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[marcobonici]

Bumping version, adding a Reactant dedicated extension

[codecov]

Codecov Report

❌ Patch coverage is 14.94253% with 222 lines in your changes missing coverage. Please review.
✅ Project coverage is 85.98%. Comparing base (33aff09) to head (8f9f5ef).
⚠️ Report is 8 commits behind head on main.

Files with missing lines	Patch %	Lines
ext/ExtReactant/reactant_splines.jl	2.43%	200 Missing ⚠️
src/chebyshev.jl	47.61%	22 Missing ⚠️

Additional details and impacted files

@@             Coverage Diff             @@
##             main      #87       +/-   ##
===========================================
- Coverage   98.79%   85.98%   -12.81%     
===========================================
  Files          11       13        +2     
  Lines        1489     1712      +223     
===========================================
+ Hits         1471     1472        +1     
- Misses         18      240      +222     

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Benchmark Results (Julia v1.11)

Time benchmarks

	main	8f9f5ef...	main / 8f9f5ef...
akima/components/coefficients_large	9.02 ± 1.6 μs	8.74 ± 1.2 μs	1.03 ± 0.23
akima/components/coefficients_medium	7.86 ± 2 μs	7.98 ± 2 μs	0.985 ± 0.35
akima/components/coefficients_small	2.44 ± 2.2 μs	2.47 ± 2.2 μs	0.988 ± 1.3
akima/components/slopes_large	1.92 ± 0.57 μs	1.86 ± 0.38 μs	1.03 ± 0.37
akima/components/slopes_medium	2.12 ± 2.1 μs	2.15 ± 2.1 μs	0.986 ± 1.4
akima/components/slopes_small	0.16 ± 0.02 μs	0.16 ± 0.021 μs	1 ± 0.18
akima/forward/matrix_medium	25.2 ± 17 μs	23.6 ± 17 μs	1.07 ± 1
akima/forward/matrix_small	14.2 ± 3.3 μs	13.6 ± 3.2 μs	1.04 ± 0.35
akima/forward/vector_large	31.4 ± 3.3 μs	30.2 ± 1.6 μs	1.04 ± 0.12
akima/forward/vector_medium	14 ± 9.2 μs	13.8 ± 9 μs	1.02 ± 0.95
akima/forward/vector_small	3.52 ± 2.5 μs	3.5 ± 2.4 μs	1.01 ± 1
akima/gradients/comparison/di_forwarddiff_medium	0.344 ± 0.023 ms	0.34 ± 0.019 ms	1.01 ± 0.089
akima/gradients/comparison/di_mooncake_medium	0.0376 ± 0.024 ms	0.0372 ± 0.024 ms	1.01 ± 0.92
akima/gradients/comparison/di_zygote_medium	0.0392 ± 0.0055 ms	0.0391 ± 0.0055 ms	1 ± 0.2
akima/gradients/comparison/forward_pass	14.5 ± 3.3 μs	14.3 ± 3.2 μs	1.02 ± 0.33
akima/gradients/comparison/forwarddiff_medium	0.333 ± 0.022 ms	0.321 ± 0.02 ms	1.04 ± 0.095
akima/gradients/comparison/zygote_medium	0.0392 ± 0.022 ms	0.039 ± 0.022 ms	1 ± 0.8
akima/gradients/di_forwarddiff/vector_medium	0.318 ± 0.029 ms	0.323 ± 0.022 ms	0.984 ± 0.11
akima/gradients/di_zygote/matrix_medium	0.095 ± 0.028 ms	0.0933 ± 0.022 ms	1.02 ± 0.39
akima/gradients/di_zygote/vector_medium	0.0401 ± 0.0056 ms	0.0396 ± 0.0056 ms	1.01 ± 0.2
akima/gradients/forwarddiff/matrix_medium	22.8 ± 1 ms	23 ± 1.1 ms	0.992 ± 0.064
akima/gradients/forwarddiff/matrix_small	1.04 ± 0.042 ms	0.999 ± 0.056 ms	1.05 ± 0.072
akima/gradients/forwarddiff/vector_large	8.07 ± 0.97 ms	8.19 ± 0.93 ms	0.985 ± 0.16
akima/gradients/forwarddiff/vector_medium	0.329 ± 0.023 ms	0.31 ± 0.02 ms	1.06 ± 0.1
akima/gradients/forwarddiff/vector_small	0.043 ± 0.028 ms	0.0414 ± 0.028 ms	1.04 ± 0.97
akima/gradients/mooncake/matrix_medium	0.097 ± 0.0059 ms	0.0998 ± 0.0064 ms	0.972 ± 0.086
akima/gradients/mooncake/matrix_small	0.0499 ± 0.025 ms	0.0506 ± 0.026 ms	0.986 ± 0.71
akima/gradients/mooncake/vector_large	0.0712 ± 0.0061 ms	0.0757 ± 0.011 ms	0.94 ± 0.16
akima/gradients/mooncake/vector_medium	0.037 ± 0.024 ms	0.0374 ± 0.024 ms	0.988 ± 0.89
akima/gradients/mooncake/vector_small	8.69 ± 7.1 μs	8.49 ± 6.7 μs	1.02 ± 1.2
akima/gradients/zygote/matrix_medium	0.0951 ± 0.025 ms	0.0946 ± 0.021 ms	1.01 ± 0.34
akima/gradients/zygote/matrix_small	0.0488 ± 0.006 ms	0.0481 ± 0.006 ms	1.01 ± 0.18
akima/gradients/zygote/vector_large	0.0721 ± 0.0095 ms	0.0717 ± 0.0087 ms	1.01 ± 0.18
akima/gradients/zygote/vector_medium	0.0392 ± 0.0059 ms	0.0397 ± 0.0055 ms	0.988 ± 0.2
akima/gradients/zygote/vector_small	11 ± 7.8 μs	10.9 ± 7.5 μs	1.01 ± 1
akima/scaling/eval_10	9.91 ± 8 μs	9.63 ± 7.5 μs	1.03 ± 1.1
akima/scaling/eval_100	11.6 ± 2.5 μs	11.8 ± 2.8 μs	0.979 ± 0.31
akima/scaling/eval_1000	26 ± 7.9 μs	25.2 ± 7.3 μs	1.03 ± 0.43
akima/scaling/eval_250	14.5 ± 9.4 μs	14.3 ± 9.2 μs	1.01 ± 0.92
akima/scaling/eval_50	11.3 ± 2.6 μs	10.5 ± 2.3 μs	1.08 ± 0.34
akima/scaling/eval_500	18.3 ± 3 μs	17.8 ± 2.8 μs	1.03 ± 0.23
akima/scaling/nodes_10	1.92 ± 2.2 μs	1.97 ± 2.2 μs	0.975 ± 1.5
akima/scaling/nodes_100	12.1 ± 2.6 μs	11.8 ± 2.7 μs	1.02 ± 0.32
akima/scaling/nodes_200	21.2 ± 4 μs	20.4 ± 4 μs	1.04 ± 0.28
akima/scaling/nodes_25	2.19 ± 0.46 μs	2.16 ± 0.44 μs	1.01 ± 0.3
akima/scaling/nodes_50	6.46 ± 5.5 μs	6.2 ± 5 μs	1.04 ± 1.2
akima/scaling/nodes_500	13.8 ± 3.5 μs	13.1 ± 1.7 μs	1.05 ± 0.3
background/D_f_z_struct	0.0962 ± 0.0036 ms	0.0957 ± 0.0036 ms	1 ± 0.053
background/D_z_direct	0.096 ± 0.0037 ms	0.0961 ± 0.0036 ms	0.999 ± 0.053
background/D_z_struct	0.0966 ± 0.0038 ms	0.0962 ± 0.0036 ms	1 ± 0.054
background/E_a_struct	0.251 ± 0.01 μs	0.25 ± 0.001 μs	1 ± 0.04
background/E_z_direct	0.26 ± 0.011 μs	0.251 ± 0.01 μs	1.04 ± 0.06
background/E_z_highz	0.27 ± 0.001 μs	0.28 ± 0.011 μs	0.964 ± 0.038
background/E_z_lowz	0.25 ± 0.001 μs	0.251 ± 0.01 μs	0.996 ± 0.04
background/E_z_struct	0.251 ± 0.01 μs	0.25 ± 0.001 μs	1 ± 0.04
background/E_z_vector	6.64 ± 0.08 μs	6.63 ± 0.07 μs	1 ± 0.016
background/dA_z_struct	2.37 ± 0.12 μs	2.34 ± 0.12 μs	1.01 ± 0.073
background/dL_z_direct	2.37 ± 0.12 μs	2.34 ± 0.11 μs	1.01 ± 0.069
background/dL_z_highz	2.42 ± 0.13 μs	2.4 ± 0.13 μs	1.01 ± 0.076
background/dL_z_lowz	2.35 ± 0.12 μs	2.33 ± 0.1 μs	1.01 ± 0.067
background/dL_z_struct	2.36 ± 0.09 μs	2.34 ± 0.1 μs	1.01 ± 0.058
background/dL_z_vector	0.0989 ± 0.016 ms	0.099 ± 0.016 ms	1 ± 0.23
background/f_z_struct	0.0963 ± 0.0037 ms	0.0959 ± 0.0036 ms	1 ± 0.054
background/r_z_struct	2.35 ± 0.11 μs	2.33 ± 0.1 μs	1.01 ± 0.065
background/Ωma_struct	0.261 ± 0.01 μs	0.27 ± 0.01 μs	0.967 ± 0.052
chebyshev/forward/matrix_medium	13 ± 0.53 μs	8.68 ± 0.79 μs	1.49 ± 0.15
chebyshev/forward/matrix_small	5.83 ± 2.4 μs	3.05 ± 2.2 μs	1.91 ± 1.6
chebyshev/forward/polynomials_medium	0.0504 ± 0.012 ms	0.052 ± 0.01 ms	0.97 ± 0.3
chebyshev/forward/polynomials_small	9.43 ± 5.1 μs	8.67 ± 2 μs	1.09 ± 0.63
chebyshev/forward/vector_large	28.5 ± 2 μs	29.8 ± 2.5 μs	0.954 ± 0.11
chebyshev/forward/vector_medium	1.33 ± 0.24 μs	1.05 ± 2.1 μs	1.27 ± 2.5
chebyshev/forward/vector_small	0.611 ± 0.039 μs	0.38 ± 0.011 μs	1.61 ± 0.11
chebyshev/gradients/forwarddiff/vector_medium	6.35 ± 0.69 ms	6.45 ± 0.7 ms	0.986 ± 0.15
chebyshev/gradients/forwarddiff/vector_small	0.246 ± 0.031 ms	0.248 ± 0.03 ms	0.993 ± 0.17
chebyshev/gradients/mooncake/vector_medium	5.59 ± 0.48 μs	4.69 ± 2.2 μs	1.19 ± 0.57
chebyshev/gradients/mooncake/vector_small	1.65 ± 0.59 μs	1.18 ± 2.3 μs	1.4 ± 2.8
chebyshev/gradients/zygote/vector_medium	6.31 ± 0.66 μs	5.99 ± 2.3 μs	1.05 ± 0.43
chebyshev/gradients/zygote/vector_small	2.41 ± 2.4 μs	1.76 ± 2.3 μs	1.37 ± 2.3
chebyshev/multidim/forward_2d	10.3 ± 0.7 μs	3.73 ± 0.29 μs	2.76 ± 0.29
chebyshev/multidim/zygote_2d	26.2 ± 1.2 μs	13.5 ± 0.59 μs	1.94 ± 0.12
cubic/components/coefficients_large	22.2 ± 2.1 μs	21.9 ± 1.5 μs	1.02 ± 0.12
cubic/components/coefficients_medium	8.63 ± 6.3 μs	8.65 ± 6.2 μs	0.998 ± 1
cubic/components/coefficients_small	1.22 ± 2.1 μs	1.18 ± 2.1 μs	1.03 ± 2.6
cubic/components/eval_large	20.2 ± 0.16 μs	20.2 ± 0.13 μs	1 ± 0.01
cubic/components/eval_medium	4.34 ± 1.9 μs	4.3 ± 1.9 μs	1.01 ± 0.63
cubic/components/eval_small	0.731 ± 0 μs	0.731 ± 0.01 μs	1 ± 0.014
cubic/forward/matrix_medium	0.0386 ± 0.0033 ms	0.0383 ± 0.0026 ms	1.01 ± 0.11
cubic/forward/matrix_small	7.85 ± 2.1 μs	7.67 ± 2.1 μs	1.02 ± 0.39
cubic/forward/vector_large	0.0431 ± 0.0034 ms	0.0427 ± 0.0037 ms	1.01 ± 0.12
cubic/forward/vector_medium	8.09 ± 1.2 μs	8.07 ± 1 μs	1 ± 0.19
cubic/forward/vector_small	1.66 ± 0.18 μs	1.66 ± 0.14 μs	1 ± 0.14
cubic/gradients/comparison/forward_pass	8.74 ± 6.5 μs	8.56 ± 6.5 μs	1.02 ± 1.1
cubic/gradients/comparison/forwarddiff_medium	0.283 ± 0.017 ms	0.262 ± 0.011 ms	1.08 ± 0.08
cubic/gradients/comparison/mooncake_medium	20.4 ± 12 μs	20.2 ± 12 μs	1.01 ± 0.83
cubic/gradients/comparison/zygote_medium	0.0393 ± 0.022 ms	0.0396 ± 0.022 ms	0.994 ± 0.79
cubic/gradients/forwarddiff/matrix_medium	23.3 ± 0.66 ms	20.4 ± 0.67 ms	1.14 ± 0.049
cubic/gradients/forwarddiff/matrix_small	0.895 ± 0.021 ms	0.786 ± 0.018 ms	1.14 ± 0.037
cubic/gradients/forwarddiff/vector_large	6.6 ± 0.42 ms	6.24 ± 0.27 ms	1.06 ± 0.081
cubic/gradients/forwarddiff/vector_medium	0.279 ± 0.016 ms	0.263 ± 0.012 ms	1.06 ± 0.077
cubic/gradients/forwarddiff/vector_small	21.3 ± 13 μs	18.7 ± 11 μs	1.14 ± 0.97
cubic/gradients/mooncake/matrix_medium	0.113 ± 0.0042 ms	0.112 ± 0.0029 ms	1.01 ± 0.046
cubic/gradients/mooncake/matrix_small	0.0343 ± 0.015 ms	0.0349 ± 0.014 ms	0.981 ± 0.59
cubic/gradients/mooncake/vector_large	0.102 ± 0.0069 ms	0.0951 ± 0.005 ms	1.07 ± 0.092
cubic/gradients/mooncake/vector_medium	0.0384 ± 0.022 ms	0.0382 ± 0.022 ms	1.01 ± 0.81
cubic/gradients/mooncake/vector_small	10.7 ± 7.1 μs	10.4 ± 6.2 μs	1.03 ± 0.92
cubic/gradients/zygote/matrix_medium	0.113 ± 0.014 ms	0.11 ± 0.013 ms	1.03 ± 0.18
cubic/gradients/zygote/matrix_small	0.0368 ± 0.014 ms	0.0362 ± 0.014 ms	1.02 ± 0.56
cubic/gradients/zygote/vector_large	0.0997 ± 0.0065 ms	0.0934 ± 0.0046 ms	1.07 ± 0.087
cubic/gradients/zygote/vector_medium	0.0414 ± 0.0057 ms	0.0401 ± 0.0054 ms	1.03 ± 0.2
cubic/gradients/zygote/vector_small	10.3 ± 6.6 μs	9.79 ± 6.4 μs	1.05 ± 0.95
cubic/scaling/eval_10	8.82 ± 6.4 μs	8.88 ± 6.5 μs	0.993 ± 1
cubic/scaling/eval_100	10.5 ± 6.4 μs	10.5 ± 6.5 μs	0.997 ± 0.86
cubic/scaling/eval_1000	20.8 ± 5.8 μs	20.5 ± 5.7 μs	1.01 ± 0.4
cubic/scaling/eval_250	13.9 ± 7.2 μs	13.6 ± 7 μs	1.03 ± 0.75
cubic/scaling/eval_50	9.56 ± 6.5 μs	9.54 ± 6.5 μs	1 ± 0.96
cubic/scaling/eval_500	17.2 ± 6.4 μs	17.2 ± 6.6 μs	1 ± 0.54
cubic/scaling/nodes_10	1.96 ± 2 μs	1.91 ± 0.46 μs	1.03 ± 1.1
cubic/scaling/nodes_100	10.4 ± 6.4 μs	10.6 ± 6.6 μs	0.981 ± 0.86
cubic/scaling/nodes_200	18.5 ± 11 μs	18.8 ± 11 μs	0.985 ± 0.79
cubic/scaling/nodes_25	2.47 ± 0.17 μs	2.47 ± 0.2 μs	1 ± 0.11
cubic/scaling/nodes_50	7.2 ± 2.6 μs	7.14 ± 2.4 μs	1.01 ± 0.5
cubic/scaling/nodes_500	24.3 ± 2.4 μs	24 ± 1.5 μs	1.01 ± 0.12
gradients/di_forwarddiff_D_z	0.209 ± 0.052 ms	0.21 ± 0.055 ms	0.998 ± 0.36
gradients/di_forwarddiff_f_z	0.203 ± 0.035 ms	0.203 ± 0.046 ms	0.997 ± 0.28
gradients/di_forwarddiff_r_z	0.373 ± 0.17 ms	0.369 ± 0.17 ms	1.01 ± 0.64
gradients/di_mooncake_D_z	0.598 ± 0.12 ms	0.591 ± 0.1 ms	1.01 ± 0.27
gradients/di_mooncake_f_z	0.602 ± 0.039 ms	0.599 ± 0.047 ms	1 ± 0.1
gradients/di_mooncake_r_z	5.58 ± 0.18 ms	5.63 ± 0.12 ms	0.99 ± 0.038
gradients/di_zygote_D_z	1.38 ± 0.21 ms	1.39 ± 0.17 ms	0.994 ± 0.2
gradients/di_zygote_f_z	1.37 ± 0.2 ms	1.37 ± 0.21 ms	0.998 ± 0.21
gradients/di_zygote_r_z	24.6 ± 2.8 ms	25.2 ± 3 ms	0.976 ± 0.16
gradients/forward_D_z	0.11 ± 0.0074 ms	0.109 ± 0.0066 ms	1.01 ± 0.092
gradients/forward_f_z	0.111 ± 0.0065 ms	0.11 ± 0.0057 ms	1.01 ± 0.079
gradients/forward_r_z	0.339 ± 0.1 ms	0.339 ± 0.1 ms	1 ± 0.42
gradients/forwarddiff_D_z	0.219 ± 0.057 ms	0.236 ± 0.062 ms	0.927 ± 0.34
gradients/forwarddiff_f_z	0.252 ± 0.062 ms	0.252 ± 0.063 ms	0.999 ± 0.35
gradients/forwarddiff_r_z	0.376 ± 0.09 ms	0.364 ± 0.082 ms	1.03 ± 0.34
gradients/parameter_sensitivity/curved_D_z	0.207 ± 0.053 ms	0.205 ± 0.052 ms	1.01 ± 0.37
gradients/parameter_sensitivity/lcdm_D_z	0.209 ± 0.056 ms	0.21 ± 0.056 ms	0.994 ± 0.38
gradients/parameter_sensitivity/w0wa_D_z	0.216 ± 0.056 ms	0.218 ± 0.055 ms	0.992 ± 0.36
gradients/scaling/di_mooncake_D_z_large	1.19 ± 0.08 ms	1.19 ± 0.078 ms	1 ± 0.094
gradients/scaling/di_mooncake_D_z_small	0.503 ± 0.088 ms	0.491 ± 0.083 ms	1.02 ± 0.25
gradients/scaling/forward_D_z_large	0.15 ± 0.04 ms	0.149 ± 0.039 ms	1.01 ± 0.37
gradients/scaling/forward_D_z_small	0.0947 ± 0.0038 ms	0.0932 ± 0.0036 ms	1.02 ± 0.056
gradients/scaling/forwarddiff_D_z_large	0.369 ± 0.017 ms	0.37 ± 0.015 ms	0.997 ± 0.061
gradients/scaling/forwarddiff_D_z_small	0.208 ± 0.049 ms	0.206 ± 0.048 ms	1.01 ± 0.34
gradients/scaling/zygote_D_z_large	1.86 ± 0.31 ms	1.8 ± 0.32 ms	1.04 ± 0.25
gradients/scaling/zygote_D_z_small	1.28 ± 0.16 ms	1.27 ± 0.15 ms	1 ± 0.18
gradients/single_z/di_mooncake_D_z	0.473 ± 0.071 ms	0.467 ± 0.072 ms	1.01 ± 0.22
gradients/single_z/di_mooncake_f_z	0.468 ± 0.079 ms	0.467 ± 0.077 ms	1 ± 0.24
gradients/single_z/di_mooncake_r_z	0.0547 ± 0.004 ms	0.0543 ± 0.0042 ms	1.01 ± 0.11
gradients/single_z/forward_D_z	0.0916 ± 0.0032 ms	0.0916 ± 0.003 ms	1 ± 0.048
gradients/single_z/forward_f_z	0.0916 ± 0.003 ms	0.0912 ± 0.003 ms	1 ± 0.047
gradients/single_z/forward_r_z	2.39 ± 0.16 μs	2.33 ± 0.1 μs	1.03 ± 0.082
gradients/single_z/forwarddiff_D_z	0.2 ± 0.031 ms	0.201 ± 0.012 ms	0.997 ± 0.16
gradients/single_z/forwarddiff_f_z	0.201 ± 0.0078 ms	0.201 ± 0.011 ms	0.996 ± 0.065
gradients/single_z/forwarddiff_r_z	3.85 ± 0.66 μs	3.65 ± 0.31 μs	1.05 ± 0.2
gradients/single_z/zygote_D_z	1.26 ± 0.16 ms	1.25 ± 0.15 ms	1.01 ± 0.17
gradients/single_z/zygote_f_z	1.25 ± 0.17 ms	1.24 ± 0.15 ms	1.01 ± 0.18
gradients/single_z/zygote_r_z	0.377 ± 0.047 ms	0.379 ± 0.05 ms	0.995 ± 0.18
gradients/zygote_D_z	1.31 ± 0.18 ms	1.33 ± 0.19 ms	0.982 ± 0.19
gradients/zygote_f_z	1.4 ± 0.17 ms	1.4 ± 0.18 ms	1 ± 0.18
gradients/zygote_r_z	27.6 ± 4.3 ms	26.7 ± 4.3 ms	1.03 ± 0.23
normalization/matrix	16.6 ± 2.6 μs	17.9 ± 1.4 μs	0.925 ± 0.16
normalization/vector	0.14 ± 0.02 μs	0.14 ± 0.019 μs	1 ± 0.2
running/lux	9.83 ± 2.1 μs	9.87 ± 2.1 μs	0.996 ± 0.3
running/simplechains	2.93 ± 0.021 μs	2.94 ± 0.031 μs	0.993 ± 0.013
vectorization/D_f_z_comprehension	2.92 ± 0.4 ms	2.9 ± 0.38 ms	1.01 ± 0.19
vectorization/D_f_z_scalar_loop	2.93 ± 0.4 ms	2.91 ± 0.39 ms	1.01 ± 0.19
vectorization/D_f_z_vectorized	0.102 ± 0.0085 ms	0.101 ± 0.0076 ms	1.01 ± 0.11
vectorization/D_z_comprehension	2.92 ± 0.4 ms	2.9 ± 0.39 ms	1.01 ± 0.19
vectorization/D_z_scalar_loop	2.6 ± 0.39 ms	2.56 ± 0.39 ms	1.01 ± 0.22
vectorization/D_z_vectorized	0.0995 ± 0.015 ms	0.0991 ± 0.015 ms	1 ± 0.21
vectorization/E_z_comprehension	6.4 ± 2 μs	6.46 ± 1.9 μs	0.991 ± 0.43
vectorization/E_z_scalar_loop	6.45 ± 1.9 μs	6.45 ± 1.9 μs	1 ± 0.41
vectorization/E_z_vectorized	3.87 ± 0.06 μs	3.86 ± 0.05 μs	1 ± 0.02
vectorization/S_of_K_comprehension	0.3 ± 0.01 μs	0.3 ± 0.001 μs	1 ± 0.033
vectorization/S_of_K_scalar_loop	0.29 ± 0.001 μs	0.29 ± 0.001 μs	1 ± 0.0049
vectorization/S_of_K_vectorized	0.22 ± 0.001 μs	0.22 ± 0.001 μs	1 ± 0.0064
vectorization/dA_z_comprehension	0.1 ± 0.017 ms	0.1 ± 0.017 ms	1 ± 0.24
vectorization/dA_z_scalar_loop	0.0989 ± 0.028 ms	0.0988 ± 0.03 ms	1 ± 0.42
vectorization/dA_z_vectorized	0.101 ± 0.015 ms	0.0996 ± 0.014 ms	1.01 ± 0.21
vectorization/dL_z_comprehension	0.1 ± 0.017 ms	0.1 ± 0.016 ms	1 ± 0.23
vectorization/dL_z_scalar_loop	0.1 ± 0.017 ms	0.0996 ± 0.016 ms	1.01 ± 0.24
vectorization/dL_z_vectorized	0.1 ± 0.017 ms	0.1 ± 0.017 ms	1 ± 0.24
vectorization/dM_z_comprehension	0.1 ± 0.016 ms	0.0998 ± 0.017 ms	1 ± 0.23
vectorization/dM_z_scalar_loop	0.1 ± 0.017 ms	0.1 ± 0.015 ms	0.998 ± 0.23
vectorization/dM_z_vectorized	0.0998 ± 0.016 ms	0.0997 ± 0.015 ms	1 ± 0.22
vectorization/f_z_comprehension	2.93 ± 0.4 ms	2.9 ± 0.38 ms	1.01 ± 0.19
vectorization/f_z_scalar_loop	2.91 ± 0.4 ms	2.91 ± 0.39 ms	1 ± 0.19
vectorization/f_z_vectorized	0.1 ± 0.015 ms	0.0996 ± 0.015 ms	1.01 ± 0.22
vectorization/r_z_comprehension	0.0996 ± 0.016 ms	0.0995 ± 0.017 ms	1 ± 0.23
vectorization/r_z_scalar_loop	0.1 ± 0.015 ms	0.0992 ± 0.016 ms	1.01 ± 0.23
vectorization/r_z_vectorized	0.0997 ± 0.028 ms	0.0998 ± 0.029 ms	0.999 ± 0.4
time_to_load	2.27 ± 0.049 s	2.28 ± 0.072 s	0.994 ± 0.038

Memory benchmarks

	main	8f9f5ef...	main / 8f9f5ef...
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	6 allocs: 8.85 kB	1.01
chebyshev/forward/matrix_small	25 allocs: 2.7 kB	5 allocs: 1.91 kB	1.42
chebyshev/forward/polynomials_medium	0.397 k allocs: 0.579 MB	0.405 k allocs: 0.398 MB	1.45
chebyshev/forward/polynomials_small	0.077 k allocs: 25.2 kB	0.085 k allocs: 19.5 kB	1.29
chebyshev/forward/vector_large	11 allocs: 4.27 kB	6 allocs: 8.02 kB	0.533
chebyshev/forward/vector_medium	10 allocs: 1.17 kB	4 allocs: 1.81 kB	0.647
chebyshev/forward/vector_small	10 allocs: 0.484 kB	4 allocs: 0.438 kB	1.11
chebyshev/gradients/forwarddiff/vector_medium	0.0384 M allocs: 1.77 MB	0.0384 M allocs: 1.86 MB	0.953
chebyshev/gradients/forwarddiff/vector_small	1.25 k allocs: 0.0643 MB	1.24 k allocs: 0.0673 MB	0.956
chebyshev/gradients/mooncake/vector_medium	28 allocs: 3.97 kB	16 allocs: 5.25 kB	0.756
chebyshev/gradients/mooncake/vector_small	28 allocs: 1.91 kB	16 allocs: 1.81 kB	1.05
chebyshev/gradients/zygote/vector_medium	0.042 k allocs: 4.67 kB	30 allocs: 5.95 kB	0.785
chebyshev/gradients/zygote/vector_small	0.042 k allocs: 2.61 kB	30 allocs: 2.52 kB	1.04
chebyshev/multidim/forward_2d	0.049 k allocs: 4.21 kB	9 allocs: 2.55 kB	1.65
chebyshev/multidim/zygote_2d	0.121 k allocs: 12.6 kB	0.041 k allocs: 9.34 kB	1.35
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	7.99 k allocs: 0.39 MB	7.99 k allocs: 0.39 MB	1
gradients/di_mooncake_f_z	8 k allocs: 0.394 MB	7.99 k allocs: 0.378 MB	1.04
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	4.83 k allocs: 0.192 MB	4.83 k allocs: 0.192 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	4.5 k allocs: 0.175 MB	4.5 k allocs: 0.175 MB	1
gradients/single_z/di_mooncake_f_z	4.5 k allocs: 0.175 MB	4.5 k allocs: 0.175 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

[github-actions]

Benchmark Results (Julia v1.12)

Time benchmarks

	main	8f9f5ef...	main / 8f9f5ef...
akima/components/coefficients_large	7.77 ± 3.3 μs	8.04 ± 2.7 μs	0.966 ± 0.52
akima/components/coefficients_medium	5.64 ± 5.2 μs	5.65 ± 5.3 μs	0.998 ± 1.3
akima/components/coefficients_small	0.511 ± 0.16 μs	0.481 ± 0.16 μs	1.06 ± 0.49
akima/components/slopes_large	2.83 ± 0.48 μs	2.75 ± 0.34 μs	1.03 ± 0.22
akima/components/slopes_medium	0.27 ± 0.2 μs	0.261 ± 0.18 μs	1.03 ± 1
akima/components/slopes_small	0.13 ± 0.001 μs	0.13 ± 0.001 μs	1 ± 0.011
akima/forward/matrix_medium	0.0359 ± 0.014 ms	0.0358 ± 0.014 ms	1 ± 0.56
akima/forward/matrix_small	10.3 ± 5.6 μs	10.3 ± 5.6 μs	1 ± 0.77
akima/forward/vector_large	28.6 ± 2.8 μs	28.1 ± 2.7 μs	1.02 ± 0.14
akima/forward/vector_medium	11.8 ± 7.5 μs	11.8 ± 7.5 μs	1 ± 0.9
akima/forward/vector_small	1.19 ± 0.25 μs	1.2 ± 0.23 μs	0.995 ± 0.28
akima/gradients/comparison/di_forwarddiff_medium	0.314 ± 0.019 ms	0.318 ± 0.021 ms	0.986 ± 0.089
akima/gradients/comparison/di_mooncake_medium	0.0325 ± 0.0056 ms	0.0336 ± 0.0045 ms	0.967 ± 0.21
akima/gradients/comparison/di_zygote_medium	0.0374 ± 0.01 ms	0.0379 ± 0.019 ms	0.988 ± 0.58
akima/gradients/comparison/forward_pass	11.7 ± 7.3 μs	11.8 ± 7.4 μs	0.992 ± 0.88
akima/gradients/comparison/forwarddiff_medium	0.316 ± 0.018 ms	0.32 ± 0.018 ms	0.989 ± 0.08
akima/gradients/comparison/zygote_medium	0.0388 ± 0.0077 ms	0.0386 ± 0.0066 ms	1.01 ± 0.26
akima/gradients/di_forwarddiff/vector_medium	0.313 ± 0.018 ms	0.315 ± 0.019 ms	0.993 ± 0.081
akima/gradients/di_zygote/matrix_medium	0.0956 ± 0.044 ms	0.0961 ± 0.045 ms	0.995 ± 0.66
akima/gradients/di_zygote/vector_medium	0.0383 ± 0.006 ms	0.0387 ± 0.0058 ms	0.99 ± 0.22
akima/gradients/forwarddiff/matrix_medium	25.1 ± 1.9 ms	25.8 ± 1.9 ms	0.971 ± 0.1
akima/gradients/forwarddiff/matrix_small	0.958 ± 0.052 ms	0.948 ± 0.046 ms	1.01 ± 0.074
akima/gradients/forwarddiff/vector_large	8.36 ± 1.3 ms	8.96 ± 1.5 ms	0.932 ± 0.22
akima/gradients/forwarddiff/vector_medium	0.32 ± 0.02 ms	0.32 ± 0.019 ms	1 ± 0.086
akima/gradients/forwarddiff/vector_small	0.035 ± 0.0044 ms	0.0351 ± 0.0045 ms	0.995 ± 0.18
akima/gradients/mooncake/matrix_medium	0.0922 ± 0.0057 ms	0.0937 ± 0.0055 ms	0.985 ± 0.084
akima/gradients/mooncake/matrix_small	0.041 ± 0.02 ms	0.0419 ± 0.021 ms	0.978 ± 0.69
akima/gradients/mooncake/vector_large	0.068 ± 0.0069 ms	0.0695 ± 0.0052 ms	0.978 ± 0.12
akima/gradients/mooncake/vector_medium	0.0326 ± 0.0052 ms	0.0335 ± 0.0054 ms	0.972 ± 0.22
akima/gradients/mooncake/vector_small	6.94 ± 4.6 μs	6.94 ± 4.6 μs	1 ± 0.94
akima/gradients/zygote/matrix_medium	0.0958 ± 0.044 ms	0.0964 ± 0.046 ms	0.994 ± 0.65
akima/gradients/zygote/matrix_small	0.0441 ± 0.02 ms	0.0456 ± 0.021 ms	0.968 ± 0.63
akima/gradients/zygote/vector_large	0.0742 ± 0.0078 ms	0.0731 ± 0.0063 ms	1.02 ± 0.14
akima/gradients/zygote/vector_medium	0.0386 ± 0.0063 ms	0.0387 ± 0.0059 ms	0.998 ± 0.22
akima/gradients/zygote/vector_small	13.1 ± 6.8 μs	12.7 ± 6.7 μs	1.04 ± 0.77
akima/scaling/eval_10	8.53 ± 6.6 μs	7.88 ± 6.3 μs	1.08 ± 1.2
akima/scaling/eval_100	9.5 ± 6.5 μs	9.42 ± 6.8 μs	1.01 ± 1
akima/scaling/eval_1000	17.6 ± 6.8 μs	16.8 ± 6.6 μs	1.05 ± 0.58
akima/scaling/eval_250	12.2 ± 7.7 μs	11.9 ± 7.7 μs	1.02 ± 0.93
akima/scaling/eval_50	8.69 ± 6.5 μs	8.36 ± 6.3 μs	1.04 ± 1.1
akima/scaling/eval_500	14.8 ± 6.8 μs	14.3 ± 6.6 μs	1.04 ± 0.68
akima/scaling/nodes_10	1.6 ± 0.16 μs	1.6 ± 0.16 μs	1 ± 0.14
akima/scaling/nodes_100	10.1 ± 7.3 μs	9.54 ± 6.8 μs	1.06 ± 1.1
akima/scaling/nodes_200	17.1 ± 13 μs	16.6 ± 12 μs	1.03 ± 1.1
akima/scaling/nodes_25	1.88 ± 0.36 μs	1.88 ± 0.43 μs	0.999 ± 0.3
akima/scaling/nodes_50	4.87 ± 3.8 μs	4.92 ± 3.9 μs	0.99 ± 1.1
akima/scaling/nodes_500	12.3 ± 2.9 μs	13.1 ± 2.3 μs	0.943 ± 0.28
background/D_f_z_struct	0.0974 ± 0.01 ms	0.0963 ± 0.01 ms	1.01 ± 0.15
background/D_z_direct	0.0973 ± 0.01 ms	0.0958 ± 0.0099 ms	1.02 ± 0.15
background/D_z_struct	0.0972 ± 0.01 ms	0.0962 ± 0.01 ms	1.01 ± 0.15
background/E_a_struct	0.27 ± 0.01 μs	0.27 ± 0.001 μs	1 ± 0.037
background/E_z_direct	0.27 ± 0.001 μs	0.261 ± 0.011 μs	1.03 ± 0.044
background/E_z_highz	0.29 ± 0.01 μs	0.29 ± 0.01 μs	1 ± 0.049
background/E_z_lowz	0.261 ± 0.001 μs	0.261 ± 0.01 μs	1 ± 0.039
background/E_z_struct	0.27 ± 0.01 μs	0.27 ± 0.01 μs	1 ± 0.052
background/E_z_vector	7.16 ± 0.071 μs	7.14 ± 0.069 μs	1 ± 0.014
background/dA_z_struct	2.47 ± 0.1 μs	2.52 ± 0.12 μs	0.984 ± 0.062
background/dL_z_direct	2.48 ± 0.12 μs	2.52 ± 0.11 μs	0.984 ± 0.065
background/dL_z_highz	2.52 ± 0.13 μs	2.56 ± 0.13 μs	0.981 ± 0.071
background/dL_z_lowz	2.48 ± 0.12 μs	2.51 ± 0.12 μs	0.984 ± 0.067
background/dL_z_struct	2.48 ± 0.12 μs	2.52 ± 0.12 μs	0.984 ± 0.067
background/dL_z_vector	0.0964 ± 0.013 ms	0.0969 ± 0.014 ms	0.994 ± 0.2
background/f_z_struct	0.0968 ± 0.0099 ms	0.0962 ± 0.01 ms	1.01 ± 0.15
background/r_z_struct	2.48 ± 0.11 μs	2.52 ± 0.12 μs	0.984 ± 0.064
background/Ωma_struct	0.271 ± 0.011 μs	0.28 ± 0.01 μs	0.968 ± 0.052
chebyshev/forward/matrix_medium	12.5 ± 0.47 μs	8.11 ± 0.34 μs	1.54 ± 0.087
chebyshev/forward/matrix_small	6.03 ± 0.23 μs	2.45 ± 0.06 μs	2.46 ± 0.11
chebyshev/forward/polynomials_medium	0.0441 ± 0.011 ms	0.568 ± 0.028 ms	0.0776 ± 0.019
chebyshev/forward/polynomials_small	7.49 ± 7.8 μs	8.8 ± 3.1 μs	0.851 ± 0.94
chebyshev/forward/vector_large	25.7 ± 3 μs	24 ± 0.52 μs	1.07 ± 0.13
chebyshev/forward/vector_medium	1.29 ± 0.11 μs	0.972 ± 0.12 μs	1.33 ± 0.2
chebyshev/forward/vector_small	0.701 ± 0.031 μs	0.331 ± 0.01 μs	2.12 ± 0.11
chebyshev/gradients/forwarddiff/vector_medium	6.05 ± 0.57 ms	6.09 ± 0.53 ms	0.994 ± 0.13
chebyshev/gradients/forwarddiff/vector_small	0.227 ± 0.023 ms	0.225 ± 0.023 ms	1.01 ± 0.15
chebyshev/gradients/mooncake/vector_medium	4.3 ± 1.7 μs	4.25 ± 1.6 μs	1.01 ± 0.56
chebyshev/gradients/mooncake/vector_small	1.94 ± 0.27 μs	1.13 ± 0.18 μs	1.72 ± 0.36
chebyshev/gradients/zygote/vector_medium	4.07 ± 0.34 μs	3.48 ± 1.5 μs	1.17 ± 0.52
chebyshev/gradients/zygote/vector_small	2.39 ± 0.21 μs	1.71 ± 0.16 μs	1.4 ± 0.18
chebyshev/multidim/forward_2d	11.1 ± 0.55 μs	3.83 ± 0.19 μs	2.9 ± 0.2
chebyshev/multidim/zygote_2d	24.1 ± 0.94 μs	13.7 ± 0.41 μs	1.76 ± 0.087
cubic/components/coefficients_large	19.6 ± 1.3 μs	20 ± 1.2 μs	0.98 ± 0.087
cubic/components/coefficients_medium	3.55 ± 4 μs	3.5 ± 4.3 μs	1.01 ± 1.7
cubic/components/coefficients_small	0.841 ± 0.09 μs	0.832 ± 0.1 μs	1.01 ± 0.16
cubic/components/eval_large	18.6 ± 5.5 μs	18.4 ± 0.14 μs	1.01 ± 0.3
cubic/components/eval_medium	3.73 ± 0.04 μs	3.83 ± 0.021 μs	0.974 ± 0.012
cubic/components/eval_small	0.662 ± 0.031 μs	0.661 ± 0.01 μs	1 ± 0.049
cubic/forward/matrix_medium	28.8 ± 2.1 μs	28.9 ± 9.9 μs	0.997 ± 0.35
cubic/forward/matrix_small	5.76 ± 1.2 μs	6.46 ± 1.3 μs	0.891 ± 0.26
cubic/forward/vector_large	0.0392 ± 0.0064 ms	0.0433 ± 0.0028 ms	0.904 ± 0.16
cubic/forward/vector_medium	6.96 ± 0.64 μs	6.97 ± 0.69 μs	0.999 ± 0.14
cubic/forward/vector_small	1.47 ± 0.13 μs	1.46 ± 0.13 μs	1.01 ± 0.13
cubic/gradients/comparison/forward_pass	11.1 ± 5.7 μs	11.2 ± 5.9 μs	0.995 ± 0.73
cubic/gradients/comparison/forwarddiff_medium	0.238 ± 0.012 ms	0.23 ± 0.012 ms	1.04 ± 0.077
cubic/gradients/comparison/mooncake_medium	18.3 ± 1.4 μs	18.4 ± 1.3 μs	0.997 ± 0.1
cubic/gradients/comparison/zygote_medium	23.5 ± 18 μs	23 ± 18 μs	1.02 ± 1.1
cubic/gradients/forwarddiff/matrix_medium	19 ± 0.92 ms	18.8 ± 0.72 ms	1.01 ± 0.062
cubic/gradients/forwarddiff/matrix_small	0.701 ± 0.022 ms	0.691 ± 0.022 ms	1.01 ± 0.045
cubic/gradients/forwarddiff/vector_large	5.88 ± 0.51 ms	5.72 ± 0.39 ms	1.03 ± 0.11
cubic/gradients/forwarddiff/vector_medium	0.23 ± 0.013 ms	0.226 ± 0.014 ms	1.02 ± 0.086
cubic/gradients/forwarddiff/vector_small	18.3 ± 9.9 μs	18.4 ± 10 μs	0.997 ± 0.78
cubic/gradients/mooncake/matrix_medium	0.089 ± 0.0046 ms	0.0875 ± 0.0043 ms	1.02 ± 0.073
cubic/gradients/mooncake/matrix_small	27.7 ± 12 μs	27.6 ± 12 μs	1 ± 0.62
cubic/gradients/mooncake/vector_large	0.0912 ± 0.0047 ms	0.0893 ± 0.0057 ms	1.02 ± 0.084
cubic/gradients/mooncake/vector_medium	0.0335 ± 0.018 ms	0.0336 ± 0.018 ms	0.996 ± 0.75
cubic/gradients/mooncake/vector_small	7.83 ± 4.5 μs	8.14 ± 4.9 μs	0.962 ± 0.81
cubic/gradients/zygote/matrix_medium	0.0942 ± 0.03 ms	0.0928 ± 0.03 ms	1.02 ± 0.46
cubic/gradients/zygote/matrix_small	0.0343 ± 0.013 ms	0.0341 ± 0.013 ms	1.01 ± 0.55
cubic/gradients/zygote/vector_large	0.0954 ± 0.0053 ms	0.0945 ± 0.0051 ms	1.01 ± 0.078
cubic/gradients/zygote/vector_medium	0.0387 ± 0.018 ms	0.0393 ± 0.019 ms	0.987 ± 0.66
cubic/gradients/zygote/vector_small	12.7 ± 6.4 μs	13.1 ± 6.5 μs	0.969 ± 0.69
cubic/scaling/eval_10	3.72 ± 4 μs	3.71 ± 4.4 μs	1 ± 1.6
cubic/scaling/eval_100	4.97 ± 4.3 μs	4.93 ± 4.4 μs	1.01 ± 1.3
cubic/scaling/eval_1000	19.1 ± 4.1 μs	18.9 ± 4.2 μs	1.01 ± 0.31
cubic/scaling/eval_250	7.42 ± 5.4 μs	7.36 ± 5.5 μs	1.01 ± 1
cubic/scaling/eval_50	4.24 ± 4.1 μs	4.26 ± 4.5 μs	0.995 ± 1.4
cubic/scaling/eval_500	11.5 ± 4.1 μs	11.4 ± 4.3 μs	1.01 ± 0.53
cubic/scaling/nodes_10	1.76 ± 0.11 μs	1.75 ± 0.091 μs	1.01 ± 0.082
cubic/scaling/nodes_100	5.04 ± 4.3 μs	4.96 ± 4.2 μs	1.02 ± 1.2
cubic/scaling/nodes_200	8.46 ± 8.9 μs	8.47 ± 8.9 μs	0.999 ± 1.5
cubic/scaling/nodes_25	2.27 ± 0.2 μs	2.28 ± 0.22 μs	0.992 ± 0.13
cubic/scaling/nodes_50	3.32 ± 2.9 μs	3.37 ± 2.8 μs	0.985 ± 1.2
cubic/scaling/nodes_500	21.8 ± 1.2 μs	21.6 ± 1.2 μs	1.01 ± 0.081
gradients/di_forwarddiff_D_z	0.204 ± 0.038 ms	0.205 ± 0.038 ms	0.993 ± 0.26
gradients/di_forwarddiff_f_z	0.2 ± 0.033 ms	0.2 ± 0.026 ms	1 ± 0.21
gradients/di_forwarddiff_r_z	0.373 ± 0.11 ms	0.368 ± 0.15 ms	1.01 ± 0.51
gradients/di_mooncake_D_z	0.609 ± 0.099 ms	0.609 ± 0.1 ms	1 ± 0.24
gradients/di_mooncake_f_z	0.605 ± 0.031 ms	0.6 ± 0.027 ms	1.01 ± 0.068
gradients/di_mooncake_r_z	5.69 ± 0.092 ms	5.86 ± 0.14 ms	0.971 ± 0.028
gradients/di_zygote_D_z	1.53 ± 0.19 ms	1.52 ± 0.19 ms	1.01 ± 0.18
gradients/di_zygote_f_z	1.56 ± 0.17 ms	1.52 ± 0.16 ms	1.03 ± 0.16
gradients/di_zygote_r_z	30.1 ± 2.2 ms	30.9 ± 2.2 ms	0.973 ± 0.1
gradients/forward_D_z	0.109 ± 0.0049 ms	0.107 ± 0.0052 ms	1.01 ± 0.067
gradients/forward_f_z	0.111 ± 0.005 ms	0.108 ± 0.0052 ms	1.02 ± 0.067
gradients/forward_r_z	0.338 ± 0.085 ms	0.341 ± 0.086 ms	0.993 ± 0.35
gradients/forwarddiff_D_z	0.206 ± 0.044 ms	0.209 ± 0.043 ms	0.984 ± 0.29
gradients/forwarddiff_f_z	0.206 ± 0.042 ms	0.209 ± 0.042 ms	0.987 ± 0.28
gradients/forwarddiff_r_z	0.374 ± 0.045 ms	0.363 ± 0.046 ms	1.03 ± 0.18
gradients/parameter_sensitivity/curved_D_z	0.199 ± 0.034 ms	0.196 ± 0.034 ms	1.02 ± 0.25
gradients/parameter_sensitivity/lcdm_D_z	0.204 ± 0.041 ms	0.204 ± 0.04 ms	1 ± 0.28
gradients/parameter_sensitivity/w0wa_D_z	0.216 ± 0.038 ms	0.216 ± 0.036 ms	1 ± 0.24
gradients/scaling/di_mooncake_D_z_large	1.14 ± 0.034 ms	1.13 ± 0.031 ms	1.01 ± 0.041
gradients/scaling/di_mooncake_D_z_small	0.509 ± 0.061 ms	0.505 ± 0.065 ms	1.01 ± 0.18
gradients/scaling/forward_D_z_large	0.152 ± 0.024 ms	0.143 ± 0.025 ms	1.06 ± 0.25
gradients/scaling/forward_D_z_small	0.0945 ± 0.01 ms	0.0926 ± 0.0099 ms	1.02 ± 0.15
gradients/scaling/forwarddiff_D_z_large	0.349 ± 0.018 ms	0.346 ± 0.019 ms	1.01 ± 0.076
gradients/scaling/forwarddiff_D_z_small	0.195 ± 0.029 ms	0.194 ± 0.029 ms	1 ± 0.21
gradients/scaling/zygote_D_z_large	1.93 ± 0.27 ms	1.95 ± 0.28 ms	0.986 ± 0.2
gradients/scaling/zygote_D_z_small	1.41 ± 0.11 ms	1.39 ± 0.11 ms	1.01 ± 0.11
gradients/single_z/di_mooncake_D_z	0.486 ± 0.055 ms	0.49 ± 0.052 ms	0.99 ± 0.15
gradients/single_z/di_mooncake_f_z	0.459 ± 0.063 ms	0.483 ± 0.06 ms	0.951 ± 0.18
gradients/single_z/di_mooncake_r_z	0.0606 ± 0.0034 ms	0.062 ± 0.0037 ms	0.977 ± 0.081
gradients/single_z/forward_D_z	0.0926 ± 0.0097 ms	0.091 ± 0.0096 ms	1.02 ± 0.15
gradients/single_z/forward_f_z	0.0925 ± 0.0094 ms	0.0916 ± 0.0094 ms	1.01 ± 0.15
gradients/single_z/forward_r_z	2.49 ± 0.12 μs	2.5 ± 0.12 μs	0.996 ± 0.067
gradients/single_z/forwarddiff_D_z	0.186 ± 0.033 ms	0.189 ± 0.031 ms	0.985 ± 0.24
gradients/single_z/forwarddiff_f_z	0.187 ± 0.033 ms	0.188 ± 0.033 ms	0.995 ± 0.25
gradients/single_z/forwarddiff_r_z	3.6 ± 0.23 μs	3.6 ± 0.25 μs	1 ± 0.094
gradients/single_z/zygote_D_z	1.37 ± 0.11 ms	1.39 ± 0.11 ms	0.982 ± 0.11
gradients/single_z/zygote_f_z	1.36 ± 0.11 ms	1.38 ± 0.097 ms	0.985 ± 0.11
gradients/single_z/zygote_r_z	0.475 ± 0.04 ms	0.5 ± 0.033 ms	0.95 ± 0.1
gradients/zygote_D_z	1.46 ± 0.15 ms	1.46 ± 0.14 ms	0.998 ± 0.14
gradients/zygote_f_z	1.52 ± 0.14 ms	1.51 ± 0.15 ms	1.01 ± 0.14
gradients/zygote_r_z	31.1 ± 3.2 ms	0.0319 ± 0.0025 s	0.975 ± 0.13
normalization/matrix	12.9 ± 2.4 μs	14 ± 4.2 μs	0.923 ± 0.33
normalization/vector	0.09 ± 0.01 μs	0.081 ± 0.01 μs	1.11 ± 0.18
running/lux	7.46 ± 0.49 μs	7.21 ± 0.51 μs	1.03 ± 0.1
running/simplechains	2.73 ± 0.04 μs	2.73 ± 0.04 μs	1 ± 0.021
vectorization/D_f_z_comprehension	3 ± 0.29 ms	2.96 ± 0.29 ms	1.01 ± 0.14
vectorization/D_f_z_scalar_loop	3.01 ± 0.3 ms	2.96 ± 0.3 ms	1.02 ± 0.14
vectorization/D_f_z_vectorized	0.103 ± 0.012 ms	0.101 ± 0.012 ms	1.02 ± 0.16
vectorization/D_z_comprehension	2.97 ± 0.3 ms	2.94 ± 0.29 ms	1.01 ± 0.14
vectorization/D_z_scalar_loop	2.99 ± 0.3 ms	2.96 ± 0.3 ms	1.01 ± 0.14
vectorization/D_z_vectorized	0.101 ± 0.011 ms	0.101 ± 0.011 ms	1.01 ± 0.16
vectorization/E_z_comprehension	7.01 ± 0.06 μs	6.95 ± 0.069 μs	1.01 ± 0.013
vectorization/E_z_scalar_loop	6.97 ± 0.06 μs	6.99 ± 0.1 μs	0.997 ± 0.017
vectorization/E_z_vectorized	4.13 ± 0.03 μs	4.03 ± 0.03 μs	1.03 ± 0.011
vectorization/S_of_K_comprehension	0.311 ± 0.001 μs	0.31 ± 0.01 μs	1 ± 0.033
vectorization/S_of_K_scalar_loop	0.31 ± 0.01 μs	0.31 ± 0.01 μs	1 ± 0.046
vectorization/S_of_K_vectorized	0.211 ± 0.001 μs	0.211 ± 0.01 μs	1 ± 0.048
vectorization/dA_z_comprehension	0.101 ± 0.026 ms	0.1 ± 0.026 ms	1.01 ± 0.37
vectorization/dA_z_scalar_loop	0.101 ± 0.026 ms	0.101 ± 0.026 ms	1.01 ± 0.37
vectorization/dA_z_vectorized	0.101 ± 0.026 ms	0.102 ± 0.026 ms	0.987 ± 0.36
vectorization/dL_z_comprehension	0.1 ± 0.026 ms	0.0999 ± 0.026 ms	1 ± 0.37
vectorization/dL_z_scalar_loop	0.101 ± 0.027 ms	0.1 ± 0.025 ms	1.01 ± 0.37
vectorization/dL_z_vectorized	0.1 ± 0.026 ms	0.102 ± 0.026 ms	0.987 ± 0.36
vectorization/dM_z_comprehension	0.102 ± 0.026 ms	0.0998 ± 0.025 ms	1.02 ± 0.37
vectorization/dM_z_scalar_loop	0.1 ± 0.025 ms	0.0996 ± 0.025 ms	1.01 ± 0.36
vectorization/dM_z_vectorized	0.1 ± 0.026 ms	0.0994 ± 0.025 ms	1.01 ± 0.36
vectorization/f_z_comprehension	2.99 ± 0.29 ms	2.96 ± 0.29 ms	1.01 ± 0.14
vectorization/f_z_scalar_loop	3.01 ± 0.3 ms	2.95 ± 0.3 ms	1.02 ± 0.14
vectorization/f_z_vectorized	0.102 ± 0.012 ms	0.101 ± 0.012 ms	1.01 ± 0.17
vectorization/r_z_comprehension	0.102 ± 0.026 ms	0.0995 ± 0.025 ms	1.02 ± 0.37
vectorization/r_z_scalar_loop	0.101 ± 0.026 ms	0.0996 ± 0.025 ms	1.01 ± 0.37
vectorization/r_z_vectorized	0.1 ± 0.026 ms	0.0999 ± 0.026 ms	1 ± 0.37
time_to_load	1.75 ± 0.025 s	1.74 ± 0.02 s	1.01 ± 0.019

Memory benchmarks

	main	8f9f5ef...	main / 8f9f5ef...
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	6 allocs: 8.85 kB	1.01
chebyshev/forward/matrix_small	25 allocs: 2.7 kB	5 allocs: 1.91 kB	1.42
chebyshev/forward/polynomials_medium	0.397 k allocs: 0.579 MB	0.405 k allocs: 0.398 MB	1.45
chebyshev/forward/polynomials_small	0.077 k allocs: 25.2 kB	0.085 k allocs: 19.5 kB	1.29
chebyshev/forward/vector_large	11 allocs: 4.27 kB	7 allocs: 8.05 kB	0.531
chebyshev/forward/vector_medium	10 allocs: 1.17 kB	5 allocs: 1.84 kB	0.636
chebyshev/forward/vector_small	10 allocs: 0.484 kB	5 allocs: 0.469 kB	1.03
chebyshev/gradients/forwarddiff/vector_medium	0.0348 M allocs: 1.62 MB	0.0348 M allocs: 1.71 MB	0.948
chebyshev/gradients/forwarddiff/vector_small	1.09 k allocs: 0.0576 MB	1.08 k allocs: 0.0607 MB	0.95
chebyshev/gradients/mooncake/vector_medium	28 allocs: 3.97 kB	18 allocs: 5.31 kB	0.747
chebyshev/gradients/mooncake/vector_small	28 allocs: 1.91 kB	18 allocs: 1.88 kB	1.02
chebyshev/gradients/zygote/vector_medium	0.042 k allocs: 4.81 kB	0.032 k allocs: 6.16 kB	0.782
chebyshev/gradients/zygote/vector_small	0.042 k allocs: 2.75 kB	0.032 k allocs: 2.72 kB	1.01
chebyshev/multidim/forward_2d	0.049 k allocs: 4.21 kB	9 allocs: 2.55 kB	1.65
chebyshev/multidim/zygote_2d	0.121 k allocs: 12.8 kB	0.041 k allocs: 9.48 kB	1.35
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	7.97 k allocs: 0.388 MB	7.97 k allocs: 0.388 MB	1
gradients/di_mooncake_f_z	7.97 k allocs: 0.376 MB	7.97 k allocs: 0.376 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	4.81 k allocs: 0.191 MB	4.81 k allocs: 0.191 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	4.48 k allocs: 0.172 MB	4.48 k allocs: 0.172 MB	1
gradients/single_z/di_mooncake_f_z	4.48 k allocs: 0.172 MB	4.48 k allocs: 0.172 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

[github-actions]

Benchmark Results (Julia v1.10)

Time benchmarks

	main	8f9f5ef...	main / 8f9f5ef...
akima/components/coefficients_large	19.2 ± 2.3 μs	19 ± 1.8 μs	1.01 ± 0.15
akima/components/coefficients_medium	3.86 ± 3.8 μs	3.91 ± 3.8 μs	0.986 ± 1.4
akima/components/coefficients_small	1.28 ± 0.46 μs	1.31 ± 0.5 μs	0.979 ± 0.51
akima/components/slopes_large	2.64 ± 3.7 μs	2.54 ± 3.4 μs	1.04 ± 2
akima/components/slopes_medium	1.39 ± 0.18 μs	1.41 ± 0.16 μs	0.986 ± 0.17
akima/components/slopes_small	0.175 ± 0.029 μs	0.173 ± 0.025 μs	1.01 ± 0.22
akima/forward/matrix_medium	26.3 ± 1.3 μs	27.7 ± 1.4 μs	0.95 ± 0.066
akima/forward/matrix_small	6.8 ± 1.2 μs	6.9 ± 0.99 μs	0.986 ± 0.22
akima/forward/vector_large	0.0442 ± 0.0022 ms	0.0465 ± 0.0023 ms	0.95 ± 0.067
akima/forward/vector_medium	9.09 ± 1.7 μs	9.42 ± 1.9 μs	0.965 ± 0.26
akima/forward/vector_small	3 ± 2 μs	2.98 ± 2.1 μs	1.01 ± 0.97
akima/gradients/comparison/di_forwarddiff_medium	0.316 ± 0.017 ms	0.312 ± 0.021 ms	1.01 ± 0.087
akima/gradients/comparison/di_mooncake_medium	29.3 ± 14 μs	28.8 ± 13 μs	1.02 ± 0.67
akima/gradients/comparison/di_zygote_medium	29.8 ± 14 μs	30.1 ± 14 μs	0.991 ± 0.66
akima/gradients/comparison/forward_pass	9.63 ± 4.7 μs	10.7 ± 4.2 μs	0.898 ± 0.56
akima/gradients/comparison/forwarddiff_medium	0.329 ± 0.017 ms	0.309 ± 0.02 ms	1.06 ± 0.088
akima/gradients/comparison/zygote_medium	29 ± 14 μs	29.4 ± 14 μs	0.986 ± 0.66
akima/gradients/di_forwarddiff/vector_medium	0.321 ± 0.019 ms	0.35 ± 0.029 ms	0.918 ± 0.093
akima/gradients/di_zygote/matrix_medium	0.0902 ± 0.0035 ms	0.0936 ± 0.0042 ms	0.964 ± 0.057
akima/gradients/di_zygote/vector_medium	0.0402 ± 0.015 ms	0.0407 ± 0.015 ms	0.989 ± 0.51
akima/gradients/forwarddiff/matrix_medium	19.2 ± 1.3 ms	20.1 ± 1.1 ms	0.957 ± 0.084
akima/gradients/forwarddiff/matrix_small	0.802 ± 0.057 ms	0.848 ± 0.052 ms	0.946 ± 0.089
akima/gradients/forwarddiff/vector_large	7.51 ± 1.7 ms	7.93 ± 1.5 ms	0.947 ± 0.27
akima/gradients/forwarddiff/vector_medium	0.297 ± 0.02 ms	0.312 ± 0.02 ms	0.952 ± 0.09
akima/gradients/forwarddiff/vector_small	14.5 ± 16 μs	13.8 ± 16 μs	1.05 ± 1.7
akima/gradients/mooncake/matrix_medium	0.0994 ± 0.0039 ms	0.1 ± 0.0033 ms	0.992 ± 0.051
akima/gradients/mooncake/matrix_small	25.3 ± 18 μs	25 ± 18 μs	1.01 ± 1
akima/gradients/mooncake/vector_large	0.145 ± 0.0077 ms	0.17 ± 0.0086 ms	0.852 ± 0.063
akima/gradients/mooncake/vector_medium	29.7 ± 14 μs	29.1 ± 13 μs	1.02 ± 0.67
akima/gradients/mooncake/vector_small	6.75 ± 3.8 μs	6.63 ± 4.4 μs	1.02 ± 0.88
akima/gradients/zygote/matrix_medium	0.0917 ± 0.0037 ms	0.0928 ± 0.0051 ms	0.988 ± 0.067
akima/gradients/zygote/matrix_small	24.2 ± 17 μs	22.6 ± 16 μs	1.07 ± 1.1
akima/gradients/zygote/vector_large	0.144 ± 0.0074 ms	0.145 ± 0.0097 ms	0.992 ± 0.084
akima/gradients/zygote/vector_medium	30.3 ± 14 μs	30 ± 14 μs	1.01 ± 0.67
akima/gradients/zygote/vector_small	8.46 ± 4.6 μs	8.71 ± 4.6 μs	0.971 ± 0.74
akima/scaling/eval_10	4.5 ± 4.7 μs	4.6 ± 4.6 μs	0.977 ± 1.4
akima/scaling/eval_100	6.68 ± 5 μs	6.76 ± 5 μs	0.988 ± 1
akima/scaling/eval_1000	22.8 ± 4.3 μs	23.5 ± 4.4 μs	0.972 ± 0.26
akima/scaling/eval_250	9.44 ± 3.4 μs	9.37 ± 3.3 μs	1.01 ± 0.51
akima/scaling/eval_50	5.19 ± 4.8 μs	5.43 ± 4.8 μs	0.955 ± 1.2
akima/scaling/eval_500	13.6 ± 1.1 μs	14 ± 1.4 μs	0.973 ± 0.12
akima/scaling/nodes_10	3.29 ± 1.6 μs	3.36 ± 1.5 μs	0.979 ± 0.64
akima/scaling/nodes_100	10.2 ± 5 μs	10.5 ± 5 μs	0.966 ± 0.66
akima/scaling/nodes_200	10.7 ± 9.8 μs	10.7 ± 9.8 μs	0.997 ± 1.3
akima/scaling/nodes_25	3.11 ± 1 μs	3.12 ± 1.1 μs	0.998 ± 0.47
akima/scaling/nodes_50	5.76 ± 3.2 μs	5.82 ± 3.1 μs	0.991 ± 0.76
akima/scaling/nodes_500	23.4 ± 1.7 μs	24.6 ± 2.3 μs	0.95 ± 0.11
background/D_f_z_struct	0.0901 ± 0.0082 ms	0.089 ± 0.0076 ms	1.01 ± 0.13
background/D_z_direct	0.0903 ± 0.0083 ms	0.0892 ± 0.0078 ms	1.01 ± 0.13
background/D_z_struct	0.0903 ± 0.0085 ms	0.0894 ± 0.0076 ms	1.01 ± 0.13
background/E_a_struct	0.235 ± 0.003 μs	0.238 ± 0.004 μs	0.987 ± 0.021
background/E_z_direct	0.236 ± 0.003 μs	0.238 ± 0.003 μs	0.992 ± 0.018
background/E_z_highz	0.264 ± 0.005 μs	0.264 ± 0.005 μs	1 ± 0.027
background/E_z_lowz	0.236 ± 0.003 μs	0.237 ± 0.003 μs	0.996 ± 0.018
background/E_z_struct	0.237 ± 0.003 μs	0.238 ± 0.003 μs	0.996 ± 0.018
background/E_z_vector	6.37 ± 0.12 μs	6.46 ± 0.1 μs	0.986 ± 0.025
background/dA_z_struct	2.33 ± 0.15 μs	2.35 ± 0.12 μs	0.992 ± 0.082
background/dL_z_direct	2.33 ± 0.13 μs	2.35 ± 0.13 μs	0.993 ± 0.078
background/dL_z_highz	2.34 ± 0.15 μs	2.36 ± 0.11 μs	0.99 ± 0.079
background/dL_z_lowz	2.3 ± 0.11 μs	2.33 ± 0.15 μs	0.987 ± 0.079
background/dL_z_struct	2.33 ± 0.13 μs	2.35 ± 0.11 μs	0.991 ± 0.073
background/dL_z_vector	0.0898 ± 0.019 ms	0.0868 ± 0.02 ms	1.03 ± 0.32
background/f_z_struct	0.0904 ± 0.0062 ms	0.0894 ± 0.0079 ms	1.01 ± 0.11
background/r_z_struct	2.33 ± 0.14 μs	2.33 ± 0.12 μs	0.997 ± 0.078
background/Ωma_struct	0.242 ± 0.003 μs	0.247 ± 0.004 μs	0.98 ± 0.02
chebyshev/forward/matrix_medium	12.9 ± 1.6 μs	9.21 ± 0.52 μs	1.4 ± 0.19
chebyshev/forward/matrix_small	5.09 ± 1.3 μs	2.56 ± 1.1 μs	1.99 ± 1
chebyshev/forward/polynomials_medium	0.107 ± 0.012 ms	0.076 ± 0.011 ms	1.41 ± 0.26
chebyshev/forward/polynomials_small	8.47 ± 4.8 μs	6.57 ± 3.2 μs	1.29 ± 0.97
chebyshev/forward/vector_large	0.032 ± 0.0022 ms	0.0322 ± 0.0026 ms	0.993 ± 0.1
chebyshev/forward/vector_medium	1.35 ± 0.14 μs	1.08 ± 1.2 μs	1.25 ± 1.4
chebyshev/forward/vector_small	0.565 ± 0.03 μs	0.492 ± 0.028 μs	1.15 ± 0.089
chebyshev/gradients/forwarddiff/vector_medium	5.15 ± 0.061 ms	5.22 ± 0.058 ms	0.987 ± 0.016
chebyshev/gradients/forwarddiff/vector_small	0.207 ± 0.0051 ms	0.207 ± 0.0044 ms	0.997 ± 0.032
chebyshev/gradients/mooncake/vector_medium	3.59 ± 1.2 μs	3.71 ± 1.5 μs	0.968 ± 0.5
chebyshev/gradients/mooncake/vector_small	1.57 ± 0.32 μs	1.14 ± 0.12 μs	1.38 ± 0.32
chebyshev/gradients/zygote/vector_medium	5.03 ± 0.49 μs	4.76 ± 1.5 μs	1.06 ± 0.35
chebyshev/gradients/zygote/vector_small	2.02 ± 1.3 μs	1.69 ± 1.3 μs	1.19 ± 1.2
chebyshev/multidim/forward_2d	9.37 ± 0.88 μs	4.16 ± 0.91 μs	2.25 ± 0.54
chebyshev/multidim/zygote_2d	20.5 ± 1.2 μs	10.7 ± 1.7 μs	1.91 ± 0.31
cubic/components/coefficients_large	21.9 ± 1.9 μs	21.8 ± 1.8 μs	1 ± 0.12
cubic/components/coefficients_medium	4.01 ± 0.92 μs	4.08 ± 1.1 μs	0.984 ± 0.35
cubic/components/coefficients_small	1.25 ± 0.33 μs	1.23 ± 0.31 μs	1.02 ± 0.37
cubic/components/eval_large	24.3 ± 2.1 μs	24.5 ± 1.9 μs	0.992 ± 0.11
cubic/components/eval_medium	5.26 ± 0.22 μs	5.32 ± 0.56 μs	0.989 ± 0.11
cubic/components/eval_small	0.828 ± 0.03 μs	0.773 ± 0.034 μs	1.07 ± 0.061
cubic/forward/matrix_medium	0.0351 ± 0.0018 ms	0.0354 ± 0.0013 ms	0.992 ± 0.063
cubic/forward/matrix_small	6.79 ± 0.68 μs	6.51 ± 0.48 μs	1.04 ± 0.13
cubic/forward/vector_large	0.0481 ± 0.0029 ms	0.0485 ± 0.0028 ms	0.991 ± 0.083
cubic/forward/vector_medium	9.22 ± 0.62 μs	9.45 ± 0.87 μs	0.975 ± 0.11
cubic/forward/vector_small	1.93 ± 0.38 μs	1.87 ± 0.29 μs	1.03 ± 0.26
cubic/gradients/comparison/forward_pass	9.38 ± 0.74 μs	9.19 ± 0.74 μs	1.02 ± 0.12
cubic/gradients/comparison/forwarddiff_medium	0.3 ± 0.022 ms	0.288 ± 0.017 ms	1.04 ± 0.098
cubic/gradients/comparison/mooncake_medium	24.8 ± 1.5 μs	24.4 ± 1.2 μs	1.02 ± 0.079
cubic/gradients/comparison/zygote_medium	24 ± 1.3 μs	24.1 ± 1.3 μs	0.997 ± 0.078
cubic/gradients/forwarddiff/matrix_medium	22.5 ± 0.6 ms	22.9 ± 0.65 ms	0.981 ± 0.038
cubic/gradients/forwarddiff/matrix_small	0.887 ± 0.028 ms	0.888 ± 0.028 ms	0.998 ± 0.045
cubic/gradients/forwarddiff/vector_large	7 ± 1.5 ms	7.21 ± 1.5 ms	0.971 ± 0.29
cubic/gradients/forwarddiff/vector_medium	0.281 ± 0.016 ms	0.284 ± 0.017 ms	0.99 ± 0.081
cubic/gradients/forwarddiff/vector_small	12.3 ± 1.1 μs	12.3 ± 1 μs	1 ± 0.12
cubic/gradients/mooncake/matrix_medium	0.0985 ± 0.0029 ms	0.0979 ± 0.0029 ms	1.01 ± 0.042
cubic/gradients/mooncake/matrix_small	20.9 ± 1.4 μs	20.6 ± 1.2 μs	1.01 ± 0.092
cubic/gradients/mooncake/vector_large	0.144 ± 0.01 ms	0.139 ± 0.0071 ms	1.04 ± 0.09
cubic/gradients/mooncake/vector_medium	24.5 ± 1.4 μs	24.7 ± 1.4 μs	0.994 ± 0.082
cubic/gradients/mooncake/vector_small	5.85 ± 0.48 μs	5.86 ± 0.49 μs	0.998 ± 0.12
cubic/gradients/zygote/matrix_medium	0.095 ± 0.0022 ms	0.0953 ± 0.0026 ms	0.997 ± 0.035
cubic/gradients/zygote/matrix_small	20.1 ± 0.97 μs	20.9 ± 2 μs	0.962 ± 0.1
cubic/gradients/zygote/vector_large	0.145 ± 0.0064 ms	0.149 ± 0.008 ms	0.973 ± 0.067
cubic/gradients/zygote/vector_medium	24 ± 1.6 μs	24.1 ± 1.6 μs	0.995 ± 0.096
cubic/gradients/zygote/vector_small	6.49 ± 4.2 μs	6.39 ± 4 μs	1.02 ± 0.91
cubic/scaling/eval_10	4.26 ± 0.89 μs	4.25 ± 0.67 μs	1 ± 0.26
cubic/scaling/eval_100	6.04 ± 0.66 μs	6.01 ± 0.63 μs	1 ± 0.15
cubic/scaling/eval_1000	24.3 ± 1 μs	24.2 ± 0.75 μs	1.01 ± 0.053
cubic/scaling/eval_250	9.33 ± 0.65 μs	9.28 ± 0.68 μs	1.01 ± 0.1
cubic/scaling/eval_50	4.98 ± 0.69 μs	5.01 ± 0.71 μs	0.994 ± 0.2
cubic/scaling/eval_500	14.2 ± 0.96 μs	14.3 ± 1 μs	0.999 ± 0.099
cubic/scaling/nodes_10	3.15 ± 1.3 μs	2.1 ± 0.36 μs	1.5 ± 0.69
cubic/scaling/nodes_100	6.32 ± 3.1 μs	6.32 ± 3.2 μs	0.999 ± 0.7
cubic/scaling/nodes_200	10.1 ± 1.1 μs	10.5 ± 1.6 μs	0.957 ± 0.18
cubic/scaling/nodes_25	3.08 ± 1 μs	3.09 ± 1.1 μs	0.997 ± 0.48
cubic/scaling/nodes_50	3.91 ± 0.36 μs	3.87 ± 0.37 μs	1.01 ± 0.13
cubic/scaling/nodes_500	24.6 ± 2 μs	24.4 ± 1.8 μs	1.01 ± 0.11
gradients/di_forwarddiff_D_z	0.164 ± 0.0078 ms	0.165 ± 0.0067 ms	0.997 ± 0.062
gradients/di_forwarddiff_f_z	0.166 ± 0.008 ms	0.168 ± 0.012 ms	0.986 ± 0.087
gradients/di_forwarddiff_r_z	0.397 ± 0.088 ms	0.379 ± 0.071 ms	1.05 ± 0.3
gradients/di_mooncake_D_z	0.652 ± 0.026 ms	0.656 ± 0.03 ms	0.994 ± 0.061
gradients/di_mooncake_f_z	0.666 ± 0.064 ms	0.647 ± 0.027 ms	1.03 ± 0.11
gradients/di_mooncake_r_z	7.63 ± 0.48 ms	6.82 ± 0.47 ms	1.12 ± 0.11
gradients/di_zygote_D_z	1.25 ± 0.092 ms	1.23 ± 0.081 ms	1.02 ± 0.1
gradients/di_zygote_f_z	1.22 ± 0.04 ms	1.23 ± 0.055 ms	0.996 ± 0.055
gradients/di_zygote_r_z	7.73 ± 0.28 ms	7.84 ± 0.23 ms	0.986 ± 0.047
gradients/forward_D_z	0.102 ± 0.011 ms	0.096 ± 0.0099 ms	1.06 ± 0.16
gradients/forward_f_z	0.103 ± 0.011 ms	0.1 ± 0.011 ms	1.03 ± 0.16
gradients/forward_r_z	0.253 ± 0.059 ms	0.255 ± 0.06 ms	0.993 ± 0.33
gradients/forwarddiff_D_z	0.165 ± 0.011 ms	0.168 ± 0.01 ms	0.98 ± 0.09
gradients/forwarddiff_f_z	0.168 ± 0.015 ms	0.165 ± 0.0074 ms	1.02 ± 0.1
gradients/forwarddiff_r_z	0.367 ± 0.077 ms	0.368 ± 0.074 ms	0.998 ± 0.29
gradients/parameter_sensitivity/curved_D_z	0.164 ± 0.0086 ms	0.164 ± 0.0087 ms	0.998 ± 0.074
gradients/parameter_sensitivity/lcdm_D_z	0.166 ± 0.0083 ms	0.17 ± 0.01 ms	0.973 ± 0.075
gradients/parameter_sensitivity/w0wa_D_z	0.176 ± 0.011 ms	0.179 ± 0.013 ms	0.983 ± 0.094
gradients/scaling/di_mooncake_D_z_large	1.48 ± 0.27 ms	1.49 ± 0.2 ms	0.991 ± 0.22
gradients/scaling/di_mooncake_D_z_small	0.462 ± 0.015 ms	0.465 ± 0.017 ms	0.993 ± 0.048
gradients/scaling/forward_D_z_large	0.162 ± 0.01 ms	0.161 ± 0.009 ms	1 ± 0.084
gradients/scaling/forward_D_z_small	0.0806 ± 0.007 ms	0.087 ± 0.0077 ms	0.927 ± 0.12
gradients/scaling/forwarddiff_D_z_large	0.295 ± 0.021 ms	0.294 ± 0.02 ms	1 ± 0.099
gradients/scaling/forwarddiff_D_z_small	0.136 ± 0.026 ms	0.137 ± 0.026 ms	0.997 ± 0.27
gradients/scaling/zygote_D_z_large	2 ± 0.18 ms	1.98 ± 0.15 ms	1.01 ± 0.12
gradients/scaling/zygote_D_z_small	1.13 ± 0.2 ms	1.08 ± 0.13 ms	1.05 ± 0.23
gradients/single_z/di_mooncake_D_z	0.435 ± 0.032 ms	0.433 ± 0.017 ms	1.01 ± 0.084
gradients/single_z/di_mooncake_f_z	0.438 ± 0.042 ms	0.432 ± 0.016 ms	1.01 ± 0.1
gradients/single_z/di_mooncake_r_z	0.0615 ± 0.0029 ms	0.0607 ± 0.0022 ms	1.01 ± 0.06
gradients/single_z/forward_D_z	0.0848 ± 0.0072 ms	0.0792 ± 0.007 ms	1.07 ± 0.13
gradients/single_z/forward_f_z	0.0858 ± 0.0024 ms	0.085 ± 0.0073 ms	1.01 ± 0.091
gradients/single_z/forward_r_z	2.33 ± 0.12 μs	2.33 ± 0.1 μs	1 ± 0.069
gradients/single_z/forwarddiff_D_z	0.135 ± 0.026 ms	0.132 ± 0.025 ms	1.02 ± 0.27
gradients/single_z/forwarddiff_f_z	0.147 ± 0.027 ms	0.134 ± 0.026 ms	1.09 ± 0.29
gradients/single_z/forwarddiff_r_z	3.54 ± 0.19 μs	3.47 ± 0.22 μs	1.02 ± 0.085
gradients/single_z/zygote_D_z	1.11 ± 0.17 ms	1.05 ± 0.13 ms	1.06 ± 0.21
gradients/single_z/zygote_f_z	1.08 ± 0.17 ms	1.05 ± 0.12 ms	1.03 ± 0.19
gradients/single_z/zygote_r_z	0.118 ± 0.014 ms	0.118 ± 0.013 ms	0.995 ± 0.16
gradients/zygote_D_z	1.22 ± 0.068 ms	1.22 ± 0.055 ms	0.998 ± 0.072
gradients/zygote_f_z	1.24 ± 0.091 ms	1.23 ± 0.077 ms	1.01 ± 0.097
gradients/zygote_r_z	7.95 ± 0.5 ms	8.27 ± 0.38 ms	0.961 ± 0.075
normalization/matrix	22.2 ± 2 μs	22.6 ± 2.6 μs	0.981 ± 0.14
normalization/vector	0.132 ± 0.02 μs	0.131 ± 0.015 μs	1.01 ± 0.19
running/lux	7.14 ± 0.57 μs	7.22 ± 0.48 μs	0.989 ± 0.1
running/simplechains	2.57 ± 0.013 μs	2.57 ± 0.011 μs	0.998 ± 0.0066
vectorization/D_f_z_comprehension	2.72 ± 0.23 ms	2.54 ± 0.23 ms	1.07 ± 0.13
vectorization/D_f_z_scalar_loop	2.57 ± 0.23 ms	2.54 ± 0.23 ms	1.01 ± 0.13
vectorization/D_f_z_vectorized	0.0937 ± 0.0089 ms	0.0932 ± 0.0087 ms	1.01 ± 0.13
vectorization/D_z_comprehension	2.56 ± 0.23 ms	2.56 ± 0.23 ms	1 ± 0.13
vectorization/D_z_scalar_loop	2.55 ± 0.23 ms	2.54 ± 0.23 ms	1 ± 0.13
vectorization/D_z_vectorized	0.0943 ± 0.0083 ms	0.0933 ± 0.0085 ms	1.01 ± 0.13
vectorization/E_z_comprehension	6.21 ± 1.2 μs	6.25 ± 0.35 μs	0.994 ± 0.2
vectorization/E_z_scalar_loop	6.25 ± 1.2 μs	6.29 ± 1.2 μs	0.993 ± 0.26
vectorization/E_z_vectorized	3.64 ± 0.16 μs	3.57 ± 0.097 μs	1.02 ± 0.053
vectorization/S_of_K_comprehension	0.262 ± 0.003 μs	0.262 ± 0.005 μs	1 ± 0.022
vectorization/S_of_K_scalar_loop	0.26 ± 0.005 μs	0.261 ± 0.005 μs	0.996 ± 0.027
vectorization/S_of_K_vectorized	0.21 ± 0.004 μs	0.21 ± 0.005 μs	1 ± 0.03
vectorization/dA_z_comprehension	0.0753 ± 0.018 ms	0.0744 ± 0.018 ms	1.01 ± 0.34
vectorization/dA_z_scalar_loop	0.0748 ± 0.018 ms	0.0747 ± 0.018 ms	1 ± 0.34
vectorization/dA_z_vectorized	0.0747 ± 0.018 ms	0.0747 ± 0.017 ms	0.999 ± 0.33
vectorization/dL_z_comprehension	0.0745 ± 0.018 ms	0.074 ± 0.018 ms	1.01 ± 0.35
vectorization/dL_z_scalar_loop	0.0761 ± 0.019 ms	0.0771 ± 0.019 ms	0.987 ± 0.34
vectorization/dL_z_vectorized	0.0744 ± 0.017 ms	0.0736 ± 0.018 ms	1.01 ± 0.34
vectorization/dM_z_comprehension	0.0747 ± 0.018 ms	0.0749 ± 0.018 ms	0.998 ± 0.34
vectorization/dM_z_scalar_loop	0.076 ± 0.018 ms	0.0749 ± 0.018 ms	1.01 ± 0.34
vectorization/dM_z_vectorized	0.0725 ± 0.017 ms	0.0726 ± 0.017 ms	0.999 ± 0.33
vectorization/f_z_comprehension	2.55 ± 0.23 ms	2.54 ± 0.23 ms	1 ± 0.13
vectorization/f_z_scalar_loop	2.63 ± 0.23 ms	2.55 ± 0.23 ms	1.03 ± 0.13
vectorization/f_z_vectorized	0.0938 ± 0.0087 ms	0.0935 ± 0.0088 ms	1 ± 0.13
vectorization/r_z_comprehension	0.0744 ± 0.018 ms	0.0742 ± 0.017 ms	1 ± 0.34
vectorization/r_z_scalar_loop	0.0755 ± 0.018 ms	0.0747 ± 0.017 ms	1.01 ± 0.34
vectorization/r_z_vectorized	0.0738 ± 0.018 ms	0.0741 ± 0.018 ms	0.996 ± 0.34
time_to_load	1.51 ± 0.004 s	1.48 ± 0.0067 s	1.02 ± 0.0053

Memory benchmarks

	main	8f9f5ef...	main / 8f9f5ef...
akima/components/coefficients_large	19 allocs: 0.0675 MB	19 allocs: 0.0675 MB	1
akima/components/coefficients_medium	19 allocs: 14.9 kB	19 allocs: 14.9 kB	1
akima/components/coefficients_small	19 allocs: 3.62 kB	19 allocs: 3.62 kB	1
akima/components/slopes_large	4 allocs: 16.2 kB	4 allocs: 16.2 kB	1
akima/components/slopes_medium	4 allocs: 3.5 kB	4 allocs: 3.5 kB	1
akima/components/slopes_small	4 allocs: 0.844 kB	4 allocs: 0.844 kB	1
akima/forward/matrix_medium	0.048 k allocs: 0.0862 MB	0.048 k allocs: 0.0862 MB	1
akima/forward/matrix_small	0.047 k allocs: 20.3 kB	0.047 k allocs: 20.3 kB	1
akima/forward/vector_large	25 allocs: 0.095 MB	25 allocs: 0.095 MB	1
akima/forward/vector_medium	25 allocs: 21.3 kB	25 allocs: 21.3 kB	1
akima/forward/vector_small	25 allocs: 5.16 kB	25 allocs: 5.16 kB	1
akima/gradients/comparison/di_forwarddiff_medium	0.235 k allocs: 1.96 MB	0.235 k allocs: 1.96 MB	1
akima/gradients/comparison/di_mooncake_medium	0.077 k allocs: 0.0555 MB	0.077 k allocs: 0.0555 MB	1
akima/gradients/comparison/di_zygote_medium	0.085 k allocs: 0.056 MB	0.085 k allocs: 0.056 MB	1
akima/gradients/comparison/forward_pass	25 allocs: 21.3 kB	25 allocs: 21.3 kB	1
akima/gradients/comparison/forwarddiff_medium	0.235 k allocs: 1.96 MB	0.235 k allocs: 1.96 MB	1
akima/gradients/comparison/zygote_medium	0.085 k allocs: 0.056 MB	0.085 k allocs: 0.056 MB	1
akima/gradients/di_forwarddiff/vector_medium	0.235 k allocs: 1.96 MB	0.235 k allocs: 1.96 MB	1
akima/gradients/di_zygote/matrix_medium	0.195 k allocs: 0.254 MB	0.195 k allocs: 0.254 MB	1
akima/gradients/di_zygote/vector_medium	0.085 k allocs: 0.056 MB	0.085 k allocs: 0.056 MB	1
akima/gradients/forwarddiff/matrix_medium	4.45 k allocs: 0.0864 GB	4.45 k allocs: 0.0864 GB	1
akima/gradients/forwarddiff/matrix_small	0.902 k allocs: 3.7 MB	0.902 k allocs: 3.7 MB	1
akima/gradients/forwarddiff/vector_large	1.89 k allocs: 0.0432 GB	1.89 k allocs: 0.0432 GB	1
akima/gradients/forwarddiff/vector_medium	0.235 k allocs: 1.96 MB	0.235 k allocs: 1.96 MB	1
akima/gradients/forwarddiff/vector_small	0.051 k allocs: 0.0796 MB	0.051 k allocs: 0.0796 MB	1
akima/gradients/mooncake/matrix_medium	0.207 k allocs: 0.277 MB	0.207 k allocs: 0.277 MB	1
akima/gradients/mooncake/matrix_small	0.205 k allocs: 0.0677 MB	0.205 k allocs: 0.0677 MB	1
akima/gradients/mooncake/vector_large	0.078 k allocs: 0.251 MB	0.078 k allocs: 0.251 MB	1
akima/gradients/mooncake/vector_medium	0.077 k allocs: 0.0555 MB	0.077 k allocs: 0.0555 MB	1
akima/gradients/mooncake/vector_small	0.077 k allocs: 15 kB	0.077 k allocs: 15 kB	1
akima/gradients/zygote/matrix_medium	0.195 k allocs: 0.254 MB	0.195 k allocs: 0.254 MB	1
akima/gradients/zygote/matrix_small	0.193 k allocs: 0.0621 MB	0.193 k allocs: 0.0621 MB	1
akima/gradients/zygote/vector_large	0.086 k allocs: 0.252 MB	0.086 k allocs: 0.252 MB	1
akima/gradients/zygote/vector_medium	0.085 k allocs: 0.056 MB	0.085 k allocs: 0.056 MB	1
akima/gradients/zygote/vector_small	0.085 k allocs: 15.5 kB	0.085 k allocs: 15.5 kB	1
akima/scaling/eval_10	25 allocs: 19.4 kB	25 allocs: 19.4 kB	1
akima/scaling/eval_100	25 allocs: 20.1 kB	25 allocs: 20.1 kB	1
akima/scaling/eval_1000	25 allocs: 27.2 kB	25 allocs: 27.2 kB	1
akima/scaling/eval_250	25 allocs: 21.3 kB	25 allocs: 21.3 kB	1
akima/scaling/eval_50	25 allocs: 19.8 kB	25 allocs: 19.8 kB	1
akima/scaling/eval_500	25 allocs: 23.3 kB	25 allocs: 23.3 kB	1
akima/scaling/nodes_10	25 allocs: 3.83 kB	25 allocs: 3.83 kB	1
akima/scaling/nodes_100	25 allocs: 20.1 kB	25 allocs: 20.1 kB	1
akima/scaling/nodes_200	25 allocs: 0.0388 MB	25 allocs: 0.0388 MB	1
akima/scaling/nodes_25	25 allocs: 6.45 kB	25 allocs: 6.45 kB	1
akima/scaling/nodes_50	25 allocs: 10.9 kB	25 allocs: 10.9 kB	1
akima/scaling/nodes_500	25 allocs: 0.0882 MB	25 allocs: 0.0882 MB	1
background/D_f_z_struct	1.4 k allocs: 25.5 kB	1.4 k allocs: 25.5 kB	1
background/D_z_direct	1.4 k allocs: 25.5 kB	1.4 k allocs: 25.5 kB	1
background/D_z_struct	1.4 k allocs: 25.5 kB	1.4 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	0.125 k allocs: 2.23 kB	0.125 k allocs: 2.23 kB	1
background/dA_z_struct	0.039 k allocs: 2.11 kB	0.039 k allocs: 2.11 kB	1
background/dL_z_direct	0.039 k allocs: 2.11 kB	0.039 k allocs: 2.11 kB	1
background/dL_z_highz	0.039 k allocs: 2.11 kB	0.039 k allocs: 2.11 kB	1
background/dL_z_lowz	0.039 k allocs: 2.11 kB	0.039 k allocs: 2.11 kB	1
background/dL_z_struct	0.039 k allocs: 2.11 kB	0.039 k allocs: 2.11 kB	1
background/dL_z_vector	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
background/f_z_struct	1.4 k allocs: 25.5 kB	1.4 k allocs: 25.5 kB	1
background/r_z_struct	0.039 k allocs: 2.11 kB	0.039 k allocs: 2.11 kB	1
background/Ωma_struct	4 allocs: 0.0625 kB	4 allocs: 0.0625 kB	1
chebyshev/forward/matrix_medium	24 allocs: 9 kB	4 allocs: 8.91 kB	1.01
chebyshev/forward/matrix_small	24 allocs: 2.83 kB	4 allocs: 2.08 kB	1.36
chebyshev/forward/polynomials_medium	0.199 k allocs: 0.588 MB	0.303 k allocs: 0.403 MB	1.46
chebyshev/forward/polynomials_small	0.038 k allocs: 25.9 kB	0.062 k allocs: 19.8 kB	1.3
chebyshev/forward/vector_large	9 allocs: 4.33 kB	2 allocs: 8.12 kB	0.533
chebyshev/forward/vector_medium	9 allocs: 1.14 kB	2 allocs: 1.75 kB	0.652
chebyshev/forward/vector_small	9 allocs: 0.484 kB	2 allocs: 0.438 kB	1.11
chebyshev/gradients/forwarddiff/vector_medium	0.0373 M allocs: 1.77 MB	0.0372 M allocs: 1.85 MB	0.952
chebyshev/gradients/forwarddiff/vector_small	1.2 k allocs: 0.0647 MB	1.19 k allocs: 0.0681 MB	0.951
chebyshev/gradients/mooncake/vector_medium	28 allocs: 4.06 kB	14 allocs: 5.28 kB	0.769
chebyshev/gradients/mooncake/vector_small	28 allocs: 2.09 kB	14 allocs: 2 kB	1.05
chebyshev/gradients/zygote/vector_medium	0.039 k allocs: 4.58 kB	25 allocs: 5.8 kB	0.79
chebyshev/gradients/zygote/vector_small	0.039 k allocs: 2.61 kB	25 allocs: 2.52 kB	1.04
chebyshev/multidim/forward_2d	0.047 k allocs: 4.25 kB	7 allocs: 2.69 kB	1.58
chebyshev/multidim/zygote_2d	0.115 k allocs: 12.8 kB	0.035 k allocs: 9.64 kB	1.32
cubic/components/coefficients_large	19 allocs: 0.0636 MB	19 allocs: 0.0636 MB	1
cubic/components/coefficients_medium	19 allocs: 14.1 kB	19 allocs: 14.1 kB	1
cubic/components/coefficients_small	19 allocs: 3.52 kB	19 allocs: 3.52 kB	1
cubic/components/eval_large	1 allocs: 7.94 kB	1 allocs: 7.94 kB	1
cubic/components/eval_medium	1 allocs: 2.06 kB	1 allocs: 2.06 kB	1
cubic/components/eval_small	1 allocs: 0.484 kB	1 allocs: 0.484 kB	1
cubic/forward/matrix_medium	21 allocs: 0.0468 MB	21 allocs: 0.0468 MB	1
cubic/forward/matrix_small	20 allocs: 10.7 kB	20 allocs: 10.7 kB	1
cubic/forward/vector_large	20 allocs: 0.0714 MB	20 allocs: 0.0714 MB	1
cubic/forward/vector_medium	20 allocs: 16.2 kB	20 allocs: 16.2 kB	1
cubic/forward/vector_small	20 allocs: 4 kB	20 allocs: 4 kB	1
cubic/gradients/comparison/forward_pass	20 allocs: 16.2 kB	20 allocs: 16.2 kB	1
cubic/gradients/comparison/forwarddiff_medium	0.235 k allocs: 0.873 MB	0.235 k allocs: 0.873 MB	1
cubic/gradients/comparison/mooncake_medium	0.078 k allocs: 0.0495 MB	0.078 k allocs: 0.0495 MB	1
cubic/gradients/comparison/zygote_medium	0.076 k allocs: 0.049 MB	0.076 k allocs: 0.049 MB	1
cubic/gradients/forwarddiff/matrix_medium	2.44 k allocs: 0.0409 GB	2.44 k allocs: 0.0409 GB	1
cubic/gradients/forwarddiff/matrix_small	0.494 k allocs: 1.71 MB	0.494 k allocs: 1.71 MB	1
cubic/gradients/forwarddiff/vector_large	1.34 k allocs: 19 MB	1.34 k allocs: 19 MB	1
cubic/gradients/forwarddiff/vector_medium	0.235 k allocs: 0.873 MB	0.235 k allocs: 0.873 MB	1
cubic/gradients/forwarddiff/vector_small	0.051 k allocs: 0.0368 MB	0.051 k allocs: 0.0368 MB	1
cubic/gradients/mooncake/matrix_medium	0.136 k allocs: 0.18 MB	0.136 k allocs: 0.18 MB	1
cubic/gradients/mooncake/matrix_small	0.134 k allocs: 0.0434 MB	0.134 k allocs: 0.0434 MB	1
cubic/gradients/mooncake/vector_large	0.078 k allocs: 0.213 MB	0.078 k allocs: 0.213 MB	1
cubic/gradients/mooncake/vector_medium	0.078 k allocs: 0.0495 MB	0.078 k allocs: 0.0495 MB	1
cubic/gradients/mooncake/vector_small	0.078 k allocs: 14.8 kB	0.078 k allocs: 14.8 kB	1
cubic/gradients/zygote/matrix_medium	0.134 k allocs: 0.18 MB	0.134 k allocs: 0.18 MB	1
cubic/gradients/zygote/matrix_small	0.132 k allocs: 0.0431 MB	0.132 k allocs: 0.0431 MB	1
cubic/gradients/zygote/vector_large	0.076 k allocs: 0.213 MB	0.076 k allocs: 0.213 MB	1
cubic/gradients/zygote/vector_medium	0.076 k allocs: 0.049 MB	0.076 k allocs: 0.049 MB	1
cubic/gradients/zygote/vector_small	0.076 k allocs: 14.2 kB	0.076 k allocs: 14.2 kB	1
cubic/scaling/eval_10	20 allocs: 14.3 kB	20 allocs: 14.3 kB	1
cubic/scaling/eval_100	20 allocs: 15 kB	20 allocs: 15 kB	1
cubic/scaling/eval_1000	20 allocs: 22.1 kB	20 allocs: 22.1 kB	1
cubic/scaling/eval_250	20 allocs: 16.2 kB	20 allocs: 16.2 kB	1
cubic/scaling/eval_50	20 allocs: 14.6 kB	20 allocs: 14.6 kB	1
cubic/scaling/eval_500	20 allocs: 18.2 kB	20 allocs: 18.2 kB	1
cubic/scaling/nodes_10	20 allocs: 3.14 kB	20 allocs: 3.14 kB	1
cubic/scaling/nodes_100	20 allocs: 15 kB	20 allocs: 15 kB	1
cubic/scaling/nodes_200	20 allocs: 29.3 kB	20 allocs: 29.3 kB	1
cubic/scaling/nodes_25	20 allocs: 4.98 kB	20 allocs: 4.98 kB	1
cubic/scaling/nodes_50	20 allocs: 8.39 kB	20 allocs: 8.39 kB	1
cubic/scaling/nodes_500	20 allocs: 0.0645 MB	20 allocs: 0.0645 MB	1
gradients/di_forwarddiff_D_z	1.35 k allocs: 0.15 MB	1.35 k allocs: 0.15 MB	1
gradients/di_forwarddiff_f_z	1.36 k allocs: 0.161 MB	1.36 k allocs: 0.161 MB	1
gradients/di_forwarddiff_r_z	3.9 k allocs: 0.404 MB	3.9 k allocs: 0.404 MB	1
gradients/di_mooncake_D_z	6.76 k allocs: 0.391 MB	6.76 k allocs: 0.391 MB	1
gradients/di_mooncake_f_z	6.77 k allocs: 0.395 MB	6.77 k allocs: 0.395 MB	1
gradients/di_mooncake_r_z	0.0793 M allocs: 4.14 MB	0.0793 M allocs: 4.14 MB	1
gradients/di_zygote_D_z	7.88 k allocs: 0.461 MB	7.88 k allocs: 0.461 MB	1
gradients/di_zygote_f_z	7.9 k allocs: 0.471 MB	7.9 k allocs: 0.471 MB	1
gradients/di_zygote_r_z	0.0752 M allocs: 4.42 MB	0.0752 M allocs: 4.42 MB	1
gradients/forward_D_z	1.43 k allocs: 0.0418 MB	1.43 k allocs: 0.0418 MB	1
gradients/forward_f_z	1.43 k allocs: 0.0436 MB	1.43 k allocs: 0.0436 MB	1
gradients/forward_r_z	3.9 k allocs: 0.209 MB	3.9 k allocs: 0.209 MB	1
gradients/forwarddiff_D_z	1.35 k allocs: 0.15 MB	1.35 k allocs: 0.15 MB	1
gradients/forwarddiff_f_z	1.36 k allocs: 0.161 MB	1.36 k allocs: 0.161 MB	1
gradients/forwarddiff_r_z	3.9 k allocs: 0.404 MB	3.9 k allocs: 0.404 MB	1
gradients/parameter_sensitivity/curved_D_z	1.35 k allocs: 0.15 MB	1.35 k allocs: 0.15 MB	1
gradients/parameter_sensitivity/lcdm_D_z	1.35 k allocs: 0.15 MB	1.35 k allocs: 0.15 MB	1
gradients/parameter_sensitivity/w0wa_D_z	1.35 k allocs: 0.15 MB	1.35 k allocs: 0.15 MB	1
gradients/scaling/di_mooncake_D_z_large	16 k allocs: 1.23 MB	16 k allocs: 1.23 MB	1
gradients/scaling/di_mooncake_D_z_small	4.68 k allocs: 0.201 MB	4.68 k allocs: 0.201 MB	1
gradients/scaling/forward_D_z_large	1.83 k allocs: 0.112 MB	1.83 k allocs: 0.112 MB	1
gradients/scaling/forward_D_z_small	1.33 k allocs: 26.2 kB	1.33 k allocs: 26.2 kB	1
gradients/scaling/forwarddiff_D_z_large	1.76 k allocs: 0.417 MB	1.76 k allocs: 0.417 MB	1
gradients/scaling/forwarddiff_D_z_small	1.26 k allocs: 0.0887 MB	1.26 k allocs: 0.0887 MB	1
gradients/scaling/zygote_D_z_large	15.1 k allocs: 1.16 MB	15.1 k allocs: 1.16 MB	1
gradients/scaling/zygote_D_z_small	6.26 k allocs: 0.303 MB	6.26 k allocs: 0.303 MB	1
gradients/single_z/di_mooncake_D_z	4.45 k allocs: 0.18 MB	4.45 k allocs: 0.18 MB	1
gradients/single_z/di_mooncake_f_z	4.45 k allocs: 0.18 MB	4.45 k allocs: 0.18 MB	1
gradients/single_z/di_mooncake_r_z	0.796 k allocs: 0.0414 MB	0.796 k allocs: 0.0414 MB	1
gradients/single_z/forward_D_z	1.32 k allocs: 24.4 kB	1.32 k allocs: 24.4 kB	1
gradients/single_z/forward_f_z	1.32 k allocs: 24.4 kB	1.32 k allocs: 24.4 kB	1
gradients/single_z/forward_r_z	0.039 k allocs: 2.11 kB	0.039 k allocs: 2.11 kB	1
gradients/single_z/forwarddiff_D_z	1.25 k allocs: 0.0814 MB	1.25 k allocs: 0.0814 MB	1
gradients/single_z/forwarddiff_f_z	1.25 k allocs: 0.0814 MB	1.25 k allocs: 0.0814 MB	1
gradients/single_z/forwarddiff_r_z	0.039 k allocs: 3.97 kB	0.039 k allocs: 3.97 kB	1
gradients/single_z/zygote_D_z	6.07 k allocs: 0.287 MB	6.07 k allocs: 0.287 MB	1
gradients/single_z/zygote_f_z	6.06 k allocs: 0.287 MB	6.06 k allocs: 0.287 MB	1
gradients/single_z/zygote_r_z	0.907 k allocs: 0.0537 MB	0.907 k allocs: 0.0537 MB	1
gradients/zygote_D_z	7.88 k allocs: 0.461 MB	7.88 k allocs: 0.461 MB	1
gradients/zygote_f_z	7.9 k allocs: 0.471 MB	7.9 k allocs: 0.471 MB	1
gradients/zygote_r_z	0.0752 M allocs: 4.42 MB	0.0752 M allocs: 4.42 MB	1
normalization/matrix	2 allocs: 0.229 MB	2 allocs: 0.229 MB	1
normalization/vector	1 allocs: 0.875 kB	1 allocs: 0.875 kB	1
running/lux	0.05 k allocs: 5.17 kB	0.05 k allocs: 5.17 kB	1
running/simplechains	0 allocs: 0 B	0 allocs: 0 B
vectorization/D_f_z_comprehension	0.0419 M allocs: 0.748 MB	0.0419 M allocs: 0.748 MB	1
vectorization/D_f_z_scalar_loop	0.0419 M allocs: 0.748 MB	0.0419 M allocs: 0.748 MB	1
vectorization/D_f_z_vectorized	1.43 k allocs: 31.5 kB	1.43 k allocs: 31.5 kB	1
vectorization/D_z_comprehension	0.0419 M allocs: 0.748 MB	0.0419 M allocs: 0.748 MB	1
vectorization/D_z_scalar_loop	0.0419 M allocs: 0.748 MB	0.0419 M allocs: 0.748 MB	1
vectorization/D_z_vectorized	1.43 k allocs: 30.6 kB	1.43 k allocs: 30.6 kB	1
vectorization/E_z_comprehension	0.121 k allocs: 2.17 kB	0.121 k allocs: 2.17 kB	1
vectorization/E_z_scalar_loop	0.121 k allocs: 2.17 kB	0.121 k allocs: 2.17 kB	1
vectorization/E_z_vectorized	0.065 k allocs: 1.58 kB	0.065 k allocs: 1.58 kB	1
vectorization/S_of_K_comprehension	1 allocs: 0.219 kB	1 allocs: 0.219 kB	1
vectorization/S_of_K_scalar_loop	1 allocs: 0.219 kB	1 allocs: 0.219 kB	1
vectorization/S_of_K_vectorized	1 allocs: 0.219 kB	1 allocs: 0.219 kB	1
vectorization/dA_z_comprehension	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
vectorization/dA_z_scalar_loop	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
vectorization/dA_z_vectorized	1.17 k allocs: 0.063 MB	1.17 k allocs: 0.063 MB	1
vectorization/dL_z_comprehension	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
vectorization/dL_z_scalar_loop	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
vectorization/dL_z_vectorized	1.17 k allocs: 0.063 MB	1.17 k allocs: 0.063 MB	1
vectorization/dM_z_comprehension	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
vectorization/dM_z_scalar_loop	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
vectorization/dM_z_vectorized	1.17 k allocs: 0.0627 MB	1.17 k allocs: 0.0627 MB	1
vectorization/f_z_comprehension	0.0419 M allocs: 0.748 MB	0.0419 M allocs: 0.748 MB	1
vectorization/f_z_scalar_loop	0.0419 M allocs: 0.748 MB	0.0419 M allocs: 0.748 MB	1
vectorization/f_z_vectorized	1.43 k allocs: 31.2 kB	1.43 k allocs: 31.2 kB	1
vectorization/r_z_comprehension	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
vectorization/r_z_scalar_loop	1.17 k allocs: 0.0621 MB	1.17 k allocs: 0.0621 MB	1
vectorization/r_z_vectorized	1.17 k allocs: 0.0627 MB	1.17 k allocs: 0.0627 MB	1
time_to_load	0.153 k allocs: 14.5 kB	0.153 k allocs: 14.5 kB	1