Fix numbering in the docs

[avik-pal]

No description provided.

[github-actions]

Benchmark Results

Benchmark suite	Current: 0431aab	Previous: a22199e	Ratio
Dense(2 => 2)/cpu/reverse/ReverseDiff (compiled)/(2, 128)	3674.375 ns	3291.125 ns	1.12
Dense(2 => 2)/cpu/reverse/Zygote/(2, 128)	8367.6 ns	7594.333333333333 ns	1.10
Dense(2 => 2)/cpu/reverse/Tracker/(2, 128)	19517 ns	14357 ns	1.36
Dense(2 => 2)/cpu/reverse/ReverseDiff/(2, 128)	9948.6 ns	9856.6 ns	1.01
Dense(2 => 2)/cpu/reverse/Flux/(2, 128)	8887 ns	8706 ns	1.02
Dense(2 => 2)/cpu/reverse/SimpleChains/(2, 128)	4184.555555555556 ns	4151.111111111111 ns	1.01
Dense(2 => 2)/cpu/forward/NamedTuple/(2, 128)	1991.8 ns	2038.8 ns	0.98
Dense(2 => 2)/cpu/forward/ComponentArray/(2, 128)	1649.0136054421769 ns	1652.5448275862068 ns	1.00
Dense(2 => 2)/cpu/forward/Flux/(2, 128)	1799.5263157894738 ns	1800.2586206896551 ns	1.00
Dense(2 => 2)/cpu/forward/SimpleChains/(2, 128)	179.74471086036672 ns	179.61335187760778 ns	1.00
Dense(20 => 20)/cpu/reverse/ReverseDiff (compiled)/(20, 128)	17573 ns	17353 ns	1.01
Dense(20 => 20)/cpu/reverse/Zygote/(20, 128)	18715 ns	18605 ns	1.01
Dense(20 => 20)/cpu/reverse/Tracker/(20, 128)	35537 ns	35346 ns	1.01
Dense(20 => 20)/cpu/reverse/ReverseDiff/(20, 128)	28673 ns	28643 ns	1.00
Dense(20 => 20)/cpu/reverse/Flux/(20, 128)	19877 ns	19647 ns	1.01
Dense(20 => 20)/cpu/reverse/SimpleChains/(20, 128)	16420 ns	16050 ns	1.02
Dense(20 => 20)/cpu/forward/NamedTuple/(20, 128)	4870.571428571428 ns	4761.857142857143 ns	1.02
Dense(20 => 20)/cpu/forward/ComponentArray/(20, 128)	4883.428571428572 ns	4787.571428571428 ns	1.02
Dense(20 => 20)/cpu/forward/Flux/(20, 128)	4872 ns	4819 ns	1.01
Dense(20 => 20)/cpu/forward/SimpleChains/(20, 128)	1661.1 ns	1663.1 ns	1.00
Conv((3, 3), 3 => 3)/cpu/reverse/ReverseDiff (compiled)/(64, 64, 3, 128)	39367659.5 ns	47826882 ns	0.82
Conv((3, 3), 3 => 3)/cpu/reverse/Zygote/(64, 64, 3, 128)	65454830 ns	107846874 ns	0.61
Conv((3, 3), 3 => 3)/cpu/reverse/Tracker/(64, 64, 3, 128)	71629270 ns	111447729 ns	0.64
Conv((3, 3), 3 => 3)/cpu/reverse/ReverseDiff/(64, 64, 3, 128)	89280593 ns	107598984 ns	0.83
Conv((3, 3), 3 => 3)/cpu/reverse/Flux/(64, 64, 3, 128)	73083893 ns	107543357 ns	0.68
Conv((3, 3), 3 => 3)/cpu/reverse/SimpleChains/(64, 64, 3, 128)	11946901 ns	12081138 ns	0.99
Conv((3, 3), 3 => 3)/cpu/forward/NamedTuple/(64, 64, 3, 128)	10560729.5 ns	18396029 ns	0.57
Conv((3, 3), 3 => 3)/cpu/forward/ComponentArray/(64, 64, 3, 128)	10504605 ns	18335367 ns	0.57
Conv((3, 3), 3 => 3)/cpu/forward/Flux/(64, 64, 3, 128)	10003049 ns	18282107.5 ns	0.55
Conv((3, 3), 3 => 3)/cpu/forward/SimpleChains/(64, 64, 3, 128)	6480181 ns	6393940.5 ns	1.01
vgg16/cpu/reverse/Zygote/(32, 32, 3, 1)	103368778.5 ns	104037238.5 ns	0.99
vgg16/cpu/reverse/Zygote/(32, 32, 3, 16)	701281435.5 ns	745853053 ns	0.94
vgg16/cpu/reverse/Zygote/(32, 32, 3, 64)	2616877994 ns	2862501835 ns	0.91
vgg16/cpu/reverse/Tracker/(32, 32, 3, 1)	165663692 ns	160006855 ns	1.04
vgg16/cpu/reverse/Tracker/(32, 32, 3, 16)	1060019343 ns	1149640042 ns	0.92
vgg16/cpu/reverse/Tracker/(32, 32, 3, 64)	3582839117 ns	4328457284 ns	0.83
vgg16/cpu/reverse/Flux/(32, 32, 3, 1)	87722695 ns	89766870 ns	0.98
vgg16/cpu/reverse/Flux/(32, 32, 3, 16)	633263125.5 ns	706555892 ns	0.90
vgg16/cpu/reverse/Flux/(32, 32, 3, 64)	2723112890 ns	3162713324 ns	0.86
vgg16/cpu/forward/NamedTuple/(32, 32, 3, 1)	24513926 ns	24988726 ns	0.98
vgg16/cpu/forward/NamedTuple/(32, 32, 3, 16)	206998178 ns	248321851.5 ns	0.83
vgg16/cpu/forward/NamedTuple/(32, 32, 3, 64)	804969305 ns	984732186 ns	0.82
vgg16/cpu/forward/ComponentArray/(32, 32, 3, 1)	25330637 ns	26635110 ns	0.95
vgg16/cpu/forward/ComponentArray/(32, 32, 3, 16)	209485674 ns	252240083 ns	0.83
vgg16/cpu/forward/ComponentArray/(32, 32, 3, 64)	791906188 ns	889103407 ns	0.89
vgg16/cpu/forward/Flux/(32, 32, 3, 1)	22965515 ns	30345424 ns	0.76
vgg16/cpu/forward/Flux/(32, 32, 3, 16)	186101055 ns	233111808 ns	0.80
vgg16/cpu/forward/Flux/(32, 32, 3, 64)	708875916 ns	889458306 ns	0.80
Conv((3, 3), 64 => 64)/cpu/reverse/ReverseDiff (compiled)/(64, 64, 64, 128)	1100318071 ns	1035434449.5 ns	1.06
Conv((3, 3), 64 => 64)/cpu/reverse/Zygote/(64, 64, 64, 128)	1848607254 ns	1862385198.5 ns	0.99
Conv((3, 3), 64 => 64)/cpu/reverse/Tracker/(64, 64, 64, 128)	2213684306.5 ns	2246770805 ns	0.99
Conv((3, 3), 64 => 64)/cpu/reverse/ReverseDiff/(64, 64, 64, 128)	2303432474.5 ns	2397483572.5 ns	0.96
Conv((3, 3), 64 => 64)/cpu/reverse/Flux/(64, 64, 64, 128)	1861188972 ns	1923770490.5 ns	0.97
Conv((3, 3), 64 => 64)/cpu/forward/NamedTuple/(64, 64, 64, 128)	361922342.5 ns	375137750.5 ns	0.96
Conv((3, 3), 64 => 64)/cpu/forward/ComponentArray/(64, 64, 64, 128)	372461998 ns	392101451.5 ns	0.95
Conv((3, 3), 64 => 64)/cpu/forward/Flux/(64, 64, 64, 128)	358938370 ns	379737329.5 ns	0.95
Conv((3, 3), 1 => 1)/cpu/reverse/ReverseDiff (compiled)/(64, 64, 1, 128)	12021244.5 ns	11869505 ns	1.01
Conv((3, 3), 1 => 1)/cpu/reverse/Zygote/(64, 64, 1, 128)	18117828 ns	17927171 ns	1.01
Conv((3, 3), 1 => 1)/cpu/reverse/Tracker/(64, 64, 1, 128)	19340494.5 ns	19152475.5 ns	1.01
Conv((3, 3), 1 => 1)/cpu/reverse/ReverseDiff/(64, 64, 1, 128)	23939588 ns	23886574 ns	1.00
Conv((3, 3), 1 => 1)/cpu/reverse/Flux/(64, 64, 1, 128)	18113689 ns	18004082 ns	1.01
Conv((3, 3), 1 => 1)/cpu/reverse/SimpleChains/(64, 64, 1, 128)	1161345 ns	1160001 ns	1.00
Conv((3, 3), 1 => 1)/cpu/forward/NamedTuple/(64, 64, 1, 128)	2091256.5 ns	2065263 ns	1.01
Conv((3, 3), 1 => 1)/cpu/forward/ComponentArray/(64, 64, 1, 128)	2100855 ns	2074119 ns	1.01
Conv((3, 3), 1 => 1)/cpu/forward/Flux/(64, 64, 1, 128)	2081543 ns	2062288 ns	1.01
Conv((3, 3), 1 => 1)/cpu/forward/SimpleChains/(64, 64, 1, 128)	219101 ns	204473 ns	1.07
Dense(200 => 200)/cpu/reverse/ReverseDiff (compiled)/(200, 128)	302336 ns	297618 ns	1.02
Dense(200 => 200)/cpu/reverse/Zygote/(200, 128)	275666.5 ns	274229.5 ns	1.01
Dense(200 => 200)/cpu/reverse/Tracker/(200, 128)	366877 ns	362660 ns	1.01
Dense(200 => 200)/cpu/reverse/ReverseDiff/(200, 128)	414576 ns	410510 ns	1.01
Dense(200 => 200)/cpu/reverse/Flux/(200, 128)	276177 ns	274355 ns	1.01
Dense(200 => 200)/cpu/reverse/SimpleChains/(200, 128)	401471.5 ns	396274 ns	1.01
Dense(200 => 200)/cpu/forward/NamedTuple/(200, 128)	90159 ns	88927 ns	1.01
Dense(200 => 200)/cpu/forward/ComponentArray/(200, 128)	90870 ns	89829 ns	1.01
Dense(200 => 200)/cpu/forward/Flux/(200, 128)	87954 ns	87194 ns	1.01
Dense(200 => 200)/cpu/forward/SimpleChains/(200, 128)	104576 ns	104937 ns	1.00
Conv((3, 3), 16 => 16)/cpu/reverse/ReverseDiff (compiled)/(64, 64, 16, 128)	187814012 ns	207730596 ns	0.90
Conv((3, 3), 16 => 16)/cpu/reverse/Zygote/(64, 64, 16, 128)	380245049.5 ns	417547431 ns	0.91
Conv((3, 3), 16 => 16)/cpu/reverse/Tracker/(64, 64, 16, 128)	401020169 ns	446864478.5 ns	0.90
Conv((3, 3), 16 => 16)/cpu/reverse/ReverseDiff/(64, 64, 16, 128)	473480419 ns	476380395 ns	0.99
Conv((3, 3), 16 => 16)/cpu/reverse/Flux/(64, 64, 16, 128)	370753390.5 ns	412031574 ns	0.90
Conv((3, 3), 16 => 16)/cpu/reverse/SimpleChains/(64, 64, 16, 128)	344298030 ns	348975577 ns	0.99
Conv((3, 3), 16 => 16)/cpu/forward/NamedTuple/(64, 64, 16, 128)	60003490 ns	65585813 ns	0.91
Conv((3, 3), 16 => 16)/cpu/forward/ComponentArray/(64, 64, 16, 128)	53768514 ns	71096377 ns	0.76
Conv((3, 3), 16 => 16)/cpu/forward/Flux/(64, 64, 16, 128)	60013223 ns	71135179 ns	0.84
Conv((3, 3), 16 => 16)/cpu/forward/SimpleChains/(64, 64, 16, 128)	29111614 ns	28355509 ns	1.03
Dense(2000 => 2000)/cpu/reverse/ReverseDiff (compiled)/(2000, 128)	19724309 ns	19456862 ns	1.01
Dense(2000 => 2000)/cpu/reverse/Zygote/(2000, 128)	19811801 ns	19787020 ns	1.00
Dense(2000 => 2000)/cpu/reverse/Tracker/(2000, 128)	23784229 ns	23607252 ns	1.01
Dense(2000 => 2000)/cpu/reverse/ReverseDiff/(2000, 128)	24307801 ns	24257374 ns	1.00
Dense(2000 => 2000)/cpu/reverse/Flux/(2000, 128)	19875774 ns	19779678.5 ns	1.00
Dense(2000 => 2000)/cpu/forward/NamedTuple/(2000, 128)	6647131 ns	6627207 ns	1.00
Dense(2000 => 2000)/cpu/forward/ComponentArray/(2000, 128)	6628480.5 ns	6596001 ns	1.00
Dense(2000 => 2000)/cpu/forward/Flux/(2000, 128)	6627793 ns	6574174.5 ns	1.01

This comment was automatically generated by workflow using github-action-benchmark.

[codecov]

Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 87.56%. Comparing base (a22199e) to head (0431aab).

Additional details and impacted files

@@           Coverage Diff           @@
##             main     #578   +/-   ##
=======================================
  Coverage   87.56%   87.56%           
=======================================
  Files          38       38           
  Lines        1962     1962           
=======================================
  Hits         1718     1718           
  Misses        244      244           

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