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Batched symmetric eigendecomposition

286 eligible runs
eigh

Batched real symmetric eigendecomposition on B200: from a symmetric fp32 batch×n×n input A, return (Q, L) in the torch.linalg.eigh convention: orthonormal eigenvector columns and ascending eigenvalues. Correctness is gated on the eigen-equation, reconstruction, and orthogonality residuals measured in fp64, and the benchmark set includes mixed and ill-conditioned batches so robustness is ranked, not only gated. cond is a deterministic dynamic-range knob on the generated inputs.

Fastest reported
0nsgeomean
submission 839675badelsteinlelbach · License unknown · python

Reported evidence · last observed 2026-06-27. Reported by source; not independently reproduced. License unknown.

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

Current records

Not measured on H100 for this workload. Challenges →

Source-native comparison · GPU NVIDIA B200 · Workload suite of 13 cases · geomean score · Protocol reference-kernels eval.py · geomean · 286 results · last observed 2026-07-14Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
submission 839675badelsteinlelbach
0ns
1.00×
Reported · license unknown · source
2026-06-27

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

source mirroredlicense unknownno install recipeView source →Run detail →
2
submission 869434Olek
86.1µs
186200092921958400000.00×
Reported · license unknown · source
2026-07-11

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

source mirroredlicense unknownno install recipeView source →Run detail →
3
submission 869595aj2kcc
437.7µs
946317914253072793600.00×
Reported · license unknown · source
2026-07-12

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

source mirroredlicense unknownno install recipeView source →Run detail →
4
submission 866607msuiche
1.20ms
2.6017548415071473e+21×
Reported · license unknown · source
2026-07-10

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

source mirroredlicense unknownno install recipeView source →Run detail →
5
submission 877642teelaitila
6.60ms
1.4270173488610661e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
6
submission 877652nikhilbarhate99
6.74ms
1.4574204802451322e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
7
submission 877791elianaive
6.76ms
1.4606691341581305e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
8
submission 877085zhongmingee
6.92ms
1.495374241357115e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
9
submission 859868zhongmingee
8.14ms
1.7602134949506887e+22×
Reported · license unknown · no source
2026-07-06

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

no sourcelicense unknownno install recipeRun detail →
10
submission 858480zhongmingee
8.81ms
1.904004550665059e+22×
Reported · license unknown · no source
2026-07-05

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

no sourcelicense unknownno install recipeRun detail →
11
submission 869852elianaive
8.96ms
1.9379461278301426e+22×
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 →
12
submission 857881nikhilbarhate99
9.14ms
1.9759203398664736e+22×
Reported · license unknown · no source
2026-07-05

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

no sourcelicense unknownno install recipeRun detail →
13
submission 864884rkbh.
9.58ms
2.070807913851599e+22×
Reported · license unknown · source
2026-07-10

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

source mirroredlicense unknownno install recipeView source →Run detail →
14
submission 862004teelaitila
9.97ms
2.1562991821535022e+22×
Reported · license unknown · no source
2026-07-07

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

no sourcelicense unknownno install recipeRun detail →
15
submission 863994rkbh.
10.7ms
2.3089404020832053e+22×
Reported · license unknown · no source
2026-07-09

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

no sourcelicense unknownno install recipeRun detail →
16
submission 868332kumarkrishna
11.0ms
2.3683010033795216e+22×
Reported · license unknown · source
2026-07-11

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

source mirroredlicense unknownno install recipeView source →Run detail →
17
submission 863760Olek
11.2ms
2.4145221269984664e+22×
Reported · license unknown · no source
2026-07-09

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

no sourcelicense unknownno install recipeRun detail →
18
submission 859990teelaitila
12.2ms
2.6291118224995848e+22×
Reported · license unknown · no source
2026-07-06

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

no sourcelicense unknownno install recipeRun detail →
19
submission 853825nikhilbarhate99
12.9ms
2.7925014854387773e+22×
Reported · license unknown · no source
2026-07-04

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

no sourcelicense unknownno install recipeRun detail →
20
submission 861795rkbh.
13.0ms
2.81192648676085e+22×
Reported · license unknown · no source
2026-07-07

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

no sourcelicense unknownno install recipeRun detail →
21
submission 877646Taras Sereda
13.2ms
2.851460920715929e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
22
submission 853561kumarkrishna
13.2ms
2.8567113953160112e+22×
Reported · license unknown · no source
2026-07-04

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

no sourcelicense unknownno install recipeRun detail →
23
submission 861897Olek
14.1ms
3.0525862514372876e+22×
Reported · license unknown · no source
2026-07-07

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

no sourcelicense unknownno install recipeRun detail →
24
submission 877766harry_saini
15.2ms
3.2892259468879415e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
25
submission 860593elianaive
15.5ms
3.3410331931332953e+22×
Reported · license unknown · no source
2026-07-07

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

no sourcelicense unknownno install recipeRun detail →
26
submission 869419eddy_43626
16.3ms
3.5333184712133703e+22×
Reported · license unknown · source
2026-07-11

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

source mirroredlicense unknownno install recipeView source →Run detail →
27
submission 858448teelaitila
16.5ms
3.575562925990342e+22×
Reported · license unknown · no source
2026-07-05

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

no sourcelicense unknownno install recipeRun detail →
28
submission 858389ozamatash
17.5ms
3.7847758530578966e+22×
Reported · license unknown · source
2026-07-05

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

source mirroredlicense unknownno install recipeView source →Run detail →
29
submission 862977eddy_43626
17.9ms
3.862798739672622e+22×
Reported · license unknown · no source
2026-07-08

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

no sourcelicense unknownno install recipeRun detail →
30
submission 873014Taras Sereda
18.0ms
3.8938459238722796e+22×
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 →
31
submission 877172josusanmartin
18.4ms
3.97380316083775e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
32
submission 849744kumarkrishna
18.8ms
4.0552916416723155e+22×
Reported · license unknown · no source
2026-07-02

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

no sourcelicense unknownno install recipeRun detail →
33
submission 877739sankalp1999
19.3ms
4.1761681393433686e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
34
submission 872952Chanho Lee
19.4ms
4.184476616719495e+22×
Reported · license unknown · source
2026-07-13

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

source mirroredlicense unknownno install recipeView source →Run detail →
35
submission 864915bidual
20.0ms
4.3287725536318126e+22×
Reported · license unknown · source
2026-07-10

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

source mirroredlicense unknownno install recipeView source →Run detail →
36
submission 872246Frosty40
20.4ms
4.4021271996014445e+22×
Reported · license unknown · source
2026-07-13

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

source mirroredlicense unknownno install recipeView source →Run detail →
37
submission 859088eddy_43626
21.1ms
4.553639604225998e+22×
Reported · license unknown · no source
2026-07-06

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

no sourcelicense unknownno install recipeRun detail →
38
submission 869102josusanmartin
21.5ms
4.6576963759117695e+22×
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 →
39
submission 876683nataliakokoromyti
22.2ms
4.801391367502977e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
40
submission 870307Chanho Lee
22.6ms
4.879643063665147e+22×
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 →
41
submission 857210ozamatash
22.8ms
4.919535969024669e+22×
Reported · license unknown · no source
2026-07-05

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

no sourcelicense unknownno install recipeRun detail →
42
submission 856550bidual
22.8ms
4.937346125742701e+22×
Reported · license unknown · no source
2026-07-05

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

no sourcelicense unknownno install recipeRun detail →
43
submission 873000sankalp1999
23.8ms
5.145829307396708e+22×
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 →
44
submission 876890unography
25.1ms
5.430136568174963e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
45
submission 863638Frosty40
25.9ms
5.60029768445006e+22×
Reported · license unknown · no source
2026-07-09

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

no sourcelicense unknownno install recipeRun detail →
46
submission 867047josusanmartin
27.4ms
5.914185902137585e+22×
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 →
47
submission 855615Eddy Shieh
28.0ms
6.0444865500203046e+22×
Reported · license unknown · source
2026-07-04

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

source mirroredlicense unknownno install recipeView source →Run detail →
48
submission 850470zhongmingee
28.5ms
6.159610356309991e+22×
Reported · license unknown · no source
2026-07-02

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

no sourcelicense unknownno install recipeRun detail →
49
submission 855321Eddy Shieh
28.5ms
6.169818774981537e+22×
Reported · license unknown · no source
2026-07-04

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

no sourcelicense unknownno install recipeRun detail →
50
submission 872290amandeepsp
29.6ms
6.391913004565017e+22×
Reported · license unknown · source
2026-07-13

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

source mirroredlicense unknownno install recipeView source →Run detail →
51
submission 877396mark123
29.7ms
6.417199698617319e+22×
Reported · license unknown · source
2026-07-14

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

source mirroredlicense unknownno install recipeView source →Run detail →
52
submission 872636nataliakokoromyti
29.8ms
6.452207965978529e+22×
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 →
53
submission 861289harry_saini
30.6ms
6.608989776050751e+22×
Reported · license unknown · no source
2026-07-07

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

no sourcelicense unknownno install recipeRun detail →
54
submission 865533amandeepsp
31.3ms
6.775678835297385e+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 →
55
submission 859259unography
31.5ms
6.821178550288906e+22×
Reported · license unknown · no source
2026-07-06

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

no sourcelicense unknownno install recipeRun detail →
56
submission 861063marca0836
32.4ms
7.010397423138525e+22×
Reported · license unknown · source
2026-07-07

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

source mirroredlicense unknownno install recipeView source →Run detail →
57
submission 867579Taras Sereda
32.8ms
7.083988199099035e+22×
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 →
58
submission 861033marca0836
32.8ms
7.097397049336362e+22×
Reported · license unknown · no source
2026-07-07

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

no sourcelicense unknownno install recipeRun detail →
59
submission 869258sankalp1999
33.9ms
7.322720263098008e+22×
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 →
60
submission 851666bidual
33.9ms
7.327080945466971e+22×
Reported · license unknown · no source
2026-07-03

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

no sourcelicense unknownno install recipeRun detail →

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

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
submission 864712msuiche
python
46.0ms
9.946553784121255e+22×
Reported
license unknown · no source
submission 850422gct
python
48.1ms
1.039929059821612e+23×
Reported
license unknown · no source
submission 856550bidual
python
22.8ms
4.937346125742701e+22×
Reported
license unknown · no source
submission 839675badelsteinlelbach
python
0ns
1.00×
Reported
license unknown · source
submission 869434Olek
python
86.1µs
186200092921958400000.00×
Reported
license unknown · source
submission 869595aj2kcc
python
437.7µs
946317914253072793600.00×
Reported
license unknown · source
submission 866607msuiche
python
1.20ms
2.6017548415071473e+21×
Reported
license unknown · source
submission 877642teelaitila
python
6.60ms
1.4270173488610661e+22×
Reported
license unknown · source
Show all 286 implementations ›
submission 877652nikhilbarhate99
python
6.74ms
1.4574204802451322e+22×
Reported
license unknown · source
submission 877791elianaive
python
6.76ms
1.4606691341581305e+22×
Reported
license unknown · source
submission 877085zhongmingee
python
6.92ms
1.495374241357115e+22×
Reported
license unknown · source
submission 859868zhongmingee
python
8.14ms
1.7602134949506887e+22×
Reported
license unknown · no source
submission 858480zhongmingee
python
8.81ms
1.904004550665059e+22×
Reported
license unknown · no source
submission 869852elianaive
python
8.96ms
1.9379461278301426e+22×
Reported
license unknown · no source
submission 857881nikhilbarhate99
python
9.14ms
1.9759203398664736e+22×
Reported
license unknown · no source
submission 864884rkbh.
python
9.58ms
2.070807913851599e+22×
Reported
license unknown · source
submission 862004teelaitila
python
9.97ms
2.1562991821535022e+22×
Reported
license unknown · no source
submission 863994rkbh.
python
10.7ms
2.3089404020832053e+22×
Reported
license unknown · no source
submission 868332kumarkrishna
python
11.0ms
2.3683010033795216e+22×
Reported
license unknown · source
submission 863760Olek
python
11.2ms
2.4145221269984664e+22×
Reported
license unknown · no source
submission 859990teelaitila
python
12.2ms
2.6291118224995848e+22×
Reported
license unknown · no source
submission 853825nikhilbarhate99
python
12.9ms
2.7925014854387773e+22×
Reported
license unknown · no source
submission 861795rkbh.
python
13.0ms
2.81192648676085e+22×
Reported
license unknown · no source
submission 877646Taras Sereda
python
13.2ms
2.851460920715929e+22×
Reported
license unknown · source
submission 853561kumarkrishna
python
13.2ms
2.8567113953160112e+22×
Reported
license unknown · no source
submission 861897Olek
python
14.1ms
3.0525862514372876e+22×
Reported
license unknown · no source
submission 877766harry_saini
python
15.2ms
3.2892259468879415e+22×
Reported
license unknown · source
submission 860593elianaive
python
15.5ms
3.3410331931332953e+22×
Reported
license unknown · no source
submission 869419eddy_43626
python
16.3ms
3.5333184712133703e+22×
Reported
license unknown · source
submission 858448teelaitila
python
16.5ms
3.575562925990342e+22×
Reported
license unknown · no source
submission 858389ozamatash
python
17.5ms
3.7847758530578966e+22×
Reported
license unknown · source
submission 862977eddy_43626
python
17.9ms
3.862798739672622e+22×
Reported
license unknown · no source
submission 873014Taras Sereda
python
18.0ms
3.8938459238722796e+22×
Reported
license unknown · no source
submission 877172josusanmartin
python
18.4ms
3.97380316083775e+22×
Reported
license unknown · source
submission 849744kumarkrishna
python
18.8ms
4.0552916416723155e+22×
Reported
license unknown · no source
submission 877739sankalp1999
python
19.3ms
4.1761681393433686e+22×
Reported
license unknown · source
submission 872952Chanho Lee
python
19.4ms
4.184476616719495e+22×
Reported
license unknown · source
submission 864915bidual
python
20.0ms
4.3287725536318126e+22×
Reported
license unknown · source
submission 872246Frosty40
python
20.4ms
4.4021271996014445e+22×
Reported
license unknown · source
submission 859088eddy_43626
python
21.1ms
4.553639604225998e+22×
Reported
license unknown · no source
submission 869102josusanmartin
python
21.5ms
4.6576963759117695e+22×
Reported
license unknown · no source
submission 876683nataliakokoromyti
python
22.2ms
4.801391367502977e+22×
Reported
license unknown · source
submission 870307Chanho Lee
python
22.6ms
4.879643063665147e+22×
Reported
license unknown · no source
submission 857210ozamatash
python
22.8ms
4.919535969024669e+22×
Reported
license unknown · no source
submission 873000sankalp1999
python
23.8ms
5.145829307396708e+22×
Reported
license unknown · no source
submission 876890unography
python
25.1ms
5.430136568174963e+22×
Reported
license unknown · source
submission 863638Frosty40
python
25.9ms
5.60029768445006e+22×
Reported
license unknown · no source
submission 867047josusanmartin
python
27.4ms
5.914185902137585e+22×
Reported
license unknown · no source
submission 855615Eddy Shieh
python
28.0ms
6.0444865500203046e+22×
Reported
license unknown · source
submission 850470zhongmingee
python
28.5ms
6.159610356309991e+22×
Reported
license unknown · no source
submission 855321Eddy Shieh
python
28.5ms
6.169818774981537e+22×
Reported
license unknown · no source
submission 872290amandeepsp
python
29.6ms
6.391913004565017e+22×
Reported
license unknown · source
submission 877396mark123
python
29.7ms
6.417199698617319e+22×
Reported
license unknown · source
submission 872636nataliakokoromyti
python
29.8ms
6.452207965978529e+22×
Reported
license unknown · no source
submission 861289harry_saini
python
30.6ms
6.608989776050751e+22×
Reported
license unknown · no source
submission 865533amandeepsp
python
31.3ms
6.775678835297385e+22×
Reported
license unknown · no source
submission 859259unography
python
31.5ms
6.821178550288906e+22×
Reported
license unknown · no source
submission 861063marca0836
python
32.4ms
7.010397423138525e+22×
Reported
license unknown · source
submission 867579Taras Sereda
python
32.8ms
7.083988199099035e+22×
Reported
license unknown · no source
submission 861033marca0836
python
32.8ms
7.097397049336362e+22×
Reported
license unknown · no source
submission 869258sankalp1999
python
33.9ms
7.322720263098008e+22×
Reported
license unknown · no source
submission 851666bidual
python
33.9ms
7.327080945466971e+22×
Reported
license unknown · no source
submission 860018Shiyi Cao
python
35.1ms
7.584223027112001e+22×
Reported
license unknown · source
submission 867917Chanho Lee
python
35.3ms
7.635661522308841e+22×
Reported
license unknown · no source
submission 876487Khushi Dahiya
python
35.7ms
7.714852149234693e+22×
Reported
license unknown · source
submission 863803Khushi Dahiya
python
36.8ms
7.945901063075523e+22×
Reported
license unknown · no source
submission 853819rkbh.
python
37.1ms
8.011380069027767e+22×
Reported
license unknown · no source
submission 877561spectral_otter
python
37.3ms
8.065001477639606e+22×
Reported
license unknown · source
submission 858596Frosty40
python
37.5ms
8.114675893470938e+22×
Reported
license unknown · no source
submission 861009marca0836
python
37.7ms
8.155247962992763e+22×
Reported
license unknown · no source
submission 872271dbuddha
python
37.9ms
8.199893880948334e+22×
Reported
license unknown · source
submission 875270spectral_otter
python
38.4ms
8.297511923134958e+22×
Reported
license unknown · no source
submission 863755Khushi Dahiya
python
38.6ms
8.336792144796183e+22×
Reported
license unknown · no source
submission 864911amandeepsp
python
39.0ms
8.433000237485322e+22×
Reported
license unknown · no source
submission 868279dbuddha
python
40.5ms
8.745967837944896e+22×
Reported
license unknown · no source
submission 866316aj2kcc
python
40.6ms
8.787340797701795e+22×
Reported
license unknown · no source
submission 858941harry_saini
python
40.7ms
8.790747804149062e+22×
Reported
license unknown · no source
submission 876556Yuwen Zhang
python
40.8ms
8.815124606946734e+22×
Reported
license unknown · source
submission 857571unography
python
40.9ms
8.835906550027072e+22×
Reported
license unknown · no source
submission 854748ozamatash
python
41.0ms
8.866023883680569e+22×
Reported
license unknown · no source
submission 868168seanyang
python
41.6ms
8.992744505681777e+22×
Reported
license unknown · source
submission 868207dbuddha
python
41.6ms
8.996923689007098e+22×
Reported
license unknown · no source
submission 877768revolutionaryspaces
python
41.7ms
9.023871041401677e+22×
Reported
license unknown · source
submission 850724josusanmartin
python
41.9ms
9.051172195869614e+22×
Reported
license unknown · no source
submission 846990josusanmartin
python
42.2ms
9.11519577039234e+22×
Reported
license unknown · source
submission 871206jordanrubin
python
42.3ms
9.137794373674676e+22×
Reported
license unknown · source
submission 865526seanyang
python
42.4ms
9.16521624562065e+22×
Reported
license unknown · no source
submission 877439drillyb
python
42.4ms
9.171322057395792e+22×
Reported
license unknown · source
submission 864876msuiche
python
42.6ms
9.215040879763501e+22×
Reported
license unknown · no source
submission 858218Olek
python
42.9ms
9.279057327780591e+22×
Reported
license unknown · no source
submission 875600shraderdm
python
43.3ms
9.371708072681126e+22×
Reported
license unknown · source
submission 870872jordanrubin
python
43.4ms
9.374288525843695e+22×
Reported
license unknown · no source
submission 876128mark123
python
43.4ms
9.377081789899e+22×
Reported
license unknown · no source
submission 868630houi
python
43.9ms
9.484915450411869e+22×
Reported
license unknown · source
submission 846579josusanmartin
python
44.1ms
9.533478469241995e+22×
Reported
license unknown · no source
submission 877467Voldemort4321
python
44.7ms
9.657141631969207e+22×
Reported
license unknown · source
submission 875654salad
python
44.8ms
9.690051589651711e+22×
Reported
license unknown · source
submission 865196seanyang
python
45.1ms
9.747362997150845e+22×
Reported
license unknown · no source
submission 875035divyanshsinghvi
python
45.1ms
9.755038574206912e+22×
Reported
license unknown · source
submission 875045shraderdm
python
45.1ms
9.760076079073864e+22×
Reported
license unknown · no source
submission 874991divyanshsinghvi
python
45.2ms
9.779133438464971e+22×
Reported
license unknown · no source
submission 870585Dortamac
python
45.7ms
9.87080345558728e+22×
Reported
license unknown · source
submission 846469josusanmartin
python
45.8ms
9.891629247688358e+22×
Reported
license unknown · no source
submission 866989revolutionaryspaces
python
45.8ms
9.899392837928e+22×
Reported
license unknown · no source
submission 875522salad
python
45.8ms
9.907078404522312e+22×
Reported
license unknown · no source
submission 877196viridale
python
45.9ms
9.916185428440418e+22×
Reported
license unknown · source
submission 867831houi
python
45.9ms
9.921865078754263e+22×
Reported
license unknown · no source
submission 851792bellz199
python
46.1ms
9.977504963029527e+22×
Reported
license unknown · source
submission 877576fish buybuy
python
46.2ms
9.983671679259005e+22×
Reported
license unknown · source
submission 877171viridale
python
46.2ms
9.985954794583255e+22×
Reported
license unknown · no source
submission 864488Yuwen Zhang
python
46.3ms
1.0009806223244216e+23×
Reported
license unknown · no source
submission 861040Yuwen Zhang
python
46.4ms
1.0032538406782875e+23×
Reported
license unknown · no source
submission 863598wychi
python
46.6ms
1.0073560798532918e+23×
Reported
license unknown · source
submission 855019Eddy Shieh
python
46.9ms
1.0133124089149078e+23×
Reported
license unknown · no source
submission 859908zyzy072343
python
47.0ms
1.0152235519121402e+23×
Reported
license unknown · source
submission 859092jer
python
47.0ms
1.015465029225698e+23×
Reported
license unknown · source
submission 851588bellz199
python
47.0ms
1.0155166542094102e+23×
Reported
license unknown · no source
submission 869778gct
python
47.0ms
1.0171657745605825e+23×
Reported
license unknown · source
submission 875813viridale
python
47.1ms
1.0184257491093318e+23×
Reported
license unknown · no source
submission 859484QiSun
python
47.2ms
1.0198435319857586e+23×
Reported
license unknown · source
submission 869548mpicci
python
47.3ms
1.0233521166594645e+23×
Reported
license unknown · source
submission 844706zyzy072343
python
47.4ms
1.024323794407096e+23×
Reported
license unknown · no source
submission 855334serverinspector
python
47.4ms
1.0243356026781582e+23×
Reported
license unknown · source
submission 869881Dortamac
python
47.4ms
1.024476219450122e+23×
Reported
license unknown · no source
submission 851286nataliakokoromyti
python
47.5ms
1.0263969174398192e+23×
Reported
license unknown · no source
submission 864352aj2kcc
python
47.5ms
1.0277963561853004e+23×
Reported
license unknown · no source
submission 874228viridale
python
47.7ms
1.0314988016625876e+23×
Reported
license unknown · no source
submission 839443zyzy072343
python
47.7ms
1.0315101155008589e+23×
Reported
license unknown · no source
submission 844448serverinspector
python
47.8ms
1.0329224919942103e+23×
Reported
license unknown · no source
submission 862574dbuddha
python
47.8ms
1.0334778551221786e+23×
Reported
license unknown · no source
submission 849831bellz199
python
47.9ms
1.0347173550918645e+23×
Reported
license unknown · no source
submission 844365jordanrubin
python
47.9ms
1.0357549593414672e+23×
Reported
license unknown · no source
submission 872172salad
python
47.9ms
1.0360882365964319e+23×
Reported
license unknown · no source
submission 873181d_lolo_
python
48.0ms
1.0368358475767973e+23×
Reported
license unknown · source
submission 869744fish buybuy
python
48.0ms
1.0373790050923535e+23×
Reported
license unknown · no source
submission 876544zack
python
48.1ms
1.0402842635229831e+23×
Reported
license unknown · source
submission 867585houi
python
48.1ms
1.0404980144245689e+23×
Reported
license unknown · no source
submission 855327Varshith
python
48.2ms
1.0412325077862993e+23×
Reported
license unknown · source
submission 877050rd9000
python
48.2ms
1.0420418874632626e+23×
Reported
license unknown · source
submission 862867binga3
python
48.2ms
1.042223647950507e+23×
Reported
license unknown · source
submission 851285vatsalnar
python
48.3ms
1.044525620432292e+23×
Reported
license unknown · source
submission 869950salad
python
48.7ms
1.0529289404213249e+23×
Reported
license unknown · no source
submission 849740kevinniechen_12917
python
48.4ms
1.0456867018077035e+23×
Reported
license unknown · source
submission 845307Lorenzo
python
48.4ms
1.046240976800209e+23×
Reported
license unknown · source
submission 849518kevinniechen_12917
python
48.6ms
1.0500376117764727e+23×
Reported
license unknown · no source
submission 877016Voldemort4321
python
48.7ms
1.0525456366342775e+23×
Reported
license unknown · no source
submission 866330matt0279897
python
48.7ms
1.0525836961277249e+23×
Reported
license unknown · source
submission 870074shivbhatia
python
48.7ms
1.0526785163299316e+23×
Reported
license unknown · source
submission 865207matt0279897
python
48.7ms
1.0527180319652248e+23×
Reported
license unknown · no source
submission 862481binga3
python
48.7ms
1.053959297664103e+23×
Reported
license unknown · no source
submission 876914rd9000
python
48.7ms
1.0539927660444218e+23×
Reported
license unknown · no source
submission 870564Ayushi Nanavati
python
48.8ms
1.0542841227183411e+23×
Reported
license unknown · source
submission 866036.satan_99
python
48.9ms
1.0565281790059366e+23×
Reported
license unknown · source
submission 860977Yuwen Zhang
python
48.9ms
1.0567337952335122e+23×
Reported
license unknown · no source
submission 864397gsmit
python
48.9ms
1.0570227737451758e+23×
Reported
license unknown · source
submission 866852thomasbarrett
python
49.0ms
1.0584857466850896e+23×
Reported
license unknown · source
submission 848766DrCleverHans
python
49.0ms
1.0585596250638905e+23×
Reported
license unknown · source
submission 865467faketosjoker
python
49.0ms
1.0590167486956012e+23×
Reported
license unknown · source
submission 863102Khushi Dahiya
python
49.0ms
1.0597622235723558e+23×
Reported
license unknown · no source
submission 865416houi
python
49.0ms
1.0600127559837862e+23×
Reported
license unknown · no source
submission 862851heyyowassup3187
python
49.2ms
1.0629498907850625e+23×
Reported
license unknown · source
submission 860950marca0836
python
49.2ms
1.0647145241259496e+23×
Reported
license unknown · no source
submission 875325obito092430
python
49.2ms
1.064780418139434e+23×
Reported
license unknown · source
submission 875138codeman62
python
49.3ms
1.064852057112795e+23×
Reported
license unknown · source
submission 837845Sinatras
python
49.4ms
1.0686261657282317e+23×
Reported
license unknown · source
submission 850559kookiesnkareem
python
49.4ms
1.0689362855830053e+23×
Reported
license unknown · source
submission 861038Preetam Mukherjee
python
49.5ms
1.070675285451301e+23×
Reported
license unknown · source
submission 839277badelsteinlelbach
python
49.6ms
1.071863171399635e+23×
Reported
license unknown · no source
submission 854631Varshith
python
49.6ms
1.0727627217000454e+23×
Reported
license unknown · no source
submission 838078badelsteinlelbach
python
49.7ms
1.0753935805244668e+23×
Reported
license unknown · no source
submission 869606fish buybuy
python
49.8ms
1.0777295695914744e+23×
Reported
license unknown · no source
submission 844421serverinspector
python
49.9ms
1.0785667126311192e+23×
Reported
license unknown · no source
submission 876000yashiru.eth
python
49.9ms
1.0793456188477664e+23×
Reported
license unknown · source
submission 843903techhelp
python
50.0ms
1.0807028977656614e+23×
Reported
license unknown · source
submission 850268gct
python
50.3ms
1.0868032052376872e+23×
Reported
license unknown · no source
submission 844371serverinspector
python
50.4ms
1.0900949801811317e+23×
Reported
license unknown · no source
submission 874653Praneeth Veligeti
python
50.5ms
1.091152053869482e+23×
Reported
license unknown · source
submission 862354Zeb
python
50.5ms
1.0927604164193585e+23×
Reported
license unknown · source
submission 869488mpicci
python
50.7ms
1.095100452324286e+23×
Reported
license unknown · no source
submission 866539Ziron
python
50.8ms
1.0980701545813555e+23×
Reported
license unknown · source
submission 862438binga3
python
50.9ms
1.1006135938986499e+23×
Reported
license unknown · no source
submission 862880trxonphoenix
python
50.9ms
1.1013119591722003e+23×
Reported
license unknown · source
submission 859474QiSun
python
50.9ms
1.1013168416508198e+23×
Reported
license unknown · no source
submission 862327Praneeth Veligeti
python
51.0ms
1.1026820439102878e+23×
Reported
license unknown · no source
submission 855396misha_antonenko
python
51.0ms
1.10286258805274e+23×
Reported
license unknown · source
submission 843442dannywillowliu-uchi
python
51.0ms
1.1035146515803726e+23×
Reported
license unknown · source
submission 865616israel-adewuyi
python
51.1ms
1.1037998749233304e+23×
Reported
license unknown · source
submission 863749seanyang
python
51.1ms
1.1048238703282523e+23×
Reported
license unknown · no source
submission 853241mpicci
python
51.2ms
1.1071712223844693e+23×
Reported
license unknown · no source
submission 865080floatingswitch_50642
python
51.4ms
1.1112768661084902e+23×
Reported
license unknown · source
submission 864252floatingswitch_50642
python
51.6ms
1.1160916003021749e+23×
Reported
license unknown · no source
submission 849099elianaive
python
51.7ms
1.1179129937886728e+23×
Reported
license unknown · no source
submission 873118d_lolo_
python
52.1ms
1.1274121889561902e+23×
Reported
license unknown · no source
submission 855934revolutionaryspaces
python
52.4ms
1.1328605171815625e+23×
Reported
license unknown · no source
submission 841853kishanpb
python
52.8ms
1.1406539867026031e+23×
Reported
license unknown · source
submission 851962ozamatash
python
52.8ms
1.140936070470417e+23×
Reported
license unknown · no source
submission 855848harry_saini
python
52.8ms
1.1421092089262601e+23×
Reported
license unknown · no source
submission 852165TataneSan
python
53.0ms
1.1456247775813428e+23×
Reported
license unknown · source
submission 841849kishanpb
python
53.1ms
1.147269433236491e+23×
Reported
license unknown · no source
submission 852024TataneSan
python
53.1ms
1.14789493352034e+23×
Reported
license unknown · no source
submission 850986TataneSan
python
53.4ms
1.1540977321796464e+23×
Reported
license unknown · no source
submission 855060gsmit
python
53.5ms
1.156211614491295e+23×
Reported
license unknown · no source
submission 873092Xiao Su
python
53.8ms
1.1621926413953569e+23×
Reported
license unknown · source
submission 837815Sinatras
python
53.8ms
1.1622478486419874e+23×
Reported
license unknown · no source
submission 838860tusharhq
python
53.8ms
1.1626022170185454e+23×
Reported
license unknown · source
submission 838827tusharhq
python
53.8ms
1.1627229195733804e+23×
Reported
license unknown · no source
submission 851782Dortamac
python
53.8ms
1.1627244792927148e+23×
Reported
license unknown · no source
submission 846154josusanmartin
python
53.8ms
1.163128423868617e+23×
Reported
license unknown · no source
submission 849319gct
python
53.8ms
1.1632377014581008e+23×
Reported
license unknown · no source
submission 843626techhelp
python
53.8ms
1.1632843835263142e+23×
Reported
license unknown · no source
submission 839741vinutah
python
53.8ms
1.1634139130659807e+23×
Reported
license unknown · source
submission 856715YUE SHUI
python
53.8ms
1.1636502520200687e+23×
Reported
license unknown · source
submission 838388jashanpreetsingh1
python
53.8ms
1.1639633663633038e+23×
Reported
license unknown · source
submission 855160YUE SHUI
python
53.9ms
1.1642641771065612e+23×
Reported
license unknown · no source
submission 839516vinutah
python
53.9ms
1.1642935413844752e+23×
Reported
license unknown · no source
submission 844388Mayank Agarwal
python
53.9ms
1.1646153161455302e+23×
Reported
license unknown · source
submission 846580Chanho Lee
python
53.9ms
1.1652094888872551e+23×
Reported
license unknown · no source
submission 846526.satan_99
python
53.9ms
1.1655795263373198e+23×
Reported
license unknown · no source
submission 849992christianltraxler
python
53.9ms
1.1657860719600144e+23×
Reported
license unknown · source
submission 854592YUE SHUI
python
53.9ms
1.1660173035666738e+23×
Reported
license unknown · no source
submission 837859badelsteinlelbach
python
53.9ms
1.1661428863252424e+23×
Reported
license unknown · no source
submission 850415Eddy Shieh
python
53.9ms
1.1662463300482605e+23×
Reported
license unknown · no source
submission 842593vatsalnar
python
53.9ms
1.1662908391580954e+23×
Reported
license unknown · no source
submission 847887mehpulak
python
54.0ms
1.1664744929987176e+23×
Reported
license unknown · source
submission 849617wychi
python
54.0ms
1.167477734678448e+23×
Reported
license unknown · no source
submission 846045Frosty40
python
54.0ms
1.168041226545121e+23×
Reported
license unknown · no source
submission 852323Sanjeev Kumar
python
54.0ms
1.1681244738455753e+23×
Reported
license unknown · source
submission 844582DrCleverHans
python
54.1ms
1.1690732730516457e+23×
Reported
license unknown · no source
submission 851248eddy_43626
python
54.1ms
1.1698994567920964e+23×
Reported
license unknown · no source
submission 841189weltschmerz007
python
54.1ms
1.1699402337203313e+23×
Reported
license unknown · source
submission 841076weltschmerz007
python
54.1ms
1.1703243977821172e+23×
Reported
license unknown · no source
submission 839293vinu0163
python
54.1ms
1.1703720013725501e+23×
Reported
license unknown · source
submission 847507unography
python
54.1ms
1.1704948615578183e+23×
Reported
license unknown · no source
submission 839321vinutah
python
54.1ms
1.1705472956189785e+23×
Reported
license unknown · no source
submission 850924TataneSan
python
54.2ms
1.1708124847829383e+23×
Reported
license unknown · no source
submission 838394Jashanpreet Singh
python
54.2ms
1.1708284879971335e+23×
Reported
license unknown · source
submission 853540Shiyi Cao
python
54.2ms
1.1708696869371066e+23×
Reported
license unknown · no source
submission 852266KanishkGoel00
python
54.2ms
1.1709544424663701e+23×
Reported
license unknown · source
submission 859699IliassSjm
python
54.2ms
1.171520912356051e+23×
Reported
license unknown · source
submission 847318Ash 🙂
python
54.2ms
1.1716708669008768e+23×
Reported
license unknown · source
submission 838376kumarkrishna
python
54.2ms
1.1718509574827182e+23×
Reported
license unknown · no source
submission 850506kookiesnkareem
python
54.2ms
1.1719999400616578e+23×
Reported
license unknown · no source
submission 857714houdiniedo
python
54.2ms
1.1722666075846716e+23×
Reported
license unknown · source
submission 859310QiSun
python
54.2ms
1.172269089975624e+23×
Reported
license unknown · no source
submission 848878UjasShah
python
54.2ms
1.1723514849837021e+23×
Reported
license unknown · source
submission 838085az
python
54.2ms
1.172458033784664e+23×
Reported
license unknown · source
submission 859439msuiche
python
54.2ms
1.1726271534418318e+23×
Reported
license unknown · no source
submission 838794tusharhq
python
54.2ms
1.1728214663544557e+23×
Reported
license unknown · no source
submission 847306Dortamac
python
54.2ms
1.1728278208176337e+23×
Reported
license unknown · no source
submission 837806Sinatras
python
54.2ms
1.1728929382613857e+23×
Reported
license unknown · no source
submission 845847bidual
python
54.3ms
1.1735387134488159e+23×
Reported
license unknown · no source
submission 846229nataliakokoromyti
python
54.3ms
1.1749666398545684e+23×
Reported
license unknown · no source
submission 846168shivbhatia
python
54.4ms
1.175821225674665e+23×
Reported
license unknown · no source
submission 841966jordanrubin
python
54.4ms
1.1771556150977792e+23×
Reported
license unknown · no source
submission 847931nikhilbarhate99
python
54.5ms
1.1777969756131627e+23×
Reported
license unknown · no source
submission 845172Lorenzo
python
54.6ms
1.1807648060310868e+23×
Reported
license unknown · no source
submission 854540misha_antonenko
python
54.7ms
1.1817314882651963e+23×
Reported
license unknown · no source
submission 854907gsmit
python
54.7ms
1.1820787824864087e+23×
Reported
license unknown · no source
submission 849800sankalp1999
python
54.8ms
1.1844589418400993e+23×
Reported
license unknown · no source
submission 850183Varshith
python
54.8ms
1.1849810666389087e+23×
Reported
license unknown · no source
submission 839314zyzy072343
python
54.8ms
1.185137081421431e+23×
Reported
license unknown · no source
submission 847219divyanshsinghvi
python
54.9ms
1.1871665795600609e+23×
Reported
license unknown · no source
submission 850639Aman Jha
python
55.0ms
1.1899703920302716e+23×
Reported
license unknown · source
submission 846787aj2kcc
python
55.1ms
1.1908327173135913e+23×
Reported
license unknown · no source
submission 846921wychi
python
55.3ms
1.1963788942927526e+23×
Reported
license unknown · no source
submission 838787tusharhq
python
55.3ms
1.1964506993636325e+23×
Reported
license unknown · no source
submission 847182bellz199
python
55.7ms
1.2047363062365923e+23×
Reported
license unknown · no source
submission 851948yellowviper
python
55.7ms
1.2049498636687351e+23×
Reported
license unknown · source
submission 838287mpicci
python
55.8ms
1.205473324261402e+23×
Reported
license unknown · no source
submission 837817revolutionaryspaces
python
56.3ms
1.2181378168621767e+23×
Reported
license unknown · no source
submission 838486amandeepsp
python
56.5ms
1.2211217968117942e+23×
Reported
license unknown · no source
submission 842156DrCleverHans
python
56.5ms
1.2217164682144186e+23×
Reported
license unknown · no source
submission 847272Ash 🙂
python
57.0ms
1.2313826748675019e+23×
Reported
license unknown · no source
submission 847222yellowviper
python
57.4ms
1.2400102873576022e+23×
Reported
license unknown · no source
submission 837945alazarr.m
python
57.6ms
1.2462603157624499e+23×
Reported
license unknown · source
submission 842130DrCleverHans
python
58.3ms
1.2612012079625694e+23×
Reported
license unknown · no source
submission 849282Barney Huang
python
60.0ms
1.2973449565984438e+23×
Reported
license unknown · source
submission 848452Barney Huang
python
60.8ms
1.3143858872573104e+23×
Reported
license unknown · no source
submission 845480Barney Huang
python
61.4ms
1.3265387421084135e+23×
Reported
license unknown · no source
submission 856420Sam Ezeh
python
62.6ms
1.3534603875403154e+23×
Reported
license unknown · source
submission 854569YUE SHUI
python
70.3ms
1.5208521279259928e+23×
Reported
license unknown · no source
submission 849036Ruihan11
python
160.2ms
3.46336299532072e+23×
Reported
license unknown · source
submission 854779gsmit
python
255.0ms
5.5129732526095984e+23×
Reported
license unknown · no source
submission 847239Ash 🙂
python
529.4ms
1.1446011603396822e+24×
Reported
license unknown · no source
submission 856382Sam Ezeh
python
605.1ms
1.3082146166847417e+24×
Reported
license unknown · no source
submission 850872Taras Sereda
python
611.1ms
1.3212644190001907e+24×
Reported
license unknown · no source

Semantics

Inputs and outputs
afp32 [batch, n, n]
qfp32 [batch, n, n]
lfp32 [batch, n]
Axes and behavior
nvariable
condvariable
seedvariable
batchvariable
determinismunspecified
constraintsNo mutation or aliasing
Identity
aliasbatched symmetric eigendecompositionaliaseighsha256e16e706d5e23…
Sources: GPU MODE KernelBot (2026-07-14) · June 9 Researcher Reciprocity License v1.0last observed 2026-07-14How records are decidedJSON