
1.32ms
2.38×
Reported
license unknown · source
submission 418614shiyegao
python
1.28ms
2.31×
Reported
license unknown · source
submission 418692shiyegao
python
1.24ms
2.24×
Reported
license unknown · source
submission 407519Zeyu Shen
python
10.2ms
18.35×
Reported
license unknown · source
submission 407538Zeyu Shen
python
5.91ms
10.66×
Reported
license unknown · source
submission 407546Zeyu Shen
python
2.93ms
5.28×
Reported
license unknown · source
submission 407551Zeyu Shen
python
2.10ms
3.79×
Reported
license unknown · source
submission 407575Zeyu Shen
python
1.67ms
3.01×
Reported
license unknown · source
submission 407612Zeyu Shen
python
1.40ms
2.52×
Reported
license unknown · source
submission 408231Zeyu Shen
python
1.30ms
2.35×
Reported
license unknown · source
submission 408244Zeyu Shen
python
1.29ms
2.33×
Reported
license unknown · source
submission 408278Zeyu Shen
python
1.28ms
2.30×
Reported
license unknown · source
submission 408335Zeyu Shen
python
1.23ms
2.23×
Reported
license unknown · source
submission 408421Zeyu Shen
python
1.17ms
2.12×
Reported
license unknown · source
submission 408549Zeyu Shen
python
1.15ms
2.07×
Reported
license unknown · source
submission 44222davidberard
python
6.59ms
11.88×
Reported
license unknown · source
submission 44237davidberard
python
5.43ms
9.79×
Reported
license unknown · source
submission 44335davidberard
python
3.37ms
6.09×
Reported
license unknown · source
submission 44598davidberard
python
3.23ms
5.82×
Reported
license unknown · source
submission 44611davidberard
python
2.94ms
5.30×
Reported
license unknown · source
submission 44667davidberard
python
1.87ms
3.37×
Reported
license unknown · source
submission 33742Waqar
python
6.42ms
11.59×
Reported
license unknown · source
submission 33819Waqar
python
5.70ms
10.28×
Reported
license unknown · source
submission 33952Waqar
python
4.09ms
7.38×
Reported
license unknown · source
submission 34234Waqar
python
2.72ms
4.90×
Reported
license unknown · source
submission 33666Arseni Ivanov
python
3.95ms
7.12×
Reported
license unknown · source
submission 33724Arseni Ivanov
python
3.74ms
6.74×
Reported
license unknown · source
submission 33929Arseni Ivanov
python
2.90ms
5.24×
Reported
license unknown · source
submission 34173Apeirogon
python
3.80ms
6.86×
Reported
license unknown · source
submission 35087msuiche
python
11.9ms
21.45×
Reported
license unknown · source
submission 35286msuiche
python
11.9ms
21.39×
Reported
license unknown · source
submission 35291msuiche
python
11.6ms
20.98×
Reported
license unknown · source
submission 35618msuiche
python
10.2ms
18.49×
Reported
license unknown · source
submission 35747msuiche
python
8.15ms
14.70×
Reported
license unknown · source
submission 35764msuiche
python
5.36ms
9.68×
Reported
license unknown · source
submission 40298msuiche
python
4.79ms
8.63×
Reported
license unknown · source
submission 40862msuiche
python
4.69ms
8.47×
Reported
license unknown · source
submission 45358leymore4172
python
9.17ms
16.55×
Reported
license unknown · source
submission 33071lynn 𖤐
python
62.2ms
112.23×
Reported
license unknown · source
submission 33081lynn 𖤐
python
60.0ms
108.23×
Reported
license unknown · source
submission 33086lynn 𖤐
python
43.5ms
78.53×
Reported
license unknown · source
submission 33097lynn 𖤐
python
35.9ms
64.75×
Reported
license unknown · source
submission 416249Cookie 🍪
python
106.0ms
191.13×
Reported
license unknown · source
submission 426455Cookie 🍪
python
69.3ms
125.08×
Reported
license unknown · source
submission 34649Arseni Ivanov
python
2.66ms
4.79×
Reported
license unknown · source
submission 42921msuiche
python
5.36ms
9.68×
Reported
license unknown · source
submission 34219Apeirogon
python
5.65ms
10.19×
Reported
license unknown · source
submission 33826Waqar
python
7.18ms
12.95×
Reported
license unknown · source
submission 32750Dante
python
7.83ms
14.12×
Reported
license unknown · source
submission 34397zilli
python
9.45ms
17.04×
Reported
license unknown · source
submission 32435Haw
python
11.0ms
19.81×
Reported
license unknown · source
submission 33278Arseni Ivanov
python
9.83ms
17.74×
Reported
license unknown · source
submission 33490Arseni Ivanov
python
8.90ms
16.05×
Reported
license unknown · source
submission 33936Arseni Ivanov
python
3.90ms
7.03×
Reported
license unknown · source
submission 33982Arseni Ivanov
python
3.14ms
5.66×
Reported
license unknown · source
submission 34959msuiche
python
10.5ms
18.94×
Reported
license unknown · source
submission 35001msuiche
python
9.85ms
17.76×
Reported
license unknown · source
submission 40797msuiche
python
5.44ms
9.81×
Reported
license unknown · source
submission 40869msuiche
python
5.40ms
9.74×
Reported
license unknown · source
submission 34179Apeirogon
python
5.83ms
10.52×
Reported
license unknown · source
submission 32660Dante
python
9.50ms
17.14×
Reported
license unknown · source
submission 32734Dante
python
8.20ms
14.79×
Reported
license unknown · source
submission 34380zilli
python
9.67ms
17.44×
Reported
license unknown · source
submission 33208lynn 𖤐
python
16.7ms
30.21×
Reported
license unknown · source
submission 423054shiyegao
python
1.11ms
1.99×
Reported
license unknown · no source
submission 452869shiyegao
python
2.30ms
4.15×
Reported
license unknown · no source
submission 439329shiyegao
python
3.24ms
5.84×
Reported
license unknown · no source
submission 413763novo_force
python
775.1µs
1.40×
Reported
license unknown · no source
submission 412314novo_force
python
1.20ms
2.16×
Reported
license unknown · no source

Semantics

Inputs and outputs
inputfp32 [bs, seqlen, seqlen, dim]
outputfp32 [bs, seqlen, seqlen, dim]
Axes and behavior
bsvariable
dimvariable
seedvariable
seqlenvariable
hiddendimvariable
determinismunspecified
constraintsNo mutation or aliasing
Identity
aliastriangle multiplicative updatealiastrimulmodelalphafold3sha256757e70a3b783…
Sources: GPU MODE KernelBot (2026-02-07) · June 9 Researcher Reciprocity License v1.0last observed 2026-02-07How records are decidedJSON