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NVFP4 GEMV

600 eligible runs
gemv

Batched NVFP4 block-scaled matrix-vector multiply for B200: A (m×k×l) and vector b (1×k×l) in nvfp4 e2m1 with fp8 scale factors per 16 elements of k, output c (m×1×l) in fp16. All operands are K-major; m is divisible by the kernel's mma tile and k by 64.

Fastest reported
18.5µsgeomean
submission 116482gau.nernst · License unknown · python

Reported evidence · last observed 2025-11-30. 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 3 cases · geomean score · Protocol reference-kernels eval.py · geomean · 600 results · last observed 2025-11-30Record history →
#
Implementation
Latency
vs #1
Trust
Observed
1
submission 116482gau.nernst
18.5µs
1.00×
Reported · license unknown · source
2025-11-30stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
2
submission 114427s.am._
18.5µs
1.00×
Reported · license unknown · source
2025-11-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
3
submission 112198s.am._
18.5µs
1.00×
Reported · license unknown · source
2025-11-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
4
submission 115115shellsmile15795
18.7µs
1.01×
Reported · license unknown · source
2025-11-30stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
5
submission 100978s.am._
18.7µs
1.01×
Reported · license unknown · source
2025-11-24stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
6
submission 95654s.am._
18.7µs
1.01×
Reported · license unknown · source
2025-11-22stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
7
submission 113650shellsmile15795
18.8µs
1.01×
Reported · license unknown · source
2025-11-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
8
submission 95600s.am._
18.8µs
1.01×
Reported · license unknown · source
2025-11-22stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
9
submission 95586s.am._
19.1µs
1.03×
Reported · license unknown · source
2025-11-22stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
10
submission 104933gau.nernst
19.3µs
1.04×
Reported · license unknown · no source
2025-11-26stale

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

no sourcelicense unknownno install recipeRun detail →
11
submission 104905gau.nernst
19.3µs
1.04×
Reported · license unknown · source
2025-11-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
12
submission 102725gau.nernst
19.4µs
1.05×
Reported · license unknown · source
2025-11-25stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
13
submission 102203gau.nernst
19.4µs
1.05×
Reported · license unknown · source
2025-11-25stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
14
submission 100430gau.nernst
19.5µs
1.05×
Reported · license unknown · source
2025-11-24stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
15
submission 111461_spatters
19.6µs
1.06×
Reported · license unknown · source
2025-11-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
16
submission 98340gau.nernst
19.7µs
1.06×
Reported · license unknown · source
2025-11-23stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
17
submission 114034netvope
19.7µs
1.06×
Reported · license unknown · source
2025-11-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
18
submission 98333gau.nernst
19.7µs
1.07×
Reported · license unknown · source
2025-11-23stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
19
submission 95567s.am._
20.1µs
1.09×
Reported · license unknown · source
2025-11-22stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
20
submission 102007mdouglas
20.2µs
1.09×
Reported · license unknown · source
2025-11-24stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
21
submission 111378_spatters
20.3µs
1.10×
Reported · license unknown · source
2025-11-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
22
submission 109105_spatters
20.4µs
1.10×
Reported · license unknown · source
2025-11-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
23
submission 93784mdouglas
20.5µs
1.11×
Reported · license unknown · source
2025-11-20stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
24
submission 98092gau.nernst
20.7µs
1.12×
Reported · license unknown · source
2025-11-23stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
25
submission 95047lambda
21.6µs
1.17×
Reported · license unknown · source
2025-11-21stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
26
submission 94991lambda
21.6µs
1.17×
Reported · license unknown · source
2025-11-21stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
27
submission 94986lambda
21.6µs
1.17×
Reported · license unknown · source
2025-11-21stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
28
submission 82411gau.nernst
21.7µs
1.17×
Reported · license unknown · source
2025-11-18stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
29
submission 78371gau.nernst
21.7µs
1.17×
Reported · license unknown · source
2025-11-15stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
30
submission 116120sazc
21.8µs
1.18×
Reported · license unknown · source
2025-11-30stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
31
submission 107318Venkat Raman
21.8µs
1.18×
Reported · license unknown · source
2025-11-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
32
submission 93703lambda
21.8µs
1.18×
Reported · license unknown · source
2025-11-20stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
33
submission 94121s.am._
21.9µs
1.18×
Reported · license unknown · source
2025-11-21stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
34
submission 116089sazc
21.9µs
1.18×
Reported · license unknown · source
2025-11-30stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
35
submission 111830aikitoria
22.1µs
1.19×
Reported · license unknown · source
2025-11-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
36
submission 85852s.am._
22.1µs
1.19×
Reported · license unknown · source
2025-11-19stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
37
submission 93630lambda
22.2µs
1.20×
Reported · license unknown · source
2025-11-20stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
38
submission 93619lambda
22.2µs
1.20×
Reported · license unknown · source
2025-11-20stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
39
submission 114858tomaszki
22.3µs
1.21×
Reported · license unknown · source
2025-11-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
40
submission 109785yue
22.4µs
1.21×
Reported · license unknown · source
2025-11-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
41
submission 115034JB Gage
22.4µs
1.21×
Reported · license unknown · source
2025-11-29stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
42
submission 107543_spatters
22.5µs
1.21×
Reported · license unknown · source
2025-11-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
43
submission 115379snowclipsed
22.5µs
1.22×
Reported · license unknown · source
2025-11-30stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
44
submission 84634lambda
22.5µs
1.22×
Reported · license unknown · source
2025-11-18stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
45
submission 81471lambda
22.5µs
1.22×
Reported · license unknown · source
2025-11-17stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
46
submission 111027v0i0
22.5µs
1.22×
Reported · license unknown · source
2025-11-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
47
submission 91318txacvalh
22.7µs
1.23×
Reported · license unknown · source
2025-11-20stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
48
submission 85416txacvalh
22.7µs
1.23×
Reported · license unknown · source
2025-11-19stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
49
submission 82428txacvalh
22.7µs
1.23×
Reported · license unknown · source
2025-11-18stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
50
submission 106649yue
22.7µs
1.23×
Reported · license unknown · source
2025-11-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
51
submission 93553mdouglas
22.8µs
1.23×
Reported · license unknown · source
2025-11-20stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
52
submission 82422txacvalh
22.8µs
1.23×
Reported · license unknown · source
2025-11-18stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
53
submission 109661v0i0
22.8µs
1.23×
Reported · license unknown · source
2025-11-28stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
54
submission 105562yue
22.8µs
1.23×
Reported · license unknown · source
2025-11-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
55
submission 97026v0i0
22.9µs
1.24×
Reported · license unknown · source
2025-11-22stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
56
submission 115531Naturalseeker
22.9µs
1.24×
Reported · license unknown · source
2025-11-30stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
57
submission 109232aikitoria
23.0µs
1.24×
Reported · license unknown · source
2025-11-27stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
58
submission 115057Nareg
23.0µs
1.24×
Reported · license unknown · source
2025-11-30stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
59
submission 85147shellsmile15795
23.1µs
1.25×
Reported · license unknown · source
2025-11-19stale

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

source mirroredlicense unknownno install recipeView source →Run detail →
60
submission 107236Venkat Raman
23.2µs
1.25×
Reported · license unknown · source
2025-11-26stale

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

source mirroredlicense unknownno install recipeView source →Run detail →

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

Implementations

Implementation
Runtime
Best latency
Evidence
Availability
submission 116482gau.nernst
python
18.5µs
1.00×
Reported
license unknown · source
submission 114427s.am._
python
18.5µs
1.00×
Reported
license unknown · source
submission 115115shellsmile15795
python
18.7µs
1.01×
Reported
license unknown · source
submission 111461_spatters
python
19.6µs
1.06×
Reported
license unknown · source
submission 114034netvope
python
19.7µs
1.06×
Reported
license unknown · source
submission 102007mdouglas
python
20.2µs
1.09×
Reported
license unknown · source
submission 95047lambda
python
21.6µs
1.17×
Reported
license unknown · source
submission 116120sazc
python
21.8µs
1.18×
Reported
license unknown · source
Show all 678 implementations ›
submission 107318Venkat Raman
python
21.8µs
1.18×
Reported
license unknown · source
submission 111830aikitoria
python
22.1µs
1.19×
Reported
license unknown · source
submission 114858tomaszki
python
22.3µs
1.21×
Reported
license unknown · source
submission 109785yue
python
22.4µs
1.21×
Reported
license unknown · source
submission 115034JB Gage
python
22.4µs
1.21×
Reported
license unknown · source
submission 115379snowclipsed
python
22.5µs
1.22×
Reported
license unknown · source
submission 111027v0i0
python
22.5µs
1.22×
Reported
license unknown · source
submission 91318txacvalh
python
22.7µs
1.23×
Reported
license unknown · source
submission 115531Naturalseeker
python
22.9µs
1.24×
Reported
license unknown · source
submission 115057Nareg
python
23.0µs
1.24×
Reported
license unknown · source
submission 116588macto
python
23.3µs
1.26×
Reported
license unknown · source
submission 101132cdtmc
python
23.6µs
1.28×
Reported
license unknown · source
submission 116542Samir
python
23.9µs
1.29×
Reported
license unknown · source
submission 116627rex_cz
python
24.3µs
1.31×
Reported
license unknown · source
submission 102353guojun
python
24.6µs
1.33×
Reported
license unknown · source
submission 111151jason
python
24.9µs
1.35×
Reported
license unknown · source
submission 103264J
python
25.0µs
1.35×
Reported
license unknown · source
submission 106864Simon
python
25.1µs
1.36×
Reported
license unknown · source
submission 84298tipsytoad__20249
python
25.2µs
1.36×
Reported
license unknown · source
submission 99712TumoiYorozu
python
25.3µs
1.37×
Reported
license unknown · source
submission 116019zhumakhan_nazir
python
25.4µs
1.37×
Reported
license unknown · source
submission 110745rcmalli
python
26.0µs
1.40×
Reported
license unknown · source
submission 116315swanbomb_
python
26.0µs
1.40×
Reported
license unknown · source
submission 102999nrehiew
python
26.9µs
1.45×
Reported
license unknown · source
submission 114613jiab_85281
python
27.0µs
1.46×
Reported
license unknown · source
submission 109889DankFarrik
python
27.0µs
1.46×
Reported
license unknown · source
submission 116512guaguabear
python
27.9µs
1.51×
Reported
license unknown · source
submission 115186sahanp
python
27.9µs
1.51×
Reported
license unknown · source
submission 116691qinking
python
28.1µs
1.52×
Reported
license unknown · source
submission 95014dxyz
python
28.2µs
1.53×
Reported
license unknown · source
submission 107020rkeldj
python
28.5µs
1.54×
Reported
license unknown · source
submission 97474CatsRCool
python
30.1µs
1.63×
Reported
license unknown · source
submission 86356kevin
python
30.2µs
1.63×
Reported
license unknown · source
submission 97295houdinied
python
30.3µs
1.64×
Reported
license unknown · source
submission 115249sbstndbs
python
30.5µs
1.65×
Reported
license unknown · source
submission 92683ozamatash
python
30.5µs
1.65×
Reported
license unknown · source
submission 104755mysfi
python
30.5µs
1.65×
Reported
license unknown · source
submission 104335John Hahn
python
30.6µs
1.65×
Reported
license unknown · source
submission 93595Clem_Hardy
python
30.6µs
1.65×
Reported
license unknown · source
submission 107251Rudrashis
python
31.8µs
1.72×
Reported
license unknown · source
submission 113120gilsaia
python
32.2µs
1.74×
Reported
license unknown · source
submission 96902steve
python
32.3µs
1.74×
Reported
license unknown · source
submission 86187Emilio
python
32.3µs
1.74×
Reported
license unknown · source
submission 108659currybab
python
32.5µs
1.76×
Reported
license unknown · source
submission 89542amackenzie-jumptrading
python
32.8µs
1.77×
Reported
license unknown · source
submission 103699lucifer_0000007
python
33.2µs
1.79×
Reported
license unknown · source
submission 111568kurakura
python
33.2µs
1.80×
Reported
license unknown · source
submission 80995Alex A
python
34.8µs
1.88×
Reported
license unknown · source
submission 111213tacowaco
python
34.8µs
1.88×
Reported
license unknown · source
submission 102520moleabbu
python
35.3µs
1.91×
Reported
license unknown · source
submission 110187revess
python
35.6µs
1.93×
Reported
license unknown · source
submission 101652Arseni Ivanov
python
36.0µs
1.95×
Reported
license unknown · source
submission 115988Theta Sigma
python
36.9µs
1.99×
Reported
license unknown · source
submission 116208shiyegao
python
37.3µs
2.02×
Reported
license unknown · source
submission 112996shigao
python
37.4µs
2.02×
Reported
license unknown · source
submission 76782ethylene
python
37.7µs
2.04×
Reported
license unknown · source
submission 109475__seal
python
37.7µs
2.04×
Reported
license unknown · source
submission 109266bargav
python
37.7µs
2.04×
Reported
license unknown · source
submission 105643michaelp5386
python
40.2µs
2.17×
Reported
license unknown · source
submission 111183nullplayy
python
41.0µs
2.21×
Reported
license unknown · source
submission 101786Anurag
python
41.6µs
2.25×
Reported
license unknown · source
submission 115992d3bach
python
41.8µs
2.26×
Reported
license unknown · source
submission 93307cudawarped
python
41.8µs
2.26×
Reported
license unknown · source
submission 110132andrewpeterson
python
42.0µs
2.27×
Reported
license unknown · source
submission 116716vadmear
python
43.4µs
2.34×
Reported
license unknown · source
submission 92548tp6112
python
43.4µs
2.35×
Reported
license unknown · source
submission 80635akzaidan
python
43.9µs
2.37×
Reported
license unknown · source
submission 109079shiyeegao
python
43.9µs
2.37×
Reported
license unknown · source
submission 101118finalmouse
python
44.0µs
2.38×
Reported
license unknown · source
submission 69323gau.nernst
python
55.4µs
3.00×
Reported
license unknown · source
submission 73354gau.nernst
python
28.5µs
1.54×
Reported
license unknown · source
submission 78065gau.nernst
python
25.4µs
1.37×
Reported
license unknown · source
submission 78288gau.nernst
python
25.3µs
1.37×
Reported
license unknown · source
submission 78296gau.nernst
python
25.1µs
1.35×
Reported
license unknown · source
submission 78371gau.nernst
python
21.7µs
1.17×
Reported
license unknown · source
submission 82411gau.nernst
python
21.7µs
1.17×
Reported
license unknown · source
submission 98092gau.nernst
python
20.7µs
1.12×
Reported
license unknown · source
submission 98333gau.nernst
python
19.7µs
1.07×
Reported
license unknown · source
submission 98340gau.nernst
python
19.7µs
1.06×
Reported
license unknown · source
submission 100430gau.nernst
python
19.5µs
1.05×
Reported
license unknown · source
submission 102203gau.nernst
python
19.4µs
1.05×
Reported
license unknown · source
submission 102725gau.nernst
python
19.4µs
1.05×
Reported
license unknown · source
submission 104905gau.nernst
python
19.3µs
1.04×
Reported
license unknown · source
submission 71063s.am._
python
103.8µs
5.61×
Reported
license unknown · source
submission 71977s.am._
python
46.4µs
2.51×
Reported
license unknown · source
submission 74473s.am._
python
24.4µs
1.32×
Reported
license unknown · source
submission 74603s.am._
python
24.3µs
1.32×
Reported
license unknown · source
submission 77405s.am._
python
23.7µs
1.28×
Reported
license unknown · source
submission 80484s.am._
python
23.6µs
1.28×
Reported
license unknown · source
submission 85852s.am._
python
22.1µs
1.19×
Reported
license unknown · source
submission 94121s.am._
python
21.9µs
1.18×
Reported
license unknown · source
submission 95567s.am._
python
20.1µs
1.09×
Reported
license unknown · source
submission 95586s.am._
python
19.1µs
1.03×
Reported
license unknown · source
submission 95600s.am._
python
18.8µs
1.01×
Reported
license unknown · source
submission 95654s.am._
python
18.7µs
1.01×
Reported
license unknown · source
submission 100978s.am._
python
18.7µs
1.01×
Reported
license unknown · source
submission 112198s.am._
python
18.5µs
1.00×
Reported
license unknown · source
submission 69607shellsmile15795
python
—
—
license unknown · source
submission 71383shellsmile15795
python
151.7µs
8.20×
Reported
license unknown · source
submission 71406shellsmile15795
python
103.8µs
5.61×
Reported
license unknown · source
submission 71550shellsmile15795
python
101.5µs
5.49×
Reported
license unknown · source
submission 75769shellsmile15795
python
25.3µs
1.37×
Reported
license unknown · source
submission 75789shellsmile15795
python
25.3µs
1.37×
Reported
license unknown · source
submission 76071shellsmile15795
python
25.3µs
1.36×
Reported
license unknown · source
submission 81145shellsmile15795
python
24.4µs
1.32×
Reported
license unknown · source
submission 82711shellsmile15795
python
24.0µs
1.29×
Reported
license unknown · source
submission 82972shellsmile15795
python
23.8µs
1.29×
Reported
license unknown · source
submission 83083shellsmile15795
python
23.7µs
1.28×
Reported
license unknown · source
submission 83205shellsmile15795
python
23.2µs
1.25×
Reported
license unknown · source
submission 85147shellsmile15795
python
23.1µs
1.25×
Reported
license unknown · source
submission 113650shellsmile15795
python
18.8µs
1.01×
Reported
license unknown · source
submission 93858_spatters
python
155.4µs
8.40×
Reported
license unknown · source
submission 95362_spatters
python
38.2µs
2.06×
Reported
license unknown · source
submission 95378_spatters
python
38.0µs
2.05×
Reported
license unknown · source
submission 95448_spatters
python
36.0µs
1.95×
Reported
license unknown · source
submission 97142_spatters
python
32.2µs
1.74×
Reported
license unknown · source
submission 97155_spatters
python
29.5µs
1.59×
Reported
license unknown · source
submission 100792_spatters
python
26.4µs
1.43×
Reported
license unknown · source
submission 100855_spatters
python
26.1µs
1.41×
Reported
license unknown · source
submission 107543_spatters
python
22.5µs
1.21×
Reported
license unknown · source
submission 109105_spatters
python
20.4µs
1.10×
Reported
license unknown · source
submission 111378_spatters
python
20.3µs
1.10×
Reported
license unknown · source
submission 69391mdouglas
python
—
—
license unknown · source
submission 69558mdouglas
python
—
—
license unknown · source
submission 71049mdouglas
python
88.2µs
4.77×
Reported
license unknown · source
submission 75888mdouglas
python
72.3µs
3.91×
Reported
license unknown · source
submission 77064mdouglas
python
61.9µs
3.35×
Reported
license unknown · source
submission 77104mdouglas
python
60.8µs
3.28×
Reported
license unknown · source
submission 77181mdouglas
python
47.5µs
2.57×
Reported
license unknown · source
submission 77328mdouglas
python
42.5µs
2.29×
Reported
license unknown · source
submission 81959mdouglas
python
40.6µs
2.19×
Reported
license unknown · source
submission 82459mdouglas
python
39.2µs
2.12×
Reported
license unknown · source
submission 90194mdouglas
python
38.9µs
2.10×
Reported
license unknown · source
submission 90763mdouglas
python
30.2µs
1.63×
Reported
license unknown · source
submission 93553mdouglas
python
22.8µs
1.23×
Reported
license unknown · source
submission 93784mdouglas
python
20.5µs
1.11×
Reported
license unknown · source
submission 81020lambda
python
27.2µs
1.47×
Reported
license unknown · source
submission 81455lambda
python
25.4µs
1.37×
Reported
license unknown · source
submission 81471lambda
python
22.5µs
1.22×
Reported
license unknown · source
submission 84634lambda
python
22.5µs
1.22×
Reported
license unknown · source
submission 93619lambda
python
22.2µs
1.20×
Reported
license unknown · source
submission 93630lambda
python
22.2µs
1.20×
Reported
license unknown · source
submission 93703lambda
python
21.8µs
1.18×
Reported
license unknown · source
submission 94986lambda
python
21.6µs
1.17×
Reported
license unknown · source
submission 94991lambda
python
21.6µs
1.17×
Reported
license unknown · source
submission 112952sazc
python
23.2µs
1.26×
Reported
license unknown · source
submission 115647sazc
python
23.2µs
1.26×
Reported
license unknown · source
submission 116089sazc
python
21.9µs
1.18×
Reported
license unknown · source
submission 75246Venkat Raman
python
152.3µs
8.23×
Reported
license unknown · source
submission 101184Venkat Raman
python
106.7µs
5.77×
Reported
license unknown · source
submission 103289Venkat Raman
python
55.5µs
3.00×
Reported
license unknown · source
submission 103423Venkat Raman
python
55.2µs
2.98×
Reported
license unknown · source
submission 106998Venkat Raman
python
31.5µs
1.70×
Reported
license unknown · source
submission 107135Venkat Raman
python
23.3µs
1.26×
Reported
license unknown · source
submission 107236Venkat Raman
python
23.2µs
1.25×
Reported
license unknown · source
submission 105958aikitoria
python
23.3µs
1.26×
Reported
license unknown · source
submission 109232aikitoria
python
23.0µs
1.24×
Reported
license unknown · source
submission 69029tomaszki
python
—
—
license unknown · source
submission 100144tomaszki
python
113.5µs
6.13×
Reported
license unknown · source
submission 100226tomaszki
python
42.0µs
2.27×
Reported
license unknown · source
submission 101911tomaszki
python
35.0µs
1.89×
Reported
license unknown · source
submission 102004tomaszki
python
34.7µs
1.88×
Reported
license unknown · source
submission 104178tomaszki
python
33.9µs
1.83×
Reported
license unknown · source
submission 106593tomaszki
python
27.9µs
1.51×
Reported
license unknown · source
submission 111178tomaszki
python
26.6µs
1.44×
Reported
license unknown · source
submission 112546tomaszki
python
26.6µs
1.44×
Reported
license unknown · source
submission 112953tomaszki
python
26.2µs
1.42×
Reported
license unknown · source
submission 113251tomaszki
python
26.0µs
1.41×
Reported
license unknown · source
submission 113484tomaszki
python
25.9µs
1.40×
Reported
license unknown · source
submission 113511tomaszki
python
25.9µs
1.40×
Reported
license unknown · source
submission 114671tomaszki
python
23.8µs
1.28×
Reported
license unknown · source
submission 71070yue
python
103.8µs
5.61×
Reported
license unknown · source
submission 71484yue
python
94.3µs
5.10×
Reported
license unknown · source
submission 74913yue
python
78.7µs
4.25×
Reported
license unknown · source
submission 74944yue
python
75.5µs
4.08×
Reported
license unknown · source
submission 75989yue
python
55.6µs
3.00×
Reported
license unknown · source
submission 80565yue
python
41.5µs
2.24×
Reported
license unknown · source
submission 80638yue
python
40.7µs
2.20×
Reported
license unknown · source
submission 80767yue
python
36.4µs
1.97×
Reported
license unknown · source
submission 81004yue
python
33.9µs
1.83×
Reported
license unknown · source
submission 104932yue
python
29.9µs
1.62×
Reported
license unknown · source
submission 105051yue
python
27.1µs
1.46×
Reported
license unknown · source
submission 105222yue
python
25.8µs
1.39×
Reported
license unknown · source
submission 105562yue
python
22.8µs
1.23×
Reported
license unknown · source
submission 106649yue
python
22.7µs
1.23×
Reported
license unknown · source
submission 109296JB Gage
python
—
—
license unknown · source
submission 109320JB Gage
python
—
—
license unknown · source
submission 114152JB Gage
python
152.7µs
8.25×
Reported
license unknown · source
submission 114558JB Gage
python
65.1µs
3.52×
Reported
license unknown · source
submission 114676JB Gage
python
64.6µs
3.49×
Reported
license unknown · source
submission 114752JB Gage
python
25.2µs
1.36×
Reported
license unknown · source
submission 114872JB Gage
python
24.9µs
1.34×
Reported
license unknown · source
submission 69271snowclipsed
python
—
—
license unknown · source
submission 69480snowclipsed
python
—
—
license unknown · source
submission 69575snowclipsed
python
—
—
license unknown · source
submission 70351snowclipsed
python
459.9µs
24.86×
Reported
license unknown · source
submission 70363snowclipsed
python
454.6µs
24.57×
Reported
license unknown · source
submission 70383snowclipsed
python
165.0µs
8.91×
Reported
license unknown · source
submission 70390snowclipsed
python
123.6µs
6.68×
Reported
license unknown · source
submission 70432snowclipsed
python
94.1µs
5.09×
Reported
license unknown · source
submission 70452snowclipsed
python
88.4µs
4.78×
Reported
license unknown · source
submission 70699snowclipsed
python
88.0µs
4.76×
Reported
license unknown · source
submission 107169snowclipsed
python
31.9µs
1.72×
Reported
license unknown · source
submission 107290snowclipsed
python
30.9µs
1.67×
Reported
license unknown · source
submission 107336snowclipsed
python
28.4µs
1.53×
Reported
license unknown · source
submission 109462snowclipsed
python
24.9µs
1.35×
Reported
license unknown · source
submission 74602v0i0
python
49.7µs
2.68×
Reported
license unknown · source
submission 88871v0i0
python
27.6µs
1.49×
Reported
license unknown · source
submission 97026v0i0
python
22.9µs
1.24×
Reported
license unknown · source
submission 109661v0i0
python
22.8µs
1.23×
Reported
license unknown · source
submission 69863txacvalh
python
—
—
license unknown · source
submission 69903txacvalh
python
70.6µs
3.82×
Reported
license unknown · source
submission 72010txacvalh
python
56.5µs
3.05×
Reported
license unknown · source
submission 72032txacvalh
python
50.4µs
2.72×
Reported
license unknown · source
submission 72157txacvalh
python
49.5µs
2.67×
Reported
license unknown · source
submission 79075txacvalh
python
43.7µs
2.36×
Reported
license unknown · source
submission 79136txacvalh
python
34.8µs
1.88×
Reported
license unknown · source
submission 79508txacvalh
python
30.4µs
1.64×
Reported
license unknown · source
submission 80103txacvalh
python
28.5µs
1.54×
Reported
license unknown · source
submission 80454txacvalh
python
26.1µs
1.41×
Reported
license unknown · source
submission 80619txacvalh
python
23.3µs
1.26×
Reported
license unknown · source
submission 82422txacvalh
python
22.8µs
1.23×
Reported
license unknown · source
submission 82428txacvalh
python
22.7µs
1.23×
Reported
license unknown · source
submission 85416txacvalh
python
22.7µs
1.23×
Reported
license unknown · source
submission 115505Naturalseeker
python
23.3µs
1.26×
Reported
license unknown · source
submission 107668Nareg
python
24.2µs
1.31×
Reported
license unknown · source
submission 114970Nareg
python
24.0µs
1.30×
Reported
license unknown · source
submission 75389macto
python
—
—
license unknown · source
submission 75402macto
python
103.7µs
5.61×
Reported
license unknown · source
submission 81170macto
python
48.2µs
2.60×
Reported
license unknown · source
submission 103911macto
python
44.8µs
2.42×
Reported
license unknown · source
submission 105811macto
python
41.6µs
2.25×
Reported
license unknown · source
submission 106932macto
python
30.8µs
1.66×
Reported
license unknown · source
submission 108012macto
python
30.2µs
1.63×
Reported
license unknown · source
submission 109158macto
python
29.3µs
1.58×
Reported
license unknown · source
submission 109911macto
python
26.8µs
1.45×
Reported
license unknown · source
submission 109980macto
python
26.6µs
1.44×
Reported
license unknown · source
submission 110022macto
python
26.5µs
1.43×
Reported
license unknown · source
submission 113565macto
python
23.9µs
1.29×
Reported
license unknown · source
submission 116515macto
python
23.7µs
1.28×
Reported
license unknown · source
submission 116554macto
python
23.6µs
1.28×
Reported
license unknown · source
submission 69030cdtmc
python
—
—
license unknown · source
submission 70529cdtmc
python
103.6µs
5.60×
Reported
license unknown · source
submission 73014cdtmc
python
25.3µs
1.37×
Reported
license unknown · source
submission 73101cdtmc
python
24.5µs
1.32×
Reported
license unknown · source
submission 101083cdtmc
python
23.9µs
1.29×
Reported
license unknown · source
submission 104933gau.nernst
python
19.3µs
1.04×
Reported
license unknown · no source
submission 115867Samir
python
23.9µs
1.29×
Reported
license unknown · no source
submission 115732Samir
python
24.1µs
1.30×
Reported
license unknown · no source
submission 105848jason
python
26.1µs
1.41×
Reported
license unknown · no source
submission 80053guojun
python
26.3µs
1.42×
Reported
license unknown · no source
submission 104986yue
python
27.3µs
1.48×
Reported
license unknown · no source
submission 81902tipsytoad__20249
python
27.8µs
1.50×
Reported
license unknown · no source
submission 97001swanbomb_
python
29.7µs
1.61×
Reported
license unknown · no source
submission 99275TumoiYorozu
python
29.7µs
1.61×
Reported
license unknown · no source
submission 93751Simon
python
30.2µs
1.63×
Reported
license unknown · no source
submission 100697John Hahn
python
30.7µs
1.66×
Reported
license unknown · no source
submission 76635guojun
python
30.8µs
1.66×
Reported
license unknown · no source
submission 99997J
python
31.3µs
1.69×
Reported
license unknown · no source
submission 100312John Hahn
python
31.4µs
1.70×
Reported
license unknown · no source
submission 106494jiab_85281
python
31.5µs
1.70×
Reported
license unknown · no source
submission 81282tipsytoad__20249
python
31.7µs
1.71×
Reported
license unknown · no source
submission 106487rcmalli
python
31.9µs
1.72×
Reported
license unknown · no source
submission 108290sbstndbs
python
32.5µs
1.76×
Reported
license unknown · no source
submission 93472rex_cz
python
32.9µs
1.78×
Reported
license unknown · no source
submission 85277CatsRCool
python
33.3µs
1.80×
Reported
license unknown · no source
submission 93811dxyz
python
33.6µs
1.81×
Reported
license unknown · no source
submission 104730rkeldj
python
34.6µs
1.87×
Reported
license unknown · no source
submission 115177sahanp
python
34.8µs
1.88×
Reported
license unknown · no source
submission 103700currybab
python
34.8µs
1.88×
Reported
license unknown · no source
submission 107986kurakura
python
35.7µs
1.93×
Reported
license unknown · no source
submission 85455kevin
python
36.5µs
1.97×
Reported
license unknown · no source
submission 81279swanbomb_
python
36.8µs
1.99×
Reported
license unknown · no source
submission 113017shiyegao
python
37.4µs
2.02×
Reported
license unknown · no source
submission 105934jiab_85281
python
37.6µs
2.03×
Reported
license unknown · no source
submission 80813Alex A
python
37.9µs
2.05×
Reported
license unknown · no source
submission 108064sbstndbs
python
38.1µs
2.06×
Reported
license unknown · no source
submission 112899shigao
python
38.4µs
2.07×
Reported
license unknown · no source
submission 109244bargav
python
38.4µs
2.08×
Reported
license unknown · no source
submission 85368kevin
python
38.9µs
2.10×
Reported
license unknown · no source
submission 90162mdouglas
python
39.0µs
2.11×
Reported
license unknown · no source
submission 111998shigao
python
39.1µs
2.11×
Reported
license unknown · no source
submission 78889J
python
39.2µs
2.12×
Reported
license unknown · no source
submission 84795amackenzie-jumptrading
python
39.9µs
2.15×
Reported
license unknown · no source
submission 110528gilsaia
python
41.6µs
2.25×
Reported
license unknown · no source
submission 101954snowclipsed
python
42.0µs
2.27×
Reported
license unknown · no source
submission 75133ethylene
python
42.0µs
2.27×
Reported
license unknown · no source
submission 110116andrewpeterson
python
42.0µs
2.27×
Reported
license unknown · no source
submission 110123revess
python
43.0µs
2.32×
Reported
license unknown · no source
submission 98076kurakura
python
43.2µs
2.34×
Reported
license unknown · no source
submission 109212bargav
python
43.3µs
2.34×
Reported
license unknown · no source
submission 109076shiyegao
python
43.4µs
2.34×
Reported
license unknown · no source
submission 88925ozamatash
python
43.5µs
2.35×
Reported
license unknown · no source
submission 75002ethylene
python
43.8µs
2.37×
Reported
license unknown · no source
submission 102269rkeldj
python
44.4µs
2.40×
Reported
license unknown · no source
submission 92385cudawarped
python
44.6µs
2.41×
Reported
license unknown · no source
submission 81672sk4301
python
44.8µs
2.42×
Reported
license unknown · source
submission 114839d3bach
python
44.8µs
2.42×
Reported
license unknown · no source
submission 81469sk4301
python
44.8µs
2.42×
Reported
license unknown · no source
submission 80037nrehiew
python
45.0µs
2.43×
Reported
license unknown · no source
submission 84320amackenzie-jumptrading
python
45.7µs
2.47×
Reported
license unknown · no source
submission 108379taka09203
python
46.9µs
2.54×
Reported
license unknown · source
submission 77161Arseni Ivanov
python
47.4µs
2.56×
Reported
license unknown · no source
submission 103207michaelp5386
python
47.5µs
2.57×
Reported
license unknown · no source
submission 106536DankFarrik
python
47.6µs
2.57×
Reported
license unknown · no source
submission 81724CatsRCool
python
48.0µs
2.59×
Reported
license unknown · no source
submission 103348currybab
python
48.2µs
2.61×
Reported
license unknown · no source
submission 80465Petr_Rocoss
python
48.5µs
2.62×
Reported
license unknown · source
submission 99395taka09203
python
49.3µs
2.66×
Reported
license unknown · no source
submission 83150guaguabear
python
49.7µs
2.68×
Reported
license unknown · no source
submission 80671Alex A
python
50.5µs
2.73×
Reported
license unknown · no source
submission 84465.ryanrong
python
50.9µs
2.75×
Reported
license unknown · source
submission 111349Theta Sigma
python
51.7µs
2.79×
Reported
license unknown · no source
submission 111305Theta Sigma
python
52.0µs
2.81×
Reported
license unknown · no source
submission 111164nullplayy
python
52.5µs
2.84×
Reported
license unknown · no source
submission 105173t_cc
python
52.8µs
2.85×
Reported
license unknown · source
submission 103683Batuhanaktas
python
53.2µs
2.87×
Reported
license unknown · source
submission 111145tacowaco
python
53.3µs
2.88×
Reported
license unknown · no source
submission 75109Arseni Ivanov
python
55.1µs
2.98×
Reported
license unknown · no source
submission 82300Emilio
python
55.2µs
2.98×
Reported
license unknown · no source
submission 109315drillyb
python
55.3µs
2.99×
Reported
license unknown · source
submission 97556d3bach
python
55.3µs
2.99×
Reported
license unknown · no source
submission 76010yue
python
55.5µs
3.00×
Reported
license unknown · no source
submission 80445Petr_Rocoss
python
55.5µs
3.00×
Reported
license unknown · no source
submission 80417Petr_Rocoss
python
55.5µs
3.00×
Reported
license unknown · no source
submission 79809nrehiew
python
55.6µs
3.01×
Reported
license unknown · no source
submission 102315drillyb
python
58.8µs
3.18×
Reported
license unknown · no source
submission 102279drillyb
python
59.2µs
3.20×
Reported
license unknown · no source
submission 105213sahanp
python
59.7µs
3.22×
Reported
license unknown · no source
submission 75962rex_cz
python
60.6µs
3.28×
Reported
license unknown · no source
submission 84280.ryanrong
python
61.4µs
3.32×
Reported
license unknown · no source
submission 77073mdouglas
python
61.8µs
3.34×
Reported
license unknown · no source
submission 92320Batuhanaktas
python
62.2µs
3.36×
Reported
license unknown · no source
submission 106385DankFarrik
python
62.5µs
3.38×
Reported
license unknown · no source
submission 77598wolfeheart
python
63.0µs
3.41×
Reported
license unknown · source
submission 103427Founzo
python
64.4µs
3.48×
Reported
license unknown · source
submission 73543tylerguest
python
64.4µs
3.48×
Reported
license unknown · source
submission 90140eashwar
python
64.4µs
3.48×
Reported
license unknown · source
submission 101021Siazed
python
64.4µs
3.48×
Reported
license unknown · source
submission 109041shigao
python
64.4µs
3.48×
Reported
license unknown · no source
submission 100967Siazed
python
64.5µs
3.48×
Reported
license unknown · no source
submission 96789Jasmin Bogatinovski
python
64.5µs
3.48×
Reported
license unknown · source
submission 78582lucifer_0000007
python
64.5µs
3.49×
Reported
license unknown · no source
submission 110350georges314
python
64.9µs
3.51×
Reported
license unknown · source
submission 109731georges314
python
65.0µs
3.51×
Reported
license unknown · no source
submission 95815Jasmin Bogatinovski
python
65.5µs
3.54×
Reported
license unknown · no source
submission 109075shiyeegao
python
66.2µs
3.58×
Reported
license unknown · no source
submission 105130t_cc
python
66.6µs
3.60×
Reported
license unknown · no source
submission 105066t_cc
python
67.2µs
3.63×
Reported
license unknown · no source
submission 69710tylerguest
python
69.4µs
3.75×
Reported
license unknown · no source
submission 69685tylerguest
python
69.8µs
3.77×
Reported
license unknown · no source
submission 102204revess
python
69.8µs
3.77×
Reported
license unknown · no source
submission 103826rcmalli
python
70.0µs
3.78×
Reported
license unknown · no source
submission 69640ethylene
python
70.2µs
3.80×
Reported
license unknown · no source
submission 100459__seal
python
70.2µs
3.80×
Reported
license unknown · no source
submission 112867shikhar
python
70.3µs
3.80×
Reported
license unknown · source
submission 114783agokrani
python
70.3µs
3.80×
Reported
license unknown · source
submission 70198J
python
70.3µs
3.80×
Reported
license unknown · no source
submission 105120sahanp
python
72.3µs
3.91×
Reported
license unknown · no source
submission 110856Skoog
python
72.9µs
3.94×
Reported
license unknown · source
submission 77303moleabbu
python
73.5µs
3.97×
Reported
license unknown · no source
submission 81883maalvi
python
73.7µs
3.98×
Reported
license unknown · source
submission 70845Simon
python
73.8µs
3.99×
Reported
license unknown · no source
submission 78990maalvi
python
74.0µs
4.00×
Reported
license unknown · no source
submission 83454Batuhanaktas
python
74.0µs
4.00×
Reported
license unknown · no source
submission 75017Batuhanaktas
python
74.0µs
4.00×
Reported
license unknown · no source
submission 76682lucifer_0000007
python
74.7µs
4.04×
Reported
license unknown · no source
submission 81592Light
python
75.1µs
4.06×
Reported
license unknown · source
submission 78833maalvi
python
76.6µs
4.14×
Reported
license unknown · no source
submission 76038kevin
python
76.6µs
4.14×
Reported
license unknown · no source
submission 79559DizzleRama
python
76.7µs
4.14×
Reported
license unknown · source
submission 72370guaguabear
python
76.7µs
4.15×
Reported
license unknown · no source
submission 99559qinking
python
76.7µs
4.15×
Reported
license unknown · no source
submission 80522Alex A
python
76.8µs
4.15×
Reported
license unknown · no source
submission 71366ghadiaravi13
python
76.8µs
4.15×
Reported
license unknown · source
submission 77508DizzleRama
python
76.8µs
4.15×
Reported
license unknown · no source
submission 79365Light
python
76.9µs
4.16×
Reported
license unknown · no source
submission 103734DankFarrik
python
77.0µs
4.16×
Reported
license unknown · no source
submission 83001.ryanrong
python
77.1µs
4.17×
Reported
license unknown · no source
submission 108944shiyeegao
python
78.2µs
4.22×
Reported
license unknown · no source
submission 71892wolfeheart
python
78.3µs
4.23×
Reported
license unknown · no source
submission 79473muxfd
python
79.8µs
4.31×
Reported
license unknown · source
submission 81197John
python
79.9µs
4.32×
Reported
license unknown · source
submission 76551guojun
python
80.4µs
4.35×
Reported
license unknown · no source
submission 96380steve
python
80.7µs
4.36×
Reported
license unknown · no source
submission 111047tacowaco
python
83.5µs
4.51×
Reported
license unknown · no source
submission 84798jiab_85281
python
85.0µs
4.59×
Reported
license unknown · no source
submission 108535gilsaia
python
85.8µs
4.64×
Reported
license unknown · no source
submission 114273Rayleon
python
86.6µs
4.68×
Reported
license unknown · source
submission 81111John
python
87.3µs
4.72×
Reported
license unknown · no source
submission 99590건희
python
90.2µs
4.87×
Reported
license unknown · source
submission 71299ghadiaravi13
python
91.4µs
4.94×
Reported
license unknown · no source
submission 99554qinking
python
91.5µs
4.94×
Reported
license unknown · no source
submission 75632swanbomb_
python
91.7µs
4.95×
Reported
license unknown · no source
submission 109558shikhar
python
92.5µs
5.00×
Reported
license unknown · no source
submission 80641phuc9702
python
92.8µs
5.02×
Reported
license unknown · source
submission 96896houdinied
python
97.4µs
5.26×
Reported
license unknown · no source
submission 78845taka09203
python
97.4µs
5.27×
Reported
license unknown · no source
submission 75219take000
python
97.9µs
5.29×
Reported
license unknown · source
submission 76982DizzleRama
python
98.3µs
5.31×
Reported
license unknown · no source
submission 70962Arseni Ivanov
python
98.7µs
5.33×
Reported
license unknown · no source
submission 75197take000
python
99.4µs
5.37×
Reported
license unknown · no source
submission 77176houdinied
python
100.9µs
5.45×
Reported
license unknown · no source
submission 106200rbyrots
python
101.4µs
5.48×
Reported
license unknown · source
submission 96007RIM#0013
python
103.4µs
5.59×
Reported
license unknown · source
submission 84960inarikami
python
103.4µs
5.59×
Reported
license unknown · source
submission 93962roaringkitty67
python
103.5µs
5.59×
Reported
license unknown · source
submission 78620Clem_Hardy
python
103.6µs
5.60×
Reported
license unknown · no source
submission 76426lucifer_0000007
python
103.6µs
5.60×
Reported
license unknown · no source
submission 97347mysfi
python
103.7µs
5.60×
Reported
license unknown · no source
submission 78292DAWN
python
103.6µs
5.60×
Reported
license unknown · source
submission 79640mekkcyber
python
103.6µs
5.60×
Reported
license unknown · source
submission 82924.ryanrong
python
103.6µs
5.60×
Reported
license unknown · no source
submission 75289pengwh
python
103.6µs
5.60×
Reported
license unknown · source
submission 73980Siddhesh
python
103.6µs
5.60×
Reported
license unknown · source
submission 79611tipsytoad__20249
python
103.6µs
5.60×
Reported
license unknown · no source
submission 99766bargav
python
103.6µs
5.60×
Reported
license unknown · no source
submission 80865gearfive
python
103.6µs
5.60×
Reported
license unknown · source
submission 78324Naomath
python
103.7µs
5.60×
Reported
license unknown · source
submission 74359Zebz
python
103.7µs
5.60×
Reported
license unknown · source
submission 74002cudawarped
python
103.7µs
5.60×
Reported
license unknown · no source
submission 79410John
python
103.7µs
5.60×
Reported
license unknown · no source
submission 73479take000
python
103.7µs
5.60×
Reported
license unknown · no source
submission 71251dusu2
python
103.7µs
5.60×
Reported
license unknown · source
submission 74973steve
python
103.7µs
5.61×
Reported
license unknown · no source
submission 74254houdiniedo
python
103.7µs
5.61×
Reported
license unknown · source
submission 75987arb8020
python
103.7µs
5.61×
Reported
license unknown · source
submission 82055someone_2
python
103.7µs
5.61×
Reported
license unknown · source
submission 78526__seal
python
103.7µs
5.61×
Reported
license unknown · no source
submission 73637Siddhesh
python
103.7µs
5.61×
Reported
license unknown · no source
submission 82889MINJAE
python
103.7µs
5.61×
Reported
license unknown · source
submission 80471akzaidan
python
103.8µs
5.61×
Reported
license unknown · no source
submission 77916Smexy
python
103.8µs
5.61×
Reported
license unknown · source
submission 79311jerry
python
103.8µs
5.61×
Reported
license unknown · source
submission 77903Smexy
python
103.8µs
5.61×
Reported
license unknown · no source
submission 74273houdinied
python
103.8µs
5.61×
Reported
license unknown · no source
submission 95902rcmalli
python
103.8µs
5.61×
Reported
license unknown · no source
submission 87655ozamatash
python
103.8µs
5.61×
Reported
license unknown · no source
submission 72526Yeargod
python
103.8µs
5.61×
Reported
license unknown · source
submission 75018finalmouse
python
103.8µs
5.61×
Reported
license unknown · no source
submission 71265ghadiaravi13
python
103.8µs
5.61×
Reported
license unknown · no source
submission 76293DizzleRama
python
103.8µs
5.61×
Reported
license unknown · no source
submission 75014michaelp5386
python
103.8µs
5.61×
Reported
license unknown · no source
submission 74022konakona666
python
103.8µs
5.61×
Reported
license unknown · source
submission 83918madhur
python
103.8µs
5.61×
Reported
license unknown · source
submission 80722inarikami
python
103.8µs
5.61×
Reported
license unknown · no source
submission 80866phillass
python
103.8µs
5.61×
Reported
license unknown · source
submission 101111sbstndbs
python
103.9µs
5.61×
Reported
license unknown · no source
submission 81913amackenzie-jumptrading
python
103.9µs
5.61×
Reported
license unknown · no source
submission 74135hososuke
python
103.9µs
5.61×
Reported
license unknown · source
submission 78089chizuchizu
python
103.9µs
5.61×
Reported
license unknown · source
submission 84979blink1205
python
103.9µs
5.61×
Reported
license unknown · source
submission 81586madhur
python
103.9µs
5.61×
Reported
license unknown · no source
submission 72413Naomath
python
103.9µs
5.61×
Reported
license unknown · no source
submission 77229moleabbu
python
103.9µs
5.61×
Reported
license unknown · no source
submission 77607whatdhack_
python
103.9µs
5.61×
Reported
license unknown · source
submission 89866andrewpeterson
python
103.9µs
5.62×
Reported
license unknown · no source
submission 80254czhu_
python
103.9µs
5.62×
Reported
license unknown · source
submission 78765maalvi
python
103.9µs
5.62×
Reported
license unknown · no source
submission 93899kurakura
python
104.0µs
5.62×
Reported
license unknown · no source
submission 94194mysfi
python
104.0µs
5.62×
Reported
license unknown · no source
submission 94620stargaryen622
python
104.0µs
5.62×
Reported
license unknown · source
submission 78483revess
python
104.0µs
5.62×
Reported
license unknown · no source
submission 76981manshar
python
104.0µs
5.62×
Reported
license unknown · source
submission 72342ayghri
python
104.0µs
5.62×
Reported
license unknown · source
submission 75607Clem_Hardy
python
104.1µs
5.63×
Reported
license unknown · no source
submission 81960t_cc
python
104.1µs
5.63×
Reported
license unknown · no source
submission 84936d3bach
python
106.0µs
5.73×
Reported
license unknown · no source
submission 114920jihun_lee__
python
106.7µs
5.76×
Reported
license unknown · source
submission 105727jason
python
106.7µs
5.77×
Reported
license unknown · no source
submission 107721wkwkes9611
python
106.8µs
5.77×
Reported
license unknown · source
submission 112858vadmear
python
106.9µs
5.77×
Reported
license unknown · no source
submission 116576notjensenhuang
python
107.0µs
5.78×
Reported
license unknown · source
submission 116071P
python
107.0µs
5.79×
Reported
license unknown · source
submission 107838abao_ai
python
107.1µs
5.79×
Reported
license unknown · source
submission 73243nrehiew
python
107.2µs
5.80×
Reported
license unknown · no source
submission 71038Harshil
python
108.5µs
5.87×
Reported
license unknown · source
submission 80501phuc9702
python
109.7µs
5.93×
Reported
license unknown · no source
submission 108070agokrani
python
115.9µs
6.27×
Reported
license unknown · no source
submission 80315phuc9702
python
116.1µs
6.27×
Reported
license unknown · no source
submission 107701wkwkes9611
python
116.2µs
6.28×
Reported
license unknown · no source
submission 102763forestier_kasapi
python
116.5µs
6.30×
Reported
license unknown · source
submission 90106eashwar
python
117.3µs
6.34×
Reported
license unknown · no source
submission 98512forestier_kasapi
python
117.7µs
6.36×
Reported
license unknown · no source
submission 69623CatsRCool
python
119.4µs
6.45×
Reported
license unknown · no source
submission 85010dpang
python
120.4µs
6.51×
Reported
license unknown · source
submission 76441chizuchizu
python
125.1µs
6.76×
Reported
license unknown · no source
submission 75968arsrivish26691
python
126.4µs
6.83×
Reported
license unknown · source
submission 100616drillyb
python
131.1µs
7.09×
Reported
license unknown · no source
submission 94867Nganga kamau
python
140.5µs
7.59×
Reported
license unknown · source
submission 80335Petr_Rocoss
python
141.2µs
7.63×
Reported
license unknown · no source
submission 71538Jaber
python
142.3µs
7.69×
Reported
license unknown · source
submission 80816phillass
python
142.8µs
7.72×
Reported
license unknown · no source
submission 80848gearfive
python
142.9µs
7.73×
Reported
license unknown · no source
submission 105294fl4res
python
144.2µs
7.79×
Reported
license unknown · source
submission 105252fl4res
python
145.2µs
7.85×
Reported
license unknown · no source
submission 81573madhur
python
145.5µs
7.86×
Reported
license unknown · no source
submission 81522madhur
python
145.9µs
7.88×
Reported
license unknown · no source
submission 81055noobmaster69_og
python
150.8µs
8.15×
Reported
license unknown · source
submission 79525Emilio
python
151.1µs
8.17×
Reported
license unknown · no source
submission 116373lucifer_is_back_
python
151.3µs
8.18×
Reported
license unknown · source
submission 72202data_pi
python
151.4µs
8.18×
Reported
license unknown · source
submission 93853mysfi
python
151.5µs
8.19×
Reported
license unknown · no source
submission 71214Jaber
python
151.5µs
8.19×
Reported
license unknown · no source
submission 95843esraa1602
python
151.6µs
8.19×
Reported
license unknown · source
submission 77128noahnisbet_70526
python
151.6µs
8.19×
Reported
license unknown · source
submission 71118ghadiaravi13
python
151.6µs
8.19×
Reported
license unknown · no source
submission 72262cudawarped
python
151.6µs
8.19×
Reported
license unknown · no source
submission 80998PunchShadow
python
151.7µs
8.20×
Reported
license unknown · source
submission 116127lucifer_is_back_
python
151.7µs
8.20×
Reported
license unknown · no source
submission 80250czhu_
python
151.7µs
8.20×
Reported
license unknown · no source
submission 105335Hamadullah Bijarani
python
151.7µs
8.20×
Reported
license unknown · source
submission 71885data_pi
python
151.8µs
8.20×
Reported
license unknown · no source
submission 81519Xavier Init
python
151.8µs
8.20×
Reported
license unknown · source
submission 95885Sherlock
python
151.8µs
8.20×
Reported
license unknown · source
submission 89782andrewpeterson
python
151.8µs
8.20×
Reported
license unknown · no source
submission 71066Jaber
python
151.8µs
8.20×
Reported
license unknown · no source
submission 75467flyingteemo2
python
151.8µs
8.20×
Reported
license unknown · source
submission 93519Skoog
python
151.8µs
8.20×
Reported
license unknown · no source
submission 98350forestier_kasapi
python
151.8µs
8.20×
Reported
license unknown · no source
submission 831639thbeerr
python
151.8µs
8.20×
Reported
license unknown · source
submission 94257esraa1602
python
151.8µs
8.20×
Reported
license unknown · no source
submission 80178phuc9702
python
151.8µs
8.21×
Reported
license unknown · no source
submission 95421abao_ai
python
151.9µs
8.21×
Reported
license unknown · no source
submission 74951chizuchizu
python
151.9µs
8.21×
Reported
license unknown · no source
submission 107895Black BoB
python
151.9µs
8.21×
Reported
license unknown · source
submission 79399muxfd
python
151.9µs
8.21×
Reported
license unknown · no source
submission 71091tacowaco
python
151.9µs
8.21×
Reported
license unknown · no source
submission 104934fl4res
python
151.9µs
8.21×
Reported
license unknown · no source
submission 116724ifndef_rust_define_rust_
python
151.9µs
8.21×
Reported
license unknown · source
submission 112289Akhil
python
152.0µs
8.21×
Reported
license unknown · source
submission 74764finalmouse
python
152.0µs
8.21×
Reported
license unknown · no source
submission 107572wkwkes9611
python
152.0µs
8.22×
Reported
license unknown · no source
submission 112502Tuan0Ge
python
152.0µs
8.22×
Reported
license unknown · source
submission 80809stori
python
152.1µs
8.22×
Reported
license unknown · source
submission 93924roaringkitty67
python
152.1µs
8.22×
Reported
license unknown · no source
submission 73336chizuchizu
python
152.2µs
8.22×
Reported
license unknown · no source
submission 78242noobmaster69_og
python
152.2µs
8.23×
Reported
license unknown · no source
submission 77403mistobaan
python
152.2µs
8.23×
Reported
license unknown · source
submission 72841finalmouse
python
152.2µs
8.23×
Reported
license unknown · no source
submission 101094pcFaust
python
152.3µs
8.23×
Reported
license unknown · source
submission 95803Jasmin Bogatinovski
python
152.3µs
8.23×
Reported
license unknown · no source
submission 90076eashwar
python
152.3µs
8.23×
Reported
license unknown · no source
submission 77275akkolli
python
152.4µs
8.24×
Reported
license unknown · source
submission 80222dandelion4
python
152.4µs
8.24×
Reported
license unknown · source
submission 79323blake
python
152.7µs
8.25×
Reported
license unknown · source
submission 109180Theta Sigma
python
152.9µs
8.26×
Reported
license unknown · no source
submission 75571poornaravuri
python
153.0µs
8.27×
Reported
license unknown · source
submission 82810aazz061_33419
python
153.1µs
8.27×
Reported
license unknown · source
submission 108615m.normansyah
python
153.1µs
8.28×
Reported
license unknown · source
submission 108889shiyegao
python
153.5µs
8.30×
Reported
license unknown · no source
submission 71024whatdhack_
python
153.5µs
8.30×
Reported
license unknown · no source
submission 79334phillass
python
153.5µs
8.30×
Reported
license unknown · no source
submission 108891shiyeegao
python
153.6µs
8.30×
Reported
license unknown · no source
submission 84081Tuan0Ge
python
153.6µs
8.30×
Reported
license unknown · no source
submission 100270jonters
python
153.6µs
8.30×
Reported
license unknown · source
submission 84031Tuan0Ge
python
153.6µs
8.30×
Reported
license unknown · no source
submission 110804arka26_24137
python
153.6µs
8.30×
Reported
license unknown · source
submission 72237Naomath
python
153.7µs
8.30×
Reported
license unknown · no source
submission 75780stori
python
153.7µs
8.30×
Reported
license unknown · no source
submission 112199xXWarMachineRoXx
python
153.7µs
8.31×
Reported
license unknown · source
submission 78812taka09203
python
153.7µs
8.31×
Reported
license unknown · no source
submission 79394muxfd
python
153.8µs
8.31×
Reported
license unknown · no source
submission 74790MINJAE
python
153.8µs
8.31×
Reported
license unknown · no source
submission 74776arsrivish26691
python
153.9µs
8.32×
Reported
license unknown · no source
submission 89488rkeldj
python
154.0µs
8.32×
Reported
license unknown · no source
submission 77170moleabbu
python
154.1µs
8.33×
Reported
license unknown · no source
submission 73728pengwh
python
154.2µs
8.33×
Reported
license unknown · no source
submission 74272steve
python
154.2µs
8.33×
Reported
license unknown · no source
submission 74758MINJAE
python
154.2µs
8.33×
Reported
license unknown · no source
submission 77877Smexy
python
154.3µs
8.34×
Reported
license unknown · no source
submission 110540zhumakhan_nazir
python
154.4µs
8.34×
Reported
license unknown · no source
submission 94859Nganga kamau
python
154.8µs
8.37×
Reported
license unknown · no source
submission 80108currybab
python
165.7µs
8.96×
Reported
license unknown · no source
submission 70986Clem_Hardy
python
167.2µs
9.04×
Reported
license unknown · no source
submission 104808ago.lajko
python
170.3µs
9.21×
Reported
license unknown · source
submission 92268shikhar
python
172.9µs
9.34×
Reported
license unknown · no source
submission 75258vyom
python
186.2µs
10.06×
Reported
license unknown · source
submission 75040xin
python
197.9µs
10.70×
Reported
license unknown · source
submission 79826elliotarledge
python
198.0µs
10.70×
Reported
license unknown · source
submission 78320sk4301
python
198.0µs
10.70×
Reported
license unknown · no source
submission 73975mobicham
python
198.0µs
10.70×
Reported
license unknown · source
submission 79391Fung
python
198.3µs
10.71×
Reported
license unknown · source
submission 70375snowclipsed
python
223.9µs
12.10×
Reported
license unknown · no source
submission 107168XoTic
python
225.3µs
12.18×
Reported
license unknown · source
submission 102592fl4res
python
237.0µs
12.81×
Reported
license unknown · no source
submission 104694ago.lajko
python
242.2µs
13.09×
Reported
license unknown · no source
submission 79939kimhyeonho_xel
python
248.1µs
13.41×
Reported
license unknown · source
submission 79787kimhyeonho_xel
python
276.8µs
14.96×
Reported
license unknown · no source
submission 92661rt11
python
280.1µs
15.14×
Reported
license unknown · source
submission 75052shikhar
python
284.3µs
15.36×
Reported
license unknown · no source
submission 88730msuiche
python
312.0µs
16.86×
Reported
license unknown · source
submission 75298sohail
python
313.8µs
16.96×
Reported
license unknown · source
submission 73468sohail
python
314.7µs
17.01×
Reported
license unknown · no source
submission 72257vyom
python
316.8µs
17.12×
Reported
license unknown · no source
submission 79749kimhyeonho_xel
python
325.6µs
17.60×
Reported
license unknown · no source
submission 93737John Hahn
python
420.9µs
22.75×
Reported
license unknown · no source
submission 73378sohail
python
465.7µs
25.17×
Reported
license unknown · no source
submission 71222sohail
python
482.9µs
26.10×
Reported
license unknown · no source
submission 70215lyi
python
521.3µs
28.17×
Reported
license unknown · source
submission 70197lyi
python
522.2µs
28.22×
Reported
license unknown · no source
submission 78913Emilio
python
523.4µs
28.29×
Reported
license unknown · no source
submission 70536elliotarledge
python
594.1µs
32.10×
Reported
license unknown · no source
submission 70972wolfeheart
python
595.2µs
32.17×
Reported
license unknown · no source
submission 94854Nganga kamau
python
—
—
license unknown · no source
submission 70464Infatoshi
python
—
—
license unknown · source
submission 70574TumoiYorozu
python
—
—
license unknown · no source
submission 79646kimhyeonho_xel
python
—
—
license unknown · no source
submission 69828albert9823
python
—
—
license unknown · source
submission 70763Harshil
python
—
—
license unknown · no source
submission 79378Fung
python
—
—
license unknown · no source
submission 69953leodaaaa
python
—
—
license unknown · source
submission 70042lyi
python
—
—
license unknown · no source
submission 69918dusu2
python
—
—
license unknown · no source
submission 70127vyom
python
—
—
license unknown · no source
submission 69467Fung
python
—
—
license unknown · no source
submission 70724Harshil
python
—
—
license unknown · no source
submission 70757msuiche
python
—
—
license unknown · no source
submission 69507anuragj0803
python
—
—
license unknown · source
submission 70395msuiche
python
—
—
license unknown · no source
submission 69229anuragj0803
python
—
—
license unknown · no source
submission 69188Siddhesh
python
—
—
license unknown · no source
submission 69341Harshil
python
—
—
license unknown · no source
submission 70024lyi
python
—
—
license unknown · no source
submission 69423dusu2
python
—
—
license unknown · no source
submission 90948rt11
python
—
—
license unknown · no source
submission 89476rt11
python
—
—
license unknown · no source
submission 69235vyom
python
—
—
license unknown · no source
submission 107128tmotmr
python
—
—
license unknown · source
submission 70711gilsaia
python
—
—
license unknown · no source
submission 69877Light
python
—
—
license unknown · no source
submission 70639runfme
python
—
—
license unknown · source
submission 70716Tomas R.
python
—
—
license unknown · source
submission 70753blurbird
python
—
—
license unknown · source
submission 70183axeuron
python
—
—
license unknown · source
submission 708830x6c69676874
python
—
—
license unknown · source
submission 69775guaguabear
python
—
—
license unknown · no source
submission 70618qinking
python
—
—
license unknown · no source
submission 69564Yeargod
python
—
—
license unknown · no source
submission 70863tejesh06255
python
—
—
license unknown · source
submission 69928cherichy
python
—
—
license unknown · source
submission 70426TumoiYorozu
python
—
—
license unknown · no source
submission 70340MINJAE
python
—
—
license unknown · no source
submission 79750rt11
python
—
—
license unknown · no source
submission 70433vinu1729
python
—
—
license unknown · source
submission 94704Nganga kamau
python
—
—
license unknown · no source
submission 69167Siddhesh
python
—
—
license unknown · no source
submission 69027siro
python
—
—
license unknown · source
submission 69349pank2025
python
—
—
license unknown · source
submission 69336dusu2
python
—
—
license unknown · no source
submission 69128lynn 𖤐
python
—
—
license unknown · source
submission 69149adityaljo123
python
—
—
license unknown · source
submission 69132Fung
python
—
—
license unknown · no source
submission 69092rex_cz
python
—
—
license unknown · no source
submission 69204anuragj0803
python
—
—
license unknown · no source
submission 69421Tuan0Ge
python
—
—
license unknown · no source
submission 69620freon
python
—
—
license unknown · source
submission 69484Light
python
—
—
license unknown · no source
submission 69133albert9823
python
—
—
license unknown · no source
submission 69549Joao
python
—
—
license unknown · source
submission 69657rwxfortyseven
python
—
—
license unknown · source
submission 69462Max Brashear
python
—
—
license unknown · source
submission 69129albert9823
python
—
—
license unknown · no source
submission 69304pank2025
python
—
—
license unknown · no source
submission 69024Simon
python
—
—
license unknown · no source
submission 69302hososuke
python
—
—
license unknown · no source
submission 69504XHN
python
—
—
license unknown · source
submission 69689Voldemort4321
python
—
—
license unknown · source
submission 69169wolfeheart
python
—
—
license unknown · no source
submission 95771Jasmin Bogatinovski
python
—
—
license unknown · no source

Semantics

Inputs and outputs
anvfp4 [m, k, l]
bnvfp4 [1, k, l]
sfafp8_e4m3 [m, k_scales, l]
sfbfp8_e4m3 [1, k_scales, l]
cfp16 [m, 1, l]
Axes and behavior
kvariable
lvariable
mvariable
seedvariable
k_scalesk_scales = k // 16
determinismunspecified
constraintsNo mutation or aliasing
Identity
aliasnvfp4 gemvaliasnvfp4_gemvsha25614301adfe4e6…
Sources: GPU MODE KernelBot (2025-11-30) · June 9 Researcher Reciprocity License v1.0last observed 2025-11-30How records are decidedJSON