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CompatHelper: bump compat for OrdinaryDiffEqTsit5 in [extras] to 2, (keep existing compat)#83

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CompatHelper: bump compat for OrdinaryDiffEqTsit5 in [extras] to 2, (keep existing compat)#83
github-actions[bot] wants to merge 1 commit into
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compathelper/new_version/2026-04-26-03-33-55-749-01049537717

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@github-actions github-actions Bot commented Apr 26, 2026

This pull request changes the compat entry for the OrdinaryDiffEqTsit5 package from 1 to 1, 2.
This keeps the compat entries for earlier versions.

Note: I have not tested your package with this new compat entry.
It is your responsibility to make sure that your package tests pass before you merge this pull request.

@marcobonici marcobonici force-pushed the compathelper/new_version/2026-04-26-03-33-55-749-01049537717 branch from fc52dc4 to 899fb85 Compare April 26, 2026 03:34
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github-actions Bot commented Apr 26, 2026

Benchmark Results (Julia v1.11)

Time benchmarks
main 899fb85... main / 899fb85...
akima/components/coefficients_large 8.02 ± 1.2 μs 7.46 ± 1.6 μs 1.07 ± 0.28
akima/components/coefficients_medium 6.78 ± 1.9 μs 6.78 ± 1.8 μs 1 ± 0.39
akima/components/coefficients_small 0.891 ± 1.7 μs 0.872 ± 1.7 μs 1.02 ± 2.8
akima/components/slopes_large 2.87 ± 0.34 μs 2.77 ± 0.34 μs 1.03 ± 0.18
akima/components/slopes_medium 1.68 ± 1.6 μs 1.76 ± 1.7 μs 0.954 ± 1.3
akima/components/slopes_small 0.151 ± 0.011 μs 0.15 ± 0.01 μs 1.01 ± 0.099
akima/forward/matrix_medium 0.0346 ± 0.014 ms 0.0342 ± 0.014 ms 1.01 ± 0.6
akima/forward/matrix_small 12.5 ± 2.7 μs 12.4 ± 2.8 μs 1 ± 0.32
akima/forward/vector_large 29.8 ± 2.6 μs 29.7 ± 2.4 μs 1 ± 0.12
akima/forward/vector_medium 12 ± 7.6 μs 12.1 ± 7.7 μs 0.991 ± 0.89
akima/forward/vector_small 2.92 ± 1.9 μs 2.96 ± 1.8 μs 0.986 ± 0.88
akima/gradients/comparison/di_forwarddiff_medium 0.328 ± 0.026 ms 0.326 ± 0.024 ms 1.01 ± 0.11
akima/gradients/comparison/di_mooncake_medium 0.0334 ± 0.0042 ms 0.0337 ± 0.0045 ms 0.99 ± 0.18
akima/gradients/comparison/di_zygote_medium 0.0333 ± 0.0053 ms 0.0333 ± 0.022 ms 1 ± 0.67
akima/gradients/comparison/forward_pass 12.4 ± 3.2 μs 12.8 ± 3.3 μs 0.97 ± 0.36
akima/gradients/comparison/forwarddiff_medium 0.319 ± 0.025 ms 0.323 ± 0.026 ms 0.99 ± 0.11
akima/gradients/comparison/zygote_medium 0.0333 ± 0.0044 ms 0.0338 ± 0.019 ms 0.988 ± 0.57
akima/gradients/di_forwarddiff/vector_medium 0.321 ± 0.026 ms 0.321 ± 0.024 ms 0.997 ± 0.11
akima/gradients/di_zygote/matrix_medium 0.0964 ± 0.047 ms 0.0974 ± 0.046 ms 0.989 ± 0.67
akima/gradients/di_zygote/vector_medium 0.034 ± 0.0043 ms 0.0343 ± 0.0046 ms 0.992 ± 0.18
akima/gradients/forwarddiff/matrix_medium 25.4 ± 2.1 ms 26.2 ± 2 ms 0.97 ± 0.11
akima/gradients/forwarddiff/matrix_small 0.977 ± 0.07 ms 0.978 ± 0.06 ms 0.999 ± 0.095
akima/gradients/forwarddiff/vector_large 8.01 ± 0.99 ms 8.08 ± 1 ms 0.991 ± 0.18
akima/gradients/forwarddiff/vector_medium 0.325 ± 0.034 ms 0.312 ± 0.023 ms 1.04 ± 0.13
akima/gradients/forwarddiff/vector_small 0.034 ± 0.024 ms 0.0353 ± 0.005 ms 0.963 ± 0.68
akima/gradients/mooncake/matrix_medium 0.1 ± 0.0068 ms 0.101 ± 0.0076 ms 0.996 ± 0.1
akima/gradients/mooncake/matrix_small 27.6 ± 20 μs 27.8 ± 20 μs 0.991 ± 1
akima/gradients/mooncake/vector_large 0.068 ± 0.0068 ms 0.0676 ± 0.0061 ms 1.01 ± 0.14
akima/gradients/mooncake/vector_medium 0.0319 ± 0.021 ms 0.0327 ± 0.021 ms 0.976 ± 0.89
akima/gradients/mooncake/vector_small 7.48 ± 5 μs 7.56 ± 5 μs 0.989 ± 0.93
akima/gradients/zygote/matrix_medium 0.0979 ± 0.044 ms 0.0969 ± 0.045 ms 1.01 ± 0.66
akima/gradients/zygote/matrix_small 0.0443 ± 0.0066 ms 0.0444 ± 0.0065 ms 0.999 ± 0.21
akima/gradients/zygote/vector_large 0.0688 ± 0.0079 ms 0.0681 ± 0.0067 ms 1.01 ± 0.15
akima/gradients/zygote/vector_medium 0.0338 ± 0.0043 ms 0.0348 ± 0.0046 ms 0.971 ± 0.18
akima/gradients/zygote/vector_small 8.66 ± 5.8 μs 9.72 ± 6.1 μs 0.89 ± 0.82
akima/scaling/eval_10 7.95 ± 6.3 μs 8.04 ± 6.6 μs 0.99 ± 1.1
akima/scaling/eval_100 10.2 ± 2.2 μs 10.1 ± 2.4 μs 1 ± 0.32
akima/scaling/eval_1000 22.8 ± 5.5 μs 23.3 ± 6.2 μs 0.981 ± 0.35
akima/scaling/eval_250 12.3 ± 7.7 μs 12.4 ± 7.9 μs 0.994 ± 0.88
akima/scaling/eval_50 9.11 ± 2 μs 8.87 ± 1.8 μs 1.03 ± 0.31
akima/scaling/eval_500 15.9 ± 2 μs 16.1 ± 2.1 μs 0.988 ± 0.18
akima/scaling/nodes_10 1.97 ± 1.6 μs 1.96 ± 1.6 μs 1.01 ± 1.2
akima/scaling/nodes_100 10.1 ± 2.4 μs 10.2 ± 2.3 μs 0.992 ± 0.33
akima/scaling/nodes_200 17.2 ± 3.4 μs 17.6 ± 3.6 μs 0.981 ± 0.28
akima/scaling/nodes_25 3.73 ± 1.5 μs 3.75 ± 1.5 μs 0.995 ± 0.56
akima/scaling/nodes_50 5.36 ± 4.4 μs 5.35 ± 4.3 μs 1 ± 1.1
akima/scaling/nodes_500 13.2 ± 2 μs 12.1 ± 1.8 μs 1.09 ± 0.23
background/D_f_z_struct 0.0916 ± 0.0033 ms 0.0992 ± 0.0032 ms 0.924 ± 0.045
background/D_z_direct 0.0916 ± 0.0031 ms 0.099 ± 0.0034 ms 0.925 ± 0.045
background/D_z_struct 0.091 ± 0.0035 ms 0.0973 ± 0.0035 ms 0.936 ± 0.049
background/E_a_struct 0.24 ± 0.001 μs 0.24 ± 0.01 μs 1 ± 0.042
background/E_z_direct 0.241 ± 0.01 μs 0.24 ± 0.01 μs 1 ± 0.059
background/E_z_highz 0.26 ± 0.001 μs 0.251 ± 0.01 μs 1.04 ± 0.041
background/E_z_lowz 0.231 ± 0.01 μs 0.24 ± 0.01 μs 0.963 ± 0.058
background/E_z_struct 0.24 ± 0.01 μs 0.24 ± 0.01 μs 1 ± 0.059
background/E_z_vector 6.29 ± 0.07 μs 6.27 ± 0.09 μs 1 ± 0.018
background/dA_z_struct 2.34 ± 0.07 μs 2.35 ± 0.08 μs 0.996 ± 0.045
background/dL_z_direct 2.33 ± 0.07 μs 2.35 ± 0.07 μs 0.992 ± 0.042
background/dL_z_highz 2.38 ± 0.071 μs 2.39 ± 0.08 μs 1 ± 0.045
background/dL_z_lowz 2.34 ± 0.051 μs 2.35 ± 0.071 μs 0.996 ± 0.037
background/dL_z_struct 2.34 ± 0.06 μs 2.35 ± 0.081 μs 0.996 ± 0.043
background/dL_z_vector 0.0927 ± 0.012 ms 0.0926 ± 0.011 ms 1 ± 0.17
background/f_z_struct 0.0915 ± 0.0032 ms 0.0982 ± 0.0033 ms 0.932 ± 0.045
background/r_z_struct 2.33 ± 0.051 μs 2.35 ± 0.071 μs 0.987 ± 0.037
background/Ωma_struct 0.241 ± 0.01 μs 0.25 ± 0.01 μs 0.964 ± 0.056
chebyshev/forward/matrix_medium 12.4 ± 0.9 μs 12.5 ± 0.96 μs 0.99 ± 0.1
chebyshev/forward/matrix_small 5.99 ± 1.8 μs 5.61 ± 1.8 μs 1.07 ± 0.47
chebyshev/forward/polynomials_medium 0.0449 ± 0.011 ms 0.0475 ± 0.013 ms 0.947 ± 0.35
chebyshev/forward/polynomials_small 8.63 ± 2.6 μs 8.53 ± 2.6 μs 1.01 ± 0.44
chebyshev/forward/vector_large 26.9 ± 1.9 μs 27.2 ± 2.3 μs 0.99 ± 0.11
chebyshev/forward/vector_medium 1.23 ± 0.15 μs 1.29 ± 0.16 μs 0.954 ± 0.17
chebyshev/forward/vector_small 0.711 ± 0.021 μs 0.712 ± 0.029 μs 0.999 ± 0.05
chebyshev/gradients/forwarddiff/vector_medium 6.28 ± 0.63 ms 6.18 ± 0.61 ms 1.02 ± 0.14
chebyshev/gradients/forwarddiff/vector_small 0.253 ± 0.02 ms 0.25 ± 0.024 ms 1.01 ± 0.13
chebyshev/gradients/mooncake/vector_medium 4.87 ± 1.8 μs 4.95 ± 1.7 μs 0.984 ± 0.49
chebyshev/gradients/mooncake/vector_small 1.87 ± 0.55 μs 2.05 ± 0.5 μs 0.912 ± 0.35
chebyshev/gradients/zygote/vector_medium 5.37 ± 1.7 μs 5.48 ± 1.7 μs 0.98 ± 0.43
chebyshev/gradients/zygote/vector_small 2.4 ± 1.7 μs 2.33 ± 1.7 μs 1.03 ± 1.1
chebyshev/multidim/forward_2d 10.4 ± 0.55 μs 10.4 ± 0.55 μs 1.01 ± 0.075
chebyshev/multidim/zygote_2d 27.4 ± 5.6 μs 23.1 ± 1 μs 1.19 ± 0.25
cubic/components/coefficients_large 19.7 ± 1.4 μs 19.6 ± 1.2 μs 1 ± 0.093
cubic/components/coefficients_medium 7.23 ± 5 μs 7.34 ± 5.3 μs 0.985 ± 0.98
cubic/components/coefficients_small 1.13 ± 1.7 μs 1.08 ± 1.6 μs 1.04 ± 2.2
cubic/components/eval_large 20.8 ± 0.12 μs 20.1 ± 0.1 μs 1.03 ± 0.0079
cubic/components/eval_medium 4.36 ± 1.5 μs 4.27 ± 1.5 μs 1.02 ± 0.52
cubic/components/eval_small 0.722 ± 0.02 μs 0.732 ± 0.011 μs 0.986 ± 0.031
cubic/forward/matrix_medium 0.0372 ± 0.012 ms 0.0365 ± 0.0011 ms 1.02 ± 0.32
cubic/forward/matrix_small 8.3 ± 2.9 μs 7.38 ± 2.7 μs 1.12 ± 0.57
cubic/forward/vector_large 0.041 ± 0.0044 ms 0.0403 ± 0.0033 ms 1.02 ± 0.14
cubic/forward/vector_medium 7.75 ± 2.2 μs 7.53 ± 1.2 μs 1.03 ± 0.34
cubic/forward/vector_small 1.56 ± 0.1 μs 1.57 ± 0.091 μs 0.994 ± 0.086
cubic/gradients/comparison/forward_pass 8.05 ± 5.4 μs 7.96 ± 5.7 μs 1.01 ± 0.99
cubic/gradients/comparison/forwarddiff_medium 0.252 ± 0.016 ms 0.241 ± 0.014 ms 1.04 ± 0.088
cubic/gradients/comparison/mooncake_medium 18.8 ± 1.1 μs 18.8 ± 1.1 μs 1 ± 0.085
cubic/gradients/comparison/zygote_medium 0.0338 ± 0.018 ms 0.0363 ± 0.018 ms 0.931 ± 0.67
cubic/gradients/forwarddiff/matrix_medium 19.9 ± 1.2 ms 19.7 ± 0.89 ms 1.01 ± 0.078
cubic/gradients/forwarddiff/matrix_small 0.742 ± 0.022 ms 0.722 ± 0.023 ms 1.03 ± 0.044
cubic/gradients/forwarddiff/vector_large 6.15 ± 0.31 ms 5.85 ± 0.26 ms 1.05 ± 0.071
cubic/gradients/forwarddiff/vector_medium 0.248 ± 0.015 ms 0.239 ± 0.013 ms 1.04 ± 0.086
cubic/gradients/forwarddiff/vector_small 19.3 ± 10 μs 19.5 ± 10 μs 0.987 ± 0.74
cubic/gradients/mooncake/matrix_medium 0.106 ± 0.0046 ms 0.105 ± 0.0048 ms 1.01 ± 0.063
cubic/gradients/mooncake/matrix_small 24.1 ± 12 μs 0.0333 ± 0.013 ms 0.722 ± 0.46
cubic/gradients/mooncake/vector_large 0.0942 ± 0.007 ms 0.093 ± 0.0055 ms 1.01 ± 0.096
cubic/gradients/mooncake/vector_medium 21.3 ± 19 μs 0.0354 ± 0.019 ms 0.602 ± 0.62
cubic/gradients/mooncake/vector_small 9.35 ± 5 μs 8.77 ± 5.1 μs 1.07 ± 0.85
cubic/gradients/zygote/matrix_medium 0.109 ± 0.029 ms 0.107 ± 0.029 ms 1.01 ± 0.38
cubic/gradients/zygote/matrix_small 0.0346 ± 0.012 ms 0.0341 ± 0.012 ms 1.01 ± 0.5
cubic/gradients/zygote/vector_large 0.0925 ± 0.0051 ms 0.0914 ± 0.0047 ms 1.01 ± 0.077
cubic/gradients/zygote/vector_medium 0.0358 ± 0.0047 ms 0.0365 ± 0.0047 ms 0.979 ± 0.18
cubic/gradients/zygote/vector_small 8.6 ± 5 μs 8.69 ± 4.9 μs 0.99 ± 0.81
cubic/scaling/eval_10 7.31 ± 4.9 μs 7.63 ± 5.3 μs 0.958 ± 0.93
cubic/scaling/eval_100 9.18 ± 5.1 μs 9.29 ± 5.3 μs 0.988 ± 0.79
cubic/scaling/eval_1000 20.8 ± 4.5 μs 20.3 ± 4.6 μs 1.02 ± 0.32
cubic/scaling/eval_250 12.7 ± 6.3 μs 12.4 ± 5.8 μs 1.02 ± 0.7
cubic/scaling/eval_50 8.2 ± 5.2 μs 8.3 ± 5.3 μs 0.987 ± 0.89
cubic/scaling/eval_500 16.3 ± 5.3 μs 16.2 ± 5.2 μs 1 ± 0.46
cubic/scaling/nodes_10 1.92 ± 0.13 μs 1.89 ± 0.15 μs 1.02 ± 0.11
cubic/scaling/nodes_100 9.2 ± 5.2 μs 9.3 ± 5.4 μs 0.989 ± 0.8
cubic/scaling/nodes_200 16.3 ± 8.3 μs 16.4 ± 8.9 μs 0.993 ± 0.74
cubic/scaling/nodes_25 2.45 ± 0.17 μs 2.37 ± 0.16 μs 1.03 ± 0.1
cubic/scaling/nodes_50 6.24 ± 0.41 μs 6.11 ± 0.33 μs 1.02 ± 0.087
cubic/scaling/nodes_500 22.8 ± 1.2 μs 21.7 ± 1.6 μs 1.05 ± 0.093
gradients/di_forwarddiff_D_z 0.204 ± 0.041 ms 0.205 ± 0.041 ms 0.997 ± 0.28
gradients/di_forwarddiff_f_z 0.198 ± 0.041 ms 0.2 ± 0.038 ms 0.988 ± 0.28
gradients/di_forwarddiff_r_z 0.371 ± 0.13 ms 0.367 ± 0.13 ms 1.01 ± 0.5
gradients/di_mooncake_D_z 0.601 ± 0.099 ms 0.602 ± 0.098 ms 0.999 ± 0.23
gradients/di_mooncake_f_z 0.6 ± 0.048 ms 0.608 ± 0.049 ms 0.986 ± 0.11
gradients/di_mooncake_r_z 5.59 ± 0.56 ms 5.74 ± 0.54 ms 0.972 ± 0.13
gradients/di_zygote_D_z 1.35 ± 0.16 ms 1.34 ± 0.17 ms 1.01 ± 0.18
gradients/di_zygote_f_z 1.39 ± 0.16 ms 1.4 ± 0.16 ms 0.989 ± 0.16
gradients/di_zygote_r_z 28.5 ± 3 ms 29.1 ± 3 ms 0.979 ± 0.14
gradients/forward_D_z 0.103 ± 0.0061 ms 0.108 ± 0.0056 ms 0.954 ± 0.075
gradients/forward_f_z 0.104 ± 0.0047 ms 0.107 ± 0.0045 ms 0.97 ± 0.06
gradients/forward_r_z 0.319 ± 0.077 ms 0.316 ± 0.075 ms 1.01 ± 0.34
gradients/forwarddiff_D_z 0.232 ± 0.052 ms 0.223 ± 0.049 ms 1.04 ± 0.33
gradients/forwarddiff_f_z 0.215 ± 0.046 ms 0.224 ± 0.049 ms 0.964 ± 0.29
gradients/forwarddiff_r_z 0.369 ± 0.12 ms 0.363 ± 0.12 ms 1.02 ± 0.47
gradients/parameter_sensitivity/curved_D_z 0.205 ± 0.043 ms 0.203 ± 0.043 ms 1.01 ± 0.3
gradients/parameter_sensitivity/lcdm_D_z 0.203 ± 0.043 ms 0.207 ± 0.046 ms 0.979 ± 0.3
gradients/parameter_sensitivity/w0wa_D_z 0.21 ± 0.043 ms 0.213 ± 0.043 ms 0.989 ± 0.29
gradients/scaling/di_mooncake_D_z_large 1.14 ± 0.077 ms 1.15 ± 0.082 ms 0.99 ± 0.098
gradients/scaling/di_mooncake_D_z_small 0.497 ± 0.068 ms 0.507 ± 0.066 ms 0.98 ± 0.19
gradients/scaling/forward_D_z_large 0.139 ± 0.027 ms 0.143 ± 0.036 ms 0.968 ± 0.31
gradients/scaling/forward_D_z_small 0.0895 ± 0.0033 ms 0.0883 ± 0.011 ms 1.01 ± 0.13
gradients/scaling/forwarddiff_D_z_large 0.343 ± 0.016 ms 0.35 ± 0.019 ms 0.98 ± 0.071
gradients/scaling/forwarddiff_D_z_small 0.196 ± 0.036 ms 0.198 ± 0.033 ms 0.991 ± 0.25
gradients/scaling/zygote_D_z_large 1.81 ± 0.26 ms 1.88 ± 0.27 ms 0.961 ± 0.19
gradients/scaling/zygote_D_z_small 1.27 ± 0.13 ms 1.28 ± 0.14 ms 0.994 ± 0.15
gradients/single_z/di_mooncake_D_z 0.476 ± 0.06 ms 0.479 ± 0.06 ms 0.994 ± 0.18
gradients/single_z/di_mooncake_f_z 0.466 ± 0.067 ms 0.472 ± 0.069 ms 0.988 ± 0.2
gradients/single_z/di_mooncake_r_z 0.0585 ± 0.0047 ms 0.0573 ± 0.0036 ms 1.02 ± 0.1
gradients/single_z/forward_D_z 0.0871 ± 0.0029 ms 0.0868 ± 0.0027 ms 1 ± 0.046
gradients/single_z/forward_f_z 0.0873 ± 0.0027 ms 0.0867 ± 0.0027 ms 1.01 ± 0.044
gradients/single_z/forward_r_z 2.35 ± 0.09 μs 2.37 ± 0.081 μs 0.992 ± 0.051
gradients/single_z/forwarddiff_D_z 0.189 ± 0.028 ms 0.189 ± 0.027 ms 1 ± 0.2
gradients/single_z/forwarddiff_f_z 0.188 ± 0.025 ms 0.188 ± 0.0093 ms 0.998 ± 0.14
gradients/single_z/forwarddiff_r_z 3.6 ± 0.57 μs 3.62 ± 0.57 μs 0.994 ± 0.22
gradients/single_z/zygote_D_z 1.23 ± 0.11 ms 1.25 ± 0.12 ms 0.986 ± 0.13
gradients/single_z/zygote_f_z 1.23 ± 0.1 ms 1.25 ± 0.1 ms 0.984 ± 0.12
gradients/single_z/zygote_r_z 0.437 ± 0.028 ms 0.442 ± 0.027 ms 0.989 ± 0.086
gradients/zygote_D_z 1.3 ± 0.14 ms 1.3 ± 0.13 ms 0.996 ± 0.15
gradients/zygote_f_z 1.34 ± 0.16 ms 1.37 ± 0.13 ms 0.978 ± 0.15
gradients/zygote_r_z 31.1 ± 3.5 ms 0.0326 ± 0.0041 s 0.952 ± 0.16
normalization/matrix 16.3 ± 0.96 μs 16.4 ± 1.2 μs 0.997 ± 0.094
normalization/vector 0.13 ± 0.03 μs 0.13 ± 0.021 μs 1 ± 0.28
running/lux 8.69 ± 1.6 μs 8.76 ± 1.6 μs 0.992 ± 0.26
running/simplechains 2.73 ± 0.03 μs 2.73 ± 0.03 μs 1 ± 0.016
vectorization/D_f_z_comprehension 2.78 ± 0.31 ms 2.9 ± 0.31 ms 0.958 ± 0.15
vectorization/D_f_z_scalar_loop 2.78 ± 0.32 ms 2.91 ± 0.31 ms 0.956 ± 0.15
vectorization/D_f_z_vectorized 0.0961 ± 0.0057 ms 0.0984 ± 0.0056 ms 0.977 ± 0.08
vectorization/D_z_comprehension 2.77 ± 0.31 ms 2.89 ± 0.31 ms 0.958 ± 0.15
vectorization/D_z_scalar_loop 2.54 ± 0.31 ms 2.73 ± 0.31 ms 0.932 ± 0.15
vectorization/D_z_vectorized 0.0953 ± 0.012 ms 0.101 ± 0.013 ms 0.94 ± 0.17
vectorization/E_z_comprehension 6.12 ± 0.15 μs 6.08 ± 0.13 μs 1.01 ± 0.033
vectorization/E_z_scalar_loop 6.13 ± 0.16 μs 6.16 ± 0.19 μs 0.995 ± 0.04
vectorization/E_z_vectorized 3.64 ± 0.06 μs 3.68 ± 0.07 μs 0.989 ± 0.025
vectorization/S_of_K_comprehension 0.331 ± 0.001 μs 0.331 ± 0.001 μs 1 ± 0.0043
vectorization/S_of_K_scalar_loop 0.321 ± 0.011 μs 0.321 ± 0.01 μs 1 ± 0.046
vectorization/S_of_K_vectorized 0.23 ± 0.001 μs 0.23 ± 0.001 μs 1 ± 0.0061
vectorization/dA_z_comprehension 0.094 ± 0.014 ms 0.0934 ± 0.013 ms 1.01 ± 0.2
vectorization/dA_z_scalar_loop 0.0933 ± 0.024 ms 0.0932 ± 0.023 ms 1 ± 0.36
vectorization/dA_z_vectorized 0.0939 ± 0.023 ms 0.0933 ± 0.021 ms 1.01 ± 0.33
vectorization/dL_z_comprehension 0.0939 ± 0.014 ms 0.0935 ± 0.013 ms 1 ± 0.21
vectorization/dL_z_scalar_loop 0.0929 ± 0.014 ms 0.0933 ± 0.014 ms 0.995 ± 0.21
vectorization/dL_z_vectorized 0.0935 ± 0.014 ms 0.0932 ± 0.013 ms 1 ± 0.21
vectorization/dM_z_comprehension 0.0926 ± 0.021 ms 0.0933 ± 0.021 ms 0.992 ± 0.32
vectorization/dM_z_scalar_loop 0.0931 ± 0.014 ms 0.0934 ± 0.013 ms 0.997 ± 0.21
vectorization/dM_z_vectorized 0.093 ± 0.013 ms 0.0934 ± 0.013 ms 0.995 ± 0.2
vectorization/f_z_comprehension 2.77 ± 0.31 ms 2.91 ± 0.3 ms 0.954 ± 0.15
vectorization/f_z_scalar_loop 2.77 ± 0.31 ms 2.9 ± 0.3 ms 0.955 ± 0.15
vectorization/f_z_vectorized 0.0954 ± 0.013 ms 0.0993 ± 0.012 ms 0.96 ± 0.17
vectorization/r_z_comprehension 0.0931 ± 0.014 ms 0.0929 ± 0.013 ms 1 ± 0.2
vectorization/r_z_scalar_loop 0.0928 ± 0.014 ms 0.0934 ± 0.013 ms 0.994 ± 0.2
vectorization/r_z_vectorized 0.0929 ± 0.023 ms 0.0936 ± 0.024 ms 0.993 ± 0.35
time_to_load 2.32 ± 0.034 s 2.25 ± 0.099 s 1.03 ± 0.048
Memory benchmarks
main 899fb85... main / 899fb85...
akima/components/coefficients_large 0.051 k allocs: 0.0665 MB 0.051 k allocs: 0.0665 MB 1
akima/components/coefficients_medium 0.034 k allocs: 14.7 kB 0.034 k allocs: 14.7 kB 1
akima/components/coefficients_small 0.034 k allocs: 3.61 kB 0.034 k allocs: 3.61 kB 1
akima/components/slopes_large 12 allocs: 16 kB 12 allocs: 16 kB 1
akima/components/slopes_medium 8 allocs: 3.39 kB 8 allocs: 3.39 kB 1
akima/components/slopes_small 8 allocs: 0.844 kB 8 allocs: 0.844 kB 1
akima/forward/matrix_medium 0.099 k allocs: 0.0864 MB 0.099 k allocs: 0.0864 MB 1
akima/forward/matrix_small 0.095 k allocs: 20.3 kB 0.095 k allocs: 20.3 kB 1
akima/forward/vector_large 0.069 k allocs: 0.0938 MB 0.069 k allocs: 0.0938 MB 1
akima/forward/vector_medium 0.046 k allocs: 20.9 kB 0.046 k allocs: 20.9 kB 1
akima/forward/vector_small 0.046 k allocs: 5.12 kB 0.046 k allocs: 5.12 kB 1
akima/gradients/comparison/di_forwarddiff_medium 0.595 k allocs: 1.95 MB 0.595 k allocs: 1.95 MB 1
akima/gradients/comparison/di_mooncake_medium 0.13 k allocs: 0.0543 MB 0.13 k allocs: 0.0543 MB 1
akima/gradients/comparison/di_zygote_medium 0.141 k allocs: 0.055 MB 0.141 k allocs: 0.055 MB 1
akima/gradients/comparison/forward_pass 0.046 k allocs: 20.9 kB 0.046 k allocs: 20.9 kB 1
akima/gradients/comparison/forwarddiff_medium 0.595 k allocs: 1.95 MB 0.595 k allocs: 1.95 MB 1
akima/gradients/comparison/zygote_medium 0.141 k allocs: 0.055 MB 0.141 k allocs: 0.055 MB 1
akima/gradients/di_forwarddiff/vector_medium 0.595 k allocs: 1.95 MB 0.595 k allocs: 1.95 MB 1
akima/gradients/di_zygote/matrix_medium 0.329 k allocs: 0.254 MB 0.329 k allocs: 0.254 MB 1
akima/gradients/di_zygote/vector_medium 0.141 k allocs: 0.055 MB 0.141 k allocs: 0.055 MB 1
akima/gradients/forwarddiff/matrix_medium 11.8 k allocs: 0.0862 GB 11.8 k allocs: 0.0862 GB 1
akima/gradients/forwarddiff/matrix_small 2.21 k allocs: 3.68 MB 2.21 k allocs: 3.68 MB 1
akima/gradients/forwarddiff/vector_large 2.9 k allocs: 0.0433 GB 2.9 k allocs: 0.0433 GB 1
akima/gradients/forwarddiff/vector_medium 0.595 k allocs: 1.95 MB 0.595 k allocs: 1.95 MB 1
akima/gradients/forwarddiff/vector_small 0.097 k allocs: 0.0779 MB 0.097 k allocs: 0.0779 MB 1
akima/gradients/mooncake/matrix_medium 0.343 k allocs: 0.277 MB 0.343 k allocs: 0.277 MB 1
akima/gradients/mooncake/matrix_small 0.328 k allocs: 0.0664 MB 0.328 k allocs: 0.0664 MB 1
akima/gradients/mooncake/vector_large 0.189 k allocs: 0.244 MB 0.189 k allocs: 0.244 MB 1
akima/gradients/mooncake/vector_medium 0.13 k allocs: 0.0543 MB 0.13 k allocs: 0.0543 MB 1
akima/gradients/mooncake/vector_small 0.13 k allocs: 14.7 kB 0.13 k allocs: 14.7 kB 1
akima/gradients/zygote/matrix_medium 0.329 k allocs: 0.254 MB 0.329 k allocs: 0.254 MB 1
akima/gradients/zygote/matrix_small 0.317 k allocs: 0.0611 MB 0.317 k allocs: 0.0611 MB 1
akima/gradients/zygote/vector_large 0.2 k allocs: 0.244 MB 0.2 k allocs: 0.244 MB 1
akima/gradients/zygote/vector_medium 0.141 k allocs: 0.055 MB 0.141 k allocs: 0.055 MB 1
akima/gradients/zygote/vector_small 0.141 k allocs: 15.4 kB 0.141 k allocs: 15.4 kB 1
akima/scaling/eval_10 0.046 k allocs: 19.1 kB 0.046 k allocs: 19.1 kB 1
akima/scaling/eval_100 0.046 k allocs: 19.8 kB 0.046 k allocs: 19.8 kB 1
akima/scaling/eval_1000 0.047 k allocs: 26.8 kB 0.047 k allocs: 26.8 kB 1
akima/scaling/eval_250 0.046 k allocs: 20.9 kB 0.046 k allocs: 20.9 kB 1
akima/scaling/eval_50 0.046 k allocs: 19.4 kB 0.046 k allocs: 19.4 kB 1
akima/scaling/eval_500 0.047 k allocs: 22.9 kB 0.047 k allocs: 22.9 kB 1
akima/scaling/nodes_10 0.046 k allocs: 3.84 kB 0.046 k allocs: 3.84 kB 1
akima/scaling/nodes_100 0.046 k allocs: 19.8 kB 0.046 k allocs: 19.8 kB 1
akima/scaling/nodes_200 0.046 k allocs: 0.0363 MB 0.046 k allocs: 0.0363 MB 1
akima/scaling/nodes_25 0.046 k allocs: 6.47 kB 0.046 k allocs: 6.47 kB 1
akima/scaling/nodes_50 0.046 k allocs: 11.2 kB 0.046 k allocs: 11.2 kB 1
akima/scaling/nodes_500 0.068 k allocs: 0.087 MB 0.068 k allocs: 0.087 MB 1
background/D_f_z_struct 1.42 k allocs: 25.5 kB 1.42 k allocs: 25.5 kB 1
background/D_z_direct 1.42 k allocs: 25.5 kB 1.42 k allocs: 25.5 kB 1
background/D_z_struct 1.42 k allocs: 25.5 kB 1.42 k allocs: 25.5 kB 1
background/E_a_struct 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_direct 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_highz 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_lowz 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_struct 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_vector 0.126 k allocs: 2.23 kB 0.126 k allocs: 2.23 kB 1
background/dA_z_struct 0.052 k allocs: 2.16 kB 0.052 k allocs: 2.16 kB 1
background/dL_z_direct 0.052 k allocs: 2.16 kB 0.052 k allocs: 2.16 kB 1
background/dL_z_highz 0.052 k allocs: 2.16 kB 0.052 k allocs: 2.16 kB 1
background/dL_z_lowz 0.052 k allocs: 2.16 kB 0.052 k allocs: 2.16 kB 1
background/dL_z_struct 0.052 k allocs: 2.16 kB 0.052 k allocs: 2.16 kB 1
background/dL_z_vector 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
background/f_z_struct 1.42 k allocs: 25.5 kB 1.42 k allocs: 25.5 kB 1
background/r_z_struct 0.052 k allocs: 2.16 kB 0.052 k allocs: 2.16 kB 1
background/Ωma_struct 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
chebyshev/forward/matrix_medium 26 allocs: 8.96 kB 26 allocs: 8.96 kB 1
chebyshev/forward/matrix_small 25 allocs: 2.7 kB 25 allocs: 2.7 kB 1
chebyshev/forward/polynomials_medium 0.397 k allocs: 0.579 MB 0.397 k allocs: 0.579 MB 1
chebyshev/forward/polynomials_small 0.077 k allocs: 25.2 kB 0.077 k allocs: 25.2 kB 1
chebyshev/forward/vector_large 11 allocs: 4.27 kB 11 allocs: 4.27 kB 1
chebyshev/forward/vector_medium 10 allocs: 1.17 kB 10 allocs: 1.17 kB 1
chebyshev/forward/vector_small 10 allocs: 0.484 kB 10 allocs: 0.484 kB 1
chebyshev/gradients/forwarddiff/vector_medium 0.0384 M allocs: 1.77 MB 0.0384 M allocs: 1.77 MB 1
chebyshev/gradients/forwarddiff/vector_small 1.25 k allocs: 0.0643 MB 1.25 k allocs: 0.0643 MB 1
chebyshev/gradients/mooncake/vector_medium 28 allocs: 3.97 kB 28 allocs: 3.97 kB 1
chebyshev/gradients/mooncake/vector_small 28 allocs: 1.91 kB 28 allocs: 1.91 kB 1
chebyshev/gradients/zygote/vector_medium 0.042 k allocs: 4.67 kB 0.042 k allocs: 4.67 kB 1
chebyshev/gradients/zygote/vector_small 0.042 k allocs: 2.61 kB 0.042 k allocs: 2.61 kB 1
chebyshev/multidim/forward_2d 0.049 k allocs: 4.21 kB 0.049 k allocs: 4.21 kB 1
chebyshev/multidim/zygote_2d 0.121 k allocs: 12.6 kB 0.121 k allocs: 12.6 kB 1
cubic/components/coefficients_large 0.051 k allocs: 0.0628 MB 0.051 k allocs: 0.0628 MB 1
cubic/components/coefficients_medium 0.035 k allocs: 14 kB 0.035 k allocs: 14 kB 1
cubic/components/coefficients_small 0.035 k allocs: 3.52 kB 0.035 k allocs: 3.52 kB 1
cubic/components/eval_large 3 allocs: 7.88 kB 3 allocs: 7.88 kB 1
cubic/components/eval_medium 2 allocs: 2.02 kB 2 allocs: 2.02 kB 1
cubic/components/eval_small 2 allocs: 0.469 kB 2 allocs: 0.469 kB 1
cubic/forward/matrix_medium 0.04 k allocs: 0.0465 MB 0.04 k allocs: 0.0465 MB 1
cubic/forward/matrix_small 0.038 k allocs: 10.4 kB 0.038 k allocs: 10.4 kB 1
cubic/forward/vector_large 0.054 k allocs: 0.0705 MB 0.054 k allocs: 0.0705 MB 1
cubic/forward/vector_medium 0.037 k allocs: 16 kB 0.037 k allocs: 16 kB 1
cubic/forward/vector_small 0.037 k allocs: 3.98 kB 0.037 k allocs: 3.98 kB 1
cubic/gradients/comparison/forward_pass 0.037 k allocs: 16 kB 0.037 k allocs: 16 kB 1
cubic/gradients/comparison/forwarddiff_medium 0.478 k allocs: 0.869 MB 0.478 k allocs: 0.869 MB 1
cubic/gradients/comparison/mooncake_medium 0.125 k allocs: 0.0487 MB 0.125 k allocs: 0.0487 MB 1
cubic/gradients/comparison/zygote_medium 0.126 k allocs: 0.0485 MB 0.126 k allocs: 0.0485 MB 1
cubic/gradients/forwarddiff/matrix_medium 4.54 k allocs: 0.0409 GB 4.54 k allocs: 0.0409 GB 1
cubic/gradients/forwarddiff/matrix_small 0.868 k allocs: 1.71 MB 0.868 k allocs: 1.71 MB 1
cubic/gradients/forwarddiff/vector_large 2.81 k allocs: 19 MB 2.81 k allocs: 19 MB 1
cubic/gradients/forwarddiff/vector_medium 0.478 k allocs: 0.869 MB 0.478 k allocs: 0.869 MB 1
cubic/gradients/forwarddiff/vector_small 0.095 k allocs: 0.0354 MB 0.095 k allocs: 0.0354 MB 1
cubic/gradients/mooncake/matrix_medium 0.246 k allocs: 0.178 MB 0.246 k allocs: 0.178 MB 1
cubic/gradients/mooncake/matrix_small 0.239 k allocs: 0.0422 MB 0.239 k allocs: 0.0422 MB 1
cubic/gradients/mooncake/vector_large 0.175 k allocs: 0.21 MB 0.175 k allocs: 0.21 MB 1
cubic/gradients/mooncake/vector_medium 0.125 k allocs: 0.0487 MB 0.125 k allocs: 0.0487 MB 1
cubic/gradients/mooncake/vector_small 0.125 k allocs: 14.4 kB 0.125 k allocs: 14.4 kB 1
cubic/gradients/zygote/matrix_medium 0.247 k allocs: 0.178 MB 0.247 k allocs: 0.178 MB 1
cubic/gradients/zygote/matrix_small 0.24 k allocs: 0.0421 MB 0.24 k allocs: 0.0421 MB 1
cubic/gradients/zygote/vector_large 0.176 k allocs: 0.21 MB 0.176 k allocs: 0.21 MB 1
cubic/gradients/zygote/vector_medium 0.126 k allocs: 0.0485 MB 0.126 k allocs: 0.0485 MB 1
cubic/gradients/zygote/vector_small 0.126 k allocs: 14.2 kB 0.126 k allocs: 14.2 kB 1
cubic/scaling/eval_10 0.037 k allocs: 14.2 kB 0.037 k allocs: 14.2 kB 1
cubic/scaling/eval_100 0.037 k allocs: 14.9 kB 0.037 k allocs: 14.9 kB 1
cubic/scaling/eval_1000 0.038 k allocs: 21.9 kB 0.038 k allocs: 21.9 kB 1
cubic/scaling/eval_250 0.037 k allocs: 16 kB 0.037 k allocs: 16 kB 1
cubic/scaling/eval_50 0.037 k allocs: 14.5 kB 0.037 k allocs: 14.5 kB 1
cubic/scaling/eval_500 0.038 k allocs: 18 kB 0.038 k allocs: 18 kB 1
cubic/scaling/nodes_10 0.037 k allocs: 3.17 kB 0.037 k allocs: 3.17 kB 1
cubic/scaling/nodes_100 0.037 k allocs: 14.9 kB 0.037 k allocs: 14.9 kB 1
cubic/scaling/nodes_200 0.037 k allocs: 27 kB 0.037 k allocs: 27 kB 1
cubic/scaling/nodes_25 0.037 k allocs: 5.02 kB 0.037 k allocs: 5.02 kB 1
cubic/scaling/nodes_50 0.037 k allocs: 8.55 kB 0.037 k allocs: 8.55 kB 1
cubic/scaling/nodes_500 0.053 k allocs: 0.0636 MB 0.053 k allocs: 0.0636 MB 1
gradients/di_forwarddiff_D_z 1.49 k allocs: 0.15 MB 1.49 k allocs: 0.15 MB 1
gradients/di_forwarddiff_f_z 1.49 k allocs: 0.161 MB 1.49 k allocs: 0.161 MB 1
gradients/di_forwarddiff_r_z 5.21 k allocs: 0.404 MB 5.21 k allocs: 0.404 MB 1
gradients/di_mooncake_D_z 8 k allocs: 0.394 MB 8 k allocs: 0.394 MB 1
gradients/di_mooncake_f_z 8.01 k allocs: 0.398 MB 8.01 k allocs: 0.398 MB 1
gradients/di_mooncake_r_z 0.0409 M allocs: 1.53 MB 0.0409 M allocs: 1.53 MB 1
gradients/di_zygote_D_z 10.3 k allocs: 0.499 MB 10.3 k allocs: 0.499 MB 1
gradients/di_zygote_f_z 10.3 k allocs: 0.509 MB 10.3 k allocs: 0.509 MB 1
gradients/di_zygote_r_z 0.177 M allocs: 9.18 MB 0.177 M allocs: 9.18 MB 1
gradients/forward_D_z 1.55 k allocs: 0.0418 MB 1.55 k allocs: 0.0418 MB 1
gradients/forward_f_z 1.55 k allocs: 0.0436 MB 1.55 k allocs: 0.0436 MB 1
gradients/forward_r_z 5.21 k allocs: 0.213 MB 5.21 k allocs: 0.213 MB 1
gradients/forwarddiff_D_z 1.49 k allocs: 0.15 MB 1.49 k allocs: 0.15 MB 1
gradients/forwarddiff_f_z 1.49 k allocs: 0.161 MB 1.49 k allocs: 0.161 MB 1
gradients/forwarddiff_r_z 5.21 k allocs: 0.404 MB 5.21 k allocs: 0.404 MB 1
gradients/parameter_sensitivity/curved_D_z 1.49 k allocs: 0.15 MB 1.49 k allocs: 0.15 MB 1
gradients/parameter_sensitivity/lcdm_D_z 1.49 k allocs: 0.15 MB 1.49 k allocs: 0.15 MB 1
gradients/parameter_sensitivity/w0wa_D_z 1.49 k allocs: 0.15 MB 1.49 k allocs: 0.15 MB 1
gradients/scaling/di_mooncake_D_z_large 22 k allocs: 1.23 MB 22 k allocs: 1.23 MB 1
gradients/scaling/di_mooncake_D_z_small 4.84 k allocs: 0.196 MB 4.84 k allocs: 0.196 MB 1
gradients/scaling/forward_D_z_large 2.36 k allocs: 0.111 MB 2.36 k allocs: 0.111 MB 1
gradients/scaling/forward_D_z_small 1.37 k allocs: 26.2 kB 1.37 k allocs: 26.2 kB 1
gradients/scaling/forwarddiff_D_z_large 2.29 k allocs: 0.416 MB 2.29 k allocs: 0.416 MB 1
gradients/scaling/forwarddiff_D_z_small 1.3 k allocs: 0.0886 MB 1.3 k allocs: 0.0886 MB 1
gradients/scaling/zygote_D_z_large 23.1 k allocs: 1.2 MB 23.1 k allocs: 1.2 MB 1
gradients/scaling/zygote_D_z_small 7.38 k allocs: 0.338 MB 7.38 k allocs: 0.338 MB 1
gradients/single_z/di_mooncake_D_z 4.52 k allocs: 0.178 MB 4.52 k allocs: 0.178 MB 1
gradients/single_z/di_mooncake_f_z 4.52 k allocs: 0.178 MB 4.52 k allocs: 0.178 MB 1
gradients/single_z/di_mooncake_r_z 0.409 k allocs: 15.6 kB 0.409 k allocs: 15.6 kB 1
gradients/single_z/forward_D_z 1.34 k allocs: 24.4 kB 1.34 k allocs: 24.4 kB 1
gradients/single_z/forward_f_z 1.34 k allocs: 24.4 kB 1.34 k allocs: 24.4 kB 1
gradients/single_z/forward_r_z 0.052 k allocs: 2.16 kB 0.052 k allocs: 2.16 kB 1
gradients/single_z/forwarddiff_D_z 1.27 k allocs: 0.0814 MB 1.27 k allocs: 0.0814 MB 1
gradients/single_z/forwarddiff_f_z 1.27 k allocs: 0.0814 MB 1.27 k allocs: 0.0814 MB 1
gradients/single_z/forwarddiff_r_z 0.052 k allocs: 3.97 kB 0.052 k allocs: 3.97 kB 1
gradients/single_z/zygote_D_z 7.05 k allocs: 0.321 MB 7.05 k allocs: 0.321 MB 1
gradients/single_z/zygote_f_z 7.05 k allocs: 0.321 MB 7.05 k allocs: 0.321 MB 1
gradients/single_z/zygote_r_z 2.39 k allocs: 0.123 MB 2.39 k allocs: 0.123 MB 1
gradients/zygote_D_z 10.3 k allocs: 0.499 MB 10.3 k allocs: 0.499 MB 1
gradients/zygote_f_z 10.3 k allocs: 0.509 MB 10.3 k allocs: 0.509 MB 1
gradients/zygote_r_z 0.177 M allocs: 9.18 MB 0.177 M allocs: 9.18 MB 1
normalization/matrix 3 allocs: 0.229 MB 3 allocs: 0.229 MB 1
normalization/vector 2 allocs: 0.906 kB 2 allocs: 0.906 kB 1
running/lux 0.034 k allocs: 4.23 kB 0.034 k allocs: 4.23 kB 1
running/simplechains 0 allocs: 0 B 0 allocs: 0 B
vectorization/D_f_z_comprehension 0.0425 M allocs: 0.747 MB 0.0425 M allocs: 0.747 MB 1
vectorization/D_f_z_scalar_loop 0.0425 M allocs: 0.747 MB 0.0425 M allocs: 0.747 MB 1
vectorization/D_f_z_vectorized 1.49 k allocs: 31.5 kB 1.49 k allocs: 31.5 kB 1
vectorization/D_z_comprehension 0.0425 M allocs: 0.747 MB 0.0425 M allocs: 0.747 MB 1
vectorization/D_z_scalar_loop 0.0425 M allocs: 0.747 MB 0.0425 M allocs: 0.747 MB 1
vectorization/D_z_vectorized 1.48 k allocs: 30.6 kB 1.48 k allocs: 30.6 kB 1
vectorization/E_z_comprehension 0.122 k allocs: 2.17 kB 0.122 k allocs: 2.17 kB 1
vectorization/E_z_scalar_loop 0.122 k allocs: 2.17 kB 0.122 k allocs: 2.17 kB 1
vectorization/E_z_vectorized 0.066 k allocs: 1.56 kB 0.066 k allocs: 1.56 kB 1
vectorization/S_of_K_comprehension 2 allocs: 0.219 kB 2 allocs: 0.219 kB 1
vectorization/S_of_K_scalar_loop 2 allocs: 0.219 kB 2 allocs: 0.219 kB 1
vectorization/S_of_K_vectorized 2 allocs: 0.219 kB 2 allocs: 0.219 kB 1
vectorization/dA_z_comprehension 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
vectorization/dA_z_scalar_loop 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
vectorization/dA_z_vectorized 1.57 k allocs: 0.0643 MB 1.57 k allocs: 0.0643 MB 1
vectorization/dL_z_comprehension 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
vectorization/dL_z_scalar_loop 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
vectorization/dL_z_vectorized 1.57 k allocs: 0.0643 MB 1.57 k allocs: 0.0643 MB 1
vectorization/dM_z_comprehension 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
vectorization/dM_z_scalar_loop 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
vectorization/dM_z_vectorized 1.57 k allocs: 0.064 MB 1.57 k allocs: 0.064 MB 1
vectorization/f_z_comprehension 0.0425 M allocs: 0.747 MB 0.0425 M allocs: 0.747 MB 1
vectorization/f_z_scalar_loop 0.0425 M allocs: 0.747 MB 0.0425 M allocs: 0.747 MB 1
vectorization/f_z_vectorized 1.48 k allocs: 31.2 kB 1.48 k allocs: 31.2 kB 1
vectorization/r_z_comprehension 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
vectorization/r_z_scalar_loop 1.56 k allocs: 0.0635 MB 1.56 k allocs: 0.0635 MB 1
vectorization/r_z_vectorized 1.57 k allocs: 0.064 MB 1.57 k allocs: 0.064 MB 1
time_to_load 0.159 k allocs: 11.2 kB 0.159 k allocs: 11.2 kB 1

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Benchmark Results (Julia v1.12)

Time benchmarks
main 899fb85... main / 899fb85...
akima/components/coefficients_large 9.08 ± 3.3 μs 9.16 ± 3.6 μs 0.991 ± 0.53
akima/components/coefficients_medium 6.58 ± 6.1 μs 6.67 ± 6.2 μs 0.987 ± 1.3
akima/components/coefficients_small 0.521 ± 0.21 μs 0.541 ± 0.22 μs 0.963 ± 0.55
akima/components/slopes_large 1.85 ± 0.36 μs 1.84 ± 0.36 μs 1.01 ± 0.28
akima/components/slopes_medium 0.361 ± 0.2 μs 0.38 ± 0.17 μs 0.95 ± 0.68
akima/components/slopes_small 0.14 ± 0.029 μs 0.14 ± 0.02 μs 1 ± 0.25
akima/forward/matrix_medium 0.0372 ± 0.016 ms 0.0377 ± 0.016 ms 0.986 ± 0.58
akima/forward/matrix_small 11.5 ± 7.1 μs 11.4 ± 7.1 μs 1.01 ± 0.88
akima/forward/vector_large 28.9 ± 2.8 μs 29.2 ± 3.6 μs 0.991 ± 0.16
akima/forward/vector_medium 13.3 ± 8.7 μs 13.4 ± 8.7 μs 0.991 ± 0.91
akima/forward/vector_small 1.27 ± 0.27 μs 1.28 ± 0.28 μs 0.992 ± 0.3
akima/gradients/comparison/di_forwarddiff_medium 0.315 ± 0.022 ms 0.359 ± 0.027 ms 0.879 ± 0.091
akima/gradients/comparison/di_mooncake_medium 0.0363 ± 0.0052 ms 0.037 ± 0.0051 ms 0.982 ± 0.19
akima/gradients/comparison/di_zygote_medium 0.0415 ± 0.0068 ms 0.0413 ± 0.0063 ms 1.01 ± 0.23
akima/gradients/comparison/forward_pass 13.3 ± 8.6 μs 13.5 ± 8.6 μs 0.987 ± 0.89
akima/gradients/comparison/forwarddiff_medium 0.316 ± 0.021 ms 0.356 ± 0.024 ms 0.888 ± 0.084
akima/gradients/comparison/zygote_medium 0.0418 ± 0.0059 ms 0.0414 ± 0.006 ms 1.01 ± 0.2
akima/gradients/di_forwarddiff/vector_medium 0.316 ± 0.021 ms 0.365 ± 0.023 ms 0.865 ± 0.079
akima/gradients/di_zygote/matrix_medium 0.105 ± 0.051 ms 0.106 ± 0.051 ms 0.99 ± 0.67
akima/gradients/di_zygote/vector_medium 0.0441 ± 0.0056 ms 0.0427 ± 0.0054 ms 1.03 ± 0.18
akima/gradients/forwarddiff/matrix_medium 22.5 ± 1.4 ms 24.7 ± 2.9 ms 0.911 ± 0.12
akima/gradients/forwarddiff/matrix_small 0.908 ± 0.06 ms 0.969 ± 0.049 ms 0.936 ± 0.079
akima/gradients/forwarddiff/vector_large 8.02 ± 1.3 ms 9.1 ± 1.7 ms 0.881 ± 0.22
akima/gradients/forwarddiff/vector_medium 0.317 ± 0.025 ms 0.367 ± 0.024 ms 0.864 ± 0.089
akima/gradients/forwarddiff/vector_small 0.04 ± 0.0049 ms 0.0405 ± 0.0051 ms 0.988 ± 0.17
akima/gradients/mooncake/matrix_medium 0.0982 ± 0.0064 ms 0.102 ± 0.0069 ms 0.962 ± 0.09
akima/gradients/mooncake/matrix_small 0.0459 ± 0.024 ms 0.0461 ± 0.024 ms 0.996 ± 0.74
akima/gradients/mooncake/vector_large 0.0689 ± 0.0046 ms 0.073 ± 0.0066 ms 0.944 ± 0.11
akima/gradients/mooncake/vector_medium 0.0363 ± 0.0058 ms 0.0365 ± 0.0057 ms 0.994 ± 0.22
akima/gradients/mooncake/vector_small 9.83 ± 5.6 μs 9.95 ± 5.7 μs 0.988 ± 0.8
akima/gradients/zygote/matrix_medium 0.102 ± 0.052 ms 0.104 ± 0.05 ms 0.977 ± 0.68
akima/gradients/zygote/matrix_small 0.0499 ± 0.0078 ms 0.0509 ± 0.0069 ms 0.981 ± 0.2
akima/gradients/zygote/vector_large 0.076 ± 0.0055 ms 0.0765 ± 0.0088 ms 0.994 ± 0.14
akima/gradients/zygote/vector_medium 0.043 ± 0.0055 ms 0.043 ± 0.0056 ms 1 ± 0.18
akima/gradients/zygote/vector_small 13.6 ± 7.7 μs 13.3 ± 7.7 μs 1.02 ± 0.82
akima/scaling/eval_10 9.14 ± 7.6 μs 9.24 ± 7.7 μs 0.989 ± 1.2
akima/scaling/eval_100 11 ± 7.1 μs 10.9 ± 7 μs 1.01 ± 0.92
akima/scaling/eval_1000 17.9 ± 7.8 μs 18.2 ± 7.2 μs 0.984 ± 0.57
akima/scaling/eval_250 13.1 ± 8.4 μs 13.4 ± 8.4 μs 0.978 ± 0.88
akima/scaling/eval_50 9.43 ± 7.2 μs 9.84 ± 6.8 μs 0.959 ± 0.99
akima/scaling/eval_500 15.8 ± 7.8 μs 15.9 ± 7.6 μs 0.991 ± 0.68
akima/scaling/nodes_10 1.52 ± 0.22 μs 1.55 ± 0.25 μs 0.981 ± 0.21
akima/scaling/nodes_100 11.3 ± 7.2 μs 11.3 ± 7.2 μs 1.01 ± 0.91
akima/scaling/nodes_200 19.1 ± 14 μs 19.5 ± 14 μs 0.984 ± 1
akima/scaling/nodes_25 1.9 ± 0.3 μs 1.94 ± 0.33 μs 0.979 ± 0.23
akima/scaling/nodes_50 5.42 ± 4.8 μs 5.61 ± 5.1 μs 0.965 ± 1.2
akima/scaling/nodes_500 13.2 ± 2.5 μs 13.1 ± 3 μs 1.01 ± 0.3
background/D_f_z_struct 0.102 ± 0.013 ms 0.105 ± 0.013 ms 0.972 ± 0.18
background/D_z_direct 0.102 ± 0.013 ms 0.105 ± 0.013 ms 0.968 ± 0.17
background/D_z_struct 0.101 ± 0.013 ms 0.104 ± 0.013 ms 0.974 ± 0.17
background/E_a_struct 0.28 ± 0.001 μs 0.281 ± 0.01 μs 0.996 ± 0.036
background/E_z_direct 0.281 ± 0.001 μs 0.29 ± 0.01 μs 0.969 ± 0.034
background/E_z_highz 0.301 ± 0.01 μs 0.31 ± 0.01 μs 0.971 ± 0.045
background/E_z_lowz 0.28 ± 0.01 μs 0.281 ± 0.02 μs 0.996 ± 0.079
background/E_z_struct 0.28 ± 0.001 μs 0.29 ± 0.011 μs 0.966 ± 0.037
background/E_z_vector 7.57 ± 0.09 μs 7.59 ± 0.099 μs 0.997 ± 0.018
background/dA_z_struct 2.47 ± 0.16 μs 2.45 ± 0.16 μs 1.01 ± 0.092
background/dL_z_direct 2.47 ± 0.15 μs 2.44 ± 0.14 μs 1.01 ± 0.084
background/dL_z_highz 2.53 ± 0.16 μs 2.51 ± 0.16 μs 1.01 ± 0.091
background/dL_z_lowz 2.48 ± 0.18 μs 2.49 ± 0.14 μs 0.996 ± 0.092
background/dL_z_struct 2.47 ± 0.16 μs 2.45 ± 0.14 μs 1.01 ± 0.087
background/dL_z_vector 0.0977 ± 0.027 ms 0.103 ± 0.021 ms 0.947 ± 0.33
background/f_z_struct 0.101 ± 0.013 ms 0.103 ± 0.013 ms 0.98 ± 0.17
background/r_z_struct 2.46 ± 0.16 μs 2.46 ± 0.14 μs 1 ± 0.087
background/Ωma_struct 0.29 ± 0.001 μs 0.291 ± 0.011 μs 0.997 ± 0.038
chebyshev/forward/matrix_medium 18 ± 0.59 μs 23.2 ± 0.66 μs 0.776 ± 0.034
chebyshev/forward/matrix_small 10.4 ± 0.42 μs 16.2 ± 0.53 μs 0.646 ± 0.034
chebyshev/forward/polynomials_medium 0.0486 ± 0.013 ms 0.0498 ± 0.015 ms 0.975 ± 0.39
chebyshev/forward/polynomials_small 8.63 ± 5.6 μs 8.92 ± 5.8 μs 0.967 ± 0.89
chebyshev/forward/vector_large 27.2 ± 0.86 μs 27.3 ± 1 μs 0.994 ± 0.048
chebyshev/forward/vector_medium 1.31 ± 0.14 μs 1.38 ± 0.15 μs 0.949 ± 0.14
chebyshev/forward/vector_small 0.591 ± 0.02 μs 0.721 ± 0.031 μs 0.82 ± 0.045
chebyshev/gradients/forwarddiff/vector_medium 7.54 ± 0.64 ms 6.02 ± 0.64 ms 1.25 ± 0.17
chebyshev/gradients/forwarddiff/vector_small 0.272 ± 0.02 ms 0.219 ± 0.021 ms 1.24 ± 0.15
chebyshev/gradients/mooncake/vector_medium 3.96 ± 2.1 μs 3.94 ± 2.1 μs 1.01 ± 0.75
chebyshev/gradients/mooncake/vector_small 1.63 ± 0.24 μs 1.68 ± 0.25 μs 0.97 ± 0.2
chebyshev/gradients/zygote/vector_medium 4.24 ± 0.34 μs 4.38 ± 0.4 μs 0.968 ± 0.12
chebyshev/gradients/zygote/vector_small 2.24 ± 0.23 μs 2.29 ± 0.27 μs 0.978 ± 0.15
chebyshev/multidim/forward_2d 23.1 ± 0.81 μs 0.0342 ± 0.00092 ms 0.675 ± 0.03
chebyshev/multidim/zygote_2d 0.0546 ± 0.0013 ms 0.0867 ± 0.0021 ms 0.63 ± 0.022
cubic/components/coefficients_large 21.6 ± 1.2 μs 21.6 ± 1.3 μs 1 ± 0.084
cubic/components/coefficients_medium 4.05 ± 5 μs 4.1 ± 4.6 μs 0.988 ± 1.7
cubic/components/coefficients_small 0.911 ± 0.13 μs 0.911 ± 0.15 μs 1 ± 0.22
cubic/components/eval_large 18.4 ± 0.11 μs 18.3 ± 0.12 μs 1 ± 0.0089
cubic/components/eval_medium 3.79 ± 0.021 μs 3.93 ± 0.04 μs 0.967 ± 0.011
cubic/components/eval_small 0.721 ± 0.01 μs 0.661 ± 0.01 μs 1.09 ± 0.022
cubic/forward/matrix_medium 29.2 ± 17 μs 29.2 ± 15 μs 1 ± 0.77
cubic/forward/matrix_small 7.05 ± 1.8 μs 7.12 ± 1.6 μs 0.99 ± 0.34
cubic/forward/vector_large 0.0401 ± 0.0021 ms 0.0403 ± 0.003 ms 0.996 ± 0.089
cubic/forward/vector_medium 7.6 ± 0.91 μs 7.56 ± 0.99 μs 1.01 ± 0.18
cubic/forward/vector_small 1.56 ± 0.16 μs 1.53 ± 0.15 μs 1.02 ± 0.14
cubic/gradients/comparison/forward_pass 12.7 ± 6.4 μs 13.3 ± 6.7 μs 0.957 ± 0.68
cubic/gradients/comparison/forwarddiff_medium 0.241 ± 0.014 ms 0.29 ± 0.016 ms 0.832 ± 0.067
cubic/gradients/comparison/mooncake_medium 19 ± 1 μs 19.7 ± 1.2 μs 0.965 ± 0.077
cubic/gradients/comparison/zygote_medium 24.3 ± 21 μs 24.3 ± 21 μs 1 ± 1.2
cubic/gradients/forwarddiff/matrix_medium 19.7 ± 0.75 ms 21.4 ± 0.71 ms 0.922 ± 0.047
cubic/gradients/forwarddiff/matrix_small 0.747 ± 0.019 ms 0.807 ± 0.023 ms 0.925 ± 0.036
cubic/gradients/forwarddiff/vector_large 5.56 ± 0.34 ms 6.76 ± 0.92 ms 0.823 ± 0.12
cubic/gradients/forwarddiff/vector_medium 0.232 ± 0.018 ms 0.278 ± 0.015 ms 0.833 ± 0.077
cubic/gradients/forwarddiff/vector_small 20.7 ± 11 μs 21.1 ± 11 μs 0.982 ± 0.75
cubic/gradients/mooncake/matrix_medium 0.0947 ± 0.0035 ms 0.0959 ± 0.0043 ms 0.987 ± 0.057
cubic/gradients/mooncake/matrix_small 30.4 ± 14 μs 30.6 ± 14 μs 0.993 ± 0.65
cubic/gradients/mooncake/vector_large 0.0922 ± 0.0058 ms 0.0972 ± 0.0073 ms 0.949 ± 0.093
cubic/gradients/mooncake/vector_medium 0.0365 ± 0.021 ms 0.0367 ± 0.021 ms 0.994 ± 0.79
cubic/gradients/mooncake/vector_small 8.89 ± 6.1 μs 8.94 ± 6 μs 0.994 ± 0.96
cubic/gradients/zygote/matrix_medium 0.0969 ± 0.034 ms 0.0982 ± 0.033 ms 0.987 ± 0.48
cubic/gradients/zygote/matrix_small 0.0371 ± 0.015 ms 0.0367 ± 0.015 ms 1.01 ± 0.58
cubic/gradients/zygote/vector_large 0.0968 ± 0.005 ms 0.0972 ± 0.0074 ms 0.996 ± 0.092
cubic/gradients/zygote/vector_medium 0.0428 ± 0.021 ms 0.0426 ± 0.0071 ms 1 ± 0.53
cubic/gradients/zygote/vector_small 14.3 ± 8 μs 14.4 ± 7.9 μs 0.996 ± 0.78
cubic/scaling/eval_10 4.28 ± 5 μs 4.24 ± 5.1 μs 1.01 ± 1.7
cubic/scaling/eval_100 5.5 ± 5.3 μs 5.51 ± 5 μs 0.998 ± 1.3
cubic/scaling/eval_1000 18.8 ± 0.88 μs 18.7 ± 0.92 μs 1 ± 0.068
cubic/scaling/eval_250 7.89 ± 6.4 μs 7.88 ± 6.5 μs 1 ± 1.2
cubic/scaling/eval_50 4.87 ± 4.5 μs 4.87 ± 4.9 μs 1 ± 1.4
cubic/scaling/eval_500 11.5 ± 0.86 μs 11.5 ± 0.84 μs 1 ± 0.1
cubic/scaling/nodes_10 1.75 ± 0.11 μs 1.67 ± 0.11 μs 1.05 ± 0.096
cubic/scaling/nodes_100 5.1 ± 0.78 μs 5.5 ± 5.3 μs 0.927 ± 0.91
cubic/scaling/nodes_200 17.8 ± 10 μs 9.65 ± 11 μs 1.85 ± 2.3
cubic/scaling/nodes_25 2.38 ± 0.24 μs 2.34 ± 0.24 μs 1.02 ± 0.15
cubic/scaling/nodes_50 3.67 ± 3.4 μs 3.64 ± 3.4 μs 1.01 ± 1.3
cubic/scaling/nodes_500 23.5 ± 1.2 μs 23.6 ± 1.4 μs 0.995 ± 0.078
gradients/di_forwarddiff_D_z 0.241 ± 0.049 ms 0.216 ± 0.049 ms 1.11 ± 0.34
gradients/di_forwarddiff_f_z 0.203 ± 0.039 ms 0.211 ± 0.045 ms 0.96 ± 0.28
gradients/di_forwarddiff_r_z 0.452 ± 0.2 ms 0.541 ± 0.19 ms 0.835 ± 0.47
gradients/di_mooncake_D_z 0.614 ± 0.12 ms 0.615 ± 0.13 ms 0.999 ± 0.28
gradients/di_mooncake_f_z 0.609 ± 0.024 ms 0.609 ± 0.03 ms 1 ± 0.063
gradients/di_mooncake_r_z 5.98 ± 0.087 ms 5.88 ± 0.11 ms 1.02 ± 0.024
gradients/di_zygote_D_z 1.58 ± 0.24 ms 1.59 ± 0.22 ms 0.99 ± 0.2
gradients/di_zygote_f_z 1.55 ± 0.19 ms 1.58 ± 0.2 ms 0.979 ± 0.17
gradients/di_zygote_r_z 26.5 ± 2.1 ms 25.8 ± 2.2 ms 1.03 ± 0.12
gradients/forward_D_z 0.114 ± 0.0093 ms 0.114 ± 0.0088 ms 1 ± 0.11
gradients/forward_f_z 0.115 ± 0.011 ms 0.115 ± 0.0097 ms 0.999 ± 0.12
gradients/forward_r_z 0.361 ± 0.11 ms 0.361 ± 0.11 ms 0.999 ± 0.42
gradients/forwarddiff_D_z 0.209 ± 0.053 ms 0.234 ± 0.053 ms 0.896 ± 0.3
gradients/forwarddiff_f_z 0.211 ± 0.038 ms 0.227 ± 0.042 ms 0.928 ± 0.24
gradients/forwarddiff_r_z 0.374 ± 0.097 ms 0.38 ± 0.12 ms 0.983 ± 0.39
gradients/parameter_sensitivity/curved_D_z 0.204 ± 0.044 ms 0.208 ± 0.045 ms 0.984 ± 0.3
gradients/parameter_sensitivity/lcdm_D_z 0.206 ± 0.051 ms 0.212 ± 0.05 ms 0.97 ± 0.33
gradients/parameter_sensitivity/w0wa_D_z 0.223 ± 0.048 ms 0.226 ± 0.048 ms 0.987 ± 0.3
gradients/scaling/di_mooncake_D_z_large 1.17 ± 0.038 ms 1.19 ± 0.047 ms 0.988 ± 0.051
gradients/scaling/di_mooncake_D_z_small 0.524 ± 0.076 ms 0.52 ± 0.075 ms 1.01 ± 0.21
gradients/scaling/forward_D_z_large 0.159 ± 0.036 ms 0.161 ± 0.03 ms 0.987 ± 0.29
gradients/scaling/forward_D_z_small 0.0987 ± 0.012 ms 0.0985 ± 0.012 ms 1 ± 0.17
gradients/scaling/forwarddiff_D_z_large 0.37 ± 0.017 ms 0.366 ± 0.019 ms 1.01 ± 0.07
gradients/scaling/forwarddiff_D_z_small 0.203 ± 0.043 ms 0.204 ± 0.036 ms 0.994 ± 0.27
gradients/scaling/zygote_D_z_large 2.01 ± 0.31 ms 1.94 ± 0.29 ms 1.04 ± 0.22
gradients/scaling/zygote_D_z_small 1.39 ± 0.13 ms 1.41 ± 0.12 ms 0.984 ± 0.13
gradients/single_z/di_mooncake_D_z 0.5 ± 0.076 ms 0.496 ± 0.065 ms 1.01 ± 0.2
gradients/single_z/di_mooncake_f_z 0.451 ± 0.069 ms 0.482 ± 0.068 ms 0.937 ± 0.2
gradients/single_z/di_mooncake_r_z 0.0563 ± 0.0038 ms 0.0569 ± 0.0042 ms 0.989 ± 0.098
gradients/single_z/forward_D_z 0.0966 ± 0.011 ms 0.0969 ± 0.011 ms 0.998 ± 0.16
gradients/single_z/forward_f_z 0.0967 ± 0.011 ms 0.0966 ± 0.011 ms 1 ± 0.16
gradients/single_z/forward_r_z 2.48 ± 0.14 μs 2.45 ± 0.14 μs 1.01 ± 0.081
gradients/single_z/forwarddiff_D_z 0.196 ± 0.007 ms 0.198 ± 0.0066 ms 0.988 ± 0.048
gradients/single_z/forwarddiff_f_z 0.198 ± 0.0074 ms 0.197 ± 0.0066 ms 1.01 ± 0.05
gradients/single_z/forwarddiff_r_z 3.71 ± 0.26 μs 3.81 ± 0.28 μs 0.974 ± 0.099
gradients/single_z/zygote_D_z 1.43 ± 0.15 ms 1.43 ± 0.13 ms 0.995 ± 0.14
gradients/single_z/zygote_f_z 1.43 ± 0.16 ms 1.43 ± 0.14 ms 0.999 ± 0.15
gradients/single_z/zygote_r_z 0.438 ± 0.048 ms 0.434 ± 0.048 ms 1.01 ± 0.16
gradients/zygote_D_z 1.48 ± 0.18 ms 1.48 ± 0.19 ms 0.996 ± 0.18
gradients/zygote_f_z 1.58 ± 0.24 ms 1.6 ± 0.23 ms 0.983 ± 0.2
gradients/zygote_r_z 28 ± 2.5 ms 27.7 ± 3.5 ms 1.01 ± 0.16
normalization/matrix 15.7 ± 2.1 μs 16.6 ± 1.4 μs 0.942 ± 0.15
normalization/vector 0.09 ± 0.01 μs 0.09 ± 0.01 μs 1 ± 0.16
running/lux 8.11 ± 0.68 μs 8.4 ± 0.65 μs 0.965 ± 0.11
running/simplechains 2.9 ± 0.031 μs 2.9 ± 0.03 μs 1 ± 0.015
vectorization/D_f_z_comprehension 3.12 ± 0.034 ms 3.13 ± 0.033 ms 0.995 ± 0.015
vectorization/D_f_z_scalar_loop 3.12 ± 0.032 ms 3.12 ± 0.036 ms 0.999 ± 0.015
vectorization/D_f_z_vectorized 0.108 ± 0.0057 ms 0.111 ± 0.0061 ms 0.973 ± 0.074
vectorization/D_z_comprehension 3.12 ± 0.035 ms 3.13 ± 0.04 ms 0.997 ± 0.017
vectorization/D_z_scalar_loop 3.12 ± 0.37 ms 3.12 ± 0.36 ms 0.998 ± 0.17
vectorization/D_z_vectorized 0.107 ± 0.0062 ms 0.109 ± 0.0057 ms 0.98 ± 0.077
vectorization/E_z_comprehension 7.34 ± 0.1 μs 7.33 ± 0.08 μs 1 ± 0.017
vectorization/E_z_scalar_loop 7.33 ± 0.09 μs 7.4 ± 0.08 μs 0.991 ± 0.016
vectorization/E_z_vectorized 4.08 ± 0.05 μs 4.11 ± 0.05 μs 0.993 ± 0.017
vectorization/S_of_K_comprehension 0.29 ± 0.001 μs 0.29 ± 0.001 μs 1 ± 0.0049
vectorization/S_of_K_scalar_loop 0.281 ± 0.01 μs 0.281 ± 0.01 μs 1 ± 0.05
vectorization/S_of_K_vectorized 0.21 ± 0.001 μs 0.211 ± 0.01 μs 0.995 ± 0.047
vectorization/dA_z_comprehension 0.105 ± 0.033 ms 0.106 ± 0.033 ms 0.992 ± 0.44
vectorization/dA_z_scalar_loop 0.106 ± 0.033 ms 0.11 ± 0.032 ms 0.962 ± 0.41
vectorization/dA_z_vectorized 0.106 ± 0.033 ms 0.105 ± 0.033 ms 1 ± 0.44
vectorization/dL_z_comprehension 0.106 ± 0.033 ms 0.106 ± 0.033 ms 0.994 ± 0.44
vectorization/dL_z_scalar_loop 0.106 ± 0.034 ms 0.11 ± 0.032 ms 0.967 ± 0.42
vectorization/dL_z_vectorized 0.106 ± 0.033 ms 0.106 ± 0.034 ms 0.999 ± 0.45
vectorization/dM_z_comprehension 0.105 ± 0.033 ms 0.105 ± 0.033 ms 1 ± 0.44
vectorization/dM_z_scalar_loop 0.105 ± 0.032 ms 0.104 ± 0.032 ms 1.01 ± 0.43
vectorization/dM_z_vectorized 0.106 ± 0.033 ms 0.105 ± 0.033 ms 1 ± 0.45
vectorization/f_z_comprehension 3.12 ± 0.36 ms 3.18 ± 0.36 ms 0.982 ± 0.16
vectorization/f_z_scalar_loop 3.13 ± 0.035 ms 3.13 ± 0.032 ms 1 ± 0.015
vectorization/f_z_vectorized 0.108 ± 0.006 ms 0.108 ± 0.0062 ms 1 ± 0.08
vectorization/r_z_comprehension 0.105 ± 0.033 ms 0.105 ± 0.033 ms 0.999 ± 0.44
vectorization/r_z_scalar_loop 0.105 ± 0.033 ms 0.105 ± 0.033 ms 1 ± 0.44
vectorization/r_z_vectorized 0.105 ± 0.033 ms 0.105 ± 0.033 ms 1 ± 0.44
time_to_load 1.75 ± 0.01 s 1.86 ± 0.012 s 0.94 ± 0.0082
Memory benchmarks
main 899fb85... main / 899fb85...
akima/components/coefficients_large 0.051 k allocs: 0.0665 MB 0.051 k allocs: 0.0665 MB 1
akima/components/coefficients_medium 0.034 k allocs: 14.7 kB 0.034 k allocs: 14.7 kB 1
akima/components/coefficients_small 0.034 k allocs: 3.61 kB 0.034 k allocs: 3.61 kB 1
akima/components/slopes_large 12 allocs: 16 kB 12 allocs: 16 kB 1
akima/components/slopes_medium 8 allocs: 3.39 kB 8 allocs: 3.39 kB 1
akima/components/slopes_small 8 allocs: 0.844 kB 8 allocs: 0.844 kB 1
akima/forward/matrix_medium 0.099 k allocs: 0.0864 MB 0.099 k allocs: 0.0864 MB 1
akima/forward/matrix_small 0.095 k allocs: 20.3 kB 0.095 k allocs: 20.3 kB 1
akima/forward/vector_large 0.069 k allocs: 0.0938 MB 0.069 k allocs: 0.0938 MB 1
akima/forward/vector_medium 0.046 k allocs: 20.9 kB 0.046 k allocs: 20.9 kB 1
akima/forward/vector_small 0.046 k allocs: 5.12 kB 0.046 k allocs: 5.12 kB 1
akima/gradients/comparison/di_forwarddiff_medium 0.595 k allocs: 1.95 MB 0.595 k allocs: 1.95 MB 1
akima/gradients/comparison/di_mooncake_medium 0.13 k allocs: 0.0543 MB 0.13 k allocs: 0.0543 MB 1
akima/gradients/comparison/di_zygote_medium 0.158 k allocs: 0.0567 MB 0.158 k allocs: 0.0567 MB 1
akima/gradients/comparison/forward_pass 0.046 k allocs: 20.9 kB 0.046 k allocs: 20.9 kB 1
akima/gradients/comparison/forwarddiff_medium 0.595 k allocs: 1.95 MB 0.595 k allocs: 1.95 MB 1
akima/gradients/comparison/zygote_medium 0.158 k allocs: 0.0567 MB 0.158 k allocs: 0.0567 MB 1
akima/gradients/di_forwarddiff/vector_medium 0.595 k allocs: 1.95 MB 0.595 k allocs: 1.95 MB 1
akima/gradients/di_zygote/matrix_medium 0.346 k allocs: 0.257 MB 0.346 k allocs: 0.257 MB 1
akima/gradients/di_zygote/vector_medium 0.158 k allocs: 0.0567 MB 0.158 k allocs: 0.0567 MB 1
akima/gradients/forwarddiff/matrix_medium 11.8 k allocs: 0.0862 GB 11.8 k allocs: 0.0862 GB 1
akima/gradients/forwarddiff/matrix_small 2.21 k allocs: 3.68 MB 2.21 k allocs: 3.68 MB 1
akima/gradients/forwarddiff/vector_large 2.9 k allocs: 0.0433 GB 2.9 k allocs: 0.0433 GB 1
akima/gradients/forwarddiff/vector_medium 0.595 k allocs: 1.95 MB 0.595 k allocs: 1.95 MB 1
akima/gradients/forwarddiff/vector_small 0.097 k allocs: 0.0779 MB 0.097 k allocs: 0.0779 MB 1
akima/gradients/mooncake/matrix_medium 0.343 k allocs: 0.277 MB 0.343 k allocs: 0.277 MB 1
akima/gradients/mooncake/matrix_small 0.328 k allocs: 0.0664 MB 0.328 k allocs: 0.0664 MB 1
akima/gradients/mooncake/vector_large 0.189 k allocs: 0.244 MB 0.189 k allocs: 0.244 MB 1
akima/gradients/mooncake/vector_medium 0.13 k allocs: 0.0543 MB 0.13 k allocs: 0.0543 MB 1
akima/gradients/mooncake/vector_small 0.13 k allocs: 14.7 kB 0.13 k allocs: 14.7 kB 1
akima/gradients/zygote/matrix_medium 0.346 k allocs: 0.257 MB 0.346 k allocs: 0.257 MB 1
akima/gradients/zygote/matrix_small 0.334 k allocs: 0.0642 MB 0.334 k allocs: 0.0642 MB 1
akima/gradients/zygote/vector_large 0.217 k allocs: 0.246 MB 0.217 k allocs: 0.246 MB 1
akima/gradients/zygote/vector_medium 0.158 k allocs: 0.0567 MB 0.158 k allocs: 0.0567 MB 1
akima/gradients/zygote/vector_small 0.158 k allocs: 17.1 kB 0.158 k allocs: 17.1 kB 1
akima/scaling/eval_10 0.046 k allocs: 19.1 kB 0.046 k allocs: 19.1 kB 1
akima/scaling/eval_100 0.046 k allocs: 19.8 kB 0.046 k allocs: 19.8 kB 1
akima/scaling/eval_1000 0.047 k allocs: 26.8 kB 0.047 k allocs: 26.8 kB 1
akima/scaling/eval_250 0.046 k allocs: 20.9 kB 0.046 k allocs: 20.9 kB 1
akima/scaling/eval_50 0.046 k allocs: 19.4 kB 0.046 k allocs: 19.4 kB 1
akima/scaling/eval_500 0.047 k allocs: 22.9 kB 0.047 k allocs: 22.9 kB 1
akima/scaling/nodes_10 0.046 k allocs: 3.84 kB 0.046 k allocs: 3.84 kB 1
akima/scaling/nodes_100 0.046 k allocs: 19.8 kB 0.046 k allocs: 19.8 kB 1
akima/scaling/nodes_200 0.046 k allocs: 0.0363 MB 0.046 k allocs: 0.0363 MB 1
akima/scaling/nodes_25 0.046 k allocs: 6.47 kB 0.046 k allocs: 6.47 kB 1
akima/scaling/nodes_50 0.046 k allocs: 11.2 kB 0.046 k allocs: 11.2 kB 1
akima/scaling/nodes_500 0.068 k allocs: 0.087 MB 0.068 k allocs: 0.087 MB 1
background/D_f_z_struct 1.4 k allocs: 24.4 kB 1.4 k allocs: 24.4 kB 1
background/D_z_direct 1.4 k allocs: 24.4 kB 1.4 k allocs: 24.4 kB 1
background/D_z_struct 1.4 k allocs: 24.4 kB 1.4 k allocs: 24.4 kB 1
background/E_a_struct 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_direct 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_highz 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_lowz 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_struct 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
background/E_z_vector 0.126 k allocs: 2.23 kB 0.126 k allocs: 2.23 kB 1
background/dA_z_struct 0.052 k allocs: 2.41 kB 0.052 k allocs: 2.41 kB 1
background/dL_z_direct 0.052 k allocs: 2.41 kB 0.052 k allocs: 2.41 kB 1
background/dL_z_highz 0.052 k allocs: 2.41 kB 0.052 k allocs: 2.41 kB 1
background/dL_z_lowz 0.052 k allocs: 2.41 kB 0.052 k allocs: 2.41 kB 1
background/dL_z_struct 0.052 k allocs: 2.41 kB 0.052 k allocs: 2.41 kB 1
background/dL_z_vector 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
background/f_z_struct 1.4 k allocs: 24.4 kB 1.4 k allocs: 24.4 kB 1
background/r_z_struct 0.052 k allocs: 2.41 kB 0.052 k allocs: 2.41 kB 1
background/Ωma_struct 4 allocs: 0.0625 kB 4 allocs: 0.0625 kB 1
chebyshev/forward/matrix_medium 26 allocs: 8.96 kB 26 allocs: 8.96 kB 1
chebyshev/forward/matrix_small 25 allocs: 2.7 kB 25 allocs: 2.7 kB 1
chebyshev/forward/polynomials_medium 0.397 k allocs: 0.579 MB 0.397 k allocs: 0.579 MB 1
chebyshev/forward/polynomials_small 0.077 k allocs: 25.2 kB 0.077 k allocs: 25.2 kB 1
chebyshev/forward/vector_large 11 allocs: 4.27 kB 11 allocs: 4.27 kB 1
chebyshev/forward/vector_medium 10 allocs: 1.17 kB 10 allocs: 1.17 kB 1
chebyshev/forward/vector_small 10 allocs: 0.484 kB 10 allocs: 0.484 kB 1
chebyshev/gradients/forwarddiff/vector_medium 0.0348 M allocs: 1.62 MB 0.0348 M allocs: 1.62 MB 1
chebyshev/gradients/forwarddiff/vector_small 1.09 k allocs: 0.0576 MB 1.09 k allocs: 0.0576 MB 1
chebyshev/gradients/mooncake/vector_medium 28 allocs: 3.97 kB 28 allocs: 3.97 kB 1
chebyshev/gradients/mooncake/vector_small 28 allocs: 1.91 kB 28 allocs: 1.91 kB 1
chebyshev/gradients/zygote/vector_medium 0.042 k allocs: 4.81 kB 0.042 k allocs: 4.81 kB 1
chebyshev/gradients/zygote/vector_small 0.042 k allocs: 2.75 kB 0.042 k allocs: 2.75 kB 1
chebyshev/multidim/forward_2d 0.049 k allocs: 4.21 kB 0.049 k allocs: 4.21 kB 1
chebyshev/multidim/zygote_2d 0.121 k allocs: 12.8 kB 0.121 k allocs: 12.8 kB 1
cubic/components/coefficients_large 0.051 k allocs: 0.0628 MB 0.051 k allocs: 0.0628 MB 1
cubic/components/coefficients_medium 0.035 k allocs: 14 kB 0.035 k allocs: 14 kB 1
cubic/components/coefficients_small 0.035 k allocs: 3.52 kB 0.035 k allocs: 3.52 kB 1
cubic/components/eval_large 3 allocs: 7.88 kB 3 allocs: 7.88 kB 1
cubic/components/eval_medium 2 allocs: 2.02 kB 2 allocs: 2.02 kB 1
cubic/components/eval_small 2 allocs: 0.469 kB 2 allocs: 0.469 kB 1
cubic/forward/matrix_medium 0.04 k allocs: 0.0465 MB 0.04 k allocs: 0.0465 MB 1
cubic/forward/matrix_small 0.038 k allocs: 10.4 kB 0.038 k allocs: 10.4 kB 1
cubic/forward/vector_large 0.054 k allocs: 0.0705 MB 0.054 k allocs: 0.0705 MB 1
cubic/forward/vector_medium 0.037 k allocs: 16 kB 0.037 k allocs: 16 kB 1
cubic/forward/vector_small 0.037 k allocs: 3.98 kB 0.037 k allocs: 3.98 kB 1
cubic/gradients/comparison/forward_pass 0.037 k allocs: 16 kB 0.037 k allocs: 16 kB 1
cubic/gradients/comparison/forwarddiff_medium 0.478 k allocs: 0.869 MB 0.478 k allocs: 0.869 MB 1
cubic/gradients/comparison/mooncake_medium 0.125 k allocs: 0.0487 MB 0.125 k allocs: 0.0487 MB 1
cubic/gradients/comparison/zygote_medium 0.143 k allocs: 0.0506 MB 0.143 k allocs: 0.0506 MB 1
cubic/gradients/forwarddiff/matrix_medium 4.54 k allocs: 0.0409 GB 4.54 k allocs: 0.0409 GB 1
cubic/gradients/forwarddiff/matrix_small 0.868 k allocs: 1.71 MB 0.868 k allocs: 1.71 MB 1
cubic/gradients/forwarddiff/vector_large 2.81 k allocs: 19 MB 2.81 k allocs: 19 MB 1
cubic/gradients/forwarddiff/vector_medium 0.478 k allocs: 0.869 MB 0.478 k allocs: 0.869 MB 1
cubic/gradients/forwarddiff/vector_small 0.095 k allocs: 0.0354 MB 0.095 k allocs: 0.0354 MB 1
cubic/gradients/mooncake/matrix_medium 0.246 k allocs: 0.178 MB 0.246 k allocs: 0.178 MB 1
cubic/gradients/mooncake/matrix_small 0.239 k allocs: 0.0422 MB 0.239 k allocs: 0.0422 MB 1
cubic/gradients/mooncake/vector_large 0.175 k allocs: 0.21 MB 0.175 k allocs: 0.21 MB 1
cubic/gradients/mooncake/vector_medium 0.125 k allocs: 0.0487 MB 0.125 k allocs: 0.0487 MB 1
cubic/gradients/mooncake/vector_small 0.125 k allocs: 14.4 kB 0.125 k allocs: 14.4 kB 1
cubic/gradients/zygote/matrix_medium 0.264 k allocs: 0.18 MB 0.264 k allocs: 0.18 MB 1
cubic/gradients/zygote/matrix_small 0.257 k allocs: 0.0445 MB 0.257 k allocs: 0.0445 MB 1
cubic/gradients/zygote/vector_large 0.193 k allocs: 0.212 MB 0.193 k allocs: 0.212 MB 1
cubic/gradients/zygote/vector_medium 0.143 k allocs: 0.0506 MB 0.143 k allocs: 0.0506 MB 1
cubic/gradients/zygote/vector_small 0.143 k allocs: 16.4 kB 0.143 k allocs: 16.4 kB 1
cubic/scaling/eval_10 0.037 k allocs: 14.2 kB 0.037 k allocs: 14.2 kB 1
cubic/scaling/eval_100 0.037 k allocs: 14.9 kB 0.037 k allocs: 14.9 kB 1
cubic/scaling/eval_1000 0.038 k allocs: 21.9 kB 0.038 k allocs: 21.9 kB 1
cubic/scaling/eval_250 0.037 k allocs: 16 kB 0.037 k allocs: 16 kB 1
cubic/scaling/eval_50 0.037 k allocs: 14.5 kB 0.037 k allocs: 14.5 kB 1
cubic/scaling/eval_500 0.038 k allocs: 18 kB 0.038 k allocs: 18 kB 1
cubic/scaling/nodes_10 0.037 k allocs: 3.17 kB 0.037 k allocs: 3.17 kB 1
cubic/scaling/nodes_100 0.037 k allocs: 14.9 kB 0.037 k allocs: 14.9 kB 1
cubic/scaling/nodes_200 0.037 k allocs: 27 kB 0.037 k allocs: 27 kB 1
cubic/scaling/nodes_25 0.037 k allocs: 5.02 kB 0.037 k allocs: 5.02 kB 1
cubic/scaling/nodes_50 0.037 k allocs: 8.55 kB 0.037 k allocs: 8.55 kB 1
cubic/scaling/nodes_500 0.053 k allocs: 0.0636 MB 0.053 k allocs: 0.0636 MB 1
gradients/di_forwarddiff_D_z 1.47 k allocs: 0.146 MB 1.47 k allocs: 0.146 MB 1
gradients/di_forwarddiff_f_z 1.48 k allocs: 0.157 MB 1.48 k allocs: 0.157 MB 1
gradients/di_forwarddiff_r_z 5.21 k allocs: 0.428 MB 5.21 k allocs: 0.428 MB 1
gradients/di_mooncake_D_z 7.98 k allocs: 0.392 MB 7.98 k allocs: 0.392 MB 1
gradients/di_mooncake_f_z 7.99 k allocs: 0.395 MB 7.99 k allocs: 0.395 MB 1
gradients/di_mooncake_r_z 0.0409 M allocs: 1.57 MB 0.0409 M allocs: 1.57 MB 1
gradients/di_zygote_D_z 10.6 k allocs: 0.49 MB 10.6 k allocs: 0.49 MB 1
gradients/di_zygote_f_z 10.6 k allocs: 0.5 MB 10.6 k allocs: 0.5 MB 1
gradients/di_zygote_r_z 0.181 M allocs: 8.05 MB 0.181 M allocs: 8.05 MB 1
gradients/forward_D_z 1.54 k allocs: 0.0406 MB 1.54 k allocs: 0.0406 MB 1
gradients/forward_f_z 1.54 k allocs: 0.0424 MB 1.54 k allocs: 0.0424 MB 1
gradients/forward_r_z 5.21 k allocs: 0.238 MB 5.21 k allocs: 0.238 MB 1
gradients/forwarddiff_D_z 1.47 k allocs: 0.146 MB 1.47 k allocs: 0.146 MB 1
gradients/forwarddiff_f_z 1.48 k allocs: 0.157 MB 1.48 k allocs: 0.157 MB 1
gradients/forwarddiff_r_z 5.21 k allocs: 0.428 MB 5.21 k allocs: 0.428 MB 1
gradients/parameter_sensitivity/curved_D_z 1.47 k allocs: 0.146 MB 1.47 k allocs: 0.146 MB 1
gradients/parameter_sensitivity/lcdm_D_z 1.47 k allocs: 0.146 MB 1.47 k allocs: 0.146 MB 1
gradients/parameter_sensitivity/w0wa_D_z 1.47 k allocs: 0.146 MB 1.47 k allocs: 0.146 MB 1
gradients/scaling/di_mooncake_D_z_large 22 k allocs: 1.22 MB 22 k allocs: 1.22 MB 1
gradients/scaling/di_mooncake_D_z_small 4.82 k allocs: 0.195 MB 4.82 k allocs: 0.195 MB 1
gradients/scaling/forward_D_z_large 2.35 k allocs: 0.109 MB 2.35 k allocs: 0.109 MB 1
gradients/scaling/forward_D_z_small 1.35 k allocs: 25.2 kB 1.35 k allocs: 25.2 kB 1
gradients/scaling/forwarddiff_D_z_large 2.28 k allocs: 0.404 MB 2.28 k allocs: 0.404 MB 1
gradients/scaling/forwarddiff_D_z_small 1.28 k allocs: 0.0872 MB 1.28 k allocs: 0.0872 MB 1
gradients/scaling/zygote_D_z_large 23.5 k allocs: 1.19 MB 23.5 k allocs: 1.19 MB 1
gradients/scaling/zygote_D_z_small 7.74 k allocs: 0.33 MB 7.74 k allocs: 0.33 MB 1
gradients/single_z/di_mooncake_D_z 4.49 k allocs: 0.176 MB 4.49 k allocs: 0.176 MB 1
gradients/single_z/di_mooncake_f_z 4.49 k allocs: 0.176 MB 4.49 k allocs: 0.176 MB 1
gradients/single_z/di_mooncake_r_z 0.409 k allocs: 16.1 kB 0.409 k allocs: 16.1 kB 1
gradients/single_z/forward_D_z 1.33 k allocs: 23.2 kB 1.33 k allocs: 23.2 kB 1
gradients/single_z/forward_f_z 1.33 k allocs: 23.2 kB 1.33 k allocs: 23.2 kB 1
gradients/single_z/forward_r_z 0.052 k allocs: 2.41 kB 0.052 k allocs: 2.41 kB 1
gradients/single_z/forwarddiff_D_z 1.26 k allocs: 0.0793 MB 1.26 k allocs: 0.0793 MB 1
gradients/single_z/forwarddiff_f_z 1.26 k allocs: 0.0793 MB 1.26 k allocs: 0.0793 MB 1
gradients/single_z/forwarddiff_r_z 0.052 k allocs: 4.22 kB 0.052 k allocs: 4.22 kB 1
gradients/single_z/zygote_D_z 7.39 k allocs: 0.31 MB 7.39 k allocs: 0.31 MB 1
gradients/single_z/zygote_f_z 7.39 k allocs: 0.31 MB 7.39 k allocs: 0.31 MB 1
gradients/single_z/zygote_r_z 2.54 k allocs: 0.111 MB 2.54 k allocs: 0.111 MB 1
gradients/zygote_D_z 10.6 k allocs: 0.49 MB 10.6 k allocs: 0.49 MB 1
gradients/zygote_f_z 10.6 k allocs: 0.5 MB 10.6 k allocs: 0.5 MB 1
gradients/zygote_r_z 0.181 M allocs: 8.05 MB 0.181 M allocs: 8.05 MB 1
normalization/matrix 3 allocs: 0.229 MB 3 allocs: 0.229 MB 1
normalization/vector 2 allocs: 0.906 kB 2 allocs: 0.906 kB 1
running/lux 30 allocs: 4.11 kB 30 allocs: 4.11 kB 1
running/simplechains 0 allocs: 0 B 0 allocs: 0 B
vectorization/D_f_z_comprehension 0.0421 M allocs: 0.714 MB 0.0421 M allocs: 0.714 MB 1
vectorization/D_f_z_scalar_loop 0.0421 M allocs: 0.714 MB 0.0421 M allocs: 0.714 MB 1
vectorization/D_f_z_vectorized 1.47 k allocs: 30.6 kB 1.47 k allocs: 30.6 kB 1
vectorization/D_z_comprehension 0.0421 M allocs: 0.714 MB 0.0421 M allocs: 0.714 MB 1
vectorization/D_z_scalar_loop 0.0421 M allocs: 0.714 MB 0.0421 M allocs: 0.714 MB 1
vectorization/D_z_vectorized 1.47 k allocs: 29.7 kB 1.47 k allocs: 29.7 kB 1
vectorization/E_z_comprehension 0.122 k allocs: 2.17 kB 0.122 k allocs: 2.17 kB 1
vectorization/E_z_scalar_loop 0.122 k allocs: 2.17 kB 0.122 k allocs: 2.17 kB 1
vectorization/E_z_vectorized 0.066 k allocs: 1.56 kB 0.066 k allocs: 1.56 kB 1
vectorization/S_of_K_comprehension 2 allocs: 0.219 kB 2 allocs: 0.219 kB 1
vectorization/S_of_K_scalar_loop 2 allocs: 0.219 kB 2 allocs: 0.219 kB 1
vectorization/S_of_K_vectorized 2 allocs: 0.219 kB 2 allocs: 0.219 kB 1
vectorization/dA_z_comprehension 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
vectorization/dA_z_scalar_loop 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
vectorization/dA_z_vectorized 1.57 k allocs: 0.0717 MB 1.57 k allocs: 0.0717 MB 1
vectorization/dL_z_comprehension 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
vectorization/dL_z_scalar_loop 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
vectorization/dL_z_vectorized 1.57 k allocs: 0.0717 MB 1.57 k allocs: 0.0717 MB 1
vectorization/dM_z_comprehension 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
vectorization/dM_z_scalar_loop 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
vectorization/dM_z_vectorized 1.57 k allocs: 0.0714 MB 1.57 k allocs: 0.0714 MB 1
vectorization/f_z_comprehension 0.0421 M allocs: 0.714 MB 0.0421 M allocs: 0.714 MB 1
vectorization/f_z_scalar_loop 0.0421 M allocs: 0.714 MB 0.0421 M allocs: 0.714 MB 1
vectorization/f_z_vectorized 1.47 k allocs: 30.3 kB 1.47 k allocs: 30.3 kB 1
vectorization/r_z_comprehension 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
vectorization/r_z_scalar_loop 1.56 k allocs: 0.0708 MB 1.56 k allocs: 0.0708 MB 1
vectorization/r_z_vectorized 1.57 k allocs: 0.0714 MB 1.57 k allocs: 0.0714 MB 1
time_to_load 0.145 k allocs: 11 kB 0.145 k allocs: 11 kB 1

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