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Remove implem, add prepare #30

Merged
merged 1 commit into from
Mar 12, 2024
Merged

Remove implem, add prepare #30

merged 1 commit into from
Mar 12, 2024

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gdalle
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@gdalle gdalle commented Mar 12, 2024 •
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Source

  • Remove CustomImplem() / FallbackImplem() dispatch mechanism (src/implem.jl): the backend operator will always be selected if it exists
  • Add a preparation mechanism (src/prepare.jl) to create the extras object with six functions: prepare_pushforward, prepare_pullback, prepare_derivative, prepare_multiderivative, prepare_gradient and prepare_jacobian
  • All of these functions return nothing by default (for now)
  • All of the differentiation operators will throw MethodError if they get something else than nothing (for now)

Question
Right now the extras are ignored in the fallbacks when they don't align with what's being called underneath. For instance we ignore jacobian extras when the jacobian operator calls pullback, cause there is no reason pullback would accept jacobian extras. Is there a better way?

Docs

  • Add a section to the design page on preparation

Tests

  • Remove implem stuff
  • Tests both unprepared and prepared versions of each function by supplying either an empty tuple or (extras,) as a trailing args...

Benchmarks

  • Remove implem stuff
  • Benchmark both unprepared and prepared versions of each operator if the extras object is not nothing

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Codecov Report

All modified and coverable lines are covered by tests ✅

Project coverage is 96.19%. Comparing base (c77cb5f) to head (92829eb).

Additional details and impacted files 
@@            Coverage Diff             @@
##             main      #30      +/-   ##
==========================================
+ Coverage   96.15%   96.19%   +0.04%     
==========================================
  Files          21       21              
  Lines         338      342       +4     
==========================================
+ Hits          325      329       +4     
  Misses         13       13

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Benchmark result

Judge result

Benchmark Report for /home/runner/work/DifferentiationInterface.jl/DifferentiationInterface.jl

Job Properties

  • Time of benchmarks:
    • Target: 12 Mar 2024 - 12:18
    • Baseline: 12 Mar 2024 - 12:27
  • Package commits:
    • Target: d69063
    • Baseline: c77cb5
  • Julia commits:
    • Target: bd47ec
    • Baseline: bd47ec
  • Julia command flags:
    • Target: None
    • Baseline: None
  • Environment variables:
    • Target: None
    • Baseline: None

Results

A ratio greater than 1.0 denotes a possible regression (marked with ❌), while a ratio less
than 1.0 denotes a possible improvement (marked with ✅). Only significant results - results
that indicate possible regressions or improvements - are shown below (thus, an empty table means that all
benchmark results remained invariant between builds).

ID time ratio memory ratio

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

Julia versioninfo

Target

Julia Version 1.10.2
Commit bd47eca2c8a (2024-03-01 10:14 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1016-azure #16~22.04.1-Ubuntu SMP Fri Feb 16 15:42:02 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  2631 MHz       2176 s          0 s        136 s       4230 s          0 s
       #2  2445 MHz       2393 s          0 s        143 s       3992 s          0 s
       #3  3243 MHz       2585 s          0 s        155 s       3793 s          0 s
       #4  2445 MHz       1961 s          0 s        148 s       4438 s          0 s
  Memory: 15.606498718261719 GB (13964.5859375 MB free)
  Uptime: 657.61 sec
  Load Avg:  1.08  1.51  0.95
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline

Julia Version 1.10.2
Commit bd47eca2c8a (2024-03-01 10:14 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1016-azure #16~22.04.1-Ubuntu SMP Fri Feb 16 15:42:02 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  3001 MHz       4427 s          0 s        156 s       7379 s          0 s
       #2  2445 MHz       3782 s          0 s        176 s       7989 s          0 s
       #3  3242 MHz       3721 s          0 s        180 s       8050 s          0 s
       #4  3272 MHz       2605 s          0 s        183 s       9175 s          0 s
  Memory: 15.606498718261719 GB (13961.99609375 MB free)
  Uptime: 1200.39 sec
  Load Avg:  1.0  1.07  1.0
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Target result

Benchmark Report for /home/runner/work/DifferentiationInterface.jl/DifferentiationInterface.jl

Job Properties

  • Time of benchmark: 12 Mar 2024 - 12:18
  • Package commit: d69063
  • Julia commit: bd47ec
  • Julia command flags: None
  • Environment variables: None

Results

Below is a table of this job's results, obtained by running the benchmarks.
The values listed in the ID column have the structure [parent_group, child_group, ..., key], and can be used to
index into the BaseBenchmarks suite to retrieve the corresponding benchmarks.
The percentages accompanying time and memory values in the below table are noise tolerances. The "true"
time/memory value for a given benchmark is expected to fall within this percentage of the reported value.
An empty cell means that the value was zero.

ID time GC time memory allocations
[(1, 1), "ChainRules{Zygote}", "unprepared", "derivative"] 40.000 ns (5%)
[(1, 1), "ChainRules{Zygote}", "unprepared", "pullback!"] 3.947 μs (5%) 1.16 KiB (1%) 41
[(1, 1), "ChainRules{Zygote}", "unprepared", "pullback"] 3.817 μs (5%) 1.08 KiB (1%) 37
[(1, 1), "ChainRules{Zygote}", "unprepared", "value_and_derivative"] 40.000 ns (5%)
[(1, 1), "ChainRules{Zygote}", "unprepared", "value_and_pullback!"] 3.888 μs (5%) 1.14 KiB (1%) 40
[(1, 1), "ChainRules{Zygote}", "unprepared", "value_and_pullback"] 3.927 μs (5%) 1.12 KiB (1%) 39
[(1, 1), "Diffractor (forward)", "unprepared", "derivative"] 40.000 ns (5%)
[(1, 1), "Diffractor (forward)", "unprepared", "pushforward!"] 40.000 ns (5%)
[(1, 1), "Diffractor (forward)", "unprepared", "pushforward"] 40.000 ns (5%)
[(1, 1), "Diffractor (forward)", "unprepared", "value_and_derivative"] 49.000 ns (5%)
[(1, 1), "Diffractor (forward)", "unprepared", "value_and_pushforward!"] 49.000 ns (5%)
[(1, 1), "Diffractor (forward)", "unprepared", "value_and_pushforward"] 49.000 ns (5%)
[(1, 1), "Enzyme (forward)", "unprepared", "derivative"] 70.000 ns (5%)
[(1, 1), "Enzyme (forward)", "unprepared", "pushforward!"] 70.000 ns (5%)
[(1, 1), "Enzyme (forward)", "unprepared", "pushforward"] 70.000 ns (5%)
[(1, 1), "Enzyme (forward)", "unprepared", "value_and_derivative"] 70.000 ns (5%)
[(1, 1), "Enzyme (forward)", "unprepared", "value_and_pushforward!"] 81.000 ns (5%)
[(1, 1), "Enzyme (forward)", "unprepared", "value_and_pushforward"] 80.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "unprepared", "derivative"] 70.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "unprepared", "pullback!"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "unprepared", "pullback"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "unprepared", "value_and_derivative"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "unprepared", "value_and_pullback!"] 70.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "unprepared", "value_and_pullback"] 70.000 ns (5%)
[(1, 1), "FiniteDiff", "unprepared", "derivative"] 60.000 ns (5%)
[(1, 1), "FiniteDiff", "unprepared", "pushforward!"] 60.000 ns (5%)
[(1, 1), "FiniteDiff", "unprepared", "pushforward"] 60.000 ns (5%)
[(1, 1), "FiniteDiff", "unprepared", "value_and_derivative"] 69.000 ns (5%)
[(1, 1), "FiniteDiff", "unprepared", "value_and_pushforward!"] 90.000 ns (5%) 80 bytes (1%) 3
[(1, 1), "FiniteDiff", "unprepared", "value_and_pushforward"] 60.000 ns (5%)
[(1, 1), "ForwardDiff", "unprepared", "derivative"] 40.000 ns (5%)
[(1, 1), "ForwardDiff", "unprepared", "pushforward!"] 40.000 ns (5%)
[(1, 1), "ForwardDiff", "unprepared", "pushforward"] 40.000 ns (5%)
[(1, 1), "ForwardDiff", "unprepared", "value_and_derivative"] 49.000 ns (5%)
[(1, 1), "ForwardDiff", "unprepared", "value_and_pushforward!"] 40.000 ns (5%)
[(1, 1), "ForwardDiff", "unprepared", "value_and_pushforward"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "unprepared", "derivative"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "unprepared", "pushforward!"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "unprepared", "pushforward"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "unprepared", "value_and_derivative"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "unprepared", "value_and_pushforward!"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "unprepared", "value_and_pushforward"] 40.000 ns (5%)
[(1, 1), "Zygote", "unprepared", "derivative"] 40.000 ns (5%)
[(1, 1), "Zygote", "unprepared", "pullback!"] 3.977 μs (5%) 1.11 KiB (1%) 40
[(1, 1), "Zygote", "unprepared", "pullback"] 3.837 μs (5%) 1.03 KiB (1%) 36
[(1, 1), "Zygote", "unprepared", "value_and_derivative"] 40.000 ns (5%)
[(1, 1), "Zygote", "unprepared", "value_and_pullback!"] 3.927 μs (5%) 1.09 KiB (1%) 39
[(1, 1), "Zygote", "unprepared", "value_and_pullback"] 39.065 μs (5%) 1.08 KiB (1%) 38
[(1, 10), "ChainRules{Zygote}", "unprepared", "multiderivative!"] 43.112 μs (5%) 19.98 KiB (1%) 481
[(1, 10), "ChainRules{Zygote}", "unprepared", "multiderivative"] 43.241 μs (5%) 20.27 KiB (1%) 483
[(1, 10), "ChainRules{Zygote}", "unprepared", "pullback!"] 4.288 μs (5%) 1.89 KiB (1%) 46
[(1, 10), "ChainRules{Zygote}", "unprepared", "pullback"] 4.188 μs (5%) 1.83 KiB (1%) 43
[(1, 10), "ChainRules{Zygote}", "unprepared", "value_and_multiderivative!"] 42.981 μs (5%) 19.98 KiB (1%) 481
[(1, 10), "ChainRules{Zygote}", "unprepared", "value_and_multiderivative"] 43.412 μs (5%) 20.27 KiB (1%) 483
[(1, 10), "ChainRules{Zygote}", "unprepared", "value_and_pullback!"] 4.257 μs (5%) 1.88 KiB (1%) 45
[(1, 10), "ChainRules{Zygote}", "unprepared", "value_and_pullback"] 4.218 μs (5%) 1.86 KiB (1%) 44
[(1, 10), "Diffractor (forward)", "unprepared", "multiderivative!"] 702.833 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "unprepared", "multiderivative"] 703.935 μs (5%) 105.55 KiB (1%) 3567
[(1, 10), "Diffractor (forward)", "unprepared", "pushforward!"] 704.957 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "unprepared", "pushforward"] 707.696 μs (5%) 105.23 KiB (1%) 3564
[(1, 10), "Diffractor (forward)", "unprepared", "value_and_multiderivative!"] 702.727 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "unprepared", "value_and_multiderivative"] 706.914 μs (5%) 105.55 KiB (1%) 3567
[(1, 10), "Diffractor (forward)", "unprepared", "value_and_pushforward!"] 1.143 ms (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "unprepared", "value_and_pushforward"] 704.726 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Enzyme (forward)", "unprepared", "multiderivative!"] 400.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "unprepared", "multiderivative"] 541.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "Enzyme (forward)", "unprepared", "pushforward!"] 410.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "unprepared", "pushforward"] 561.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "Enzyme (forward)", "unprepared", "value_and_multiderivative!"] 400.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "unprepared", "value_and_multiderivative"] 541.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "Enzyme (forward)", "unprepared", "value_and_pushforward!"] 420.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "unprepared", "value_and_pushforward"] 561.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "FiniteDiff", "unprepared", "multiderivative!"] 701.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "unprepared", "multiderivative"] 1.322 μs (5%) 1.12 KiB (1%) 13
[(1, 10), "FiniteDiff", "unprepared", "pushforward!"] 701.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "unprepared", "pushforward"] 842.000 ns (5%) 1.03 KiB (1%) 9
[(1, 10), "FiniteDiff", "unprepared", "value_and_multiderivative!"] 701.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "unprepared", "value_and_multiderivative"] 1.322 μs (5%) 1.12 KiB (1%) 13
[(1, 10), "FiniteDiff", "unprepared", "value_and_pushforward!"] 701.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "unprepared", "value_and_pushforward"] 851.000 ns (5%) 1.03 KiB (1%) 9
[(1, 10), "ForwardDiff", "unprepared", "multiderivative!"] 281.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "unprepared", "multiderivative"] 310.000 ns (5%) 512 bytes (1%) 3
[(1, 10), "ForwardDiff", "unprepared", "pushforward!"] 200.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "unprepared", "pushforward"] 360.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "ForwardDiff", "unprepared", "value_and_multiderivative!"] 290.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "unprepared", "value_and_multiderivative"] 310.000 ns (5%) 512 bytes (1%) 3
[(1, 10), "ForwardDiff", "unprepared", "value_and_pushforward!"] 210.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "unprepared", "value_and_pushforward"] 360.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "unprepared", "multiderivative!"] 200.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "unprepared", "multiderivative"] 360.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "unprepared", "pushforward!"] 201.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "unprepared", "pushforward"] 351.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "unprepared", "value_and_multiderivative!"] 210.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "unprepared", "value_and_multiderivative"] 360.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "unprepared", "value_and_pushforward!"] 200.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "unprepared", "value_and_pushforward"] 350.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "Zygote", "unprepared", "multiderivative!"] 42.600 μs (5%) 19.52 KiB (1%) 471
[(1, 10), "Zygote", "unprepared", "multiderivative"] 42.731 μs (5%) 19.80 KiB (1%) 473
[(1, 10), "Zygote", "unprepared", "pullback!"] 4.248 μs (5%) 1.84 KiB (1%) 45
[(1, 10), "Zygote", "unprepared", "pullback"] 4.108 μs (5%) 1.78 KiB (1%) 42
[(1, 10), "Zygote", "unprepared", "value_and_multiderivative!"] 42.720 μs (5%) 19.52 KiB (1%) 471
[(1, 10), "Zygote", "unprepared", "value_and_multiderivative"] 42.850 μs (5%) 19.80 KiB (1%) 473
[(1, 10), "Zygote", "unprepared", "value_and_pullback!"] 4.228 μs (5%) 1.83 KiB (1%) 44
[(1, 10), "Zygote", "unprepared", "value_and_pullback"] 4.168 μs (5%) 1.81 KiB (1%) 43
[(10, 1), "ChainRules{Zygote}", "unprepared", "gradient!"] 4.097 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "ChainRules{Zygote}", "unprepared", "gradient"] 4.118 μs (5%) 1.53 KiB (1%) 39
[(10, 1), "ChainRules{Zygote}", "unprepared", "pullback!"] 4.078 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "ChainRules{Zygote}", "unprepared", "pullback"] 3.977 μs (5%) 1.34 KiB (1%) 36
[(10, 1), "ChainRules{Zygote}", "unprepared", "value_and_gradient!"] 4.137 μs (5%) 1.44 KiB (1%) 40
[(10, 1), "ChainRules{Zygote}", "unprepared", "value_and_gradient"] 4.188 μs (5%) 1.58 KiB (1%) 41
[(10, 1), "ChainRules{Zygote}", "unprepared", "value_and_pullback!"] 4.057 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "ChainRules{Zygote}", "unprepared", "value_and_pullback"] 3.998 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "Diffractor (forward)", "unprepared", "gradient!"] 1.412 μs (5%) 2.81 KiB (1%) 20
[(10, 1), "Diffractor (forward)", "unprepared", "gradient"] 1.442 μs (5%) 2.95 KiB (1%) 21
[(10, 1), "Diffractor (forward)", "unprepared", "pushforward!"] 170.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "Diffractor (forward)", "unprepared", "pushforward"] 170.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "Diffractor (forward)", "unprepared", "value_and_gradient!"] 1.412 μs (5%) 2.81 KiB (1%) 20
[(10, 1), "Diffractor (forward)", "unprepared", "value_and_gradient"] 1.433 μs (5%) 2.95 KiB (1%) 21
[(10, 1), "Diffractor (forward)", "unprepared", "value_and_pushforward!"] 180.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "Diffractor (forward)", "unprepared", "value_and_pushforward"] 170.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "Enzyme (forward)", "unprepared", "gradient!"] 831.000 ns (5%) 1.41 KiB (1%) 10
[(10, 1), "Enzyme (forward)", "unprepared", "gradient"] 861.000 ns (5%) 1.55 KiB (1%) 11
[(10, 1), "Enzyme (forward)", "unprepared", "pushforward!"] 90.000 ns (5%)
[(10, 1), "Enzyme (forward)", "unprepared", "pushforward"] 90.000 ns (5%)
[(10, 1), "Enzyme (forward)", "unprepared", "value_and_gradient!"] 841.000 ns (5%) 1.41 KiB (1%) 10
[(10, 1), "Enzyme (forward)", "unprepared", "value_and_gradient"] 861.000 ns (5%) 1.55 KiB (1%) 11
[(10, 1), "Enzyme (forward)", "unprepared", "value_and_pushforward!"] 89.000 ns (5%)
[(10, 1), "Enzyme (forward)", "unprepared", "value_and_pushforward"] 100.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "unprepared", "gradient!"] 180.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "unprepared", "gradient"] 160.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "Enzyme (reverse)", "unprepared", "pullback!"] 120.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "unprepared", "pullback"] 150.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "Enzyme (reverse)", "unprepared", "value_and_gradient!"] 140.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "unprepared", "value_and_gradient"] 170.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "Enzyme (reverse)", "unprepared", "value_and_pullback!"] 130.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "unprepared", "value_and_pullback"] 160.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "FiniteDiff", "unprepared", "gradient!"] 570.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "FiniteDiff", "unprepared", "gradient"] 1.432 μs (5%) 400 bytes (1%) 6
[(10, 1), "FiniteDiff", "unprepared", "pushforward!"] 190.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "FiniteDiff", "unprepared", "pushforward"] 200.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "FiniteDiff", "unprepared", "value_and_gradient!"] 581.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "FiniteDiff", "unprepared", "value_and_gradient"] 1.442 μs (5%) 400 bytes (1%) 6
[(10, 1), "FiniteDiff", "unprepared", "value_and_pushforward!"] 200.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "FiniteDiff", "unprepared", "value_and_pushforward"] 210.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "ForwardDiff", "unprepared", "gradient!"] 631.000 ns (5%) 1.84 KiB (1%) 4
[(10, 1), "ForwardDiff", "unprepared", "gradient"] 651.000 ns (5%) 1.98 KiB (1%) 5
[(10, 1), "ForwardDiff", "unprepared", "pushforward!"] 100.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "ForwardDiff", "unprepared", "pushforward"] 120.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "ForwardDiff", "unprepared", "value_and_gradient!"] 641.000 ns (5%) 1.84 KiB (1%) 4
[(10, 1), "ForwardDiff", "unprepared", "value_and_gradient"] 741.000 ns (5%) 2.03 KiB (1%) 7
[(10, 1), "ForwardDiff", "unprepared", "value_and_pushforward!"] 110.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "ForwardDiff", "unprepared", "value_and_pushforward"] 120.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "PolyesterForwardDiff", "unprepared", "gradient!"] 290.000 ns (5%) 512 bytes (1%) 2
[(10, 1), "PolyesterForwardDiff", "unprepared", "gradient"] 320.000 ns (5%) 656 bytes (1%) 3
[(10, 1), "PolyesterForwardDiff", "unprepared", "pushforward!"] 110.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "PolyesterForwardDiff", "unprepared", "pushforward"] 120.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "PolyesterForwardDiff", "unprepared", "value_and_gradient!"] 290.000 ns (5%) 512 bytes (1%) 2
[(10, 1), "PolyesterForwardDiff", "unprepared", "value_and_gradient"] 330.000 ns (5%) 656 bytes (1%) 3
[(10, 1), "PolyesterForwardDiff", "unprepared", "value_and_pushforward!"] 110.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "PolyesterForwardDiff", "unprepared", "value_and_pushforward"] 130.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "ReverseDiff", "unprepared", "gradient!"] 561.000 ns (5%) 1.22 KiB (1%) 18
[(10, 1), "ReverseDiff", "unprepared", "gradient"] 581.000 ns (5%) 1.36 KiB (1%) 19
[(10, 1), "ReverseDiff", "unprepared", "pullback!"] 550.000 ns (5%) 1.25 KiB (1%) 19
[(10, 1), "ReverseDiff", "unprepared", "pullback"] 561.000 ns (5%) 1.39 KiB (1%) 20
[(10, 1), "ReverseDiff", "unprepared", "value_and_gradient!"] 561.000 ns (5%) 1.22 KiB (1%) 18
[(10, 1), "ReverseDiff", "unprepared", "value_and_gradient"] 591.000 ns (5%) 1.36 KiB (1%) 19
[(10, 1), "ReverseDiff", "unprepared", "value_and_pullback!"] 550.000 ns (5%) 1.25 KiB (1%) 19
[(10, 1), "ReverseDiff", "unprepared", "value_and_pullback"] 571.000 ns (5%) 1.39 KiB (1%) 20
[(10, 1), "Zygote", "unprepared", "gradient!"] 210.000 ns (5%) 576 bytes (1%) 6
[(10, 1), "Zygote", "unprepared", "gradient"] 200.000 ns (5%) 576 bytes (1%) 6
[(10, 1), "Zygote", "unprepared", "pullback!"] 4.058 μs (5%) 1.34 KiB (1%) 37
[(10, 1), "Zygote", "unprepared", "pullback"] 3.947 μs (5%) 1.30 KiB (1%) 35
[(10, 1), "Zygote", "unprepared", "value_and_gradient!"] 220.000 ns (5%) 576 bytes (1%) 6
[(10, 1), "Zygote", "unprepared", "value_and_gradient"] 200.000 ns (5%) 576 bytes (1%) 6
[(10, 1), "Zygote", "unprepared", "value_and_pullback!"] 4.048 μs (5%) 1.34 KiB (1%) 37
[(10, 1), "Zygote", "unprepared", "value_and_pullback"] 3.606 μs (5%) 1.34 KiB (1%) 37
[(10, 10), "ChainRules{Zygote}", "unprepared", "jacobian!"] 48.552 μs (5%) 29.03 KiB (1%) 462
[(10, 10), "ChainRules{Zygote}", "unprepared", "jacobian"] 48.690 μs (5%) 30.19 KiB (1%) 465
[(10, 10), "ChainRules{Zygote}", "unprepared", "pullback!"] 4.619 μs (5%) 2.66 KiB (1%) 42
[(10, 10), "ChainRules{Zygote}", "unprepared", "pullback"] 4.518 μs (5%) 2.62 KiB (1%) 41
[(10, 10), "ChainRules{Zygote}", "unprepared", "value_and_jacobian!"] 48.732 μs (5%) 29.03 KiB (1%) 462
[(10, 10), "ChainRules{Zygote}", "unprepared", "value_and_jacobian"] 48.813 μs (5%) 30.19 KiB (1%) 465
[(10, 10), "ChainRules{Zygote}", "unprepared", "value_and_pullback!"] 4.598 μs (5%) 2.66 KiB (1%) 42
[(10, 10), "ChainRules{Zygote}", "unprepared", "value_and_pullback"] 4.579 μs (5%) 2.66 KiB (1%) 42
[(10, 10), "Diffractor (forward)", "unprepared", "jacobian!"] 3.005 ms (5%) 539.97 KiB (1%) 18172
[(10, 10), "Diffractor (forward)", "unprepared", "jacobian"] 2.999 ms (5%) 541.12 KiB (1%) 18175
[(10, 10), "Diffractor (forward)", "unprepared", "pushforward!"] 321.358 μs (5%) 55.48 KiB (1%) 1865
[(10, 10), "Diffractor (forward)", "unprepared", "pushforward"] 320.856 μs (5%) 55.45 KiB (1%) 1864
[(10, 10), "Diffractor (forward)", "unprepared", "value_and_jacobian!"] 2.995 ms (5%) 539.97 KiB (1%) 18172
[(10, 10), "Diffractor (forward)", "unprepared", "value_and_jacobian"] 2.989 ms (5%) 541.12 KiB (1%) 18175
[(10, 10), "Diffractor (forward)", "unprepared", "value_and_pushforward!"] 4.070 ms (5%) 57.59 KiB (1%) 1909
[(10, 10), "Diffractor (forward)", "unprepared", "value_and_pushforward"] 321.899 μs (5%) 55.48 KiB (1%) 1865
[(10, 10), "Enzyme (forward)", "unprepared", "jacobian!"] 5.831 μs (5%) 7.31 KiB (1%) 52
[(10, 10), "Enzyme (forward)", "unprepared", "jacobian"] 19.527 μs (5%) 9.89 KiB (1%) 47
[(10, 10), "Enzyme (forward)", "unprepared", "pushforward!"] 561.000 ns (5%) 576 bytes (1%) 4
[(10, 10), "Enzyme (forward)", "unprepared", "pushforward"] 822.000 ns (5%) 1008 bytes (1%) 7
[(10, 10), "Enzyme (forward)", "unprepared", "value_and_jacobian!"] 5.841 μs (5%) 7.31 KiB (1%) 52
[(10, 10), "Enzyme (forward)", "unprepared", "value_and_jacobian"] 3.286 μs (5%) 9.89 KiB (1%) 47
[(10, 10), "Enzyme (forward)", "unprepared", "value_and_pushforward!"] 652.000 ns (5%) 576 bytes (1%) 4
[(10, 10), "Enzyme (forward)", "unprepared", "value_and_pushforward"] 831.000 ns (5%) 1008 bytes (1%) 7
[(10, 10), "FiniteDiff", "unprepared", "jacobian!"] 6.382 μs (5%) 14.03 KiB (1%) 112
[(10, 10), "FiniteDiff", "unprepared", "jacobian"] 6.101 μs (5%) 14.02 KiB (1%) 111
[(10, 10), "FiniteDiff", "unprepared", "pushforward!"] 1.051 μs (5%) 1.45 KiB (1%) 12
[(10, 10), "FiniteDiff", "unprepared", "pushforward"] 1.262 μs (5%) 1.88 KiB (1%) 15
[(10, 10), "FiniteDiff", "unprepared", "value_and_jacobian!"] 6.392 μs (5%) 14.03 KiB (1%) 112
[(10, 10), "FiniteDiff", "unprepared", "value_and_jacobian"] 6.462 μs (5%) 14.05 KiB (1%) 112
[(10, 10), "FiniteDiff", "unprepared", "value_and_pushforward!"] 1.032 μs (5%) 1.45 KiB (1%) 12
[(10, 10), "FiniteDiff", "unprepared", "value_and_pushforward"] 1.262 μs (5%) 1.88 KiB (1%) 15
[(10, 10), "ForwardDiff", "unprepared", "jacobian!"] 1.393 μs (5%) 4.09 KiB (1%) 8
[(10, 10), "ForwardDiff", "unprepared", "jacobian"] 14.046 μs (5%) 4.97 KiB (1%) 9
[(10, 10), "ForwardDiff", "unprepared", "pushforward!"] 380.000 ns (5%) 816 bytes (1%) 4
[(10, 10), "ForwardDiff", "unprepared", "pushforward"] 641.000 ns (5%) 1.22 KiB (1%) 7
[(10, 10), "ForwardDiff", "unprepared", "value_and_jacobian!"] 1.393 μs (5%) 4.09 KiB (1%) 8
[(10, 10), "ForwardDiff", "unprepared", "value_and_jacobian"] 1.503 μs (5%) 5.00 KiB (1%) 10
[(10, 10), "ForwardDiff", "unprepared", "value_and_pushforward!"] 390.000 ns (5%) 816 bytes (1%) 4
[(10, 10), "ForwardDiff", "unprepared", "value_and_pushforward"] 641.000 ns (5%) 1.22 KiB (1%) 7
[(10, 10), "PolyesterForwardDiff", "unprepared", "jacobian!"] 1.513 μs (5%) 3.67 KiB (1%) 9
[(10, 10), "PolyesterForwardDiff", "unprepared", "jacobian"] 2.264 μs (5%) 4.83 KiB (1%) 12
[(10, 10), "PolyesterForwardDiff", "unprepared", "pushforward!"] 381.000 ns (5%) 816 bytes (1%) 4
[(10, 10), "PolyesterForwardDiff", "unprepared", "pushforward"] 632.000 ns (5%) 1.22 KiB (1%) 7
[(10, 10), "PolyesterForwardDiff", "unprepared", "value_and_jacobian!"] 1.503 μs (5%) 3.67 KiB (1%) 9
[(10, 10), "PolyesterForwardDiff", "unprepared", "value_and_jacobian"] 1.754 μs (5%) 4.83 KiB (1%) 12
[(10, 10), "PolyesterForwardDiff", "unprepared", "value_and_pushforward!"] 381.000 ns (5%) 816 bytes (1%) 4
[(10, 10), "PolyesterForwardDiff", "unprepared", "value_and_pushforward"] 641.000 ns (5%) 1.22 KiB (1%) 7
[(10, 10), "ReverseDiff", "unprepared", "jacobian!"] 12.684 μs (5%) 6.95 KiB (1%) 91
[(10, 10), "ReverseDiff", "unprepared", "jacobian"] 12.694 μs (5%) 7.83 KiB (1%) 92
[(10, 10), "ReverseDiff", "unprepared", "pullback!"] 12.433 μs (5%) 7.72 KiB (1%) 92
[(10, 10), "ReverseDiff", "unprepared", "pullback"] 12.533 μs (5%) 7.86 KiB (1%) 93
[(10, 10), "ReverseDiff", "unprepared", "value_and_jacobian!"] 12.834 μs (5%) 6.95 KiB (1%) 91
[(10, 10), "ReverseDiff", "unprepared", "value_and_jacobian"] 12.864 μs (5%) 7.86 KiB (1%) 93
[(10, 10), "ReverseDiff", "unprepared", "value_and_pullback!"] 12.384 μs (5%) 7.72 KiB (1%) 92
[(10, 10), "ReverseDiff", "unprepared", "value_and_pullback"] 12.744 μs (5%) 7.86 KiB (1%) 93
[(10, 10), "Zygote", "unprepared", "jacobian!"] 119.796 μs (5%) 42.03 KiB (1%) 951
[(10, 10), "Zygote", "unprepared", "jacobian"] 158.660 μs (5%) 42.02 KiB (1%) 950
[(10, 10), "Zygote", "unprepared", "pullback!"] 4.578 μs (5%) 2.61 KiB (1%) 41
[(10, 10), "Zygote", "unprepared", "pullback"] 4.438 μs (5%) 2.58 KiB (1%) 40
[(10, 10), "Zygote", "unprepared", "value_and_jacobian!"] 122.171 μs (5%) 42.03 KiB (1%) 951
[(10, 10), "Zygote", "unprepared", "value_and_jacobian"] 121.970 μs (5%) 42.05 KiB (1%) 951
[(10, 10), "Zygote", "unprepared", "value_and_pullback!"] 4.589 μs (5%) 2.61 KiB (1%) 41
[(10, 10), "Zygote", "unprepared", "value_and_pullback"] 4.548 μs (5%) 2.61 KiB (1%) 41

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • [(1, 1), "ChainRules{Zygote}", "unprepared"]
  • [(1, 1), "Diffractor (forward)", "unprepared"]
  • [(1, 1), "Enzyme (forward)", "unprepared"]
  • [(1, 1), "Enzyme (reverse)", "unprepared"]
  • [(1, 1), "FiniteDiff", "unprepared"]
  • [(1, 1), "ForwardDiff", "unprepared"]
  • [(1, 1), "PolyesterForwardDiff", "unprepared"]
  • [(1, 1), "Zygote", "unprepared"]
  • [(1, 10), "ChainRules{Zygote}", "unprepared"]
  • [(1, 10), "Diffractor (forward)", "unprepared"]
  • [(1, 10), "Enzyme (forward)", "unprepared"]
  • [(1, 10), "FiniteDiff", "unprepared"]
  • [(1, 10), "ForwardDiff", "unprepared"]
  • [(1, 10), "PolyesterForwardDiff", "unprepared"]
  • [(1, 10), "Zygote", "unprepared"]
  • [(10, 1), "ChainRules{Zygote}", "unprepared"]
  • [(10, 1), "Diffractor (forward)", "unprepared"]
  • [(10, 1), "Enzyme (forward)", "unprepared"]
  • [(10, 1), "Enzyme (reverse)", "unprepared"]
  • [(10, 1), "FiniteDiff", "unprepared"]
  • [(10, 1), "ForwardDiff", "unprepared"]
  • [(10, 1), "PolyesterForwardDiff", "unprepared"]
  • [(10, 1), "ReverseDiff", "unprepared"]
  • [(10, 1), "Zygote", "unprepared"]
  • [(10, 10), "ChainRules{Zygote}", "unprepared"]
  • [(10, 10), "Diffractor (forward)", "unprepared"]
  • [(10, 10), "Enzyme (forward)", "unprepared"]
  • [(10, 10), "FiniteDiff", "unprepared"]
  • [(10, 10), "ForwardDiff", "unprepared"]
  • [(10, 10), "PolyesterForwardDiff", "unprepared"]
  • [(10, 10), "ReverseDiff", "unprepared"]
  • [(10, 10), "Zygote", "unprepared"]

Julia versioninfo

Julia Version 1.10.2
Commit bd47eca2c8a (2024-03-01 10:14 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1016-azure #16~22.04.1-Ubuntu SMP Fri Feb 16 15:42:02 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  2631 MHz       2176 s          0 s        136 s       4230 s          0 s
       #2  2445 MHz       2393 s          0 s        143 s       3992 s          0 s
       #3  3243 MHz       2585 s          0 s        155 s       3793 s          0 s
       #4  2445 MHz       1961 s          0 s        148 s       4438 s          0 s
  Memory: 15.606498718261719 GB (13964.5859375 MB free)
  Uptime: 657.61 sec
  Load Avg:  1.08  1.51  0.95
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Baseline result

Benchmark Report for /home/runner/work/DifferentiationInterface.jl/DifferentiationInterface.jl

Job Properties

  • Time of benchmark: 12 Mar 2024 - 12:27
  • Package commit: c77cb5
  • Julia commit: bd47ec
  • Julia command flags: None
  • Environment variables: None

Results

Below is a table of this job's results, obtained by running the benchmarks.
The values listed in the ID column have the structure [parent_group, child_group, ..., key], and can be used to
index into the BaseBenchmarks suite to retrieve the corresponding benchmarks.
The percentages accompanying time and memory values in the below table are noise tolerances. The "true"
time/memory value for a given benchmark is expected to fall within this percentage of the reported value.
An empty cell means that the value was zero.

ID time GC time memory allocations
[(1, 1), "ChainRules{Zygote}", "custom", "derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "ChainRules{Zygote}", "custom", "pullback!", "no extras"] 3.957 μs (5%) 1.16 KiB (1%) 41
[(1, 1), "ChainRules{Zygote}", "custom", "pullback", "no extras"] 3.858 μs (5%) 1.08 KiB (1%) 37
[(1, 1), "ChainRules{Zygote}", "custom", "value_and_derivative", "no extras"] 29.000 ns (5%)
[(1, 1), "ChainRules{Zygote}", "custom", "value_and_pullback!", "no extras"] 3.947 μs (5%) 1.14 KiB (1%) 40
[(1, 1), "ChainRules{Zygote}", "custom", "value_and_pullback", "no extras"] 3.878 μs (5%) 1.12 KiB (1%) 39
[(1, 1), "ChainRules{Zygote}", "fallback", "derivative", "no extras"] 30.000 ns (5%)
[(1, 1), "ChainRules{Zygote}", "fallback", "value_and_derivative", "no extras"] 30.000 ns (5%)
[(1, 1), "Diffractor (forward)", "custom", "derivative", "no extras"] 29.000 ns (5%)
[(1, 1), "Diffractor (forward)", "custom", "pushforward!", "no extras"] 40.000 ns (5%)
[(1, 1), "Diffractor (forward)", "custom", "pushforward", "no extras"] 40.000 ns (5%)
[(1, 1), "Diffractor (forward)", "custom", "value_and_derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "Diffractor (forward)", "custom", "value_and_pushforward!", "no extras"] 49.000 ns (5%)
[(1, 1), "Diffractor (forward)", "custom", "value_and_pushforward", "no extras"] 49.000 ns (5%)
[(1, 1), "Diffractor (forward)", "fallback", "derivative", "no extras"] 30.000 ns (5%)
[(1, 1), "Diffractor (forward)", "fallback", "value_and_derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "Enzyme (forward)", "custom", "derivative", "no extras"] 60.000 ns (5%)
[(1, 1), "Enzyme (forward)", "custom", "pushforward!", "no extras"] 69.000 ns (5%)
[(1, 1), "Enzyme (forward)", "custom", "pushforward", "no extras"] 69.000 ns (5%)
[(1, 1), "Enzyme (forward)", "custom", "value_and_derivative", "no extras"] 60.000 ns (5%)
[(1, 1), "Enzyme (forward)", "custom", "value_and_pushforward!", "no extras"] 120.000 ns (5%)
[(1, 1), "Enzyme (forward)", "custom", "value_and_pushforward", "no extras"] 70.000 ns (5%)
[(1, 1), "Enzyme (forward)", "fallback", "derivative", "no extras"] 60.000 ns (5%)
[(1, 1), "Enzyme (forward)", "fallback", "value_and_derivative", "no extras"] 60.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "custom", "derivative", "no extras"] 70.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "custom", "pullback!", "no extras"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "custom", "pullback", "no extras"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "custom", "value_and_derivative", "no extras"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "custom", "value_and_pullback!", "no extras"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "custom", "value_and_pullback", "no extras"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "fallback", "derivative", "no extras"] 69.000 ns (5%)
[(1, 1), "Enzyme (reverse)", "fallback", "value_and_derivative", "no extras"] 70.000 ns (5%)
[(1, 1), "FiniteDiff", "custom", "derivative", "no extras"] 49.000 ns (5%)
[(1, 1), "FiniteDiff", "custom", "pushforward!", "no extras"] 60.000 ns (5%)
[(1, 1), "FiniteDiff", "custom", "pushforward", "no extras"] 60.000 ns (5%)
[(1, 1), "FiniteDiff", "custom", "value_and_derivative", "no extras"] 60.000 ns (5%)
[(1, 1), "FiniteDiff", "custom", "value_and_pushforward!", "no extras"] 100.000 ns (5%) 80 bytes (1%) 3
[(1, 1), "FiniteDiff", "custom", "value_and_pushforward", "no extras"] 60.000 ns (5%)
[(1, 1), "FiniteDiff", "fallback", "derivative", "no extras"] 49.000 ns (5%)
[(1, 1), "FiniteDiff", "fallback", "value_and_derivative", "no extras"] 50.000 ns (5%)
[(1, 1), "ForwardDiff", "custom", "derivative", "no extras"] 30.000 ns (5%)
[(1, 1), "ForwardDiff", "custom", "pushforward!", "no extras"] 30.000 ns (5%)
[(1, 1), "ForwardDiff", "custom", "pushforward", "no extras"] 29.000 ns (5%)
[(1, 1), "ForwardDiff", "custom", "value_and_derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "ForwardDiff", "custom", "value_and_pushforward!", "no extras"] 30.000 ns (5%)
[(1, 1), "ForwardDiff", "custom", "value_and_pushforward", "no extras"] 29.000 ns (5%)
[(1, 1), "ForwardDiff", "fallback", "derivative", "no extras"] 30.000 ns (5%)
[(1, 1), "ForwardDiff", "fallback", "value_and_derivative", "no extras"] 29.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "custom", "derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "custom", "pushforward!", "no extras"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "custom", "pushforward", "no extras"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "custom", "value_and_derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "custom", "value_and_pushforward!", "no extras"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "custom", "value_and_pushforward", "no extras"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "fallback", "derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "PolyesterForwardDiff", "fallback", "value_and_derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "Zygote", "custom", "derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "Zygote", "custom", "pullback!", "no extras"] 3.887 μs (5%) 1.11 KiB (1%) 40
[(1, 1), "Zygote", "custom", "pullback", "no extras"] 3.827 μs (5%) 1.03 KiB (1%) 36
[(1, 1), "Zygote", "custom", "value_and_derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "Zygote", "custom", "value_and_pullback!", "no extras"] 3.887 μs (5%) 1.09 KiB (1%) 39
[(1, 1), "Zygote", "custom", "value_and_pullback", "no extras"] 38.072 μs (5%) 1.08 KiB (1%) 38
[(1, 1), "Zygote", "fallback", "derivative", "no extras"] 40.000 ns (5%)
[(1, 1), "Zygote", "fallback", "value_and_derivative", "no extras"] 40.000 ns (5%)
[(1, 10), "ChainRules{Zygote}", "custom", "multiderivative!", "no extras"] 43.071 μs (5%) 19.98 KiB (1%) 481
[(1, 10), "ChainRules{Zygote}", "custom", "multiderivative", "no extras"] 43.271 μs (5%) 20.27 KiB (1%) 483
[(1, 10), "ChainRules{Zygote}", "custom", "pullback!", "no extras"] 4.248 μs (5%) 1.89 KiB (1%) 46
[(1, 10), "ChainRules{Zygote}", "custom", "pullback", "no extras"] 4.128 μs (5%) 1.83 KiB (1%) 43
[(1, 10), "ChainRules{Zygote}", "custom", "value_and_multiderivative!", "no extras"] 70.963 μs (5%) 19.98 KiB (1%) 481
[(1, 10), "ChainRules{Zygote}", "custom", "value_and_multiderivative", "no extras"] 43.292 μs (5%) 20.27 KiB (1%) 483
[(1, 10), "ChainRules{Zygote}", "custom", "value_and_pullback!", "no extras"] 4.257 μs (5%) 1.88 KiB (1%) 45
[(1, 10), "ChainRules{Zygote}", "custom", "value_and_pullback", "no extras"] 4.188 μs (5%) 1.86 KiB (1%) 44
[(1, 10), "ChainRules{Zygote}", "fallback", "multiderivative!", "no extras"] 43.131 μs (5%) 19.98 KiB (1%) 481
[(1, 10), "ChainRules{Zygote}", "fallback", "multiderivative", "no extras"] 43.202 μs (5%) 20.27 KiB (1%) 483
[(1, 10), "ChainRules{Zygote}", "fallback", "value_and_multiderivative!", "no extras"] 43.071 μs (5%) 19.98 KiB (1%) 481
[(1, 10), "ChainRules{Zygote}", "fallback", "value_and_multiderivative", "no extras"] 43.351 μs (5%) 20.27 KiB (1%) 483
[(1, 10), "Diffractor (forward)", "custom", "multiderivative!", "no extras"] 708.442 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "custom", "multiderivative", "no extras"] 710.075 μs (5%) 105.55 KiB (1%) 3567
[(1, 10), "Diffractor (forward)", "custom", "pushforward!", "no extras"] 708.812 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "custom", "pushforward", "no extras"] 707.389 μs (5%) 105.23 KiB (1%) 3564
[(1, 10), "Diffractor (forward)", "custom", "value_and_multiderivative!", "no extras"] 709.093 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "custom", "value_and_multiderivative", "no extras"] 706.498 μs (5%) 105.55 KiB (1%) 3567
[(1, 10), "Diffractor (forward)", "custom", "value_and_pushforward!", "no extras"] 1.104 ms (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "custom", "value_and_pushforward", "no extras"] 709.624 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "fallback", "multiderivative!", "no extras"] 707.569 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "fallback", "multiderivative", "no extras"] 709.191 μs (5%) 105.55 KiB (1%) 3567
[(1, 10), "Diffractor (forward)", "fallback", "value_and_multiderivative!", "no extras"] 699.746 μs (5%) 105.27 KiB (1%) 3565
[(1, 10), "Diffractor (forward)", "fallback", "value_and_multiderivative", "no extras"] 707.769 μs (5%) 105.55 KiB (1%) 3567
[(1, 10), "Enzyme (forward)", "custom", "multiderivative!", "no extras"] 400.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "custom", "multiderivative", "no extras"] 551.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "Enzyme (forward)", "custom", "pushforward!", "no extras"] 390.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "custom", "pushforward", "no extras"] 521.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "Enzyme (forward)", "custom", "value_and_multiderivative!", "no extras"] 400.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "custom", "value_and_multiderivative", "no extras"] 561.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "Enzyme (forward)", "custom", "value_and_pushforward!", "no extras"] 391.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "custom", "value_and_pushforward", "no extras"] 532.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "Enzyme (forward)", "fallback", "multiderivative!", "no extras"] 400.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "fallback", "multiderivative", "no extras"] 550.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "Enzyme (forward)", "fallback", "value_and_multiderivative!", "no extras"] 410.000 ns (5%) 288 bytes (1%) 2
[(1, 10), "Enzyme (forward)", "fallback", "value_and_multiderivative", "no extras"] 561.000 ns (5%) 576 bytes (1%) 4
[(1, 10), "FiniteDiff", "custom", "multiderivative!", "no extras"] 621.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "custom", "multiderivative", "no extras"] 1.242 μs (5%) 1.12 KiB (1%) 13
[(1, 10), "FiniteDiff", "custom", "pushforward!", "no extras"] 661.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "custom", "pushforward", "no extras"] 792.000 ns (5%) 1.03 KiB (1%) 9
[(1, 10), "FiniteDiff", "custom", "value_and_multiderivative!", "no extras"] 631.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "custom", "value_and_multiderivative", "no extras"] 1.252 μs (5%) 1.12 KiB (1%) 13
[(1, 10), "FiniteDiff", "custom", "value_and_pushforward!", "no extras"] 661.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "custom", "value_and_pushforward", "no extras"] 801.000 ns (5%) 1.03 KiB (1%) 9
[(1, 10), "FiniteDiff", "fallback", "multiderivative!", "no extras"] 631.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "fallback", "multiderivative", "no extras"] 751.000 ns (5%) 1.03 KiB (1%) 9
[(1, 10), "FiniteDiff", "fallback", "value_and_multiderivative!", "no extras"] 632.000 ns (5%) 768 bytes (1%) 7
[(1, 10), "FiniteDiff", "fallback", "value_and_multiderivative", "no extras"] 761.000 ns (5%) 1.03 KiB (1%) 9
[(1, 10), "ForwardDiff", "custom", "multiderivative!", "no extras"] 270.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "custom", "multiderivative", "no extras"] 310.000 ns (5%) 512 bytes (1%) 3
[(1, 10), "ForwardDiff", "custom", "pushforward!", "no extras"] 210.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "custom", "pushforward", "no extras"] 340.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "ForwardDiff", "custom", "value_and_multiderivative!", "no extras"] 270.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "custom", "value_and_multiderivative", "no extras"] 310.000 ns (5%) 512 bytes (1%) 3
[(1, 10), "ForwardDiff", "custom", "value_and_pushforward!", "no extras"] 200.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "custom", "value_and_pushforward", "no extras"] 340.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "ForwardDiff", "fallback", "multiderivative!", "no extras"] 201.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "fallback", "multiderivative", "no extras"] 331.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "ForwardDiff", "fallback", "value_and_multiderivative!", "no extras"] 190.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "ForwardDiff", "fallback", "value_and_multiderivative", "no extras"] 330.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "custom", "multiderivative!", "no extras"] 210.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "custom", "multiderivative", "no extras"] 361.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "custom", "pushforward!", "no extras"] 200.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "custom", "pushforward", "no extras"] 350.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "custom", "value_and_multiderivative!", "no extras"] 210.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "custom", "value_and_multiderivative", "no extras"] 361.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "custom", "value_and_pushforward!", "no extras"] 210.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "custom", "value_and_pushforward", "no extras"] 340.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "fallback", "multiderivative!", "no extras"] 210.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "fallback", "multiderivative", "no extras"] 361.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "PolyesterForwardDiff", "fallback", "value_and_multiderivative!", "no extras"] 210.000 ns (5%) 368 bytes (1%) 2
[(1, 10), "PolyesterForwardDiff", "fallback", "value_and_multiderivative", "no extras"] 361.000 ns (5%) 656 bytes (1%) 4
[(1, 10), "Zygote", "custom", "multiderivative!", "no extras"] 42.971 μs (5%) 19.52 KiB (1%) 471
[(1, 10), "Zygote", "custom", "multiderivative", "no extras"] 43.011 μs (5%) 19.80 KiB (1%) 473
[(1, 10), "Zygote", "custom", "pullback!", "no extras"] 4.218 μs (5%) 1.84 KiB (1%) 45
[(1, 10), "Zygote", "custom", "pullback", "no extras"] 4.098 μs (5%) 1.78 KiB (1%) 42
[(1, 10), "Zygote", "custom", "value_and_multiderivative!", "no extras"] 42.910 μs (5%) 19.52 KiB (1%) 471
[(1, 10), "Zygote", "custom", "value_and_multiderivative", "no extras"] 43.181 μs (5%) 19.80 KiB (1%) 473
[(1, 10), "Zygote", "custom", "value_and_pullback!", "no extras"] 4.168 μs (5%) 1.83 KiB (1%) 44
[(1, 10), "Zygote", "custom", "value_and_pullback", "no extras"] 4.168 μs (5%) 1.81 KiB (1%) 43
[(1, 10), "Zygote", "fallback", "multiderivative!", "no extras"] 43.001 μs (5%) 19.52 KiB (1%) 471
[(1, 10), "Zygote", "fallback", "multiderivative", "no extras"] 43.061 μs (5%) 19.80 KiB (1%) 473
[(1, 10), "Zygote", "fallback", "value_and_multiderivative!", "no extras"] 42.931 μs (5%) 19.52 KiB (1%) 471
[(1, 10), "Zygote", "fallback", "value_and_multiderivative", "no extras"] 43.001 μs (5%) 19.80 KiB (1%) 473
[(10, 1), "ChainRules{Zygote}", "custom", "gradient!", "no extras"] 4.148 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "ChainRules{Zygote}", "custom", "gradient", "no extras"] 4.438 μs (5%) 1.72 KiB (1%) 46
[(10, 1), "ChainRules{Zygote}", "custom", "pullback!", "no extras"] 4.137 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "ChainRules{Zygote}", "custom", "pullback", "no extras"] 4.017 μs (5%) 1.34 KiB (1%) 36
[(10, 1), "ChainRules{Zygote}", "custom", "value_and_gradient!", "no extras"] 4.168 μs (5%) 1.44 KiB (1%) 40
[(10, 1), "ChainRules{Zygote}", "custom", "value_and_gradient", "no extras"] 4.269 μs (5%) 1.58 KiB (1%) 41
[(10, 1), "ChainRules{Zygote}", "custom", "value_and_pullback!", "no extras"] 4.128 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "ChainRules{Zygote}", "custom", "value_and_pullback", "no extras"] 4.068 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "ChainRules{Zygote}", "fallback", "gradient!", "no extras"] 4.108 μs (5%) 1.39 KiB (1%) 38
[(10, 1), "ChainRules{Zygote}", "fallback", "gradient", "no extras"] 4.448 μs (5%) 1.72 KiB (1%) 46
[(10, 1), "ChainRules{Zygote}", "fallback", "value_and_gradient!", "no extras"] 4.178 μs (5%) 1.44 KiB (1%) 40
[(10, 1), "ChainRules{Zygote}", "fallback", "value_and_gradient", "no extras"] 4.219 μs (5%) 1.58 KiB (1%) 41
[(10, 1), "Diffractor (forward)", "custom", "gradient!", "no extras"] 1.402 μs (5%) 2.81 KiB (1%) 20
[(10, 1), "Diffractor (forward)", "custom", "gradient", "no extras"] 1.423 μs (5%) 2.95 KiB (1%) 21
[(10, 1), "Diffractor (forward)", "custom", "pushforward!", "no extras"] 180.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "Diffractor (forward)", "custom", "pushforward", "no extras"] 170.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "Diffractor (forward)", "custom", "value_and_gradient!", "no extras"] 1.422 μs (5%) 2.81 KiB (1%) 20
[(10, 1), "Diffractor (forward)", "custom", "value_and_gradient", "no extras"] 1.432 μs (5%) 2.95 KiB (1%) 21
[(10, 1), "Diffractor (forward)", "custom", "value_and_pushforward!", "no extras"] 180.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "Diffractor (forward)", "custom", "value_and_pushforward", "no extras"] 180.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "Diffractor (forward)", "fallback", "gradient!", "no extras"] 1.393 μs (5%) 2.81 KiB (1%) 20
[(10, 1), "Diffractor (forward)", "fallback", "gradient", "no extras"] 1.423 μs (5%) 2.95 KiB (1%) 21
[(10, 1), "Diffractor (forward)", "fallback", "value_and_gradient!", "no extras"] 1.412 μs (5%) 2.81 KiB (1%) 20
[(10, 1), "Diffractor (forward)", "fallback", "value_and_gradient", "no extras"] 1.432 μs (5%) 2.95 KiB (1%) 21
[(10, 1), "Enzyme (forward)", "custom", "gradient!", "no extras"] 911.000 ns (5%) 1.41 KiB (1%) 10
[(10, 1), "Enzyme (forward)", "custom", "gradient", "no extras"] 931.000 ns (5%) 1.55 KiB (1%) 11
[(10, 1), "Enzyme (forward)", "custom", "pushforward!", "no extras"] 89.000 ns (5%)
[(10, 1), "Enzyme (forward)", "custom", "pushforward", "no extras"] 100.000 ns (5%)
[(10, 1), "Enzyme (forward)", "custom", "value_and_gradient!", "no extras"] 912.000 ns (5%) 1.41 KiB (1%) 10
[(10, 1), "Enzyme (forward)", "custom", "value_and_gradient", "no extras"] 941.000 ns (5%) 1.55 KiB (1%) 11
[(10, 1), "Enzyme (forward)", "custom", "value_and_pushforward!", "no extras"] 89.000 ns (5%)
[(10, 1), "Enzyme (forward)", "custom", "value_and_pushforward", "no extras"] 100.000 ns (5%)
[(10, 1), "Enzyme (forward)", "fallback", "gradient!", "no extras"] 912.000 ns (5%) 1.41 KiB (1%) 10
[(10, 1), "Enzyme (forward)", "fallback", "gradient", "no extras"] 941.000 ns (5%) 1.55 KiB (1%) 11
[(10, 1), "Enzyme (forward)", "fallback", "value_and_gradient!", "no extras"] 912.000 ns (5%) 1.41 KiB (1%) 10
[(10, 1), "Enzyme (forward)", "fallback", "value_and_gradient", "no extras"] 952.000 ns (5%) 1.55 KiB (1%) 11
[(10, 1), "Enzyme (reverse)", "custom", "gradient!", "no extras"] 130.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "custom", "gradient", "no extras"] 160.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "Enzyme (reverse)", "custom", "pullback!", "no extras"] 120.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "custom", "pullback", "no extras"] 150.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "Enzyme (reverse)", "custom", "value_and_gradient!", "no extras"] 140.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "custom", "value_and_gradient", "no extras"] 170.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "Enzyme (reverse)", "custom", "value_and_pullback!", "no extras"] 120.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "custom", "value_and_pullback", "no extras"] 160.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "Enzyme (reverse)", "fallback", "gradient!", "no extras"] 140.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "fallback", "gradient", "no extras"] 170.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "Enzyme (reverse)", "fallback", "value_and_gradient!", "no extras"] 150.000 ns (5%)
[(10, 1), "Enzyme (reverse)", "fallback", "value_and_gradient", "no extras"] 180.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "FiniteDiff", "custom", "gradient!", "no extras"] 570.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "FiniteDiff", "custom", "gradient", "no extras"] 1.442 μs (5%) 400 bytes (1%) 6
[(10, 1), "FiniteDiff", "custom", "pushforward!", "no extras"] 190.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "FiniteDiff", "custom", "pushforward", "no extras"] 220.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "FiniteDiff", "custom", "value_and_gradient!", "no extras"] 581.000 ns (5%) 144 bytes (1%) 1
[(10, 1), "FiniteDiff", "custom", "value_and_gradient", "no extras"] 1.452 μs (5%) 400 bytes (1%) 6
[(10, 1), "FiniteDiff", "custom", "value_and_pushforward!", "no extras"] 200.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "FiniteDiff", "custom", "value_and_pushforward", "no extras"] 210.000 ns (5%) 288 bytes (1%) 2
[(10, 1), "FiniteDiff", "fallback", "gradient!", "no extras"] 1.572 μs (5%) 2.81 KiB (1%) 20
[(10, 1), "FiniteDiff", "fallback", "gradient", "no extras"] 1.593 μs (5%) 2.95 KiB (1%) 21
[(10, 1), "FiniteDiff", "fallback", "value_and_gradient!", "no extras"] 1.583 μs (5%) 2.81 KiB (1%) 20
[(10, 1), "FiniteDiff", "fallback", "value_and_gradient", "no extras"] 1.603 μs (5%) 2.95 KiB (1%) 21
[(10, 1), "ForwardDiff", "custom", "gradient!", "no extras"] 641.000 ns (5%) 1.84 KiB (1%) 4
[(10, 1), "ForwardDiff", "custom", "gradient", "no extras"] 651.000 ns (5%) 1.98 KiB (1%) 5
[(10, 1), "ForwardDiff", "custom", "pushforward!", "no extras"] 100.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "ForwardDiff", "custom", "pushforward", "no extras"] 120.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "ForwardDiff", "custom", "value_and_gradient!", "no extras"] 651.000 ns (5%) 1.84 KiB (1%) 4
[(10, 1), "ForwardDiff", "custom", "value_and_gradient", "no extras"] 731.000 ns (5%) 2.03 KiB (1%) 7
[(10, 1), "ForwardDiff", "custom", "value_and_pushforward!", "no extras"] 110.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "ForwardDiff", "custom", "value_and_pushforward", "no extras"] 120.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "ForwardDiff", "fallback", "gradient!", "no extras"] 791.000 ns (5%) 2.19 KiB (1%) 10
[(10, 1), "ForwardDiff", "fallback", "gradient", "no extras"] 831.000 ns (5%) 2.33 KiB (1%) 11
[(10, 1), "ForwardDiff", "fallback", "value_and_gradient!", "no extras"] 802.000 ns (5%) 2.19 KiB (1%) 10
[(10, 1), "ForwardDiff", "fallback", "value_and_gradient", "no extras"] 841.000 ns (5%) 2.33 KiB (1%) 11
[(10, 1), "PolyesterForwardDiff", "custom", "gradient!", "no extras"] 290.000 ns (5%) 512 bytes (1%) 2
[(10, 1), "PolyesterForwardDiff", "custom", "gradient", "no extras"] 320.000 ns (5%) 656 bytes (1%) 3
[(10, 1), "PolyesterForwardDiff", "custom", "pushforward!", "no extras"] 100.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "PolyesterForwardDiff", "custom", "pushforward", "no extras"] 120.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "PolyesterForwardDiff", "custom", "value_and_gradient!", "no extras"] 300.000 ns (5%) 512 bytes (1%) 2
[(10, 1), "PolyesterForwardDiff", "custom", "value_and_gradient", "no extras"] 330.000 ns (5%) 656 bytes (1%) 3
[(10, 1), "PolyesterForwardDiff", "custom", "value_and_pushforward!", "no extras"] 110.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "PolyesterForwardDiff", "custom", "value_and_pushforward", "no extras"] 120.000 ns (5%) 224 bytes (1%) 1
[(10, 1), "PolyesterForwardDiff", "fallback", "gradient!", "no extras"] 801.000 ns (5%) 2.19 KiB (1%) 10
[(10, 1), "PolyesterForwardDiff", "fallback", "gradient", "no extras"] 831.000 ns (5%) 2.33 KiB (1%) 11
[(10, 1), "PolyesterForwardDiff", "fallback", "value_and_gradient!", "no extras"] 801.000 ns (5%) 2.19 KiB (1%) 10
[(10, 1), "PolyesterForwardDiff", "fallback", "value_and_gradient", "no extras"] 831.000 ns (5%) 2.33 KiB (1%) 11
[(10, 1), "ReverseDiff", "custom", "gradient!", "no extras"] 550.000 ns (5%) 1.22 KiB (1%) 18
[(10, 1), "ReverseDiff", "custom", "gradient", "no extras"] 581.000 ns (5%) 1.36 KiB (1%) 19
[(10, 1), "ReverseDiff", "custom", "pullback!", "no extras"] 550.000 ns (5%) 1.25 KiB (1%) 19
[(10, 1), "ReverseDiff", "custom", "pullback", "no extras"] 571.000 ns (5%) 1.39 KiB (1%) 20
[(10, 1), "ReverseDiff", "custom", "value_and_gradient!", "no extras"] 561.000 ns (5%) 1.22 KiB (1%) 18
[(10, 1), "ReverseDiff", "custom", "value_and_gradient", "no extras"] 591.000 ns (5%) 1.36 KiB (1%) 19
[(10, 1), "ReverseDiff", "custom", "value_and_pullback!", "no extras"] 551.000 ns (5%) 1.25 KiB (1%) 19
[(10, 1), "ReverseDiff", "custom", "value_and_pullback", "no extras"] 571.000 ns (5%) 1.39 KiB (1%) 20
[(10, 1), "ReverseDiff", "fallback", "gradient!", "no extras"] 581.000 ns (5%) 1.25 KiB (1%) 19
[(10, 1), "ReverseDiff", "fallback", "gradient", "no extras"] 601.000 ns (5%) 1.39 KiB (1%) 20
[(10, 1), "ReverseDiff", "fallback", "value_and_gradient!", "no extras"] 591.000 ns (5%) 1.25 KiB (1%) 19
[(10, 1), "ReverseDiff", "fallback", "value_and_gradient", "no extras"] 591.000 ns (5%) 1.39 KiB (1%) 20
[(10, 1), "Zygote", "custom", "gradient!", "no extras"] 220.000 ns (5%) 576 bytes (1%) 6
[(10, 1), "Zygote", "custom", "gradient", "no extras"] 200.000 ns (5%) 576 bytes (1%) 6
[(10, 1), "Zygote", "custom", "pullback!", "no extras"] 4.087 μs (5%) 1.34 KiB (1%) 37
[(10, 1), "Zygote", "custom", "pullback", "no extras"] 3.977 μs (5%) 1.30 KiB (1%) 35
[(10, 1), "Zygote", "custom", "value_and_gradient!", "no extras"] 220.000 ns (5%) 576 bytes (1%) 6
[(10, 1), "Zygote", "custom", "value_and_gradient", "no extras"] 200.000 ns (5%) 576 bytes (1%) 6
[(10, 1), "Zygote", "custom", "value_and_pullback!", "no extras"] 4.118 μs (5%) 1.34 KiB (1%) 37
[(10, 1), "Zygote", "custom", "value_and_pullback", "no extras"] 3.617 μs (5%) 1.34 KiB (1%) 37
[(10, 1), "Zygote", "fallback", "gradient!", "no extras"] 4.127 μs (5%) 1.34 KiB (1%) 37
[(10, 1), "Zygote", "fallback", "gradient", "no extras"] 4.398 μs (5%) 1.62 KiB (1%) 43
[(10, 1), "Zygote", "fallback", "value_and_gradient!", "no extras"] 4.168 μs (5%) 1.39 KiB (1%) 39
[(10, 1), "Zygote", "fallback", "value_and_gradient", "no extras"] 4.197 μs (5%) 1.53 KiB (1%) 40
[(10, 10), "ChainRules{Zygote}", "custom", "jacobian!", "no extras"] 49.313 μs (5%) 29.03 KiB (1%) 462
[(10, 10), "ChainRules{Zygote}", "custom", "jacobian", "no extras"] 49.534 μs (5%) 30.19 KiB (1%) 465
[(10, 10), "ChainRules{Zygote}", "custom", "pullback!", "no extras"] 4.699 μs (5%) 2.66 KiB (1%) 42
[(10, 10), "ChainRules{Zygote}", "custom", "pullback", "no extras"] 4.579 μs (5%) 2.62 KiB (1%) 41
[(10, 10), "ChainRules{Zygote}", "custom", "value_and_jacobian!", "no extras"] 49.363 μs (5%) 29.03 KiB (1%) 462
[(10, 10), "ChainRules{Zygote}", "custom", "value_and_jacobian", "no extras"] 49.473 μs (5%) 30.19 KiB (1%) 465
[(10, 10), "ChainRules{Zygote}", "custom", "value_and_pullback!", "no extras"] 4.689 μs (5%) 2.66 KiB (1%) 42
[(10, 10), "ChainRules{Zygote}", "custom", "value_and_pullback", "no extras"] 4.659 μs (5%) 2.66 KiB (1%) 42
[(10, 10), "ChainRules{Zygote}", "fallback", "jacobian!", "no extras"] 49.252 μs (5%) 29.03 KiB (1%) 462
[(10, 10), "ChainRules{Zygote}", "fallback", "jacobian", "no extras"] 49.663 μs (5%) 30.19 KiB (1%) 465
[(10, 10), "ChainRules{Zygote}", "fallback", "value_and_jacobian!", "no extras"] 49.233 μs (5%) 29.03 KiB (1%) 462
[(10, 10), "ChainRules{Zygote}", "fallback", "value_and_jacobian", "no extras"] 49.593 μs (5%) 30.19 KiB (1%) 465
[(10, 10), "Diffractor (forward)", "custom", "jacobian!", "no extras"] 2.986 ms (5%) 539.97 KiB (1%) 18172
[(10, 10), "Diffractor (forward)", "custom", "jacobian", "no extras"] 2.985 ms (5%) 541.12 KiB (1%) 18175
[(10, 10), "Diffractor (forward)", "custom", "pushforward!", "no extras"] 319.892 μs (5%) 55.48 KiB (1%) 1865
[(10, 10), "Diffractor (forward)", "custom", "pushforward", "no extras"] 319.701 μs (5%) 55.45 KiB (1%) 1864
[(10, 10), "Diffractor (forward)", "custom", "value_and_jacobian!", "no extras"] 2.993 ms (5%) 539.97 KiB (1%) 18172
[(10, 10), "Diffractor (forward)", "custom", "value_and_jacobian", "no extras"] 2.986 ms (5%) 541.12 KiB (1%) 18175
[(10, 10), "Diffractor (forward)", "custom", "value_and_pushforward!", "no extras"] 4.096 ms (5%) 57.59 KiB (1%) 1909
[(10, 10), "Diffractor (forward)", "custom", "value_and_pushforward", "no extras"] 319.460 μs (5%) 55.48 KiB (1%) 1865
[(10, 10), "Diffractor (forward)", "fallback", "jacobian!", "no extras"] 2.992 ms (5%) 539.97 KiB (1%) 18172
[(10, 10), "Diffractor (forward)", "fallback", "jacobian", "no extras"] 2.996 ms (5%) 541.12 KiB (1%) 18175
[(10, 10), "Diffractor (forward)", "fallback", "value_and_jacobian!", "no extras"] 2.991 ms (5%) 539.97 KiB (1%) 18172
[(10, 10), "Diffractor (forward)", "fallback", "value_and_jacobian", "no extras"] 3.007 ms (5%) 541.12 KiB (1%) 18175
[(10, 10), "Enzyme (forward)", "custom", "jacobian!", "no extras"] 5.721 μs (5%) 7.31 KiB (1%) 52
[(10, 10), "Enzyme (forward)", "custom", "jacobian", "no extras"] 19.677 μs (5%) 9.89 KiB (1%) 47
[(10, 10), "Enzyme (forward)", "custom", "pushforward!", "no extras"] 561.000 ns (5%) 576 bytes (1%) 4
[(10, 10), "Enzyme (forward)", "custom", "pushforward", "no extras"] 811.000 ns (5%) 1008 bytes (1%) 7
[(10, 10), "Enzyme (forward)", "custom", "value_and_jacobian!", "no extras"] 5.721 μs (5%) 7.31 KiB (1%) 52
[(10, 10), "Enzyme (forward)", "custom", "value_and_jacobian", "no extras"] 3.136 μs (5%) 9.89 KiB (1%) 47
[(10, 10), "Enzyme (forward)", "custom", "value_and_pushforward!", "no extras"] 682.000 ns (5%) 576 bytes (1%) 4
[(10, 10), "Enzyme (forward)", "custom", "value_and_pushforward", "no extras"] 821.000 ns (5%) 1008 bytes (1%) 7
[(10, 10), "Enzyme (forward)", "fallback", "jacobian!", "no extras"] 5.700 μs (5%) 7.31 KiB (1%) 52
[(10, 10), "Enzyme (forward)", "fallback", "jacobian", "no extras"] 5.931 μs (5%) 8.47 KiB (1%) 55
[(10, 10), "Enzyme (forward)", "fallback", "value_and_jacobian!", "no extras"] 5.690 μs (5%) 7.31 KiB (1%) 52
[(10, 10), "Enzyme (forward)", "fallback", "value_and_jacobian", "no extras"] 5.951 μs (5%) 8.47 KiB (1%) 55
[(10, 10), "FiniteDiff", "custom", "jacobian!", "no extras"] 6.272 μs (5%) 14.03 KiB (1%) 112
[(10, 10), "FiniteDiff", "custom", "jacobian", "no extras"] 6.102 μs (5%) 14.02 KiB (1%) 111
[(10, 10), "FiniteDiff", "custom", "pushforward!", "no extras"] 1.042 μs (5%) 1.45 KiB (1%) 12
[(10, 10), "FiniteDiff", "custom", "pushforward", "no extras"] 1.263 μs (5%) 1.88 KiB (1%) 15
[(10, 10), "FiniteDiff", "custom", "value_and_jacobian!", "no extras"] 6.222 μs (5%) 14.03 KiB (1%) 112
[(10, 10), "FiniteDiff", "custom", "value_and_jacobian", "no extras"] 6.131 μs (5%) 14.05 KiB (1%) 112
[(10, 10), "FiniteDiff", "custom", "value_and_pushforward!", "no extras"] 1.052 μs (5%) 1.45 KiB (1%) 12
[(10, 10), "FiniteDiff", "custom", "value_and_pushforward", "no extras"] 1.262 μs (5%) 1.88 KiB (1%) 15
[(10, 10), "FiniteDiff", "fallback", "jacobian!", "no extras"] 10.079 μs (5%) 14.81 KiB (1%) 122
[(10, 10), "FiniteDiff", "fallback", "jacobian", "no extras"] 10.319 μs (5%) 15.97 KiB (1%) 125
[(10, 10), "FiniteDiff", "fallback", "value_and_jacobian!", "no extras"] 10.159 μs (5%) 14.81 KiB (1%) 122
[(10, 10), "FiniteDiff", "fallback", "value_and_jacobian", "no extras"] 10.299 μs (5%) 15.97 KiB (1%) 125
[(10, 10), "ForwardDiff", "custom", "jacobian!", "no extras"] 1.382 μs (5%) 4.09 KiB (1%) 8
[(10, 10), "ForwardDiff", "custom", "jacobian", "no extras"] 14.928 μs (5%) 4.97 KiB (1%) 9
[(10, 10), "ForwardDiff", "custom", "pushforward!", "no extras"] 390.000 ns (5%) 816 bytes (1%) 4
[(10, 10), "ForwardDiff", "custom", "pushforward", "no extras"] 641.000 ns (5%) 1.22 KiB (1%) 7
[(10, 10), "ForwardDiff", "custom", "value_and_jacobian!", "no extras"] 1.413 μs (5%) 4.09 KiB (1%) 8
[(10, 10), "ForwardDiff", "custom", "value_and_jacobian", "no extras"] 1.533 μs (5%) 5.00 KiB (1%) 10
[(10, 10), "ForwardDiff", "custom", "value_and_pushforward!", "no extras"] 390.000 ns (5%) 816 bytes (1%) 4
[(10, 10), "ForwardDiff", "custom", "value_and_pushforward", "no extras"] 651.000 ns (5%) 1.22 KiB (1%) 7
[(10, 10), "ForwardDiff", "fallback", "jacobian!", "no extras"] 3.687 μs (5%) 8.25 KiB (1%) 42
[(10, 10), "ForwardDiff", "fallback", "jacobian", "no extras"] 3.917 μs (5%) 9.41 KiB (1%) 45
[(10, 10), "ForwardDiff", "fallback", "value_and_jacobian!", "no extras"] 3.696 μs (5%) 8.25 KiB (1%) 42
[(10, 10), "ForwardDiff", "fallback", "value_and_jacobian", "no extras"] 3.937 μs (5%) 9.41 KiB (1%) 45
[(10, 10), "PolyesterForwardDiff", "custom", "jacobian!", "no extras"] 1.503 μs (5%) 3.67 KiB (1%) 9
[(10, 10), "PolyesterForwardDiff", "custom", "jacobian", "no extras"] 3.005 μs (5%) 4.83 KiB (1%) 12
[(10, 10), "PolyesterForwardDiff", "custom", "pushforward!", "no extras"] 390.000 ns (5%) 816 bytes (1%) 4
[(10, 10), "PolyesterForwardDiff", "custom", "pushforward", "no extras"] 641.000 ns (5%) 1.22 KiB (1%) 7
[(10, 10), "PolyesterForwardDiff", "custom", "value_and_jacobian!", "no extras"] 1.483 μs (5%) 3.67 KiB (1%) 9
[(10, 10), "PolyesterForwardDiff", "custom", "value_and_jacobian", "no extras"] 1.743 μs (5%) 4.83 KiB (1%) 12
[(10, 10), "PolyesterForwardDiff", "custom", "value_and_pushforward!", "no extras"] 390.000 ns (5%) 816 bytes (1%) 4
[(10, 10), "PolyesterForwardDiff", "custom", "value_and_pushforward", "no extras"] 651.000 ns (5%) 1.22 KiB (1%) 7
[(10, 10), "PolyesterForwardDiff", "fallback", "jacobian!", "no extras"] 3.696 μs (5%) 8.25 KiB (1%) 42
[(10, 10), "PolyesterForwardDiff", "fallback", "jacobian", "no extras"] 3.938 μs (5%) 9.41 KiB (1%) 45
[(10, 10), "PolyesterForwardDiff", "fallback", "value_and_jacobian!", "no extras"] 3.707 μs (5%) 8.25 KiB (1%) 42
[(10, 10), "PolyesterForwardDiff", "fallback", "value_and_jacobian", "no extras"] 3.927 μs (5%) 9.41 KiB (1%) 45
[(10, 10), "ReverseDiff", "custom", "jacobian!", "no extras"] 12.614 μs (5%) 6.95 KiB (1%) 91
[(10, 10), "ReverseDiff", "custom", "jacobian", "no extras"] 13.325 μs (5%) 8.00 KiB (1%) 98
[(10, 10), "ReverseDiff", "custom", "pullback!", "no extras"] 12.865 μs (5%) 7.72 KiB (1%) 92
[(10, 10), "ReverseDiff", "custom", "pullback", "no extras"] 12.774 μs (5%) 7.86 KiB (1%) 93
[(10, 10), "ReverseDiff", "custom", "value_and_jacobian!", "no extras"] 12.714 μs (5%) 6.95 KiB (1%) 91
[(10, 10), "ReverseDiff", "custom", "value_and_jacobian", "no extras"] 12.805 μs (5%) 7.86 KiB (1%) 93
[(10, 10), "ReverseDiff", "custom", "value_and_pullback!", "no extras"] 12.574 μs (5%) 7.72 KiB (1%) 92
[(10, 10), "ReverseDiff", "custom", "value_and_pullback", "no extras"] 12.904 μs (5%) 7.86 KiB (1%) 93
[(10, 10), "ReverseDiff", "fallback", "jacobian!", "no extras"] 127.781 μs (5%) 77.47 KiB (1%) 922
[(10, 10), "ReverseDiff", "fallback", "jacobian", "no extras"] 128.662 μs (5%) 78.62 KiB (1%) 925
[(10, 10), "ReverseDiff", "fallback", "value_and_jacobian!", "no extras"] 128.262 μs (5%) 77.47 KiB (1%) 922
[(10, 10), "ReverseDiff", "fallback", "value_and_jacobian", "no extras"] 129.103 μs (5%) 78.62 KiB (1%) 925
[(10, 10), "Zygote", "custom", "jacobian!", "no extras"] 123.973 μs (5%) 42.03 KiB (1%) 951
[(10, 10), "Zygote", "custom", "jacobian", "no extras"] 156.665 μs (5%) 42.02 KiB (1%) 950
[(10, 10), "Zygote", "custom", "pullback!", "no extras"] 4.639 μs (5%) 2.61 KiB (1%) 41
[(10, 10), "Zygote", "custom", "pullback", "no extras"] 4.548 μs (5%) 2.58 KiB (1%) 40
[(10, 10), "Zygote", "custom", "value_and_jacobian!", "no extras"] 123.251 μs (5%) 42.03 KiB (1%) 951
[(10, 10), "Zygote", "custom", "value_and_jacobian", "no extras"] 123.672 μs (5%) 42.05 KiB (1%) 951
[(10, 10), "Zygote", "custom", "value_and_pullback!", "no extras"] 4.658 μs (5%) 2.61 KiB (1%) 41
[(10, 10), "Zygote", "custom", "value_and_pullback", "no extras"] 4.619 μs (5%) 2.61 KiB (1%) 41
[(10, 10), "Zygote", "fallback", "jacobian!", "no extras"] 48.611 μs (5%) 28.56 KiB (1%) 452
[(10, 10), "Zygote", "fallback", "jacobian", "no extras"] 48.972 μs (5%) 29.72 KiB (1%) 455
[(10, 10), "Zygote", "fallback", "value_and_jacobian!", "no extras"] 48.561 μs (5%) 28.56 KiB (1%) 452
[(10, 10), "Zygote", "fallback", "value_and_jacobian", "no extras"] 48.952 μs (5%) 29.72 KiB (1%) 455

Benchmark Group List

Here's a list of all the benchmark groups executed by this job:

  • [(1, 1), "ChainRules{Zygote}", "custom", "derivative"]
  • [(1, 1), "ChainRules{Zygote}", "custom", "pullback!"]
  • [(1, 1), "ChainRules{Zygote}", "custom", "pullback"]
  • [(1, 1), "ChainRules{Zygote}", "custom", "value_and_derivative"]
  • [(1, 1), "ChainRules{Zygote}", "custom", "value_and_pullback!"]
  • [(1, 1), "ChainRules{Zygote}", "custom", "value_and_pullback"]
  • [(1, 1), "ChainRules{Zygote}", "fallback", "derivative"]
  • [(1, 1), "ChainRules{Zygote}", "fallback", "value_and_derivative"]
  • [(1, 1), "Diffractor (forward)", "custom", "derivative"]
  • [(1, 1), "Diffractor (forward)", "custom", "pushforward!"]
  • [(1, 1), "Diffractor (forward)", "custom", "pushforward"]
  • [(1, 1), "Diffractor (forward)", "custom", "value_and_derivative"]
  • [(1, 1), "Diffractor (forward)", "custom", "value_and_pushforward!"]
  • [(1, 1), "Diffractor (forward)", "custom", "value_and_pushforward"]
  • [(1, 1), "Diffractor (forward)", "fallback", "derivative"]
  • [(1, 1), "Diffractor (forward)", "fallback", "value_and_derivative"]
  • [(1, 1), "Enzyme (forward)", "custom", "derivative"]
  • [(1, 1), "Enzyme (forward)", "custom", "pushforward!"]
  • [(1, 1), "Enzyme (forward)", "custom", "pushforward"]
  • [(1, 1), "Enzyme (forward)", "custom", "value_and_derivative"]
  • [(1, 1), "Enzyme (forward)", "custom", "value_and_pushforward!"]
  • [(1, 1), "Enzyme (forward)", "custom", "value_and_pushforward"]
  • [(1, 1), "Enzyme (forward)", "fallback", "derivative"]
  • [(1, 1), "Enzyme (forward)", "fallback", "value_and_derivative"]
  • [(1, 1), "Enzyme (reverse)", "custom", "derivative"]
  • [(1, 1), "Enzyme (reverse)", "custom", "pullback!"]
  • [(1, 1), "Enzyme (reverse)", "custom", "pullback"]
  • [(1, 1), "Enzyme (reverse)", "custom", "value_and_derivative"]
  • [(1, 1), "Enzyme (reverse)", "custom", "value_and_pullback!"]
  • [(1, 1), "Enzyme (reverse)", "custom", "value_and_pullback"]
  • [(1, 1), "Enzyme (reverse)", "fallback", "derivative"]
  • [(1, 1), "Enzyme (reverse)", "fallback", "value_and_derivative"]
  • [(1, 1), "FiniteDiff", "custom", "derivative"]
  • [(1, 1), "FiniteDiff", "custom", "pushforward!"]
  • [(1, 1), "FiniteDiff", "custom", "pushforward"]
  • [(1, 1), "FiniteDiff", "custom", "value_and_derivative"]
  • [(1, 1), "FiniteDiff", "custom", "value_and_pushforward!"]
  • [(1, 1), "FiniteDiff", "custom", "value_and_pushforward"]
  • [(1, 1), "FiniteDiff", "fallback", "derivative"]
  • [(1, 1), "FiniteDiff", "fallback", "value_and_derivative"]
  • [(1, 1), "ForwardDiff", "custom", "derivative"]
  • [(1, 1), "ForwardDiff", "custom", "pushforward!"]
  • [(1, 1), "ForwardDiff", "custom", "pushforward"]
  • [(1, 1), "ForwardDiff", "custom", "value_and_derivative"]
  • [(1, 1), "ForwardDiff", "custom", "value_and_pushforward!"]
  • [(1, 1), "ForwardDiff", "custom", "value_and_pushforward"]
  • [(1, 1), "ForwardDiff", "fallback", "derivative"]
  • [(1, 1), "ForwardDiff", "fallback", "value_and_derivative"]
  • [(1, 1), "PolyesterForwardDiff", "custom", "derivative"]
  • [(1, 1), "PolyesterForwardDiff", "custom", "pushforward!"]
  • [(1, 1), "PolyesterForwardDiff", "custom", "pushforward"]
  • [(1, 1), "PolyesterForwardDiff", "custom", "value_and_derivative"]
  • [(1, 1), "PolyesterForwardDiff", "custom", "value_and_pushforward!"]
  • [(1, 1), "PolyesterForwardDiff", "custom", "value_and_pushforward"]
  • [(1, 1), "PolyesterForwardDiff", "fallback", "derivative"]
  • [(1, 1), "PolyesterForwardDiff", "fallback", "value_and_derivative"]
  • [(1, 1), "Zygote", "custom", "derivative"]
  • [(1, 1), "Zygote", "custom", "pullback!"]
  • [(1, 1), "Zygote", "custom", "pullback"]
  • [(1, 1), "Zygote", "custom", "value_and_derivative"]
  • [(1, 1), "Zygote", "custom", "value_and_pullback!"]
  • [(1, 1), "Zygote", "custom", "value_and_pullback"]
  • [(1, 1), "Zygote", "fallback", "derivative"]
  • [(1, 1), "Zygote", "fallback", "value_and_derivative"]
  • [(1, 10), "ChainRules{Zygote}", "custom", "multiderivative!"]
  • [(1, 10), "ChainRules{Zygote}", "custom", "multiderivative"]
  • [(1, 10), "ChainRules{Zygote}", "custom", "pullback!"]
  • [(1, 10), "ChainRules{Zygote}", "custom", "pullback"]
  • [(1, 10), "ChainRules{Zygote}", "custom", "value_and_multiderivative!"]
  • [(1, 10), "ChainRules{Zygote}", "custom", "value_and_multiderivative"]
  • [(1, 10), "ChainRules{Zygote}", "custom", "value_and_pullback!"]
  • [(1, 10), "ChainRules{Zygote}", "custom", "value_and_pullback"]
  • [(1, 10), "ChainRules{Zygote}", "fallback", "multiderivative!"]
  • [(1, 10), "ChainRules{Zygote}", "fallback", "multiderivative"]
  • [(1, 10), "ChainRules{Zygote}", "fallback", "value_and_multiderivative!"]
  • [(1, 10), "ChainRules{Zygote}", "fallback", "value_and_multiderivative"]
  • [(1, 10), "Diffractor (forward)", "custom", "multiderivative!"]
  • [(1, 10), "Diffractor (forward)", "custom", "multiderivative"]
  • [(1, 10), "Diffractor (forward)", "custom", "pushforward!"]
  • [(1, 10), "Diffractor (forward)", "custom", "pushforward"]
  • [(1, 10), "Diffractor (forward)", "custom", "value_and_multiderivative!"]
  • [(1, 10), "Diffractor (forward)", "custom", "value_and_multiderivative"]
  • [(1, 10), "Diffractor (forward)", "custom", "value_and_pushforward!"]
  • [(1, 10), "Diffractor (forward)", "custom", "value_and_pushforward"]
  • [(1, 10), "Diffractor (forward)", "fallback", "multiderivative!"]
  • [(1, 10), "Diffractor (forward)", "fallback", "multiderivative"]
  • [(1, 10), "Diffractor (forward)", "fallback", "value_and_multiderivative!"]
  • [(1, 10), "Diffractor (forward)", "fallback", "value_and_multiderivative"]
  • [(1, 10), "Enzyme (forward)", "custom", "multiderivative!"]
  • [(1, 10), "Enzyme (forward)", "custom", "multiderivative"]
  • [(1, 10), "Enzyme (forward)", "custom", "pushforward!"]
  • [(1, 10), "Enzyme (forward)", "custom", "pushforward"]
  • [(1, 10), "Enzyme (forward)", "custom", "value_and_multiderivative!"]
  • [(1, 10), "Enzyme (forward)", "custom", "value_and_multiderivative"]
  • [(1, 10), "Enzyme (forward)", "custom", "value_and_pushforward!"]
  • [(1, 10), "Enzyme (forward)", "custom", "value_and_pushforward"]
  • [(1, 10), "Enzyme (forward)", "fallback", "multiderivative!"]
  • [(1, 10), "Enzyme (forward)", "fallback", "multiderivative"]
  • [(1, 10), "Enzyme (forward)", "fallback", "value_and_multiderivative!"]
  • [(1, 10), "Enzyme (forward)", "fallback", "value_and_multiderivative"]
  • [(1, 10), "FiniteDiff", "custom", "multiderivative!"]
  • [(1, 10), "FiniteDiff", "custom", "multiderivative"]
  • [(1, 10), "FiniteDiff", "custom", "pushforward!"]
  • [(1, 10), "FiniteDiff", "custom", "pushforward"]
  • [(1, 10), "FiniteDiff", "custom", "value_and_multiderivative!"]
  • [(1, 10), "FiniteDiff", "custom", "value_and_multiderivative"]
  • [(1, 10), "FiniteDiff", "custom", "value_and_pushforward!"]
  • [(1, 10), "FiniteDiff", "custom", "value_and_pushforward"]
  • [(1, 10), "FiniteDiff", "fallback", "multiderivative!"]
  • [(1, 10), "FiniteDiff", "fallback", "multiderivative"]
  • [(1, 10), "FiniteDiff", "fallback", "value_and_multiderivative!"]
  • [(1, 10), "FiniteDiff", "fallback", "value_and_multiderivative"]
  • [(1, 10), "ForwardDiff", "custom", "multiderivative!"]
  • [(1, 10), "ForwardDiff", "custom", "multiderivative"]
  • [(1, 10), "ForwardDiff", "custom", "pushforward!"]
  • [(1, 10), "ForwardDiff", "custom", "pushforward"]
  • [(1, 10), "ForwardDiff", "custom", "value_and_multiderivative!"]
  • [(1, 10), "ForwardDiff", "custom", "value_and_multiderivative"]
  • [(1, 10), "ForwardDiff", "custom", "value_and_pushforward!"]
  • [(1, 10), "ForwardDiff", "custom", "value_and_pushforward"]
  • [(1, 10), "ForwardDiff", "fallback", "multiderivative!"]
  • [(1, 10), "ForwardDiff", "fallback", "multiderivative"]
  • [(1, 10), "ForwardDiff", "fallback", "value_and_multiderivative!"]
  • [(1, 10), "ForwardDiff", "fallback", "value_and_multiderivative"]
  • [(1, 10), "PolyesterForwardDiff", "custom", "multiderivative!"]
  • [(1, 10), "PolyesterForwardDiff", "custom", "multiderivative"]
  • [(1, 10), "PolyesterForwardDiff", "custom", "pushforward!"]
  • [(1, 10), "PolyesterForwardDiff", "custom", "pushforward"]
  • [(1, 10), "PolyesterForwardDiff", "custom", "value_and_multiderivative!"]
  • [(1, 10), "PolyesterForwardDiff", "custom", "value_and_multiderivative"]
  • [(1, 10), "PolyesterForwardDiff", "custom", "value_and_pushforward!"]
  • [(1, 10), "PolyesterForwardDiff", "custom", "value_and_pushforward"]
  • [(1, 10), "PolyesterForwardDiff", "fallback", "multiderivative!"]
  • [(1, 10), "PolyesterForwardDiff", "fallback", "multiderivative"]
  • [(1, 10), "PolyesterForwardDiff", "fallback", "value_and_multiderivative!"]
  • [(1, 10), "PolyesterForwardDiff", "fallback", "value_and_multiderivative"]
  • [(1, 10), "Zygote", "custom", "multiderivative!"]
  • [(1, 10), "Zygote", "custom", "multiderivative"]
  • [(1, 10), "Zygote", "custom", "pullback!"]
  • [(1, 10), "Zygote", "custom", "pullback"]
  • [(1, 10), "Zygote", "custom", "value_and_multiderivative!"]
  • [(1, 10), "Zygote", "custom", "value_and_multiderivative"]
  • [(1, 10), "Zygote", "custom", "value_and_pullback!"]
  • [(1, 10), "Zygote", "custom", "value_and_pullback"]
  • [(1, 10), "Zygote", "fallback", "multiderivative!"]
  • [(1, 10), "Zygote", "fallback", "multiderivative"]
  • [(1, 10), "Zygote", "fallback", "value_and_multiderivative!"]
  • [(1, 10), "Zygote", "fallback", "value_and_multiderivative"]
  • [(10, 1), "ChainRules{Zygote}", "custom", "gradient!"]
  • [(10, 1), "ChainRules{Zygote}", "custom", "gradient"]
  • [(10, 1), "ChainRules{Zygote}", "custom", "pullback!"]
  • [(10, 1), "ChainRules{Zygote}", "custom", "pullback"]
  • [(10, 1), "ChainRules{Zygote}", "custom", "value_and_gradient!"]
  • [(10, 1), "ChainRules{Zygote}", "custom", "value_and_gradient"]
  • [(10, 1), "ChainRules{Zygote}", "custom", "value_and_pullback!"]
  • [(10, 1), "ChainRules{Zygote}", "custom", "value_and_pullback"]
  • [(10, 1), "ChainRules{Zygote}", "fallback", "gradient!"]
  • [(10, 1), "ChainRules{Zygote}", "fallback", "gradient"]
  • [(10, 1), "ChainRules{Zygote}", "fallback", "value_and_gradient!"]
  • [(10, 1), "ChainRules{Zygote}", "fallback", "value_and_gradient"]
  • [(10, 1), "Diffractor (forward)", "custom", "gradient!"]
  • [(10, 1), "Diffractor (forward)", "custom", "gradient"]
  • [(10, 1), "Diffractor (forward)", "custom", "pushforward!"]
  • [(10, 1), "Diffractor (forward)", "custom", "pushforward"]
  • [(10, 1), "Diffractor (forward)", "custom", "value_and_gradient!"]
  • [(10, 1), "Diffractor (forward)", "custom", "value_and_gradient"]
  • [(10, 1), "Diffractor (forward)", "custom", "value_and_pushforward!"]
  • [(10, 1), "Diffractor (forward)", "custom", "value_and_pushforward"]
  • [(10, 1), "Diffractor (forward)", "fallback", "gradient!"]
  • [(10, 1), "Diffractor (forward)", "fallback", "gradient"]
  • [(10, 1), "Diffractor (forward)", "fallback", "value_and_gradient!"]
  • [(10, 1), "Diffractor (forward)", "fallback", "value_and_gradient"]
  • [(10, 1), "Enzyme (forward)", "custom", "gradient!"]
  • [(10, 1), "Enzyme (forward)", "custom", "gradient"]
  • [(10, 1), "Enzyme (forward)", "custom", "pushforward!"]
  • [(10, 1), "Enzyme (forward)", "custom", "pushforward"]
  • [(10, 1), "Enzyme (forward)", "custom", "value_and_gradient!"]
  • [(10, 1), "Enzyme (forward)", "custom", "value_and_gradient"]
  • [(10, 1), "Enzyme (forward)", "custom", "value_and_pushforward!"]
  • [(10, 1), "Enzyme (forward)", "custom", "value_and_pushforward"]
  • [(10, 1), "Enzyme (forward)", "fallback", "gradient!"]
  • [(10, 1), "Enzyme (forward)", "fallback", "gradient"]
  • [(10, 1), "Enzyme (forward)", "fallback", "value_and_gradient!"]
  • [(10, 1), "Enzyme (forward)", "fallback", "value_and_gradient"]
  • [(10, 1), "Enzyme (reverse)", "custom", "gradient!"]
  • [(10, 1), "Enzyme (reverse)", "custom", "gradient"]
  • [(10, 1), "Enzyme (reverse)", "custom", "pullback!"]
  • [(10, 1), "Enzyme (reverse)", "custom", "pullback"]
  • [(10, 1), "Enzyme (reverse)", "custom", "value_and_gradient!"]
  • [(10, 1), "Enzyme (reverse)", "custom", "value_and_gradient"]
  • [(10, 1), "Enzyme (reverse)", "custom", "value_and_pullback!"]
  • [(10, 1), "Enzyme (reverse)", "custom", "value_and_pullback"]
  • [(10, 1), "Enzyme (reverse)", "fallback", "gradient!"]
  • [(10, 1), "Enzyme (reverse)", "fallback", "gradient"]
  • [(10, 1), "Enzyme (reverse)", "fallback", "value_and_gradient!"]
  • [(10, 1), "Enzyme (reverse)", "fallback", "value_and_gradient"]
  • [(10, 1), "FiniteDiff", "custom", "gradient!"]
  • [(10, 1), "FiniteDiff", "custom", "gradient"]
  • [(10, 1), "FiniteDiff", "custom", "pushforward!"]
  • [(10, 1), "FiniteDiff", "custom", "pushforward"]
  • [(10, 1), "FiniteDiff", "custom", "value_and_gradient!"]
  • [(10, 1), "FiniteDiff", "custom", "value_and_gradient"]
  • [(10, 1), "FiniteDiff", "custom", "value_and_pushforward!"]
  • [(10, 1), "FiniteDiff", "custom", "value_and_pushforward"]
  • [(10, 1), "FiniteDiff", "fallback", "gradient!"]
  • [(10, 1), "FiniteDiff", "fallback", "gradient"]
  • [(10, 1), "FiniteDiff", "fallback", "value_and_gradient!"]
  • [(10, 1), "FiniteDiff", "fallback", "value_and_gradient"]
  • [(10, 1), "ForwardDiff", "custom", "gradient!"]
  • [(10, 1), "ForwardDiff", "custom", "gradient"]
  • [(10, 1), "ForwardDiff", "custom", "pushforward!"]
  • [(10, 1), "ForwardDiff", "custom", "pushforward"]
  • [(10, 1), "ForwardDiff", "custom", "value_and_gradient!"]
  • [(10, 1), "ForwardDiff", "custom", "value_and_gradient"]
  • [(10, 1), "ForwardDiff", "custom", "value_and_pushforward!"]
  • [(10, 1), "ForwardDiff", "custom", "value_and_pushforward"]
  • [(10, 1), "ForwardDiff", "fallback", "gradient!"]
  • [(10, 1), "ForwardDiff", "fallback", "gradient"]
  • [(10, 1), "ForwardDiff", "fallback", "value_and_gradient!"]
  • [(10, 1), "ForwardDiff", "fallback", "value_and_gradient"]
  • [(10, 1), "PolyesterForwardDiff", "custom", "gradient!"]
  • [(10, 1), "PolyesterForwardDiff", "custom", "gradient"]
  • [(10, 1), "PolyesterForwardDiff", "custom", "pushforward!"]
  • [(10, 1), "PolyesterForwardDiff", "custom", "pushforward"]
  • [(10, 1), "PolyesterForwardDiff", "custom", "value_and_gradient!"]
  • [(10, 1), "PolyesterForwardDiff", "custom", "value_and_gradient"]
  • [(10, 1), "PolyesterForwardDiff", "custom", "value_and_pushforward!"]
  • [(10, 1), "PolyesterForwardDiff", "custom", "value_and_pushforward"]
  • [(10, 1), "PolyesterForwardDiff", "fallback", "gradient!"]
  • [(10, 1), "PolyesterForwardDiff", "fallback", "gradient"]
  • [(10, 1), "PolyesterForwardDiff", "fallback", "value_and_gradient!"]
  • [(10, 1), "PolyesterForwardDiff", "fallback", "value_and_gradient"]
  • [(10, 1), "ReverseDiff", "custom", "gradient!"]
  • [(10, 1), "ReverseDiff", "custom", "gradient"]
  • [(10, 1), "ReverseDiff", "custom", "pullback!"]
  • [(10, 1), "ReverseDiff", "custom", "pullback"]
  • [(10, 1), "ReverseDiff", "custom", "value_and_gradient!"]
  • [(10, 1), "ReverseDiff", "custom", "value_and_gradient"]
  • [(10, 1), "ReverseDiff", "custom", "value_and_pullback!"]
  • [(10, 1), "ReverseDiff", "custom", "value_and_pullback"]
  • [(10, 1), "ReverseDiff", "fallback", "gradient!"]
  • [(10, 1), "ReverseDiff", "fallback", "gradient"]
  • [(10, 1), "ReverseDiff", "fallback", "value_and_gradient!"]
  • [(10, 1), "ReverseDiff", "fallback", "value_and_gradient"]
  • [(10, 1), "Zygote", "custom", "gradient!"]
  • [(10, 1), "Zygote", "custom", "gradient"]
  • [(10, 1), "Zygote", "custom", "pullback!"]
  • [(10, 1), "Zygote", "custom", "pullback"]
  • [(10, 1), "Zygote", "custom", "value_and_gradient!"]
  • [(10, 1), "Zygote", "custom", "value_and_gradient"]
  • [(10, 1), "Zygote", "custom", "value_and_pullback!"]
  • [(10, 1), "Zygote", "custom", "value_and_pullback"]
  • [(10, 1), "Zygote", "fallback", "gradient!"]
  • [(10, 1), "Zygote", "fallback", "gradient"]
  • [(10, 1), "Zygote", "fallback", "value_and_gradient!"]
  • [(10, 1), "Zygote", "fallback", "value_and_gradient"]
  • [(10, 10), "ChainRules{Zygote}", "custom", "jacobian!"]
  • [(10, 10), "ChainRules{Zygote}", "custom", "jacobian"]
  • [(10, 10), "ChainRules{Zygote}", "custom", "pullback!"]
  • [(10, 10), "ChainRules{Zygote}", "custom", "pullback"]
  • [(10, 10), "ChainRules{Zygote}", "custom", "value_and_jacobian!"]
  • [(10, 10), "ChainRules{Zygote}", "custom", "value_and_jacobian"]
  • [(10, 10), "ChainRules{Zygote}", "custom", "value_and_pullback!"]
  • [(10, 10), "ChainRules{Zygote}", "custom", "value_and_pullback"]
  • [(10, 10), "ChainRules{Zygote}", "fallback", "jacobian!"]
  • [(10, 10), "ChainRules{Zygote}", "fallback", "jacobian"]
  • [(10, 10), "ChainRules{Zygote}", "fallback", "value_and_jacobian!"]
  • [(10, 10), "ChainRules{Zygote}", "fallback", "value_and_jacobian"]
  • [(10, 10), "Diffractor (forward)", "custom", "jacobian!"]
  • [(10, 10), "Diffractor (forward)", "custom", "jacobian"]
  • [(10, 10), "Diffractor (forward)", "custom", "pushforward!"]
  • [(10, 10), "Diffractor (forward)", "custom", "pushforward"]
  • [(10, 10), "Diffractor (forward)", "custom", "value_and_jacobian!"]
  • [(10, 10), "Diffractor (forward)", "custom", "value_and_jacobian"]
  • [(10, 10), "Diffractor (forward)", "custom", "value_and_pushforward!"]
  • [(10, 10), "Diffractor (forward)", "custom", "value_and_pushforward"]
  • [(10, 10), "Diffractor (forward)", "fallback", "jacobian!"]
  • [(10, 10), "Diffractor (forward)", "fallback", "jacobian"]
  • [(10, 10), "Diffractor (forward)", "fallback", "value_and_jacobian!"]
  • [(10, 10), "Diffractor (forward)", "fallback", "value_and_jacobian"]
  • [(10, 10), "Enzyme (forward)", "custom", "jacobian!"]
  • [(10, 10), "Enzyme (forward)", "custom", "jacobian"]
  • [(10, 10), "Enzyme (forward)", "custom", "pushforward!"]
  • [(10, 10), "Enzyme (forward)", "custom", "pushforward"]
  • [(10, 10), "Enzyme (forward)", "custom", "value_and_jacobian!"]
  • [(10, 10), "Enzyme (forward)", "custom", "value_and_jacobian"]
  • [(10, 10), "Enzyme (forward)", "custom", "value_and_pushforward!"]
  • [(10, 10), "Enzyme (forward)", "custom", "value_and_pushforward"]
  • [(10, 10), "Enzyme (forward)", "fallback", "jacobian!"]
  • [(10, 10), "Enzyme (forward)", "fallback", "jacobian"]
  • [(10, 10), "Enzyme (forward)", "fallback", "value_and_jacobian!"]
  • [(10, 10), "Enzyme (forward)", "fallback", "value_and_jacobian"]
  • [(10, 10), "FiniteDiff", "custom", "jacobian!"]
  • [(10, 10), "FiniteDiff", "custom", "jacobian"]
  • [(10, 10), "FiniteDiff", "custom", "pushforward!"]
  • [(10, 10), "FiniteDiff", "custom", "pushforward"]
  • [(10, 10), "FiniteDiff", "custom", "value_and_jacobian!"]
  • [(10, 10), "FiniteDiff", "custom", "value_and_jacobian"]
  • [(10, 10), "FiniteDiff", "custom", "value_and_pushforward!"]
  • [(10, 10), "FiniteDiff", "custom", "value_and_pushforward"]
  • [(10, 10), "FiniteDiff", "fallback", "jacobian!"]
  • [(10, 10), "FiniteDiff", "fallback", "jacobian"]
  • [(10, 10), "FiniteDiff", "fallback", "value_and_jacobian!"]
  • [(10, 10), "FiniteDiff", "fallback", "value_and_jacobian"]
  • [(10, 10), "ForwardDiff", "custom", "jacobian!"]
  • [(10, 10), "ForwardDiff", "custom", "jacobian"]
  • [(10, 10), "ForwardDiff", "custom", "pushforward!"]
  • [(10, 10), "ForwardDiff", "custom", "pushforward"]
  • [(10, 10), "ForwardDiff", "custom", "value_and_jacobian!"]
  • [(10, 10), "ForwardDiff", "custom", "value_and_jacobian"]
  • [(10, 10), "ForwardDiff", "custom", "value_and_pushforward!"]
  • [(10, 10), "ForwardDiff", "custom", "value_and_pushforward"]
  • [(10, 10), "ForwardDiff", "fallback", "jacobian!"]
  • [(10, 10), "ForwardDiff", "fallback", "jacobian"]
  • [(10, 10), "ForwardDiff", "fallback", "value_and_jacobian!"]
  • [(10, 10), "ForwardDiff", "fallback", "value_and_jacobian"]
  • [(10, 10), "PolyesterForwardDiff", "custom", "jacobian!"]
  • [(10, 10), "PolyesterForwardDiff", "custom", "jacobian"]
  • [(10, 10), "PolyesterForwardDiff", "custom", "pushforward!"]
  • [(10, 10), "PolyesterForwardDiff", "custom", "pushforward"]
  • [(10, 10), "PolyesterForwardDiff", "custom", "value_and_jacobian!"]
  • [(10, 10), "PolyesterForwardDiff", "custom", "value_and_jacobian"]
  • [(10, 10), "PolyesterForwardDiff", "custom", "value_and_pushforward!"]
  • [(10, 10), "PolyesterForwardDiff", "custom", "value_and_pushforward"]
  • [(10, 10), "PolyesterForwardDiff", "fallback", "jacobian!"]
  • [(10, 10), "PolyesterForwardDiff", "fallback", "jacobian"]
  • [(10, 10), "PolyesterForwardDiff", "fallback", "value_and_jacobian!"]
  • [(10, 10), "PolyesterForwardDiff", "fallback", "value_and_jacobian"]
  • [(10, 10), "ReverseDiff", "custom", "jacobian!"]
  • [(10, 10), "ReverseDiff", "custom", "jacobian"]
  • [(10, 10), "ReverseDiff", "custom", "pullback!"]
  • [(10, 10), "ReverseDiff", "custom", "pullback"]
  • [(10, 10), "ReverseDiff", "custom", "value_and_jacobian!"]
  • [(10, 10), "ReverseDiff", "custom", "value_and_jacobian"]
  • [(10, 10), "ReverseDiff", "custom", "value_and_pullback!"]
  • [(10, 10), "ReverseDiff", "custom", "value_and_pullback"]
  • [(10, 10), "ReverseDiff", "fallback", "jacobian!"]
  • [(10, 10), "ReverseDiff", "fallback", "jacobian"]
  • [(10, 10), "ReverseDiff", "fallback", "value_and_jacobian!"]
  • [(10, 10), "ReverseDiff", "fallback", "value_and_jacobian"]
  • [(10, 10), "Zygote", "custom", "jacobian!"]
  • [(10, 10), "Zygote", "custom", "jacobian"]
  • [(10, 10), "Zygote", "custom", "pullback!"]
  • [(10, 10), "Zygote", "custom", "pullback"]
  • [(10, 10), "Zygote", "custom", "value_and_jacobian!"]
  • [(10, 10), "Zygote", "custom", "value_and_jacobian"]
  • [(10, 10), "Zygote", "custom", "value_and_pullback!"]
  • [(10, 10), "Zygote", "custom", "value_and_pullback"]
  • [(10, 10), "Zygote", "fallback", "jacobian!"]
  • [(10, 10), "Zygote", "fallback", "jacobian"]
  • [(10, 10), "Zygote", "fallback", "value_and_jacobian!"]
  • [(10, 10), "Zygote", "fallback", "value_and_jacobian"]

Julia versioninfo

Julia Version 1.10.2
Commit bd47eca2c8a (2024-03-01 10:14 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1016-azure #16~22.04.1-Ubuntu SMP Fri Feb 16 15:42:02 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  3001 MHz       4427 s          0 s        156 s       7379 s          0 s
       #2  2445 MHz       3782 s          0 s        176 s       7989 s          0 s
       #3  3242 MHz       3721 s          0 s        180 s       8050 s          0 s
       #4  3272 MHz       2605 s          0 s        183 s       9175 s          0 s
  Memory: 15.606498718261719 GB (13961.99609375 MB free)
  Uptime: 1200.39 sec
  Load Avg:  1.0  1.07  1.0
  WORD_SIZE: 64
  LIBM: libopenlibm
  LLVM: libLLVM-15.0.7 (ORCJIT, znver3)
Threads: 1 default, 0 interactive, 1 GC (on 4 virtual cores)

Runtime information

Runtime Info
BLAS #threads 2
BLAS.vendor() lbt
Sys.CPU_THREADS 4

lscpu output:

Architecture:                       x86_64
CPU op-mode(s):                     32-bit, 64-bit
Address sizes:                      48 bits physical, 48 bits virtual
Byte Order:                         Little Endian
CPU(s):                             4
On-line CPU(s) list:                0-3
Vendor ID:                          AuthenticAMD
Model name:                         AMD EPYC 7763 64-Core Processor
CPU family:                         25
Model:                              1
Thread(s) per core:                 2
Core(s) per socket:                 2
Socket(s):                          1
Stepping:                           1
BogoMIPS:                           4890.85
Flags:                              fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ht syscall nx mmxext fxsr_opt pdpe1gb rdtscp lm constant_tsc rep_good nopl tsc_reliable nonstop_tsc cpuid extd_apicid aperfmperf pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm cmp_legacy svm cr8_legacy abm sse4a misalignsse 3dnowprefetch osvw topoext invpcid_single vmmcall fsgsbase bmi1 avx2 smep bmi2 erms invpcid rdseed adx smap clflushopt clwb sha_ni xsaveopt xsavec xgetbv1 xsaves clzero xsaveerptr rdpru arat npt nrip_save tsc_scale vmcb_clean flushbyasid decodeassists pausefilter pfthreshold v_vmsave_vmload umip vaes vpclmulqdq rdpid fsrm
Virtualization:                     AMD-V
Hypervisor vendor:                  Microsoft
Virtualization type:                full
L1d cache:                          64 KiB (2 instances)
L1i cache:                          64 KiB (2 instances)
L2 cache:                           1 MiB (2 instances)
L3 cache:                           32 MiB (1 instance)
NUMA node(s):                       1
NUMA node0 CPU(s):                  0-3
Vulnerability Gather data sampling: Not affected
Vulnerability Itlb multihit:        Not affected
Vulnerability L1tf:                 Not affected
Vulnerability Mds:                  Not affected
Vulnerability Meltdown:             Not affected
Vulnerability Mmio stale data:      Not affected
Vulnerability Retbleed:             Not affected
Vulnerability Spec rstack overflow: Vulnerable: Safe RET, no microcode
Vulnerability Spec store bypass:    Vulnerable
Vulnerability Spectre v1:           Mitigation; usercopy/swapgs barriers and __user pointer sanitization
Vulnerability Spectre v2:           Mitigation; Retpolines, STIBP disabled, RSB filling, PBRSB-eIBRS Not affected
Vulnerability Srbds:                Not affected
Vulnerability Tsx async abort:      Not affected
Cpu Property Value
Brand AMD EPYC 7763 64-Core Processor
Vendor :AMD
Architecture :Unknown
Model Family: 0xaf, Model: 0x01, Stepping: 0x01, Type: 0x00
Cores 16 physical cores, 16 logical cores (on executing CPU)
No Hyperthreading hardware capability detected
Clock Frequencies Not supported by CPU
Data Cache Level 1:3 : (32, 512, 32768) kbytes
64 byte cache line size
Address Size 48 bits virtual, 48 bits physical
SIMD 256 bit = 32 byte max. SIMD vector size
Time Stamp Counter TSC is accessible via rdtsc
TSC runs at constant rate (invariant from clock frequency)
Perf. Monitoring Performance Monitoring Counters (PMC) are not supported
Hypervisor Yes, Microsoft

adrhill
adrhill reviewed Mar 12, 2024
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docs/src/design.md
@@ -35,7 +35,23 @@ Whenever it makes sense, four variants of the same operator are defined:

Replace `something` with `derivative`, `multiderivative`, `gradient`, `jacobian`, `pushforward` or `pullback` to get the correct name.
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@adrhill adrhill Mar 12, 2024 •
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Let's emphasize this with an admonition (I personally read over it).

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@adrhill adrhill Mar 12, 2024 •
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And maybe change "primal too" to "primal and differential", or at least swap the rows.

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sounds good

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EDIT: "primal and differential"

src/array_scalar.jl Show resolved Hide resolved
src/array_scalar.jl Show resolved Hide resolved
src/array_array.jl Show resolved Hide resolved
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@gdalle gdalle merged commit f628fc6 into main Mar 12, 2024
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@gdalle gdalle deleted the gd/remove_implem_add_prepare branch March 12, 2024 16:07
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@gdalle @codecov-commenter @adrhill