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Deprecate GPU as an alias of Backend instead of removing it - #828

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Oct 3, 2026
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Deprecate GPU as an alias of Backend instead of removing it#828
vchuravy merged 2 commits into
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vc/deprecate-gpu

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@vchuravy vchuravy commented Oct 3, 2026

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#800 removed KernelAbstractions.GPU. That breaks registered packages that still dispatch on ::GPU or define struct MyBackend <: GPU. I tested the registered dependents locally against KA main, and several fail to precompile with UndefVarError: `GPU` not defined:

  • AbstractNeuralNetworks
  • ArraysOfArrays
  • BatchSolve
  • BeamTracking
  • Aether

That run is only partway through, so more are likely.

This PR keeps GPU as a deprecated, exported alias: Base.@deprecate_binding GPU Backend. Code written for 0.9 keeps working and prints a deprecation warning when --depwarn=yes.

Behavior: ::GPU now matches every backend. That is unchanged in practice, because the CPU backend was already a subtype of GPU.

The 0.10 notes in docs/src/index.md now describe GPU as deprecated instead of removed.

Tested locally on Julia 1.12:

  • The new testset passes.
  • Code written the 0.9 way, including struct MyBackend <: KernelAbstractions.GPU and an unqualified f(::GPU), loads and dispatches correctly.
  • KA's Aqua checks pass, apart from the persistent-tasks check that is already marked broken on Linux.

🤖 Generated with Claude Code

@vchuravy
Deprecate GPU as an alias of Backend instead of removing it
eafb25c 
`KernelAbstractions.GPU` was removed in #800, which breaks packages that
still dispatch on `::GPU` or subtype it. A local test of the registered
dependents against KA 0.10 found AbstractNeuralNetworks, ArraysOfArrays,
BatchSolve, BeamTracking and Aether failing to precompile on it.

Keep the name as a deprecated, exported binding for `Backend`, so that
code written against 0.9 keeps working with a deprecation warning. Since
`CPU` was a subtype of `GPU` already, `::GPU` matching every backend is
the same behavior as before.

Assisted-by: Claude Code (Opus 5.5)
@vchuravy vchuravy added this to the 0.10.0 milestone Oct 3, 2026
christiangnrd
christiangnrd reviewed Oct 3, 2026
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Benchmark Results

Show table
main a3ce9f1... main / a3ce9f1...
const/@Const/Float32/262144 0.527 ± 0.017 ms 0.527 ± 0.021 ms 1 ± 0.052
const/@Const/Float32/65536 0.169 ± 0.0088 ms 0.217 ± 0.0066 ms 0.78 ± 0.047
const/@Const/Float64/262144 0.89 ± 0.013 ms 0.886 ± 0.018 ms 1 ± 0.025
const/@Const/Float64/65536 0.368 ± 0.014 ms 0.369 ± 0.016 ms 0.997 ± 0.056
const/unmarked/Float32/262144 2.32 ± 0.018 ms 2.3 ± 0.032 ms 1.01 ± 0.016
const/unmarked/Float32/65536 0.599 ± 0.021 ms 0.597 ± 0.017 ms 1 ± 0.045
const/unmarked/Float64/262144 3.14 ± 0.051 ms 3.13 ± 0.016 ms 1 ± 0.017
const/unmarked/Float64/65536 0.805 ± 0.014 ms 0.805 ± 0.012 ms 0.999 ± 0.023
launch/3D static workgroup, dynamic ndrange 10.8 ± 0.42 μs 10.6 ± 0.5 μs 1.02 ± 0.063
launch/3D static workgroup, static ndrange 10.8 ± 38 μs 10.4 ± 0.5 μs 1.04 ± 3.7
launch/dynamic workgroup, dynamic ndrange 12 ± 0.22 μs 12.1 ± 38 μs 0.994 ± 3.1
launch/dynamic workgroup, dynamic ndrange, workgroupsize given 12.1 ± 2.3 μs 12 ± 0.34 μs 1.01 ± 0.19
launch/static workgroup, dynamic ndrange 10.8 ± 1.3 μs 10.9 ± 43 μs 0.992 ± 3.9
launch/static workgroup, static ndrange 11.9 ± 0.63 μs 10.5 ± 0.55 μs 1.14 ± 0.085
partition/dynamic workgroup, dynamic ndrange 0.0581 ± 0.0012 μs 0.0582 ± 0.0011 μs 0.999 ± 0.028
partition/static workgroup, dynamic ndrange 0.0594 ± 0.011 μs 0.062 ± 0.011 μs 0.959 ± 0.25
partition/static workgroup, static ndrange 1.55 ± 0.01 ns 1.55 ± 0.01 ns 1 ± 0.0091
saxpy/default/Float16/1024 0.0547 ± 0.0055 ms 0.0553 ± 0.0037 ms 0.989 ± 0.12
saxpy/default/Float16/1048576 1.47 ± 0.022 ms 1.47 ± 0.021 ms 1 ± 0.021
saxpy/default/Float16/16384 0.0741 ± 0.0085 ms 0.0741 ± 0.011 ms 0.999 ± 0.19
saxpy/default/Float16/2048 0.057 ± 0.0052 ms 0.0563 ± 0.0039 ms 1.01 ± 0.12
saxpy/default/Float16/256 0.0485 ± 0.041 ms 11.4 ± 0.99 μs 4.27 ± 3.7
saxpy/default/Float16/262144 0.408 ± 0.016 ms 0.405 ± 0.018 ms 1.01 ± 0.06
saxpy/default/Float16/32768 0.0949 ± 0.0074 ms 0.0918 ± 0.0066 ms 1.03 ± 0.11
saxpy/default/Float16/4096 0.0596 ± 0.0058 ms 0.0603 ± 0.005 ms 0.989 ± 0.13
saxpy/default/Float16/512 0.0535 ± 0.003 ms 11.6 ± 43 μs 4.6 ± 17
saxpy/default/Float16/64 11.5 ± 0.47 μs 11.2 ± 0.29 μs 1.02 ± 0.05
saxpy/default/Float16/65536 0.139 ± 0.0071 ms 0.138 ± 0.007 ms 1.01 ± 0.073
saxpy/default/Float32/1024 0.0525 ± 0.037 ms 0.0534 ± 0.01 ms 0.984 ± 0.71
saxpy/default/Float32/1048576 0.772 ± 0.11 ms 0.758 ± 0.078 ms 1.02 ± 0.17
saxpy/default/Float32/16384 0.061 ± 0.0065 ms 0.0595 ± 0.0075 ms 1.03 ± 0.17
saxpy/default/Float32/2048 0.0542 ± 0.0032 ms 0.0566 ± 0.0042 ms 0.957 ± 0.091
saxpy/default/Float32/256 11.4 ± 0.43 μs 11.1 ± 0.7 μs 1.02 ± 0.075
saxpy/default/Float32/262144 0.219 ± 0.029 ms 0.212 ± 0.028 ms 1.03 ± 0.19
saxpy/default/Float32/32768 0.0725 ± 0.0064 ms 0.0716 ± 0.0072 ms 1.01 ± 0.14
saxpy/default/Float32/4096 0.0559 ± 0.0061 ms 0.0567 ± 0.0039 ms 0.985 ± 0.13
saxpy/default/Float32/512 0.0513 ± 0.039 ms 0.0466 ± 0.044 ms 1.1 ± 1.3
saxpy/default/Float32/64 11.4 ± 0.38 μs 11.2 ± 23 μs 1.02 ± 2.1
saxpy/default/Float32/65536 0.0984 ± 0.0088 ms 0.0931 ± 0.011 ms 1.06 ± 0.15
saxpy/default/Float64/1024 0.0564 ± 0.0066 ms 0.0553 ± 0.0051 ms 1.02 ± 0.15
saxpy/default/Float64/1048576 1.33 ± 0.17 ms 1.28 ± 0.17 ms 1.04 ± 0.19
saxpy/default/Float64/16384 0.0669 ± 0.0063 ms 0.0642 ± 0.0079 ms 1.04 ± 0.16
saxpy/default/Float64/2048 0.0559 ± 0.0037 ms 0.0563 ± 0.004 ms 0.994 ± 0.097
saxpy/default/Float64/256 0.0458 ± 0.042 ms 14.3 ± 5 μs 3.21 ± 3.1
saxpy/default/Float64/262144 0.282 ± 0.041 ms 0.274 ± 0.05 ms 1.03 ± 0.24
saxpy/default/Float64/32768 0.0804 ± 0.0086 ms 0.0808 ± 0.014 ms 0.996 ± 0.2
saxpy/default/Float64/4096 0.054 ± 0.0076 ms 0.0511 ± 0.01 ms 1.06 ± 0.25
saxpy/default/Float64/512 0.0537 ± 0.0099 ms 0.052 ± 0.04 ms 1.03 ± 0.81
saxpy/default/Float64/64 11.4 ± 40 μs 11.2 ± 0.56 μs 1.02 ± 3.6
saxpy/default/Float64/65536 0.109 ± 0.011 ms 0.11 ± 0.02 ms 0.993 ± 0.21
saxpy/static workgroup=(1024,)/Float16/1024 0.0552 ± 0.0035 ms 0.0554 ± 0.0066 ms 0.995 ± 0.13
saxpy/static workgroup=(1024,)/Float16/1048576 1.47 ± 0.024 ms 1.47 ± 0.02 ms 1 ± 0.021
saxpy/static workgroup=(1024,)/Float16/16384 0.0717 ± 0.0084 ms 0.0737 ± 0.0065 ms 0.973 ± 0.14
saxpy/static workgroup=(1024,)/Float16/2048 0.0568 ± 0.0021 ms 0.0576 ± 0.0031 ms 0.986 ± 0.064
saxpy/static workgroup=(1024,)/Float16/256 0.0514 ± 0.041 ms 11.7 ± 8.6 μs 4.39 ± 4.7
saxpy/static workgroup=(1024,)/Float16/262144 0.408 ± 0.016 ms 0.407 ± 0.019 ms 1 ± 0.061
saxpy/static workgroup=(1024,)/Float16/32768 0.091 ± 0.0077 ms 0.0952 ± 0.0071 ms 0.956 ± 0.11
saxpy/static workgroup=(1024,)/Float16/4096 0.0584 ± 0.0041 ms 0.0596 ± 0.0079 ms 0.981 ± 0.15
saxpy/static workgroup=(1024,)/Float16/512 0.0528 ± 0.0054 ms 11.5 ± 39 μs 4.57 ± 15
saxpy/static workgroup=(1024,)/Float16/64 12 ± 0.71 μs 11.6 ± 0.74 μs 1.03 ± 0.09
saxpy/static workgroup=(1024,)/Float16/65536 0.14 ± 0.0099 ms 0.139 ± 0.0076 ms 1.01 ± 0.09
saxpy/static workgroup=(1024,)/Float32/1024 0.0536 ± 0.0055 ms 0.0523 ± 0.036 ms 1.03 ± 0.71
saxpy/static workgroup=(1024,)/Float32/1048576 0.795 ± 0.076 ms 0.785 ± 0.089 ms 1.01 ± 0.15
saxpy/static workgroup=(1024,)/Float32/16384 0.0624 ± 0.0061 ms 0.0585 ± 0.0065 ms 1.07 ± 0.16
saxpy/static workgroup=(1024,)/Float32/2048 0.0557 ± 0.0028 ms 0.0569 ± 0.0051 ms 0.979 ± 0.1
saxpy/static workgroup=(1024,)/Float32/256 12.1 ± 41 μs 23.6 ± 42 μs 0.51 ± 1.9
saxpy/static workgroup=(1024,)/Float32/262144 0.229 ± 0.028 ms 0.221 ± 0.028 ms 1.04 ± 0.18
saxpy/static workgroup=(1024,)/Float32/32768 0.0719 ± 0.0062 ms 0.0714 ± 0.0069 ms 1.01 ± 0.13
saxpy/static workgroup=(1024,)/Float32/4096 0.0511 ± 0.0054 ms 0.0498 ± 0.0076 ms 1.03 ± 0.19
saxpy/static workgroup=(1024,)/Float32/512 18.9 ± 43 μs 0.0507 ± 0.042 ms 0.372 ± 0.89
saxpy/static workgroup=(1024,)/Float32/64 0.0495 ± 0.041 ms 22.8 ± 40 μs 2.17 ± 4.2
saxpy/static workgroup=(1024,)/Float32/65536 0.0982 ± 0.0068 ms 0.0961 ± 0.0092 ms 1.02 ± 0.12
saxpy/static workgroup=(1024,)/Float64/1024 0.0547 ± 0.0032 ms 0.0547 ± 0.0037 ms 1 ± 0.09
saxpy/static workgroup=(1024,)/Float64/1048576 1.35 ± 0.18 ms 1.2 ± 0.17 ms 1.12 ± 0.22
saxpy/static workgroup=(1024,)/Float64/16384 0.062 ± 0.0064 ms 0.0656 ± 0.0064 ms 0.945 ± 0.13
saxpy/static workgroup=(1024,)/Float64/2048 0.0554 ± 0.0066 ms 0.0545 ± 0.0071 ms 1.02 ± 0.18
saxpy/static workgroup=(1024,)/Float64/256 0.0531 ± 0.0042 ms 0.0534 ± 0.0032 ms 0.996 ± 0.099
saxpy/static workgroup=(1024,)/Float64/262144 0.282 ± 0.033 ms 0.264 ± 0.039 ms 1.07 ± 0.2
saxpy/static workgroup=(1024,)/Float64/32768 0.079 ± 0.0076 ms 0.0793 ± 0.01 ms 0.995 ± 0.16
saxpy/static workgroup=(1024,)/Float64/4096 0.0535 ± 0.008 ms 0.0548 ± 0.0072 ms 0.975 ± 0.19
saxpy/static workgroup=(1024,)/Float64/512 0.0537 ± 0.0043 ms 0.0529 ± 0.036 ms 1.02 ± 0.7
saxpy/static workgroup=(1024,)/Float64/64 12.2 ± 41 μs 19.5 ± 42 μs 0.625 ± 2.5
saxpy/static workgroup=(1024,)/Float64/65536 0.11 ± 0.011 ms 0.106 ± 0.014 ms 1.03 ± 0.17
time_to_load 0.491 ± 0.002 s 0.519 ± 0.0083 s 0.945 ± 0.016
main a3ce9f1... main / a3ce9f1...
const/@Const/Float32/262144 9 allocs: 0.203 kB 9 allocs: 0.203 kB 1
const/@Const/Float32/65536 9 allocs: 0.203 kB 9 allocs: 0.203 kB 1
const/@Const/Float64/262144 9 allocs: 0.203 kB 9 allocs: 0.203 kB 1
const/@Const/Float64/65536 9 allocs: 0.203 kB 9 allocs: 0.203 kB 1
const/unmarked/Float32/262144 9 allocs: 0.203 kB 9 allocs: 0.203 kB 1
const/unmarked/Float32/65536 9 allocs: 0.203 kB 9 allocs: 0.203 kB 1
const/unmarked/Float64/262144 9 allocs: 0.203 kB 9 allocs: 0.203 kB 1
const/unmarked/Float64/65536 9 allocs: 0.203 kB 9 allocs: 0.203 kB 1
launch/3D static workgroup, dynamic ndrange 9 allocs: 0.219 kB 9 allocs: 0.219 kB 1
launch/3D static workgroup, static ndrange 9 allocs: 0.219 kB 9 allocs: 0.219 kB 1
launch/dynamic workgroup, dynamic ndrange 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
launch/dynamic workgroup, dynamic ndrange, workgroupsize given 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
launch/static workgroup, dynamic ndrange 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
launch/static workgroup, static ndrange 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
partition/dynamic workgroup, dynamic ndrange 2 allocs: 0.0625 kB 2 allocs: 0.0625 kB 1
partition/static workgroup, dynamic ndrange 2 allocs: 32 B 2 allocs: 32 B 1
partition/static workgroup, static ndrange 0 allocs: 0 B 0 allocs: 0 B
saxpy/default/Float16/1024 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float16/1048576 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float16/16384 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float16/2048 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float16/256 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/default/Float16/262144 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float16/32768 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float16/4096 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float16/512 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float16/64 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/default/Float16/65536 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float32/1024 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float32/1048576 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float32/16384 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float32/2048 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float32/256 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/default/Float32/262144 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float32/32768 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float32/4096 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float32/512 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float32/64 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/default/Float32/65536 8 allocs: 0.141 kB 12 allocs: 0.25 kB 0.562
saxpy/default/Float64/1024 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float64/1048576 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float64/16384 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float64/2048 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float64/256 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/default/Float64/262144 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/default/Float64/32768 8 allocs: 0.141 kB 12 allocs: 0.25 kB 0.562
saxpy/default/Float64/4096 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float64/512 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/default/Float64/64 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/default/Float64/65536 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float16/1024 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float16/1048576 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float16/16384 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float16/2048 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float16/256 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/static workgroup=(1024,)/Float16/262144 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float16/32768 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float16/4096 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float16/512 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float16/64 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/static workgroup=(1024,)/Float16/65536 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float32/1024 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float32/1048576 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float32/16384 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float32/2048 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float32/256 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/static workgroup=(1024,)/Float32/262144 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float32/32768 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float32/4096 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float32/512 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float32/64 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/static workgroup=(1024,)/Float32/65536 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float64/1024 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float64/1048576 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float64/16384 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float64/2048 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float64/256 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/static workgroup=(1024,)/Float64/262144 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float64/32768 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
saxpy/static workgroup=(1024,)/Float64/4096 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float64/512 8 allocs: 0.141 kB 8 allocs: 0.141 kB 1
saxpy/static workgroup=(1024,)/Float64/64 5 allocs: 0.0938 kB 5 allocs: 0.0938 kB 1
saxpy/static workgroup=(1024,)/Float64/65536 12 allocs: 0.25 kB 12 allocs: 0.25 kB 1
time_to_load 0.2 k allocs: 11.8 kB 0.2 k allocs: 11.8 kB 1

Benchmark Plots

A plot of the benchmark results have been uploaded as an artifact to the workflow run for this PR.
Go to "Actions"->"Benchmark a pull request"->[the most recent run]->"Artifacts" (at the bottom).

@vchuravy
Apply batched suggestions from code review
a3ce9f1 
Co-authored-by: Valentin Churavy <v.churavy@gmail.com>
@vchuravy
vchuravy merged commit e70abc3 into main Oct 3, 2026
58 of 59 checks passed
@vchuravy
vchuravy deleted the vc/deprecate-gpu branch October 3, 2026 21:44
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Codecov Report

✅ All modified and coverable lines are covered by tests.
✅ Project coverage is 76.30%. Comparing base (1213466) to head (a3ce9f1).
⚠️ Report is 3 commits behind head on main.

Additional details and impacted files 
@@            Coverage Diff             @@
##             main     #828      +/-   ##
==========================================
- Coverage   78.82%   76.30%   -2.53%     
==========================================
  Files          24       24              
  Lines        2021     2114      +93     
==========================================
+ Hits         1593     1613      +20     
- Misses        428      501      +73

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