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Fix tracer overloads on exponent function #126

Merged
merged 10 commits into from
Jun 18, 2024
Merged

Fix tracer overloads on exponent function #126

merged 10 commits into from
Jun 18, 2024

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adrhill
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@adrhill adrhill commented Jun 18, 2024 •
edited
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This is an attempt at faster empty tracer construction by leaving sparsity-patterns fields undefined using partial initialization.
This is possible due to the addition of the isempty field in #119.

This PR cleans up some minor things:

  • have specialized ^ methods call "outer" overloads instead of "inner" overloads and add tests for this
  • improve printing of tracers
  • let the Julia compiler figure out inlining
  • refactor test_similar to not look at tracer internals

adrhill added 2 commits June 18, 2024 14:21
@adrhill
Accelerate empty set construction
d882a11 
by not initializing pattern fields
@adrhill
Update tests
f89fb0c
@adrhill adrhill added run benchmark Run benchmarks in CI and removed run benchmark Run benchmarks in CI labels Jun 18, 2024
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codecov-commenter commented Jun 18, 2024 •
edited
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Codecov Report

Attention: Patch coverage is 60.71429% with 33 lines in your changes missing coverage. Please review.

Project coverage is 86.48%. Comparing base (64d90f3) to head (beb7762).

Files Patch % Lines
src/tracers.jl 36.53% 33 Missing ⚠️
Additional details and impacted files 
@@            Coverage Diff             @@
##             main     #126      +/-   ##
==========================================
- Coverage   87.96%   86.48%   -1.48%     
==========================================
  Files          31       31              
  Lines        1354     1347       -7     
==========================================
- Hits         1191     1165      -26     
- Misses        163      182      +19

☔ View full report in Codecov by Sentry.
📢 Have feedback on the report? Share it here.

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Benchmark result

Judge result

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

Job Properties

  • Time of benchmarks:
    • Target: 18 Jun 2024 - 14:05
    • Baseline: 18 Jun 2024 - 14:32
  • Package commits:
    • Target: 3465db
    • Baseline: c0f1dc
  • Julia commits:
    • Target: 48d4fd
    • Baseline: 48d4fd
  • 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
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=100"] 0.85 (5%) ✅ 1.01 (1%) ❌
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 1.03 (5%) 1.09 (1%) ❌
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 1.02 (5%) 1.13 (1%) ❌
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=100"] 1.04 (5%) 1.04 (1%) ❌
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 1.04 (5%) 1.16 (1%) ❌
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 1.04 (5%) 1.20 (1%) ❌
["Jacobian", "Global", "BitSet", "Conv", "size=128x128x3"] 1.12 (5%) ❌ 0.99 (1%)
["Jacobian", "Global", "BitSet", "Conv", "size=28x28x3"] 0.85 (5%) ✅ 0.92 (1%) ✅
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=100"] 1.14 (5%) ❌ 1.03 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=24"] 1.03 (5%) 1.03 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.02 (5%) 1.03 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=100"] 1.06 (5%) ❌ 1.09 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=24"] 1.03 (5%) 1.09 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=6"] 1.02 (5%) 1.09 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Conv", "size=128x128x3"] 1.06 (5%) ❌ 1.07 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Conv", "size=28x28x3"] 1.00 (5%) 1.07 (1%) ❌
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=100"] 1.09 (5%) ❌ 1.00 (1%)
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=100"] 1.09 (5%) ❌ 1.06 (1%) ❌
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 1.02 (5%) 1.06 (1%) ❌
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 1.02 (5%) 1.06 (1%) ❌
["Jacobian", "Global", "RecursiveSet", "Conv", "size=128x128x3"] 0.97 (5%) 0.92 (1%) ✅
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 1.00 (5%) 0.92 (1%) ✅
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=100"] 1.05 (5%) 1.08 (1%) ❌
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 0.99 (5%) 1.08 (1%) ❌
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 0.99 (5%) 1.08 (1%) ❌
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 0.87 (5%) ✅ 0.82 (1%) ✅
["Jacobian", "Global", "Set", "Conv", "size=28x28x3"] 0.89 (5%) ✅ 0.82 (1%) ✅
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=100"] 1.12 (5%) ❌ 1.18 (1%) ❌
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.04 (5%) 1.17 (1%) ❌
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 1.05 (5%) ❌ 1.17 (1%) ❌
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=100"] 1.09 (5%) ❌ 1.26 (1%) ❌
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 1.07 (5%) ❌ 1.25 (1%) ❌
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 1.05 (5%) 1.25 (1%) ❌
["Jacobian", "Global", "SortedVector", "Conv", "size=128x128x3"] 0.98 (5%) 1.07 (1%) ❌
["Jacobian", "Global", "SortedVector", "Conv", "size=28x28x3"] 0.93 (5%) ✅ 1.06 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=100"] 0.85 (5%) ✅ 1.01 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 0.96 (5%) 1.09 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 0.96 (5%) 1.12 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=100"] 0.97 (5%) 1.04 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 1.03 (5%) 1.15 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 1.01 (5%) 1.18 (1%) ❌
["Jacobian", "Local", "BitSet", "Conv", "size=128x128x3"] 0.84 (5%) ✅ 0.99 (1%)
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 0.83 (5%) ✅ 0.91 (1%) ✅
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=100"] 1.06 (5%) ❌ 1.03 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=24"] 1.01 (5%) 1.03 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.00 (5%) 1.03 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=100"] 1.06 (5%) ❌ 1.09 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=24"] 1.03 (5%) 1.09 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=6"] 1.02 (5%) 1.09 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Conv", "size=128x128x3"] 0.99 (5%) 1.07 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Conv", "size=28x28x3"] 0.98 (5%) 1.07 (1%) ❌
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=100"] 1.09 (5%) ❌ 1.06 (1%) ❌
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 1.01 (5%) 1.06 (1%) ❌
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 1.01 (5%) 1.06 (1%) ❌
["Jacobian", "Local", "RecursiveSet", "Conv", "size=128x128x3"] 0.96 (5%) 0.92 (1%) ✅
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 1.01 (5%) 0.92 (1%) ✅
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=100"] 1.06 (5%) ❌ 1.08 (1%) ❌
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 0.98 (5%) 1.08 (1%) ❌
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 0.99 (5%) 1.08 (1%) ❌
["Jacobian", "Local", "Set", "Conv", "size=128x128x3"] 0.88 (5%) ✅ 0.82 (1%) ✅
["Jacobian", "Local", "Set", "Conv", "size=28x28x3"] 0.87 (5%) ✅ 0.82 (1%) ✅
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=100"] 1.10 (5%) ❌ 1.17 (1%) ❌
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 1.04 (5%) 1.17 (1%) ❌
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 1.05 (5%) 1.16 (1%) ❌
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=100"] 1.08 (5%) ❌ 1.24 (1%) ❌
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 1.07 (5%) ❌ 1.23 (1%) ❌
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 1.05 (5%) 1.23 (1%) ❌
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 1.00 (5%) 1.07 (1%) ❌
["Jacobian", "Local", "SortedVector", "Conv", "size=28x28x3"] 0.92 (5%) ✅ 1.06 (1%) ❌
["OptimizationProblems", "britgas", "Hessian"] 0.91 (5%) ✅ 1.01 (1%) ❌
["OptimizationProblems", "britgas", "Jacobian"] 1.04 (5%) 1.24 (1%) ❌

Benchmark Group List

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

  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Target

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  3174 MHz       9234 s          0 s        655 s      28986 s          0 s
       #2  3149 MHz       9306 s          0 s        628 s      28949 s          0 s
       #3  3243 MHz      10284 s          0 s        688 s      27906 s          0 s
       #4  3289 MHz      12459 s          0 s        730 s      25697 s          0 s
  Memory: 15.606502532958984 GB (13103.96484375 MB free)
  Uptime: 3896.96 sec
  Load Avg:  1.0  1.03  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)

Baseline

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  2445 MHz      13073 s          0 s        860 s      40724 s          0 s
       #2  3203 MHz      13360 s          1 s        881 s      40426 s          0 s
       #3  3247 MHz      14291 s          0 s        906 s      39467 s          0 s
       #4  3242 MHz      15940 s          0 s        993 s      37738 s          0 s
  Memory: 15.606502532958984 GB (12954.98828125 MB free)
  Uptime: 5478.29 sec
  Load Avg:  1.1  1.03  1.01
  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/SparseConnectivityTracer.jl/SparseConnectivityTracer.jl

Job Properties

  • Time of benchmark: 18 Jun 2024 - 14:5
  • Package commit: 3465db
  • Julia commit: 48d4fd
  • 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
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.350 ms (5%) 68.22 MiB (1%) 119045
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 198.186 ms (5%) 4.301 ms 344.59 MiB (1%) 303588
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 541.611 ms (5%) 9.430 ms 769.93 MiB (1%) 568315
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.244 s (5%) 21.080 ms 1.59 GiB (1%) 1050220
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 172.586 ms (5%) 3.539 ms 226.95 MiB (1%) 243507
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 667.685 ms (5%) 13.624 ms 816.83 MiB (1%) 494321
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 63.803 ms (5%) 97.66 MiB (1%) 91000
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 274.365 ms (5%) 4.378 ms 357.12 MiB (1%) 183880
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.200 ms (5%) 10.84 MiB (1%) 24484
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.370 s (5%) 18.437 ms 1.64 GiB (1%) 378563
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 22.461 ms (5%) 39.54 MiB (1%) 43403
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 130.175 ms (5%) 1.416 ms 156.03 MiB (1%) 84207
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 480.128 ms (5%) 22.228 ms 1.16 GiB (1%) 804720
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 212.485 ms (5%) 6.355 ms 420.11 MiB (1%) 469391
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 608.342 ms (5%) 15.220 ms 1000.51 MiB (1%) 1154357
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.833 s (5%) 55.692 ms 3.11 GiB (1%) 3548090
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 1.069 s (5%) 46.474 ms 2.50 GiB (1%) 1651151
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 2.498 s (5%) 99.290 ms 5.49 GiB (1%) 3342571
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 150.911 ms (5%) 9.021 ms 246.94 MiB (1%) 721826
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 434.021 ms (5%) 13.955 ms 679.91 MiB (1%) 1517529
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.355 ms (5%) 13.36 MiB (1%) 18718
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.705 s (5%) 41.347 ms 2.30 GiB (1%) 3105872
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 23.397 ms (5%) 44.78 MiB (1%) 60012
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 135.452 ms (5%) 1.863 ms 174.88 MiB (1%) 184129
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 343.180 ms (5%) 18.693 ms 752.13 MiB (1%) 645258
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 231.189 ms (5%) 8.407 ms 382.46 MiB (1%) 694747
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 635.531 ms (5%) 21.631 ms 948.45 MiB (1%) 1567782
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.702 s (5%) 62.514 ms 2.47 GiB (1%) 3770155
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 782.234 ms (5%) 42.914 ms 1.57 GiB (1%) 1311420
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 1.897 s (5%) 91.839 ms 3.58 GiB (1%) 2652108
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 162.619 ms (5%) 10.047 ms 312.50 MiB (1%) 956325
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 457.071 ms (5%) 19.660 ms 817.03 MiB (1%) 1999937
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.297 ms (5%) 14.00 MiB (1%) 57652
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.731 s (5%) 50.919 ms 2.57 GiB (1%) 4069152
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 26.548 ms (5%) 49.11 MiB (1%) 132028
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 145.089 ms (5%) 3.069 ms 184.23 MiB (1%) 330980
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 50.674 ms (5%) 73.32 MiB (1%) 140499
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 228.358 ms (5%) 7.006 ms 378.74 MiB (1%) 326058
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 577.374 ms (5%) 10.975 ms 802.38 MiB (1%) 604491
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.288 s (5%) 23.575 ms 1.62 GiB (1%) 1123396
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 180.978 ms (5%) 4.118 ms 237.27 MiB (1%) 282299
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 688.128 ms (5%) 15.257 ms 840.37 MiB (1%) 566212
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 65.093 ms (5%) 93.30 MiB (1%) 92188
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 278.141 ms (5%) 4.643 ms 358.26 MiB (1%) 186779
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.961 ms (5%) 14.83 MiB (1%) 25840
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.386 s (5%) 20.526 ms 1.65 GiB (1%) 373211
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 24.959 ms (5%) 43.63 MiB (1%) 42665
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 132.226 ms (5%) 1.539 ms 159.41 MiB (1%) 78845
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 45.724 ms (5%) 66.02 MiB (1%) 97336
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 198.279 ms (5%) 4.467 ms 341.35 MiB (1%) 237239
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 536.372 ms (5%) 9.427 ms 753.74 MiB (1%) 441947
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.229 s (5%) 20.270 ms 1.55 GiB (1%) 822903
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 168.431 ms (5%) 2.204 ms 222.36 MiB (1%) 195454
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 662.655 ms (5%) 13.138 ms 806.69 MiB (1%) 391787
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 59.979 ms (5%) 91.11 MiB (1%) 56608
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 260.431 ms (5%) 3.040 ms 333.15 MiB (1%) 113335
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.524 ms (5%) 13.26 MiB (1%) 18625
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.352 s (5%) 20.490 ms 1.61 GiB (1%) 226812
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 21.975 ms (5%) 38.89 MiB (1%) 31246
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 128.498 ms (5%) 1.482 ms 154.67 MiB (1%) 59421
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.337 ms (5%) 68.23 MiB (1%) 119246
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 198.184 ms (5%) 4.359 ms 344.73 MiB (1%) 306790
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 542.453 ms (5%) 9.678 ms 770.08 MiB (1%) 571517
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.240 s (5%) 19.440 ms 1.59 GiB (1%) 1053422
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 172.996 ms (5%) 3.539 ms 226.97 MiB (1%) 243908
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 670.134 ms (5%) 13.657 ms 816.86 MiB (1%) 495122
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 63.898 ms (5%) 94.60 MiB (1%) 91125
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 270.853 ms (5%) 4.345 ms 350.29 MiB (1%) 183658
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.449 ms (5%) 12.13 MiB (1%) 25266
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.373 s (5%) 19.852 ms 1.63 GiB (1%) 378887
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 22.844 ms (5%) 40.95 MiB (1%) 44252
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 128.446 ms (5%) 1.429 ms 156.16 MiB (1%) 84992
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 479.336 ms (5%) 20.151 ms 1.16 GiB (1%) 804921
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 214.861 ms (5%) 7.165 ms 420.25 MiB (1%) 472593
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 606.232 ms (5%) 14.608 ms 1000.66 MiB (1%) 1157559
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.822 s (5%) 51.720 ms 3.11 GiB (1%) 3551292
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 1.074 s (5%) 48.490 ms 2.50 GiB (1%) 1651552
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 2.489 s (5%) 98.328 ms 5.49 GiB (1%) 3343372
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 152.455 ms (5%) 8.994 ms 253.02 MiB (1%) 726239
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 436.378 ms (5%) 14.581 ms 679.55 MiB (1%) 1518262
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.718 ms (5%) 17.21 MiB (1%) 19579
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.690 s (5%) 40.059 ms 2.30 GiB (1%) 3095358
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 23.730 ms (5%) 46.22 MiB (1%) 60811
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 134.974 ms (5%) 1.874 ms 175.34 MiB (1%) 184614
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 342.650 ms (5%) 18.159 ms 752.14 MiB (1%) 645459
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 232.128 ms (5%) 8.241 ms 382.61 MiB (1%) 697949
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 639.000 ms (5%) 23.836 ms 948.60 MiB (1%) 1570984
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.698 s (5%) 61.920 ms 2.47 GiB (1%) 3773357
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 777.684 ms (5%) 40.222 ms 1.57 GiB (1%) 1311821
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 1.887 s (5%) 88.061 ms 3.58 GiB (1%) 2652909
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 167.027 ms (5%) 10.835 ms 316.94 MiB (1%) 958713
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 455.292 ms (5%) 20.012 ms 813.90 MiB (1%) 1990575
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.589 ms (5%) 15.27 MiB (1%) 58438
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.736 s (5%) 52.200 ms 2.57 GiB (1%) 4075363
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 27.796 ms (5%) 50.10 MiB (1%) 132768
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 145.511 ms (5%) 3.077 ms 185.74 MiB (1%) 331626
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 50.779 ms (5%) 73.33 MiB (1%) 140700
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 227.056 ms (5%) 4.682 ms 378.89 MiB (1%) 329260
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 578.020 ms (5%) 10.902 ms 802.53 MiB (1%) 607693
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.289 s (5%) 22.520 ms 1.62 GiB (1%) 1126598
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 180.870 ms (5%) 4.130 ms 237.29 MiB (1%) 282700
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 690.453 ms (5%) 15.577 ms 840.41 MiB (1%) 567013
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 67.419 ms (5%) 104.65 MiB (1%) 93466
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 276.638 ms (5%) 4.753 ms 354.61 MiB (1%) 186703
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.287 ms (5%) 16.51 MiB (1%) 26834
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.384 s (5%) 19.867 ms 1.65 GiB (1%) 373156
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 25.412 ms (5%) 44.78 MiB (1%) 43477
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 133.141 ms (5%) 1.528 ms 160.68 MiB (1%) 79484
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 45.741 ms (5%) 66.03 MiB (1%) 97537
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 198.520 ms (5%) 4.312 ms 341.49 MiB (1%) 240441
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 536.720 ms (5%) 9.370 ms 753.89 MiB (1%) 445149
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.226 s (5%) 19.400 ms 1.55 GiB (1%) 826105
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 168.020 ms (5%) 2.189 ms 222.38 MiB (1%) 195855
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 664.156 ms (5%) 14.366 ms 806.72 MiB (1%) 392588
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 59.461 ms (5%) 88.76 MiB (1%) 56652
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 264.386 ms (5%) 4.430 ms 344.79 MiB (1%) 114567
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.567 ms (5%) 12.39 MiB (1%) 19250
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.359 s (5%) 19.996 ms 1.62 GiB (1%) 228497
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 22.498 ms (5%) 40.16 MiB (1%) 32019
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 128.066 ms (5%) 1.403 ms 155.31 MiB (1%) 60192
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=100"] 164.917 ms (5%) 36.854 ms 753.59 MiB (1%) 1545744
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 2.672 ms (5%) 6.42 MiB (1%) 85843
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 152.498 μs (5%) 294.44 KiB (1%) 4509
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=100"] 44.154 ms (5%) 152.08 MiB (1%) 646016
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 1.060 ms (5%) 2.45 MiB (1%) 36088
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 57.438 μs (5%) 127.12 KiB (1%) 2044
["Jacobian", "Global", "BitSet", "Conv", "size=128x128x3"] 2.334 s (5%) 696.135 ms 18.47 GiB (1%) 11587307
["Jacobian", "Global", "BitSet", "Conv", "size=28x28x3"] 16.033 ms (5%) 58.01 MiB (1%) 418998
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.607 μs (5%) 19.47 KiB (1%) 364
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 70.934 μs (5%) 161.27 KiB (1%) 2122
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 161.223 μs (5%) 383.94 KiB (1%) 4963
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 315.694 μs (5%) 728.94 KiB (1%) 12323
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=100"] 448.507 ms (5%) 47.605 ms 530.00 MiB (1%) 3580153
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.834 ms (5%) 30.94 MiB (1%) 206338
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.079 ms (5%) 1.94 MiB (1%) 13005
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=100"] 65.046 ms (5%) 81.63 MiB (1%) 960057
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.602 ms (5%) 4.73 MiB (1%) 55337
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=6"] 219.272 μs (5%) 303.78 KiB (1%) 3485
["Jacobian", "Global", "DuplicateVector", "Conv", "size=128x128x3"] 1.146 s (5%) 93.913 ms 1.09 GiB (1%) 9447021
["Jacobian", "Global", "DuplicateVector", "Conv", "size=28x28x3"] 36.090 ms (5%) 44.36 MiB (1%) 355006
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 4.842 μs (5%) 12.19 KiB (1%) 228
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 1.757 ms (5%) 2.66 MiB (1%) 13756
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 6.031 ms (5%) 15.13 MiB (1%) 29673
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 184.213 ms (5%) 5.220 ms 959.83 MiB (1%) 36432
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=100"] 1.131 s (5%) 77.665 ms 443.94 MiB (1%) 4020267
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=24"] 53.287 ms (5%) 25.85 MiB (1%) 231682
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.332 ms (5%) 1.62 MiB (1%) 14589
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=100"] 81.860 ms (5%) 7.526 ms 95.36 MiB (1%) 1200056
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.522 ms (5%) 5.52 MiB (1%) 69160
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 205.557 μs (5%) 354.38 KiB (1%) 4348
["Jacobian", "Global", "RecursiveSet", "Conv", "size=128x128x3"] 12.199 s (5%) 1.592 s 9.37 GiB (1%) 41651235
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 379.147 ms (5%) 26.310 ms 352.47 MiB (1%) 1546436
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 9.207 μs (5%) 31.11 KiB (1%) 485
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 7.187 ms (5%) 3.65 MiB (1%) 21144
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 222.243 ms (5%) 9.51 MiB (1%) 41387
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 26.840 s (5%) 10.13 MiB (1%) 47354
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=100"] 287.887 ms (5%) 34.895 ms 331.26 MiB (1%) 2660153
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=24"] 11.263 ms (5%) 19.10 MiB (1%) 153346
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=6"] 640.626 μs (5%) 1.20 MiB (1%) 9693
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=100"] 45.909 ms (5%) 75.22 MiB (1%) 880057
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 2.236 ms (5%) 4.36 MiB (1%) 50729
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 117.320 μs (5%) 280.16 KiB (1%) 3197
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 2.309 s (5%) 225.561 ms 3.02 GiB (1%) 22424187
["Jacobian", "Global", "Set", "Conv", "size=28x28x3"] 79.184 ms (5%) 5.723 ms 119.04 MiB (1%) 843010
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 10.019 μs (5%) 34.12 KiB (1%) 480
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 253.296 μs (5%) 524.00 KiB (1%) 4031
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 1.220 ms (5%) 2.36 MiB (1%) 10676
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.253 ms (5%) 8.90 MiB (1%) 32405
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=100"] 38.419 ms (5%) 86.97 MiB (1%) 920153
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.977 ms (5%) 5.03 MiB (1%) 53122
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 141.787 μs (5%) 329.88 KiB (1%) 3429
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=100"] 11.732 ms (5%) 28.07 MiB (1%) 400057
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 658.960 μs (5%) 1.65 MiB (1%) 23081
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 41.789 μs (5%) 106.34 KiB (1%) 1469
["Jacobian", "Global", "SortedVector", "Conv", "size=128x128x3"] 667.984 ms (5%) 86.044 ms 1.09 GiB (1%) 9447021
["Jacobian", "Global", "SortedVector", "Conv", "size=28x28x3"] 18.410 ms (5%) 44.36 MiB (1%) 355006
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.194 μs (5%) 17.03 KiB (1%) 362
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 93.526 μs (5%) 222.06 KiB (1%) 1953
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 238.779 μs (5%) 745.47 KiB (1%) 3894
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 612.363 μs (5%) 2.13 MiB (1%) 9425
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=100"] 173.716 ms (5%) 44.537 ms 754.96 MiB (1%) 1545748
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 2.648 ms (5%) 6.49 MiB (1%) 85852
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 151.465 μs (5%) 299.69 KiB (1%) 4511
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=100"] 43.525 ms (5%) 152.84 MiB (1%) 646022
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 1.065 ms (5%) 2.50 MiB (1%) 36093
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 59.202 μs (5%) 130.22 KiB (1%) 2047
["Jacobian", "Local", "BitSet", "Conv", "size=128x128x3"] 1.980 s (5%) 347.561 ms 18.48 GiB (1%) 11587319
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 16.565 ms (5%) 58.10 MiB (1%) 419010
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.738 μs (5%) 26.86 KiB (1%) 366
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 78.959 μs (5%) 179.83 KiB (1%) 2281
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 164.690 μs (5%) 400.78 KiB (1%) 5147
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 311.877 μs (5%) 737.34 KiB (1%) 12327
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=100"] 458.486 ms (5%) 46.110 ms 533.63 MiB (1%) 3580157
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.809 ms (5%) 31.02 MiB (1%) 206347
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.085 ms (5%) 1.95 MiB (1%) 13007
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=100"] 66.110 ms (5%) 82.39 MiB (1%) 960063
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.632 ms (5%) 4.78 MiB (1%) 55342
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=6"] 222.087 μs (5%) 306.88 KiB (1%) 3488
["Jacobian", "Local", "DuplicateVector", "Conv", "size=128x128x3"] 1.160 s (5%) 90.820 ms 1.10 GiB (1%) 9447033
["Jacobian", "Local", "DuplicateVector", "Conv", "size=28x28x3"] 36.210 ms (5%) 44.45 MiB (1%) 355018
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 6.838 μs (5%) 24.58 KiB (1%) 343
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 1.317 ms (5%) 1.91 MiB (1%) 11535
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 5.949 ms (5%) 14.81 MiB (1%) 29561
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 169.314 ms (5%) 4.291 ms 917.33 MiB (1%) 36238
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=100"] 1.116 s (5%) 79.008 ms 445.31 MiB (1%) 4020271
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=24"] 53.220 ms (5%) 25.93 MiB (1%) 231691
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.342 ms (5%) 1.63 MiB (1%) 14591
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=100"] 82.124 ms (5%) 96.12 MiB (1%) 1200062
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.515 ms (5%) 5.57 MiB (1%) 69165
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 207.751 μs (5%) 357.47 KiB (1%) 4351
["Jacobian", "Local", "RecursiveSet", "Conv", "size=128x128x3"] 12.759 s (5%) 2.096 s 9.38 GiB (1%) 41651247
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 395.861 ms (5%) 30.350 ms 352.56 MiB (1%) 1546448
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 16.832 μs (5%) 53.64 KiB (1%) 687
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 5.704 ms (5%) 3.59 MiB (1%) 19386
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 184.881 ms (5%) 8.69 MiB (1%) 39656
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 18.462 s (5%) 11.61 MiB (1%) 50438
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=100"] 305.216 ms (5%) 48.311 ms 332.63 MiB (1%) 2660157
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=24"] 11.428 ms (5%) 19.18 MiB (1%) 153355
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=6"] 646.827 μs (5%) 1.21 MiB (1%) 9695
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=100"] 47.612 ms (5%) 75.98 MiB (1%) 880063
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 2.242 ms (5%) 4.41 MiB (1%) 50734
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 118.874 μs (5%) 283.25 KiB (1%) 3200
["Jacobian", "Local", "Set", "Conv", "size=128x128x3"] 2.331 s (5%) 231.459 ms 3.03 GiB (1%) 22424199
["Jacobian", "Local", "Set", "Conv", "size=28x28x3"] 79.596 ms (5%) 5.734 ms 119.13 MiB (1%) 843022
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 12.264 μs (5%) 46.80 KiB (1%) 555
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 317.938 μs (5%) 592.88 KiB (1%) 4290
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 1.262 ms (5%) 2.37 MiB (1%) 10734
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.253 ms (5%) 8.92 MiB (1%) 32333
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=100"] 38.626 ms (5%) 88.34 MiB (1%) 920157
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 2.028 ms (5%) 5.11 MiB (1%) 53131
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 144.832 μs (5%) 335.12 KiB (1%) 3431
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=100"] 12.021 ms (5%) 28.83 MiB (1%) 400063
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 682.704 μs (5%) 1.69 MiB (1%) 23086
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 43.782 μs (5%) 109.44 KiB (1%) 1472
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 700.618 ms (5%) 93.731 ms 1.10 GiB (1%) 9447033
["Jacobian", "Local", "SortedVector", "Conv", "size=28x28x3"] 18.599 ms (5%) 44.45 MiB (1%) 355018
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.908 μs (5%) 26.69 KiB (1%) 371
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 82.235 μs (5%) 209.58 KiB (1%) 1886
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 230.765 μs (5%) 728.52 KiB (1%) 3766
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 632.681 μs (5%) 2.20 MiB (1%) 9686
["OptimizationProblems", "britgas", "Hessian"] 5.140 ms (5%) 10.56 MiB (1%) 40349
["OptimizationProblems", "britgas", "Jacobian"] 336.643 μs (5%) 600.22 KiB (1%) 10484

Benchmark Group List

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

  • ["Hessian", "Global", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "BitSet", "SparseMul"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "Set", "SparseMul"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "SparseMul"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "BitSet", "SparseMul"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "Set", "SparseMul"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "SparseMul"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  3174 MHz       9234 s          0 s        655 s      28986 s          0 s
       #2  3149 MHz       9306 s          0 s        628 s      28949 s          0 s
       #3  3243 MHz      10284 s          0 s        688 s      27906 s          0 s
       #4  3289 MHz      12459 s          0 s        730 s      25697 s          0 s
  Memory: 15.606502532958984 GB (13103.96484375 MB free)
  Uptime: 3896.96 sec
  Load Avg:  1.0  1.03  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)

Baseline result

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

Job Properties

  • Time of benchmark: 18 Jun 2024 - 14:32
  • Package commit: c0f1dc
  • Julia commit: 48d4fd
  • 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
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 46.980 ms (5%) 67.96 MiB (1%) 107183
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 199.014 ms (5%) 4.761 ms 345.81 MiB (1%) 290793
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 536.856 ms (5%) 9.250 ms 770.37 MiB (1%) 529927
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.231 s (5%) 23.343 ms 1.58 GiB (1%) 960658
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 170.831 ms (5%) 3.772 ms 226.42 MiB (1%) 219645
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 636.683 ms (5%) 10.620 ms 815.77 MiB (1%) 446460
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 63.458 ms (5%) 95.77 MiB (1%) 84872
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 266.109 ms (5%) 4.068 ms 347.47 MiB (1%) 170512
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.908 ms (5%) 16.26 MiB (1%) 24124
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.330 s (5%) 17.144 ms 1.64 GiB (1%) 354214
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 22.535 ms (5%) 39.63 MiB (1%) 40973
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 127.681 ms (5%) 1.311 ms 155.28 MiB (1%) 78434
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 477.491 ms (5%) 21.348 ms 1.16 GiB (1%) 792458
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 210.451 ms (5%) 6.227 ms 420.94 MiB (1%) 450196
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 602.732 ms (5%) 15.877 ms 1000.56 MiB (1%) 1109569
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.834 s (5%) 67.263 ms 3.11 GiB (1%) 3452128
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 1.069 s (5%) 46.783 ms 2.50 GiB (1%) 1626489
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 2.486 s (5%) 105.437 ms 5.49 GiB (1%) 3293110
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 147.613 ms (5%) 7.629 ms 248.16 MiB (1%) 720408
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 433.326 ms (5%) 15.846 ms 669.95 MiB (1%) 1502524
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.364 ms (5%) 13.71 MiB (1%) 17160
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.686 s (5%) 48.886 ms 2.29 GiB (1%) 3075868
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 23.079 ms (5%) 44.90 MiB (1%) 56803
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 133.898 ms (5%) 1.681 ms 174.63 MiB (1%) 177554
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 346.560 ms (5%) 20.831 ms 751.93 MiB (1%) 634196
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 236.898 ms (5%) 8.752 ms 384.66 MiB (1%) 694752
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 634.099 ms (5%) 20.054 ms 949.87 MiB (1%) 1542194
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.685 s (5%) 65.449 ms 2.47 GiB (1%) 3693393
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 787.465 ms (5%) 47.990 ms 1.57 GiB (1%) 1289158
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 1.894 s (5%) 96.270 ms 3.58 GiB (1%) 2607447
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 162.659 ms (5%) 11.096 ms 321.78 MiB (1%) 957458
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 455.066 ms (5%) 21.930 ms 820.19 MiB (1%) 1985548
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.476 ms (5%) 14.54 MiB (1%) 58460
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.729 s (5%) 62.303 ms 2.57 GiB (1%) 4049432
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 27.970 ms (5%) 48.89 MiB (1%) 131211
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 143.300 ms (5%) 2.745 ms 183.84 MiB (1%) 326791
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 50.177 ms (5%) 73.11 MiB (1%) 129037
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 226.815 ms (5%) 5.982 ms 380.79 MiB (1%) 319663
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 569.946 ms (5%) 11.208 ms 803.65 MiB (1%) 572503
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.270 s (5%) 25.613 ms 1.62 GiB (1%) 1040234
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 179.006 ms (5%) 4.297 ms 236.85 MiB (1%) 259237
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 662.273 ms (5%) 14.559 ms 839.52 MiB (1%) 519951
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 67.589 ms (5%) 1.761 ms 99.94 MiB (1%) 86928
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 273.601 ms (5%) 4.293 ms 352.39 MiB (1%) 173967
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.000 ms (5%) 14.47 MiB (1%) 25848
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.341 s (5%) 19.538 ms 1.64 GiB (1%) 349186
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 25.045 ms (5%) 44.69 MiB (1%) 41139
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 131.639 ms (5%) 1.478 ms 159.86 MiB (1%) 73876
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 45.025 ms (5%) 65.75 MiB (1%) 85274
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 198.158 ms (5%) 4.849 ms 342.37 MiB (1%) 221244
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 530.384 ms (5%) 9.564 ms 753.99 MiB (1%) 400359
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.210 s (5%) 22.508 ms 1.55 GiB (1%) 730141
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 167.685 ms (5%) 3.926 ms 221.81 MiB (1%) 171192
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 626.900 ms (5%) 9.407 ms 805.58 MiB (1%) 343126
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 59.398 ms (5%) 94.04 MiB (1%) 50611
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 259.146 ms (5%) 4.050 ms 339.84 MiB (1%) 101430
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.691 ms (5%) 14.21 MiB (1%) 17578
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.304 s (5%) 16.923 ms 1.62 GiB (1%) 202354
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 22.027 ms (5%) 39.26 MiB (1%) 28445
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 124.772 ms (5%) 1.285 ms 153.87 MiB (1%) 53371
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 46.810 ms (5%) 67.97 MiB (1%) 107184
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 197.786 ms (5%) 4.389 ms 345.95 MiB (1%) 290795
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 536.144 ms (5%) 9.184 ms 770.52 MiB (1%) 529929
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.228 s (5%) 24.282 ms 1.59 GiB (1%) 960660
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 171.201 ms (5%) 3.915 ms 226.44 MiB (1%) 219646
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 637.161 ms (5%) 11.705 ms 815.81 MiB (1%) 446462
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 62.871 ms (5%) 95.99 MiB (1%) 85005
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 265.437 ms (5%) 3.967 ms 353.20 MiB (1%) 171619
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.492 ms (5%) 12.16 MiB (1%) 24453
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.317 s (5%) 16.112 ms 1.63 GiB (1%) 354228
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 22.681 ms (5%) 40.72 MiB (1%) 41794
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 127.450 ms (5%) 1.364 ms 157.04 MiB (1%) 79462
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 480.673 ms (5%) 22.727 ms 1.16 GiB (1%) 792459
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 209.382 ms (5%) 6.174 ms 421.08 MiB (1%) 450198
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 597.592 ms (5%) 14.473 ms 1000.71 MiB (1%) 1109571
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.814 s (5%) 59.227 ms 3.11 GiB (1%) 3452130
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 1.075 s (5%) 48.195 ms 2.50 GiB (1%) 1626490
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 2.489 s (5%) 108.870 ms 5.49 GiB (1%) 3293112
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 145.759 ms (5%) 7.091 ms 251.99 MiB (1%) 719984
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 432.427 ms (5%) 15.873 ms 670.22 MiB (1%) 1498905
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.287 ms (5%) 13.25 MiB (1%) 17638
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.688 s (5%) 50.975 ms 2.30 GiB (1%) 3070117
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 23.557 ms (5%) 46.82 MiB (1%) 57691
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 133.759 ms (5%) 1.729 ms 176.14 MiB (1%) 178383
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 345.400 ms (5%) 21.499 ms 751.94 MiB (1%) 634197
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 232.286 ms (5%) 8.901 ms 384.80 MiB (1%) 694754
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 631.186 ms (5%) 20.317 ms 950.01 MiB (1%) 1542196
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.677 s (5%) 59.437 ms 2.47 GiB (1%) 3693395
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 778.828 ms (5%) 44.434 ms 1.57 GiB (1%) 1289159
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 1.893 s (5%) 103.335 ms 3.58 GiB (1%) 2607449
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 164.584 ms (5%) 12.717 ms 318.82 MiB (1%) 952033
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 457.559 ms (5%) 21.707 ms 810.33 MiB (1%) 1976954
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.037 ms (5%) 17.84 MiB (1%) 59418
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.731 s (5%) 62.209 ms 2.57 GiB (1%) 4052906
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 28.070 ms (5%) 50.87 MiB (1%) 132083
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 145.044 ms (5%) 3.024 ms 185.49 MiB (1%) 327616
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 50.071 ms (5%) 73.12 MiB (1%) 129038
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 226.579 ms (5%) 5.676 ms 380.94 MiB (1%) 319665
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 569.171 ms (5%) 10.109 ms 803.80 MiB (1%) 572505
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.269 s (5%) 23.298 ms 1.62 GiB (1%) 1040236
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 178.661 ms (5%) 4.212 ms 236.87 MiB (1%) 259238
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 657.869 ms (5%) 13.314 ms 839.56 MiB (1%) 519953
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 66.142 ms (5%) 99.83 MiB (1%) 87006
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 272.901 ms (5%) 4.140 ms 358.13 MiB (1%) 175184
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.488 ms (5%) 17.35 MiB (1%) 27023
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.337 s (5%) 16.709 ms 1.65 GiB (1%) 350061
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 24.992 ms (5%) 44.87 MiB (1%) 41740
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 131.001 ms (5%) 1.423 ms 162.14 MiB (1%) 75037
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 44.907 ms (5%) 65.76 MiB (1%) 85275
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 195.942 ms (5%) 4.546 ms 342.52 MiB (1%) 221246
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 4))] 529.731 ms (5%) 9.823 ms 754.13 MiB (1%) 400361
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 8))] 1.210 s (5%) 22.656 ms 1.55 GiB (1%) 730143
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 400), :(K = 16))] 167.372 ms (5%) 3.960 ms 221.83 MiB (1%) 171193
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 800), :(K = 16))] 626.102 ms (5%) 10.687 ms 805.62 MiB (1%) 343128
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 58.498 ms (5%) 89.90 MiB (1%) 50455
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 200), :(K = 32))] 256.010 ms (5%) 3.976 ms 330.86 MiB (1%) 100746
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.151 ms (5%) 17.85 MiB (1%) 18599
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 32))] 1.307 s (5%) 15.759 ms 1.62 GiB (1%) 203396
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 4))] 22.143 ms (5%) 40.64 MiB (1%) 29254
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 8))] 125.505 ms (5%) 1.389 ms 155.59 MiB (1%) 54239
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=100"] 194.052 ms (5%) 38.053 ms 744.28 MiB (1%) 1105746
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 2.605 ms (5%) 5.88 MiB (1%) 60508
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 149.761 μs (5%) 260.31 KiB (1%) 2927
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=100"] 42.572 ms (5%) 146.28 MiB (1%) 426018
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 1.015 ms (5%) 2.12 MiB (1%) 23420
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 55.374 μs (5%) 105.88 KiB (1%) 1254
["Jacobian", "Global", "BitSet", "Conv", "size=128x128x3"] 2.092 s (5%) 311.732 ms 18.61 GiB (1%) 11525807
["Jacobian", "Global", "BitSet", "Conv", "size=28x28x3"] 18.788 ms (5%) 63.39 MiB (1%) 416700
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 9.107 μs (5%) 17.80 KiB (1%) 187
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 66.154 μs (5%) 122.27 KiB (1%) 779
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 151.455 μs (5%) 300.50 KiB (1%) 2173
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 293.903 μs (5%) 531.62 KiB (1%) 5871
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=100"] 393.231 ms (5%) 41.196 ms 515.81 MiB (1%) 3040153
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.352 ms (5%) 30.12 MiB (1%) 175241
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.062 ms (5%) 1.89 MiB (1%) 11061
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=100"] 61.230 ms (5%) 74.61 MiB (1%) 720057
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.484 ms (5%) 4.33 MiB (1%) 41515
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=6"] 214.623 μs (5%) 277.94 KiB (1%) 2621
["Jacobian", "Global", "DuplicateVector", "Conv", "size=128x128x3"] 1.077 s (5%) 56.456 ms 1.02 GiB (1%) 4662061
["Jacobian", "Global", "DuplicateVector", "Conv", "size=28x28x3"] 35.987 ms (5%) 41.58 MiB (1%) 175248
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.777 μs (5%) 14.03 KiB (1%) 103
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 2.151 ms (5%) 3.88 MiB (1%) 14624
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 5.714 ms (5%) 13.94 MiB (1%) 26212
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 453.842 ms (5%) 265.656 ms 1005.72 MiB (1%) 29770
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=100"] 1.033 s (5%) 44.287 ms 444.58 MiB (1%) 3740275
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=24"] 53.131 ms (5%) 26.02 MiB (1%) 215569
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.339 ms (5%) 1.63 MiB (1%) 13589
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=100"] 75.311 ms (5%) 89.56 MiB (1%) 980062
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.443 ms (5%) 5.19 MiB (1%) 56496
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 202.040 μs (5%) 333.44 KiB (1%) 3562
["Jacobian", "Global", "RecursiveSet", "Conv", "size=128x128x3"] 12.629 s (5%) 1.812 s 10.21 GiB (1%) 50938351
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 377.497 ms (5%) 26.287 ms 384.57 MiB (1%) 1894354
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 20.558 μs (5%) 61.44 KiB (1%) 697
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 4.229 ms (5%) 2.73 MiB (1%) 15464
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 212.185 ms (5%) 9.89 MiB (1%) 39304
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 19.104 s (5%) 8.68 MiB (1%) 38982
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=100"] 289.910 ms (5%) 37.646 ms 331.11 MiB (1%) 2260161
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=24"] 11.570 ms (5%) 19.09 MiB (1%) 130321
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=6"] 651.997 μs (5%) 1.20 MiB (1%) 8261
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=100"] 43.911 ms (5%) 69.42 MiB (1%) 660060
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 2.249 ms (5%) 4.03 MiB (1%) 38062
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 118.373 μs (5%) 259.14 KiB (1%) 2408
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 2.655 s (5%) 295.921 ms 3.69 GiB (1%) 24699841
["Jacobian", "Global", "Set", "Conv", "size=28x28x3"] 89.169 ms (5%) 5.303 ms 144.46 MiB (1%) 928266
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 13.706 μs (5%) 37.67 KiB (1%) 341
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 301.968 μs (5%) 526.65 KiB (1%) 2769
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 1.299 ms (5%) 2.38 MiB (1%) 8235
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.189 ms (5%) 8.50 MiB (1%) 25347
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=100"] 34.349 ms (5%) 74.00 MiB (1%) 400153
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.908 ms (5%) 4.28 MiB (1%) 23177
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 134.784 μs (5%) 282.06 KiB (1%) 1557
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=100"] 10.779 ms (5%) 22.27 MiB (1%) 180057
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 615.307 μs (5%) 1.31 MiB (1%) 10411
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 39.915 μs (5%) 85.00 KiB (1%) 677
["Jacobian", "Global", "SortedVector", "Conv", "size=128x128x3"] 678.225 ms (5%) 88.551 ms 1.02 GiB (1%) 4711213
["Jacobian", "Global", "SortedVector", "Conv", "size=28x28x3"] 19.694 ms (5%) 41.72 MiB (1%) 177600
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.365 μs (5%) 14.42 KiB (1%) 131
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 75.552 μs (5%) 161.72 KiB (1%) 499
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 212.370 μs (5%) 646.86 KiB (1%) 1130
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 563.089 μs (5%) 1.98 MiB (1%) 3053
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=100"] 204.668 ms (5%) 40.383 ms 745.96 MiB (1%) 1105750
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 2.769 ms (5%) 5.98 MiB (1%) 60512
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 158.589 μs (5%) 266.58 KiB (1%) 2929
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=100"] 44.744 ms (5%) 147.35 MiB (1%) 426024
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 1.034 ms (5%) 2.18 MiB (1%) 23425
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 58.501 μs (5%) 110.06 KiB (1%) 1257
["Jacobian", "Local", "BitSet", "Conv", "size=128x128x3"] 2.368 s (5%) 939.244 ms 18.62 GiB (1%) 11525819
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 19.841 ms (5%) 63.51 MiB (1%) 416711
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 10.620 μs (5%) 29.02 KiB (1%) 209
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 79.420 μs (5%) 145.89 KiB (1%) 935
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 149.731 μs (5%) 304.89 KiB (1%) 2113
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 298.241 μs (5%) 547.77 KiB (1%) 5985
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=100"] 431.482 ms (5%) 42.954 ms 517.49 MiB (1%) 3040157
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.685 ms (5%) 30.22 MiB (1%) 175245
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.089 ms (5%) 1.90 MiB (1%) 11063
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=100"] 62.421 ms (5%) 75.68 MiB (1%) 720063
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.536 ms (5%) 4.39 MiB (1%) 41520
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=6"] 217.990 μs (5%) 282.12 KiB (1%) 2624
["Jacobian", "Local", "DuplicateVector", "Conv", "size=128x128x3"] 1.177 s (5%) 101.150 ms 1.02 GiB (1%) 4662073
["Jacobian", "Local", "DuplicateVector", "Conv", "size=28x28x3"] 37.076 ms (5%) 41.69 MiB (1%) 175259
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.466 μs (5%) 22.44 KiB (1%) 102
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 1.353 ms (5%) 1.95 MiB (1%) 9960
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 6.162 ms (5%) 15.44 MiB (1%) 26791
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 185.930 ms (5%) 5.583 ms 966.40 MiB (1%) 29792
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=100"] 1.075 s (5%) 55.964 ms 446.26 MiB (1%) 3740279
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=24"] 53.370 ms (5%) 26.12 MiB (1%) 215573
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.349 ms (5%) 1.64 MiB (1%) 13591
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=100"] 75.076 ms (5%) 90.63 MiB (1%) 980068
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.469 ms (5%) 5.25 MiB (1%) 56501
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 205.417 μs (5%) 337.62 KiB (1%) 3565
["Jacobian", "Local", "RecursiveSet", "Conv", "size=128x128x3"] 13.291 s (5%) 2.138 s 10.21 GiB (1%) 50938363
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 390.064 ms (5%) 31.353 ms 384.68 MiB (1%) 1894365
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 20.158 μs (5%) 68.81 KiB (1%) 688
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 7.593 ms (5%) 4.56 MiB (1%) 22933
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 182.248 ms (5%) 8.95 MiB (1%) 37698
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 21.591 s (5%) 8.69 MiB (1%) 39052
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=100"] 293.456 ms (5%) 38.690 ms 332.79 MiB (1%) 2260165
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=24"] 11.681 ms (5%) 19.19 MiB (1%) 130325
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=6"] 667.037 μs (5%) 1.21 MiB (1%) 8263
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=100"] 45.091 ms (5%) 70.49 MiB (1%) 660066
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 2.277 ms (5%) 4.09 MiB (1%) 38067
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 119.976 μs (5%) 263.33 KiB (1%) 2411
["Jacobian", "Local", "Set", "Conv", "size=128x128x3"] 2.636 s (5%) 275.742 ms 3.69 GiB (1%) 24699853
["Jacobian", "Local", "Set", "Conv", "size=28x28x3"] 90.983 ms (5%) 6.435 ms 144.58 MiB (1%) 928277
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 13.335 μs (5%) 44.81 KiB (1%) 331
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 289.485 μs (5%) 540.46 KiB (1%) 2737
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 1.327 ms (5%) 2.50 MiB (1%) 8524
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.129 ms (5%) 8.47 MiB (1%) 25285
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=100"] 35.031 ms (5%) 75.68 MiB (1%) 400157
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 1.957 ms (5%) 4.38 MiB (1%) 23181
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 138.420 μs (5%) 288.33 KiB (1%) 1559
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=100"] 11.119 ms (5%) 23.34 MiB (1%) 180063
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 635.825 μs (5%) 1.38 MiB (1%) 10416
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 41.889 μs (5%) 89.19 KiB (1%) 680
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 700.673 ms (5%) 72.903 ms 1.03 GiB (1%) 4711225
["Jacobian", "Local", "SortedVector", "Conv", "size=28x28x3"] 20.198 ms (5%) 41.84 MiB (1%) 177611
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 9.297 μs (5%) 25.47 KiB (1%) 151
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.05), :(depth = 5))] 82.224 μs (5%) 179.67 KiB (1%) 522
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.1), :(depth = 5))] 216.557 μs (5%) 635.88 KiB (1%) 1148
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 571.184 μs (5%) 1.94 MiB (1%) 3000
["OptimizationProblems", "britgas", "Hessian"] 5.678 ms (5%) 10.43 MiB (1%) 35148
["OptimizationProblems", "britgas", "Jacobian"] 324.801 μs (5%) 484.22 KiB (1%) 6118

Benchmark Group List

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

  • ["Hessian", "Global", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "BitSet", "SparseMul"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "Set", "SparseMul"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "SparseMul"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "BitSet", "SparseMul"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "Set", "SparseMul"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "SparseMul"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  2445 MHz      13073 s          0 s        860 s      40724 s          0 s
       #2  3203 MHz      13360 s          1 s        881 s      40426 s          0 s
       #3  3247 MHz      14291 s          0 s        906 s      39467 s          0 s
       #4  3242 MHz      15940 s          0 s        993 s      37738 s          0 s
  Memory: 15.606502532958984 GB (12954.98828125 MB free)
  Uptime: 5478.29 sec
  Load Avg:  1.1  1.03  1.01
  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; BHI 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
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Owner Author

adrhill commented Jun 18, 2024 •
edited
Loading

Running AirspeedVelocity locally (note that ratios >1 are good here):

Benchmark results
main dirty main/dirty
Hessian/Global/("BitSet", "Set")/ArrowHead/(N=200, K=16) 22.6 ± 0.68 ms 23.4 ± 0.75 ms 0.967
Hessian/Global/("BitSet", "Set")/ArrowHead/(N=3200, K=2) 0.0851 ± 0.006 s 0.0854 ± 0.0077 s 0.996
Hessian/Global/("BitSet", "Set")/RandomSparsity/(N=100, K=32) 0.033 ± 0.001 s 0.035 ± 0.0013 s 0.942
Hessian/Global/("BitSet", "Set")/RandomSparsity/(N=400, K=2) 2.5 ± 0.16 ms 2.51 ± 0.13 ms 0.996
Hessian/Global/("DuplicateVector", "Set")/ArrowHead/(N=200, K=16) 0.248 ± 0.0054 s 0.247 ± 0.0033 s 1
Hessian/Global/("DuplicateVector", "Set")/ArrowHead/(N=3200, K=2) 0.0924 ± 0.0075 s 0.0874 ± 0.0091 s 1.06
Hessian/Global/("DuplicateVector", "Set")/RandomSparsity/(N=100, K=32) 0.0645 ± 0.0018 s 0.0654 ± 0.0006 s 0.986
Hessian/Global/("DuplicateVector", "Set")/RandomSparsity/(N=400, K=2) 2.49 ± 0.17 ms 2.56 ± 0.17 ms 0.971
Hessian/Global/("RecursiveSet", "Set")/ArrowHead/(N=200, K=16) 0.177 ± 0.0028 s 0.181 ± 0.0033 s 0.982
Hessian/Global/("RecursiveSet", "Set")/ArrowHead/(N=3200, K=2) 0.0896 ± 0.0095 s 0.0945 ± 0.008 s 0.949
Hessian/Global/("RecursiveSet", "Set")/RandomSparsity/(N=100, K=32) 0.0721 ± 0.0011 s 0.0735 ± 0.0022 s 0.981
Hessian/Global/("RecursiveSet", "Set")/RandomSparsity/(N=400, K=2) 3.17 ± 0.23 ms 3.39 ± 2.1 ms 0.934
Hessian/Global/("Set", "Set")/ArrowHead/(N=200, K=16) 23.9 ± 0.66 ms 24.3 ± 0.91 ms 0.983
Hessian/Global/("Set", "Set")/ArrowHead/(N=3200, K=2) 0.0953 ± 0.0065 s 0.0954 ± 0.0097 s 0.998
Hessian/Global/("Set", "Set")/RandomSparsity/(N=100, K=32) 0.0339 ± 0.00093 s 0.0355 ± 0.0014 s 0.953
Hessian/Global/("Set", "Set")/RandomSparsity/(N=400, K=2) 3.65 ± 1.9 ms 3.7 ± 1.8 ms 0.986
Hessian/Global/("SortedVector", "Set")/ArrowHead/(N=200, K=16) 21.8 ± 0.64 ms 21.6 ± 0.54 ms 1.01
Hessian/Global/("SortedVector", "Set")/ArrowHead/(N=3200, K=2) 0.0861 ± 0.007 s 0.0891 ± 0.0057 s 0.966
Hessian/Global/("SortedVector", "Set")/RandomSparsity/(N=100, K=32) 31.3 ± 1.4 ms 0.0326 ± 0.0016 s 0.96
Hessian/Global/("SortedVector", "Set")/RandomSparsity/(N=400, K=2) 2.77 ± 0.19 ms 2.59 ± 0.14 ms 1.07
Hessian/Local/("BitSet", "Set")/ArrowHead/(N=200, K=16) 23.3 ± 2.2 ms 23.6 ± 0.77 ms 0.99
Hessian/Local/("BitSet", "Set")/ArrowHead/(N=3200, K=2) 0.0889 ± 0.0087 s 0.0811 ± 0.007 s 1.1
Hessian/Local/("BitSet", "Set")/RandomSparsity/(N=100, K=32) 0.0337 ± 0.003 s 0.0353 ± 0.0017 s 0.953
Hessian/Local/("BitSet", "Set")/RandomSparsity/(N=400, K=2) 3.03 ± 0.45 ms 2.66 ± 0.13 ms 1.14
Hessian/Local/("DuplicateVector", "Set")/ArrowHead/(N=200, K=16) 0.27 ± 0.029 s 0.246 ± 0.0043 s 1.1
Hessian/Local/("DuplicateVector", "Set")/ArrowHead/(N=3200, K=2) 0.101 ± 0.013 s 0.0869 ± 0.0078 s 1.17
Hessian/Local/("DuplicateVector", "Set")/RandomSparsity/(N=100, K=32) 0.0687 ± 0.0034 s 0.0661 ± 0.0013 s 1.04
Hessian/Local/("DuplicateVector", "Set")/RandomSparsity/(N=400, K=2) 3.24 ± 0.83 ms 2.63 ± 0.2 ms 1.23
Hessian/Local/("RecursiveSet", "Set")/ArrowHead/(N=200, K=16) 0.179 ± 0.0023 s 0.18 ± 0.003 s 0.993
Hessian/Local/("RecursiveSet", "Set")/ArrowHead/(N=3200, K=2) 0.0911 ± 0.0089 s 0.0918 ± 0.0073 s 0.992
Hessian/Local/("RecursiveSet", "Set")/RandomSparsity/(N=100, K=32) 0.0727 ± 0.0021 s 0.0733 ± 0.0013 s 0.992
Hessian/Local/("RecursiveSet", "Set")/RandomSparsity/(N=400, K=2) 3.6 ± 2.2 ms 3.44 ± 2.8 ms 1.05
Hessian/Local/("Set", "Set")/ArrowHead/(N=200, K=16) 23.9 ± 0.62 ms 24.1 ± 0.71 ms 0.99
Hessian/Local/("Set", "Set")/ArrowHead/(N=3200, K=2) 0.0969 ± 0.004 s 0.0976 ± 0.0072 s 0.993
Hessian/Local/("Set", "Set")/RandomSparsity/(N=100, K=32) 0.0345 ± 0.0016 s 0.0365 ± 0.0017 s 0.947
Hessian/Local/("Set", "Set")/RandomSparsity/(N=400, K=2) 4.01 ± 2.2 ms 3.5 ± 0.25 ms 1.14
Hessian/Local/("SortedVector", "Set")/ArrowHead/(N=200, K=16) 22.1 ± 0.98 ms 21.4 ± 0.55 ms 1.03
Hessian/Local/("SortedVector", "Set")/ArrowHead/(N=3200, K=2) 0.092 ± 0.0076 s 0.0821 ± 0.0053 s 1.12
Hessian/Local/("SortedVector", "Set")/RandomSparsity/(N=100, K=32) 30.8 ± 1.5 ms 0.0332 ± 0.0021 s 0.928
Hessian/Local/("SortedVector", "Set")/RandomSparsity/(N=400, K=2) 2.82 ± 0.25 ms 2.92 ± 0.23 ms 0.964
Jacobian/Global/BitSet/Brusselator/ODE/N=24 1.49 ± 0.042 ms 1.44 ± 0.17 ms 1.03
Jacobian/Global/BitSet/Brusselator/ODE/N=6 0.0862 ± 0.006 ms 0.0771 ± 0.0022 ms 1.12
Jacobian/Global/BitSet/Brusselator/operator/N=24 0.54 ± 0.011 ms 0.553 ± 0.035 ms 0.977
Jacobian/Global/BitSet/Brusselator/operator/N=6 31.4 ± 1.2 μs 31 ± 1.2 μs 1.01
Jacobian/Global/BitSet/Conv/size=128x128x3 2.05 ± 0.059 s 2.11 ± 0.083 s 0.971
Jacobian/Global/BitSet/Conv/size=28x28x3 11.4 ± 0.46 ms 10.2 ± 1.4 ms 1.12
Jacobian/Global/BitSet/SparseMul/(n=50, p=0.01, depth=5) 4.54 ± 0.25 μs 4.12 ± 0.25 μs 1.1
Jacobian/Global/BitSet/SparseMul/(n=50, p=0.25, depth=5) 0.155 ± 0.003 ms 0.165 ± 0.009 ms 0.938
Jacobian/Global/DuplicateVector/Brusselator/ODE/N=24 9.97 ± 0.77 ms 9.82 ± 0.92 ms 1.01
Jacobian/Global/DuplicateVector/Brusselator/ODE/N=6 0.547 ± 0.0088 ms 0.542 ± 0.018 ms 1.01
Jacobian/Global/DuplicateVector/Brusselator/operator/N=24 1.99 ± 0.079 ms 2.1 ± 0.21 ms 0.946
Jacobian/Global/DuplicateVector/Brusselator/operator/N=6 0.127 ± 0.0054 ms 0.126 ± 0.0032 ms 1.01
Jacobian/Global/DuplicateVector/Conv/size=128x128x3 0.758 ± 0.11 s 0.68 ± 0.09 s 1.11
Jacobian/Global/DuplicateVector/Conv/size=28x28x3 24.2 ± 0.67 ms 23.3 ± 0.27 ms 1.04
Jacobian/Global/DuplicateVector/SparseMul/(n=50, p=0.01, depth=5) 3.08 ± 0.33 μs 3.67 ± 0.29 μs 0.841
Jacobian/Global/DuplicateVector/SparseMul/(n=50, p=0.25, depth=5) 0.198 ± 0.013 s 0.23 ± 0.12 s 0.858
Jacobian/Global/RecursiveSet/Brusselator/ODE/N=24 28.7 ± 1.2 ms 29.3 ± 1.5 ms 0.98
Jacobian/Global/RecursiveSet/Brusselator/ODE/N=6 1.66 ± 0.018 ms 1.7 ± 0.091 ms 0.978
Jacobian/Global/RecursiveSet/Brusselator/operator/N=24 1.89 ± 0.12 ms 1.97 ± 0.21 ms 0.958
Jacobian/Global/RecursiveSet/Brusselator/operator/N=6 0.11 ± 0.0051 ms 0.113 ± 0.0071 ms 0.968
Jacobian/Global/RecursiveSet/Conv/size=128x128x3 5.49 s 5.33 s 1.03
Jacobian/Global/RecursiveSet/Conv/size=28x28x3 0.175 ± 0.0073 s 0.178 ± 0.013 s 0.982
Jacobian/Global/RecursiveSet/SparseMul/(n=50, p=0.01, depth=5) 10.2 ± 0.46 μs 6 ± 0.38 μs 1.71
Jacobian/Global/RecursiveSet/SparseMul/(n=50, p=0.25, depth=5) 9.82 s 10.2 s 0.962
Jacobian/Global/Set/Brusselator/ODE/N=24 7.2 ± 1.3 ms 7.16 ± 2.1 ms 1.01
Jacobian/Global/Set/Brusselator/ODE/N=6 0.291 ± 0.022 ms 0.286 ± 0.028 ms 1.02
Jacobian/Global/Set/Brusselator/operator/N=24 1.2 ± 0.17 ms 1.2 ± 0.13 ms 1.01
Jacobian/Global/Set/Brusselator/operator/N=6 0.0672 ± 0.0026 ms 0.0684 ± 0.0068 ms 0.983
Jacobian/Global/Set/Conv/size=128x128x3 1.69 ± 0.036 s 1.46 ± 0.013 s 1.16
Jacobian/Global/Set/Conv/size=28x28x3 0.0566 ± 0.0019 s 0.0509 ± 0.0028 s 1.11
Jacobian/Global/Set/SparseMul/(n=50, p=0.01, depth=5) 6.33 ± 0.5 μs 6.33 ± 0.38 μs 1
Jacobian/Global/Set/SparseMul/(n=50, p=0.25, depth=5) 2.17 ± 0.21 ms 2.13 ± 0.077 ms 1.02
Jacobian/Global/SortedVector/Brusselator/ODE/N=24 1.08 ± 0.026 ms 1.11 ± 0.08 ms 0.974
Jacobian/Global/SortedVector/Brusselator/ODE/N=6 0.077 ± 0.0018 ms 0.0774 ± 0.00096 ms 0.995
Jacobian/Global/SortedVector/Brusselator/operator/N=24 0.342 ± 0.015 ms 0.352 ± 0.018 ms 0.972
Jacobian/Global/SortedVector/Brusselator/operator/N=6 23.2 ± 0.71 μs 24.2 ± 1.2 μs 0.962
Jacobian/Global/SortedVector/Conv/size=128x128x3 0.414 ± 0.094 s 0.481 ± 0.045 s 0.862
Jacobian/Global/SortedVector/Conv/size=28x28x3 12.5 ± 0.11 ms 11.6 ± 0.22 ms 1.07
Jacobian/Global/SortedVector/SparseMul/(n=50, p=0.01, depth=5) 4.17 ± 0.29 μs 3.38 ± 0.33 μs 1.23
Jacobian/Global/SortedVector/SparseMul/(n=50, p=0.25, depth=5) 0.383 ± 0.025 ms 0.396 ± 0.01 ms 0.967
Jacobian/Local/BitSet/Brusselator/ODE/N=24 1.47 ± 0.12 ms 1.43 ± 0.05 ms 1.02
Jacobian/Local/BitSet/Brusselator/ODE/N=6 0.0818 ± 0.003 ms 0.0793 ± 0.0023 ms 1.03
Jacobian/Local/BitSet/Brusselator/operator/N=24 0.554 ± 0.033 ms 0.562 ± 0.016 ms 0.986
Jacobian/Local/BitSet/Brusselator/operator/N=6 0.0323 ± 0.0021 ms 31.2 ± 0.83 μs 1.04
Jacobian/Local/BitSet/Conv/size=128x128x3 2.26 ± 0.017 s 1.96 ± 0.025 s 1.15
Jacobian/Local/BitSet/Conv/size=28x28x3 14.7 ± 1.4 ms 9.98 ± 1.2 ms 1.48
Jacobian/Local/BitSet/SparseMul/(n=50, p=0.01, depth=5) 6.04 ± 0.5 μs 4.96 ± 0.42 μs 1.22
Jacobian/Local/BitSet/SparseMul/(n=50, p=0.25, depth=5) 0.163 ± 0.0082 ms 0.169 ± 0.0067 ms 0.961
Jacobian/Local/DuplicateVector/Brusselator/ODE/N=24 10.2 ± 1.4 ms 10.3 ± 1.5 ms 0.995
Jacobian/Local/DuplicateVector/Brusselator/ODE/N=6 0.565 ± 0.038 ms 0.55 ± 0.025 ms 1.03
Jacobian/Local/DuplicateVector/Brusselator/operator/N=24 2.04 ± 0.073 ms 2.11 ± 0.2 ms 0.963
Jacobian/Local/DuplicateVector/Brusselator/operator/N=6 0.132 ± 0.01 ms 0.127 ± 0.0023 ms 1.04
Jacobian/Local/DuplicateVector/Conv/size=128x128x3 0.732 ± 0.11 s 0.656 ± 0.065 s 1.12
Jacobian/Local/DuplicateVector/Conv/size=28x28x3 24.6 ± 1.5 ms 23.8 ± 1.1 ms 1.03
Jacobian/Local/DuplicateVector/SparseMul/(n=50, p=0.01, depth=5) 3.79 ± 0.29 μs 3.92 ± 0.38 μs 0.968
Jacobian/Local/DuplicateVector/SparseMul/(n=50, p=0.25, depth=5) 0.208 ± 0.0043 s 0.224 ± 0.011 s 0.925
Jacobian/Local/RecursiveSet/Brusselator/ODE/N=24 28.1 ± 1.6 ms 29.3 ± 2.2 ms 0.958
Jacobian/Local/RecursiveSet/Brusselator/ODE/N=6 1.69 ± 0.018 ms 1.71 ± 0.1 ms 0.984
Jacobian/Local/RecursiveSet/Brusselator/operator/N=24 1.89 ± 0.047 ms 1.99 ± 0.22 ms 0.954
Jacobian/Local/RecursiveSet/Brusselator/operator/N=6 0.111 ± 0.0018 ms 0.112 ± 0.0024 ms 0.987
Jacobian/Local/RecursiveSet/Conv/size=128x128x3 5.24 s 5.33 s 0.982
Jacobian/Local/RecursiveSet/Conv/size=28x28x3 0.181 ± 0.0079 s 0.186 ± 0.015 s 0.975
Jacobian/Local/RecursiveSet/SparseMul/(n=50, p=0.01, depth=5) 10.7 ± 0.79 μs 7.29 ± 0.71 μs 1.47
Jacobian/Local/RecursiveSet/SparseMul/(n=50, p=0.25, depth=5) 8.63 s 9.44 s 0.914
Jacobian/Local/Set/Brusselator/ODE/N=24 6.96 ± 1.5 ms 6.67 ± 2.3 ms 1.04
Jacobian/Local/Set/Brusselator/ODE/N=6 0.286 ± 0.0088 ms 0.283 ± 0.022 ms 1.01
Jacobian/Local/Set/Brusselator/operator/N=24 1.18 ± 0.053 ms 1.21 ± 0.031 ms 0.974
Jacobian/Local/Set/Brusselator/operator/N=6 0.0669 ± 0.0013 ms 0.0681 ± 0.001 ms 0.982
Jacobian/Local/Set/Conv/size=128x128x3 1.58 ± 0.061 s 1.39 ± 0.048 s 1.13
Jacobian/Local/Set/Conv/size=28x28x3 0.0573 ± 0.0034 s 0.0488 ± 0.002 s 1.17
Jacobian/Local/Set/SparseMul/(n=50, p=0.01, depth=5) 6.71 ± 0.46 μs 6.83 ± 0.42 μs 0.982
Jacobian/Local/Set/SparseMul/(n=50, p=0.25, depth=5) 2.13 ± 0.19 ms 2.06 ± 0.074 ms 1.03
Jacobian/Local/SortedVector/Brusselator/ODE/N=24 1.15 ± 0.083 ms 1.11 ± 0.059 ms 1.03
Jacobian/Local/SortedVector/Brusselator/ODE/N=6 0.0823 ± 0.0052 ms 0.0805 ± 0.0032 ms 1.02
Jacobian/Local/SortedVector/Brusselator/operator/N=24 0.367 ± 0.027 ms 0.362 ± 0.021 ms 1.01
Jacobian/Local/SortedVector/Brusselator/operator/N=6 24.9 ± 1.5 μs 24.6 ± 1 μs 1.01
Jacobian/Local/SortedVector/Conv/size=128x128x3 0.421 ± 0.1 s 0.368 ± 0.11 s 1.15
Jacobian/Local/SortedVector/Conv/size=28x28x3 13.2 ± 0.45 ms 12.2 ± 1 ms 1.08
Jacobian/Local/SortedVector/SparseMul/(n=50, p=0.01, depth=5) 4.75 ± 0.42 μs 4.25 ± 0.33 μs 1.12
Jacobian/Local/SortedVector/SparseMul/(n=50, p=0.25, depth=5) 0.403 ± 0.025 ms 0.394 ± 0.0077 ms 1.02
OptimizationProblems/britgas/Hessian 2.35 ms 2.53 ms 0.93
OptimizationProblems/britgas/Jacobian 0.177 ms 0.176 ms 1.01
time_to_load 0.151 ± 0.015 s 0.143 ± 0.00095 s 1.06

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Benchmark result

Judge result

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

Job Properties

  • Time of benchmarks:
    • Target: 18 Jun 2024 - 16:17
    • Baseline: 18 Jun 2024 - 16:32
  • Package commits:
    • Target: 7dc5a6
    • Baseline: 64d90f
  • Julia commits:
    • Target: 48d4fd
    • Baseline: 48d4fd
  • 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
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 1.01 (5%) 1.09 (1%) ❌
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 1.01 (5%) 1.13 (1%) ❌
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 1.05 (5%) ❌ 1.16 (1%) ❌
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 1.05 (5%) 1.20 (1%) ❌
["Jacobian", "Global", "BitSet", "Conv", "size=128x128x3"] 1.16 (5%) ❌ 0.99 (1%)
["Jacobian", "Global", "BitSet", "Conv", "size=28x28x3"] 0.85 (5%) ✅ 0.92 (1%) ✅
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=24"] 1.03 (5%) 1.03 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.03 (5%) 1.03 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=24"] 1.04 (5%) 1.09 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=6"] 1.03 (5%) 1.09 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Conv", "size=128x128x3"] 1.00 (5%) 1.07 (1%) ❌
["Jacobian", "Global", "DuplicateVector", "Conv", "size=28x28x3"] 0.95 (5%) 1.07 (1%) ❌
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 1.03 (5%) 1.06 (1%) ❌
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 1.01 (5%) 1.06 (1%) ❌
["Jacobian", "Global", "RecursiveSet", "Conv", "size=128x128x3"] 1.01 (5%) 0.92 (1%) ✅
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 1.03 (5%) 0.92 (1%) ✅
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 1.01 (5%) 1.08 (1%) ❌
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 1.02 (5%) 1.08 (1%) ❌
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 0.83 (5%) ✅ 0.82 (1%) ✅
["Jacobian", "Global", "Set", "Conv", "size=28x28x3"] 0.92 (5%) ✅ 0.82 (1%) ✅
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.02 (5%) 1.17 (1%) ❌
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 1.02 (5%) 1.17 (1%) ❌
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 1.06 (5%) ❌ 1.25 (1%) ❌
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 1.02 (5%) 1.25 (1%) ❌
["Jacobian", "Global", "SortedVector", "Conv", "size=128x128x3"] 0.98 (5%) 1.07 (1%) ❌
["Jacobian", "Global", "SortedVector", "Conv", "size=28x28x3"] 0.95 (5%) ✅ 1.06 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 0.98 (5%) 1.09 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 0.99 (5%) 1.12 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 1.03 (5%) 1.15 (1%) ❌
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 1.02 (5%) 1.18 (1%) ❌
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 0.85 (5%) ✅ 0.91 (1%) ✅
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=24"] 1.03 (5%) 1.03 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.02 (5%) 1.03 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=24"] 1.03 (5%) 1.09 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=6"] 1.03 (5%) 1.09 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Conv", "size=128x128x3"] 0.96 (5%) 1.07 (1%) ❌
["Jacobian", "Local", "DuplicateVector", "Conv", "size=28x28x3"] 0.95 (5%) 1.07 (1%) ❌
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 1.01 (5%) 1.06 (1%) ❌
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 1.00 (5%) 1.06 (1%) ❌
["Jacobian", "Local", "RecursiveSet", "Conv", "size=128x128x3"] 0.93 (5%) ✅ 0.92 (1%) ✅
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 1.04 (5%) 0.92 (1%) ✅
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 1.02 (5%) 1.08 (1%) ❌
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 1.01 (5%) 1.08 (1%) ❌
["Jacobian", "Local", "Set", "Conv", "size=128x128x3"] 0.86 (5%) ✅ 0.82 (1%) ✅
["Jacobian", "Local", "Set", "Conv", "size=28x28x3"] 0.91 (5%) ✅ 0.82 (1%) ✅
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 1.01 (5%) 1.17 (1%) ❌
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 1.00 (5%) 1.16 (1%) ❌
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 1.04 (5%) 1.23 (1%) ❌
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 1.03 (5%) 1.23 (1%) ❌
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 0.98 (5%) 1.07 (1%) ❌
["Jacobian", "Local", "SortedVector", "Conv", "size=28x28x3"] 0.92 (5%) ✅ 1.06 (1%) ❌
["OptimizationProblems", "britgas", "Hessian"] 0.95 (5%) 1.01 (1%) ❌
["OptimizationProblems", "britgas", "Jacobian"] 1.01 (5%) 1.24 (1%) ❌

Benchmark Group List

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

  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Target

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  2595 MHz       8182 s          0 s        483 s      14339 s          0 s
       #2  2445 MHz       8344 s          0 s        484 s      14173 s          0 s
       #3  2445 MHz       5979 s          2 s        389 s      16630 s          0 s
       #4  3243 MHz       3745 s          1 s        426 s      18821 s          0 s
  Memory: 15.606502532958984 GB (12768.58203125 MB free)
  Uptime: 2306.06 sec
  Load Avg:  1.01  1.02  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)

Baseline

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  3243 MHz      10517 s          0 s        621 s      20691 s          0 s
       #2  2666 MHz      10805 s          0 s        627 s      20394 s          0 s
       #3  3002 MHz       7938 s          2 s        557 s      23327 s          0 s
       #4  3029 MHz       5485 s          1 s        574 s      25758 s          0 s
  Memory: 15.606502532958984 GB (13264.578125 MB free)
  Uptime: 3190.09 sec
  Load Avg:  1.03  1.03  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/SparseConnectivityTracer.jl/SparseConnectivityTracer.jl

Job Properties

  • Time of benchmark: 18 Jun 2024 - 16:17
  • Package commit: 7dc5a6
  • Julia commit: 48d4fd
  • 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
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.171 ms (5%) 68.22 MiB (1%) 119045
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 199.912 ms (5%) 5.371 ms 344.59 MiB (1%) 303588
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 65.355 ms (5%) 1.761 ms 95.35 MiB (1%) 91065
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.467 ms (5%) 12.58 MiB (1%) 24611
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 491.033 ms (5%) 24.725 ms 1.16 GiB (1%) 804720
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 212.912 ms (5%) 6.933 ms 420.11 MiB (1%) 469391
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 143.518 ms (5%) 6.312 ms 248.23 MiB (1%) 730440
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.205 ms (5%) 12.19 MiB (1%) 18484
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 350.212 ms (5%) 21.348 ms 752.13 MiB (1%) 645258
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 233.189 ms (5%) 11.275 ms 382.46 MiB (1%) 694747
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 154.941 ms (5%) 9.899 ms 317.18 MiB (1%) 961416
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.348 ms (5%) 13.97 MiB (1%) 57646
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 50.673 ms (5%) 73.32 MiB (1%) 140499
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 228.400 ms (5%) 6.264 ms 378.74 MiB (1%) 326058
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 69.349 ms (5%) 1.954 ms 101.63 MiB (1%) 92924
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.068 ms (5%) 15.16 MiB (1%) 25798
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 45.658 ms (5%) 66.02 MiB (1%) 97336
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 200.517 ms (5%) 5.728 ms 341.35 MiB (1%) 237239
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 62.980 ms (5%) 1.639 ms 95.43 MiB (1%) 56863
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.619 ms (5%) 13.21 MiB (1%) 18683
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.150 ms (5%) 68.23 MiB (1%) 119246
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 198.527 ms (5%) 4.338 ms 344.73 MiB (1%) 306790
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 65.423 ms (5%) 1.612 ms 97.40 MiB (1%) 91356
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.376 ms (5%) 11.86 MiB (1%) 25256
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 477.268 ms (5%) 21.116 ms 1.16 GiB (1%) 804921
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 210.210 ms (5%) 5.835 ms 420.25 MiB (1%) 472593
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 139.029 ms (5%) 5.136 ms 250.61 MiB (1%) 727693
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.590 ms (5%) 15.57 MiB (1%) 19441
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 345.795 ms (5%) 20.211 ms 752.14 MiB (1%) 645459
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 230.316 ms (5%) 8.842 ms 382.61 MiB (1%) 697949
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 152.027 ms (5%) 8.568 ms 322.26 MiB (1%) 965551
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.580 ms (5%) 15.54 MiB (1%) 58489
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 50.452 ms (5%) 73.33 MiB (1%) 140700
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 227.861 ms (5%) 5.868 ms 378.89 MiB (1%) 329260
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 68.532 ms (5%) 1.830 ms 100.55 MiB (1%) 93067
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.399 ms (5%) 17.13 MiB (1%) 27078
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 45.510 ms (5%) 66.03 MiB (1%) 97537
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 197.662 ms (5%) 4.778 ms 341.49 MiB (1%) 240441
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 61.717 ms (5%) 1.490 ms 93.26 MiB (1%) 57004
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.564 ms (5%) 12.40 MiB (1%) 19254
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 2.542 ms (5%) 6.42 MiB (1%) 85843
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 141.005 μs (5%) 294.44 KiB (1%) 4509
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 997.138 μs (5%) 2.45 MiB (1%) 36088
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 54.052 μs (5%) 127.12 KiB (1%) 2044
["Jacobian", "Global", "BitSet", "Conv", "size=128x128x3"] 2.419 s (5%) 1.040 s 18.47 GiB (1%) 11587307
["Jacobian", "Global", "BitSet", "Conv", "size=28x28x3"] 15.900 ms (5%) 58.01 MiB (1%) 418998
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 6.266 μs (5%) 16.55 KiB (1%) 313
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 295.104 μs (5%) 732.50 KiB (1%) 12399
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.790 ms (5%) 30.94 MiB (1%) 206338
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.094 ms (5%) 1.94 MiB (1%) 13005
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.612 ms (5%) 4.73 MiB (1%) 55337
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=6"] 220.484 μs (5%) 303.78 KiB (1%) 3485
["Jacobian", "Global", "DuplicateVector", "Conv", "size=128x128x3"] 1.088 s (5%) 90.332 ms 1.09 GiB (1%) 9447021
["Jacobian", "Global", "DuplicateVector", "Conv", "size=28x28x3"] 34.616 ms (5%) 44.36 MiB (1%) 355006
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.005 μs (5%) 18.03 KiB (1%) 368
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 182.281 ms (5%) 6.052 ms 973.16 MiB (1%) 36397
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=24"] 53.472 ms (5%) 25.85 MiB (1%) 231682
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.335 ms (5%) 1.62 MiB (1%) 14589
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.511 ms (5%) 5.52 MiB (1%) 69160
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 205.366 μs (5%) 354.38 KiB (1%) 4348
["Jacobian", "Global", "RecursiveSet", "Conv", "size=128x128x3"] 12.495 s (5%) 2.036 s 9.37 GiB (1%) 41651235
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 359.283 ms (5%) 26.797 ms 352.47 MiB (1%) 1546436
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 9.437 μs (5%) 32.58 KiB (1%) 532
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 22.268 s (5%) 8.88 MiB (1%) 45605
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=24"] 11.517 ms (5%) 19.10 MiB (1%) 153346
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=6"] 648.678 μs (5%) 1.20 MiB (1%) 9693
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 2.241 ms (5%) 4.36 MiB (1%) 50729
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 119.034 μs (5%) 280.16 KiB (1%) 3197
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 2.394 s (5%) 251.444 ms 3.02 GiB (1%) 22424187
["Jacobian", "Global", "Set", "Conv", "size=28x28x3"] 81.819 ms (5%) 5.509 ms 119.04 MiB (1%) 843010
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 11.011 μs (5%) 36.16 KiB (1%) 499
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.156 ms (5%) 8.68 MiB (1%) 31565
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.957 ms (5%) 5.03 MiB (1%) 53122
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 139.171 μs (5%) 329.88 KiB (1%) 3429
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 661.823 μs (5%) 1.65 MiB (1%) 23081
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 42.039 μs (5%) 106.34 KiB (1%) 1469
["Jacobian", "Global", "SortedVector", "Conv", "size=128x128x3"] 657.675 ms (5%) 90.042 ms 1.09 GiB (1%) 9447021
["Jacobian", "Global", "SortedVector", "Conv", "size=28x28x3"] 18.505 ms (5%) 44.36 MiB (1%) 355006
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 5.753 μs (5%) 14.38 KiB (1%) 284
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 613.793 μs (5%) 2.16 MiB (1%) 9530
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 2.520 ms (5%) 6.49 MiB (1%) 85852
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 142.047 μs (5%) 299.69 KiB (1%) 4511
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 1.014 ms (5%) 2.50 MiB (1%) 36093
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 54.222 μs (5%) 130.22 KiB (1%) 2047
["Jacobian", "Local", "BitSet", "Conv", "size=128x128x3"] 2.115 s (5%) 660.542 ms 18.48 GiB (1%) 11587319
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 16.281 ms (5%) 58.10 MiB (1%) 419010
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.304 μs (5%) 24.95 KiB (1%) 311
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 297.308 μs (5%) 740.91 KiB (1%) 12403
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=24"] 18.038 ms (5%) 31.02 MiB (1%) 206347
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.099 ms (5%) 1.95 MiB (1%) 13007
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.649 ms (5%) 4.78 MiB (1%) 55342
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=6"] 223.503 μs (5%) 306.88 KiB (1%) 3488
["Jacobian", "Local", "DuplicateVector", "Conv", "size=128x128x3"] 1.106 s (5%) 93.733 ms 1.10 GiB (1%) 9447033
["Jacobian", "Local", "DuplicateVector", "Conv", "size=28x28x3"] 34.918 ms (5%) 44.45 MiB (1%) 355018
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 6.166 μs (5%) 21.86 KiB (1%) 267
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 151.165 ms (5%) 5.205 ms 757.17 MiB (1%) 35988
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=24"] 53.099 ms (5%) 25.93 MiB (1%) 231691
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.338 ms (5%) 1.63 MiB (1%) 14591
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.539 ms (5%) 5.57 MiB (1%) 69165
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 207.374 μs (5%) 357.47 KiB (1%) 4351
["Jacobian", "Local", "RecursiveSet", "Conv", "size=128x128x3"] 11.919 s (5%) 1.493 s 9.37 GiB (1%) 41651247
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 371.252 ms (5%) 28.674 ms 352.56 MiB (1%) 1546448
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 10.120 μs (5%) 40.33 KiB (1%) 511
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 21.656 s (5%) 8.88 MiB (1%) 45530
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=24"] 11.669 ms (5%) 19.18 MiB (1%) 153355
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=6"] 656.847 μs (5%) 1.21 MiB (1%) 9695
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 2.264 ms (5%) 4.41 MiB (1%) 50734
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 119.606 μs (5%) 283.25 KiB (1%) 3200
["Jacobian", "Local", "Set", "Conv", "size=128x128x3"] 2.470 s (5%) 296.295 ms 3.03 GiB (1%) 22424199
["Jacobian", "Local", "Set", "Conv", "size=28x28x3"] 81.424 ms (5%) 5.650 ms 119.13 MiB (1%) 843022
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 12.243 μs (5%) 46.61 KiB (1%) 557
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.072 ms (5%) 8.33 MiB (1%) 30596
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 1.990 ms (5%) 5.11 MiB (1%) 53131
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 140.443 μs (5%) 335.12 KiB (1%) 3431
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 662.554 μs (5%) 1.69 MiB (1%) 23086
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 42.661 μs (5%) 109.44 KiB (1%) 1472
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 649.811 ms (5%) 81.804 ms 1.10 GiB (1%) 9447033
["Jacobian", "Local", "SortedVector", "Conv", "size=28x28x3"] 18.423 ms (5%) 44.45 MiB (1%) 355018
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.111 μs (5%) 24.34 KiB (1%) 310
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 570.994 μs (5%) 2.04 MiB (1%) 9038
["OptimizationProblems", "britgas", "Hessian"] 4.927 ms (5%) 10.56 MiB (1%) 40349
["OptimizationProblems", "britgas", "Jacobian"] 293.612 μs (5%) 600.22 KiB (1%) 10484

Benchmark Group List

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

  • ["Hessian", "Global", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "BitSet", "SparseMul"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "Set", "SparseMul"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "SparseMul"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "BitSet", "SparseMul"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "Set", "SparseMul"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "SparseMul"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  2595 MHz       8182 s          0 s        483 s      14339 s          0 s
       #2  2445 MHz       8344 s          0 s        484 s      14173 s          0 s
       #3  2445 MHz       5979 s          2 s        389 s      16630 s          0 s
       #4  3243 MHz       3745 s          1 s        426 s      18821 s          0 s
  Memory: 15.606502532958984 GB (12768.58203125 MB free)
  Uptime: 2306.06 sec
  Load Avg:  1.01  1.02  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)

Baseline result

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

Job Properties

  • Time of benchmark: 18 Jun 2024 - 16:32
  • Package commit: 64d90f
  • Julia commit: 48d4fd
  • 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
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 48.513 ms (5%) 67.96 MiB (1%) 107183
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 202.613 ms (5%) 5.812 ms 345.81 MiB (1%) 290793
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 64.469 ms (5%) 93.57 MiB (1%) 84635
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.863 ms (5%) 16.37 MiB (1%) 24081
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 497.911 ms (5%) 23.595 ms 1.16 GiB (1%) 792458
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 219.225 ms (5%) 7.952 ms 420.94 MiB (1%) 450196
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 139.668 ms (5%) 5.007 ms 248.80 MiB (1%) 716357
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.265 ms (5%) 12.84 MiB (1%) 16905
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 348.924 ms (5%) 19.885 ms 751.93 MiB (1%) 634196
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 239.377 ms (5%) 10.497 ms 384.66 MiB (1%) 694752
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 152.250 ms (5%) 8.255 ms 320.12 MiB (1%) 958386
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.402 ms (5%) 14.23 MiB (1%) 58449
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 52.267 ms (5%) 73.11 MiB (1%) 129037
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 232.809 ms (5%) 6.764 ms 380.79 MiB (1%) 319663
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 68.665 ms (5%) 100.13 MiB (1%) 86794
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.495 ms (5%) 17.49 MiB (1%) 26442
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.357 ms (5%) 65.75 MiB (1%) 85274
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 203.441 ms (5%) 6.072 ms 342.37 MiB (1%) 221244
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 64.108 ms (5%) 1.659 ms 93.10 MiB (1%) 50584
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.316 ms (5%) 11.04 MiB (1%) 17238
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 48.728 ms (5%) 67.97 MiB (1%) 107184
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 203.036 ms (5%) 5.650 ms 345.95 MiB (1%) 290795
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 68.273 ms (5%) 1.750 ms 101.20 MiB (1%) 85521
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.715 ms (5%) 13.26 MiB (1%) 24532
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 498.889 ms (5%) 24.195 ms 1.16 GiB (1%) 792459
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 217.161 ms (5%) 6.785 ms 421.08 MiB (1%) 450198
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 138.726 ms (5%) 5.216 ms 244.58 MiB (1%) 714498
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.585 ms (5%) 14.50 MiB (1%) 17744
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 348.939 ms (5%) 20.560 ms 751.94 MiB (1%) 634197
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 243.020 ms (5%) 8.142 ms 384.80 MiB (1%) 694754
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 151.617 ms (5%) 7.944 ms 316.65 MiB (1%) 955157
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.790 ms (5%) 15.72 MiB (1%) 59254
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 52.278 ms (5%) 73.12 MiB (1%) 129038
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 232.584 ms (5%) 6.486 ms 380.94 MiB (1%) 319665
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 69.773 ms (5%) 1.944 ms 96.50 MiB (1%) 86724
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.279 ms (5%) 15.77 MiB (1%) 26655
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.428 ms (5%) 65.76 MiB (1%) 85275
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 204.157 ms (5%) 6.642 ms 342.52 MiB (1%) 221246
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 62.803 ms (5%) 90.61 MiB (1%) 50440
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.847 ms (5%) 13.47 MiB (1%) 18126
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 2.513 ms (5%) 5.88 MiB (1%) 60508
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 139.652 μs (5%) 260.31 KiB (1%) 2927
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 946.750 μs (5%) 2.12 MiB (1%) 23420
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 51.517 μs (5%) 105.88 KiB (1%) 1254
["Jacobian", "Global", "BitSet", "Conv", "size=128x128x3"] 2.083 s (5%) 310.426 ms 18.61 GiB (1%) 11525807
["Jacobian", "Global", "BitSet", "Conv", "size=28x28x3"] 18.728 ms (5%) 63.39 MiB (1%) 416700
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 9.398 μs (5%) 18.42 KiB (1%) 197
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 269.817 μs (5%) 533.25 KiB (1%) 5897
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.291 ms (5%) 30.12 MiB (1%) 175241
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.059 ms (5%) 1.89 MiB (1%) 11061
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.469 ms (5%) 4.33 MiB (1%) 41515
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=6"] 214.593 μs (5%) 277.94 KiB (1%) 2621
["Jacobian", "Global", "DuplicateVector", "Conv", "size=128x128x3"] 1.084 s (5%) 51.326 ms 1.02 GiB (1%) 4662061
["Jacobian", "Global", "DuplicateVector", "Conv", "size=28x28x3"] 36.391 ms (5%) 41.58 MiB (1%) 175248
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.444 μs (5%) 11.39 KiB (1%) 82
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 444.926 ms (5%) 254.931 ms 1.00 GiB (1%) 29802
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=24"] 52.601 ms (5%) 26.02 MiB (1%) 215569
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.298 ms (5%) 1.63 MiB (1%) 13589
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.416 ms (5%) 5.19 MiB (1%) 56496
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 202.921 μs (5%) 333.44 KiB (1%) 3562
["Jacobian", "Global", "RecursiveSet", "Conv", "size=128x128x3"] 12.391 s (5%) 1.760 s 10.21 GiB (1%) 50938351
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 348.430 ms (5%) 19.128 ms 384.57 MiB (1%) 1894354
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 19.547 μs (5%) 59.20 KiB (1%) 681
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 18.762 s (5%) 9.00 MiB (1%) 39590
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=24"] 11.588 ms (5%) 19.09 MiB (1%) 130321
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=6"] 645.953 μs (5%) 1.20 MiB (1%) 8261
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 2.221 ms (5%) 4.03 MiB (1%) 38062
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 116.168 μs (5%) 259.14 KiB (1%) 2408
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 2.890 s (5%) 550.811 ms 3.69 GiB (1%) 24699841
["Jacobian", "Global", "Set", "Conv", "size=28x28x3"] 89.082 ms (5%) 4.845 ms 144.46 MiB (1%) 928266
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 13.325 μs (5%) 36.88 KiB (1%) 333
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 3.959 ms (5%) 8.17 MiB (1%) 24245
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.912 ms (5%) 4.28 MiB (1%) 23177
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 136.757 μs (5%) 282.06 KiB (1%) 1557
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 625.095 μs (5%) 1.31 MiB (1%) 10411
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 41.358 μs (5%) 85.00 KiB (1%) 677
["Jacobian", "Global", "SortedVector", "Conv", "size=128x128x3"] 669.219 ms (5%) 89.027 ms 1.02 GiB (1%) 4711213
["Jacobian", "Global", "SortedVector", "Conv", "size=28x28x3"] 19.522 ms (5%) 41.72 MiB (1%) 177600
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.216 μs (5%) 14.50 KiB (1%) 132
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 549.753 μs (5%) 1.95 MiB (1%) 2980
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 2.562 ms (5%) 5.98 MiB (1%) 60512
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 143.159 μs (5%) 266.58 KiB (1%) 2929
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 985.661 μs (5%) 2.18 MiB (1%) 23425
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 53.370 μs (5%) 110.06 KiB (1%) 1257
["Jacobian", "Local", "BitSet", "Conv", "size=128x128x3"] 2.143 s (5%) 341.869 ms 18.62 GiB (1%) 11525819
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 19.237 ms (5%) 63.51 MiB (1%) 416711
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 10.259 μs (5%) 28.06 KiB (1%) 207
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 279.054 μs (5%) 548.02 KiB (1%) 5989
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.506 ms (5%) 30.22 MiB (1%) 175245
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.078 ms (5%) 1.90 MiB (1%) 11063
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.547 ms (5%) 4.39 MiB (1%) 41520
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=6"] 216.947 μs (5%) 282.12 KiB (1%) 2624
["Jacobian", "Local", "DuplicateVector", "Conv", "size=128x128x3"] 1.152 s (5%) 93.788 ms 1.02 GiB (1%) 4662073
["Jacobian", "Local", "DuplicateVector", "Conv", "size=28x28x3"] 36.709 ms (5%) 41.69 MiB (1%) 175259
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 9.718 μs (5%) 23.92 KiB (1%) 117
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 192.772 ms (5%) 5.489 ms 1021.75 MiB (1%) 29815
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=24"] 52.969 ms (5%) 26.12 MiB (1%) 215573
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.319 ms (5%) 1.64 MiB (1%) 13591
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.507 ms (5%) 5.25 MiB (1%) 56501
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 208.070 μs (5%) 337.62 KiB (1%) 3565
["Jacobian", "Local", "RecursiveSet", "Conv", "size=128x128x3"] 12.833 s (5%) 1.955 s 10.21 GiB (1%) 50938363
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 358.164 ms (5%) 22.176 ms 384.68 MiB (1%) 1894365
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 22.142 μs (5%) 71.33 KiB (1%) 713
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 20.203 s (5%) 8.69 MiB (1%) 39014
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=24"] 11.607 ms (5%) 19.19 MiB (1%) 130325
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=6"] 649.081 μs (5%) 1.21 MiB (1%) 8263
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 2.218 ms (5%) 4.09 MiB (1%) 38067
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 118.915 μs (5%) 263.33 KiB (1%) 2411
["Jacobian", "Local", "Set", "Conv", "size=128x128x3"] 2.872 s (5%) 526.679 ms 3.69 GiB (1%) 24699853
["Jacobian", "Local", "Set", "Conv", "size=28x28x3"] 89.535 ms (5%) 6.017 ms 144.58 MiB (1%) 928277
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 14.147 μs (5%) 46.77 KiB (1%) 351
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.002 ms (5%) 8.18 MiB (1%) 24366
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 1.974 ms (5%) 4.38 MiB (1%) 23181
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 140.664 μs (5%) 288.33 KiB (1%) 1559
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 636.154 μs (5%) 1.38 MiB (1%) 10416
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 41.618 μs (5%) 89.19 KiB (1%) 680
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 661.396 ms (5%) 65.394 ms 1.03 GiB (1%) 4711225
["Jacobian", "Local", "SortedVector", "Conv", "size=28x28x3"] 19.964 ms (5%) 41.84 MiB (1%) 177611
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 9.098 μs (5%) 23.88 KiB (1%) 139
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 577.995 μs (5%) 2.00 MiB (1%) 3096
["OptimizationProblems", "britgas", "Hessian"] 5.180 ms (5%) 10.43 MiB (1%) 35148
["OptimizationProblems", "britgas", "Jacobian"] 291.359 μs (5%) 484.22 KiB (1%) 6118

Benchmark Group List

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

  • ["Hessian", "Global", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "BitSet", "SparseMul"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "Set", "SparseMul"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "SparseMul"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "BitSet", "SparseMul"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "Set", "SparseMul"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "SparseMul"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  3243 MHz      10517 s          0 s        621 s      20691 s          0 s
       #2  2666 MHz      10805 s          0 s        627 s      20394 s          0 s
       #3  3002 MHz       7938 s          2 s        557 s      23327 s          0 s
       #4  3029 MHz       5485 s          1 s        574 s      25758 s          0 s
  Memory: 15.606502532958984 GB (13264.578125 MB free)
  Uptime: 3190.09 sec
  Load Avg:  1.03  1.03  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; BHI 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
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Owner Author

adrhill commented Jun 18, 2024

It does look like there is a performance increase on Conv due to similar, but that will change with #123.

Looks like partially initialized tracers are not worth the trouble. I'll remove them from this PR and rename it according to the other niceties that have been added.
We can always revisit this idea later.

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Benchmark result

Judge result

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

Job Properties

  • Time of benchmarks:
    • Target: 18 Jun 2024 - 17:44
    • Baseline: 18 Jun 2024 - 17:59
  • Package commits:
    • Target: 9737cc
    • Baseline: 64d90f
  • Julia commits:
    • Target: 48d4fd
    • Baseline: 48d4fd
  • 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
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 0.99 (5%) 0.99 (1%) ✅
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 1.00 (5%) 0.98 (1%) ✅
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 0.97 (5%) 0.97 (1%) ✅
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 0.94 (5%) ✅ 0.96 (1%) ✅
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 1.00 (5%) 0.99 (1%) ✅
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 1.00 (5%) 0.99 (1%) ✅
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 1.09 (5%) ❌ 1.00 (1%)
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 1.00 (5%) 0.98 (1%) ✅
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 0.99 (5%) 0.98 (1%) ✅
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 0.94 (5%) ✅ 1.00 (1%)
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.02 (5%) 0.98 (1%) ✅
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 1.00 (5%) 0.98 (1%) ✅
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 0.97 (5%) 0.95 (1%) ✅
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 0.95 (5%) ✅ 0.95 (1%) ✅
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 1.00 (5%) 0.99 (1%) ✅
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 1.00 (5%) 0.98 (1%) ✅
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 0.98 (5%) 0.97 (1%) ✅
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 0.97 (5%) 0.96 (1%) ✅
["Jacobian", "Local", "BitSet", "Conv", "size=128x128x3"] 1.17 (5%) ❌ 1.00 (1%)
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 1.05 (5%) ❌ 1.00 (1%)
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 1.00 (5%) 0.99 (1%) ✅
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 1.01 (5%) 0.99 (1%) ✅
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 1.08 (5%) ❌ 1.00 (1%)
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 1.00 (5%) 0.98 (1%) ✅
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 0.98 (5%) 0.98 (1%) ✅
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 1.03 (5%) 0.98 (1%) ✅
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 1.04 (5%) 0.98 (1%) ✅
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 0.96 (5%) 0.95 (1%) ✅
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 0.95 (5%) ✅ 0.95 (1%) ✅
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 1.11 (5%) ❌ 1.00 (1%)
["OptimizationProblems", "britgas", "Jacobian"] 0.76 (5%) ✅ 0.94 (1%) ✅

Benchmark Group List

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

  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Target

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  2445 MHz       6358 s          0 s        474 s      16110 s          0 s
       #2  3243 MHz       5281 s          0 s        383 s      17280 s          0 s
       #3  2445 MHz       6823 s          0 s        438 s      15685 s          0 s
       #4  3117 MHz       7379 s          0 s        547 s      15022 s          0 s
  Memory: 15.60650634765625 GB (13424.92578125 MB free)
  Uptime: 2300.97 sec
  Load Avg:  1.0  1.0  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)

Baseline

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  3239 MHz       8299 s          0 s        606 s      22901 s          0 s
       #2  3124 MHz       7246 s          0 s        508 s      24057 s          0 s
       #3  2445 MHz       8862 s          0 s        612 s      22340 s          0 s
       #4  3242 MHz       9970 s          0 s        707 s      21140 s          0 s
  Memory: 15.60650634765625 GB (13288.29296875 MB free)
  Uptime: 3189.3 sec
  Load Avg:  1.07  1.02  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/SparseConnectivityTracer.jl/SparseConnectivityTracer.jl

Job Properties

  • Time of benchmark: 18 Jun 2024 - 17:44
  • Package commit: 9737cc
  • Julia commit: 48d4fd
  • 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
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 46.952 ms (5%) 67.95 MiB (1%) 106983
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 199.956 ms (5%) 5.659 ms 345.61 MiB (1%) 287593
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 65.795 ms (5%) 1.722 ms 98.33 MiB (1%) 85026
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.941 ms (5%) 15.34 MiB (1%) 23674
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 506.855 ms (5%) 23.549 ms 1.16 GiB (1%) 792458
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 214.907 ms (5%) 7.619 ms 420.94 MiB (1%) 450196
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 140.238 ms (5%) 5.483 ms 247.75 MiB (1%) 720868
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.229 ms (5%) 12.05 MiB (1%) 16842
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 347.038 ms (5%) 19.599 ms 751.92 MiB (1%) 633996
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 229.186 ms (5%) 9.732 ms 384.46 MiB (1%) 691552
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 148.109 ms (5%) 8.015 ms 311.29 MiB (1%) 948454
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.887 ms (5%) 17.08 MiB (1%) 58302
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 50.631 ms (5%) 73.10 MiB (1%) 128837
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 227.469 ms (5%) 5.892 ms 380.60 MiB (1%) 316463
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 68.594 ms (5%) 1.955 ms 98.00 MiB (1%) 86462
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.041 ms (5%) 14.52 MiB (1%) 25491
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 45.634 ms (5%) 65.74 MiB (1%) 85074
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 199.462 ms (5%) 5.383 ms 342.18 MiB (1%) 218044
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 59.908 ms (5%) 89.86 MiB (1%) 50250
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.647 ms (5%) 13.58 MiB (1%) 17113
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.050 ms (5%) 67.96 MiB (1%) 106984
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 198.673 ms (5%) 5.005 ms 345.76 MiB (1%) 287595
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 65.369 ms (5%) 1.754 ms 95.00 MiB (1%) 84875
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.592 ms (5%) 12.69 MiB (1%) 24144
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 501.639 ms (5%) 22.718 ms 1.16 GiB (1%) 792459
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 214.731 ms (5%) 7.110 ms 421.08 MiB (1%) 450198
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 139.316 ms (5%) 5.007 ms 250.16 MiB (1%) 720430
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.105 ms (5%) 17.60 MiB (1%) 18074
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 349.632 ms (5%) 18.995 ms 751.92 MiB (1%) 633997
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 229.503 ms (5%) 8.082 ms 384.61 MiB (1%) 691554
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 151.319 ms (5%) 8.656 ms 315.39 MiB (1%) 951320
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.102 ms (5%) 18.18 MiB (1%) 59056
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 50.701 ms (5%) 73.11 MiB (1%) 128838
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 228.891 ms (5%) 5.951 ms 380.75 MiB (1%) 316465
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 68.917 ms (5%) 1.820 ms 101.42 MiB (1%) 87107
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.538 ms (5%) 17.21 MiB (1%) 26612
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 45.545 ms (5%) 65.75 MiB (1%) 85075
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 199.479 ms (5%) 5.534 ms 342.32 MiB (1%) 218046
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 59.028 ms (5%) 85.49 MiB (1%) 49794
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.035 ms (5%) 15.29 MiB (1%) 17940
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 2.519 ms (5%) 5.81 MiB (1%) 59356
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 140.811 μs (5%) 255.81 KiB (1%) 2855
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 918.738 μs (5%) 2.05 MiB (1%) 22268
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 50.083 μs (5%) 101.38 KiB (1%) 1182
["Jacobian", "Global", "BitSet", "Conv", "size=128x128x3"] 2.356 s (5%) 937.484 ms 18.61 GiB (1%) 11476655
["Jacobian", "Global", "BitSet", "Conv", "size=28x28x3"] 19.581 ms (5%) 63.25 MiB (1%) 414348
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.169 μs (5%) 15.30 KiB (1%) 147
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 278.258 μs (5%) 541.12 KiB (1%) 6023
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.558 ms (5%) 30.12 MiB (1%) 175241
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.088 ms (5%) 1.89 MiB (1%) 11061
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.503 ms (5%) 4.33 MiB (1%) 41515
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=6"] 216.172 μs (5%) 277.94 KiB (1%) 2621
["Jacobian", "Global", "DuplicateVector", "Conv", "size=128x128x3"] 1.120 s (5%) 67.374 ms 1.02 GiB (1%) 4662061
["Jacobian", "Global", "DuplicateVector", "Conv", "size=28x28x3"] 36.280 ms (5%) 41.58 MiB (1%) 175248
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.436 μs (5%) 12.84 KiB (1%) 92
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 150.416 ms (5%) 5.200 ms 768.83 MiB (1%) 29518
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=24"] 52.870 ms (5%) 25.95 MiB (1%) 214417
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.305 ms (5%) 1.63 MiB (1%) 13517
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.405 ms (5%) 5.12 MiB (1%) 55344
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 201.715 μs (5%) 328.94 KiB (1%) 3490
["Jacobian", "Global", "RecursiveSet", "Conv", "size=128x128x3"] 12.574 s (5%) 1.651 s 10.21 GiB (1%) 50889199
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 374.095 ms (5%) 26.370 ms 384.42 MiB (1%) 1892002
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 11.311 μs (5%) 33.39 KiB (1%) 380
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 18.843 s (5%) 12.22 MiB (1%) 45675
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=24"] 11.582 ms (5%) 19.02 MiB (1%) 129169
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=6"] 647.744 μs (5%) 1.20 MiB (1%) 8189
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 2.179 ms (5%) 3.96 MiB (1%) 36910
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 114.613 μs (5%) 254.64 KiB (1%) 2336
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 2.744 s (5%) 341.718 ms 3.68 GiB (1%) 24650689
["Jacobian", "Global", "Set", "Conv", "size=28x28x3"] 91.712 ms (5%) 7.014 ms 144.32 MiB (1%) 925914
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 11.922 μs (5%) 33.77 KiB (1%) 283
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.098 ms (5%) 8.34 MiB (1%) 24749
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.952 ms (5%) 4.21 MiB (1%) 22025
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 137.766 μs (5%) 277.56 KiB (1%) 1485
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 602.281 μs (5%) 1.24 MiB (1%) 9259
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 39.494 μs (5%) 80.50 KiB (1%) 605
["Jacobian", "Global", "SortedVector", "Conv", "size=128x128x3"] 682.704 ms (5%) 66.470 ms 1.02 GiB (1%) 4662061
["Jacobian", "Global", "SortedVector", "Conv", "size=28x28x3"] 19.692 ms (5%) 41.58 MiB (1%) 175248
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.021 μs (5%) 12.67 KiB (1%) 90
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 585.379 μs (5%) 1.97 MiB (1%) 2980
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 2.607 ms (5%) 5.91 MiB (1%) 59360
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 145.119 μs (5%) 262.08 KiB (1%) 2857
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 963.482 μs (5%) 2.11 MiB (1%) 22273
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 52.187 μs (5%) 105.56 KiB (1%) 1185
["Jacobian", "Local", "BitSet", "Conv", "size=128x128x3"] 2.623 s (5%) 1.060 s 18.61 GiB (1%) 11476667
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 20.498 ms (5%) 63.37 MiB (1%) 414359
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.796 μs (5%) 24.81 KiB (1%) 155
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 285.230 μs (5%) 552.27 KiB (1%) 6057
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.621 ms (5%) 30.22 MiB (1%) 175245
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.080 ms (5%) 1.90 MiB (1%) 11063
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.519 ms (5%) 4.39 MiB (1%) 41520
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=6"] 215.882 μs (5%) 282.12 KiB (1%) 2624
["Jacobian", "Local", "DuplicateVector", "Conv", "size=128x128x3"] 1.170 s (5%) 102.142 ms 1.02 GiB (1%) 4662073
["Jacobian", "Local", "DuplicateVector", "Conv", "size=28x28x3"] 36.378 ms (5%) 41.69 MiB (1%) 175259
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.885 μs (5%) 22.06 KiB (1%) 97
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 505.110 ms (5%) 297.706 ms 1.15 GiB (1%) 29924
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=24"] 53.298 ms (5%) 26.04 MiB (1%) 214421
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.324 ms (5%) 1.64 MiB (1%) 13519
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.432 ms (5%) 5.18 MiB (1%) 55349
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 204.250 μs (5%) 333.12 KiB (1%) 3493
["Jacobian", "Local", "RecursiveSet", "Conv", "size=128x128x3"] 12.763 s (5%) 1.753 s 10.21 GiB (1%) 50889211
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 387.286 ms (5%) 30.961 ms 384.54 MiB (1%) 1892013
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 12.543 μs (5%) 43.00 KiB (1%) 387
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 20.487 s (5%) 14.17 MiB (1%) 49377
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=24"] 11.611 ms (5%) 19.12 MiB (1%) 129173
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=6"] 656.090 μs (5%) 1.20 MiB (1%) 8191
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 2.190 ms (5%) 4.02 MiB (1%) 36915
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 114.613 μs (5%) 258.83 KiB (1%) 2339
["Jacobian", "Local", "Set", "Conv", "size=128x128x3"] 2.645 s (5%) 303.016 ms 3.69 GiB (1%) 24650701
["Jacobian", "Local", "Set", "Conv", "size=28x28x3"] 89.738 ms (5%) 6.453 ms 144.43 MiB (1%) 925925
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 13.335 μs (5%) 42.47 KiB (1%) 289
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.101 ms (5%) 8.36 MiB (1%) 24796
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 2.001 ms (5%) 4.31 MiB (1%) 22029
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 143.747 μs (5%) 283.83 KiB (1%) 1487
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 628.719 μs (5%) 1.31 MiB (1%) 9264
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 40.947 μs (5%) 84.69 KiB (1%) 608
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 728.678 ms (5%) 82.246 ms 1.02 GiB (1%) 4662073
["Jacobian", "Local", "SortedVector", "Conv", "size=28x28x3"] 20.574 ms (5%) 41.69 MiB (1%) 175259
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.296 μs (5%) 22.14 KiB (1%) 98
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 610.265 μs (5%) 2.00 MiB (1%) 3001
["OptimizationProblems", "britgas", "Hessian"] 5.086 ms (5%) 10.40 MiB (1%) 34698
["OptimizationProblems", "britgas", "Jacobian"] 283.997 μs (5%) 456.09 KiB (1%) 5668

Benchmark Group List

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

  • ["Hessian", "Global", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "BitSet", "SparseMul"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "Set", "SparseMul"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "SparseMul"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "BitSet", "SparseMul"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "Set", "SparseMul"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "SparseMul"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  2445 MHz       6358 s          0 s        474 s      16110 s          0 s
       #2  3243 MHz       5281 s          0 s        383 s      17280 s          0 s
       #3  2445 MHz       6823 s          0 s        438 s      15685 s          0 s
       #4  3117 MHz       7379 s          0 s        547 s      15022 s          0 s
  Memory: 15.60650634765625 GB (13424.92578125 MB free)
  Uptime: 2300.97 sec
  Load Avg:  1.0  1.0  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)

Baseline result

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

Job Properties

  • Time of benchmark: 18 Jun 2024 - 17:59
  • Package commit: 64d90f
  • Julia commit: 48d4fd
  • 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
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.505 ms (5%) 67.96 MiB (1%) 107183
["Hessian", "Global", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 200.553 ms (5%) 5.634 ms 345.81 MiB (1%) 290793
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 64.797 ms (5%) 99.32 MiB (1%) 84971
["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.240 ms (5%) 10.85 MiB (1%) 23673
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 502.702 ms (5%) 25.182 ms 1.16 GiB (1%) 792458
["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 217.013 ms (5%) 8.115 ms 420.94 MiB (1%) 450196
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 139.410 ms (5%) 4.858 ms 245.71 MiB (1%) 716547
["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.338 ms (5%) 13.39 MiB (1%) 16973
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 352.030 ms (5%) 22.186 ms 751.93 MiB (1%) 634196
["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 240.817 ms (5%) 9.254 ms 384.66 MiB (1%) 694752
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 145.983 ms (5%) 6.449 ms 316.13 MiB (1%) 951409
["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 6.500 ms (5%) 14.48 MiB (1%) 58466
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 51.425 ms (5%) 73.11 MiB (1%) 129037
["Hessian", "Global", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 230.368 ms (5%) 6.493 ms 380.79 MiB (1%) 319663
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 67.536 ms (5%) 101.62 MiB (1%) 86964
["Hessian", "Global", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.290 ms (5%) 16.23 MiB (1%) 26331
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 46.331 ms (5%) 65.75 MiB (1%) 85274
["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 201.106 ms (5%) 5.603 ms 342.37 MiB (1%) 221244
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 62.455 ms (5%) 1.554 ms 90.55 MiB (1%) 50322
["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.507 ms (5%) 12.47 MiB (1%) 17359
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 47.621 ms (5%) 67.97 MiB (1%) 107184
["Hessian", "Local", ("BitSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 200.747 ms (5%) 5.354 ms 345.95 MiB (1%) 290795
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 66.324 ms (5%) 1.675 ms 97.05 MiB (1%) 85178
["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.707 ms (5%) 12.46 MiB (1%) 24483
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 512.809 ms (5%) 27.918 ms 1.16 GiB (1%) 792459
["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 217.171 ms (5%) 8.162 ms 421.08 MiB (1%) 450198
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 144.882 ms (5%) 5.658 ms 256.02 MiB (1%) 726592
["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.645 ms (5%) 14.52 MiB (1%) 17734
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 354.641 ms (5%) 23.674 ms 751.94 MiB (1%) 634197
["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 239.145 ms (5%) 9.900 ms 384.80 MiB (1%) 694754
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 152.659 ms (5%) 7.751 ms 324.04 MiB (1%) 961190
["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.151 ms (5%) 17.48 MiB (1%) 59395
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 51.355 ms (5%) 73.12 MiB (1%) 129038
["Hessian", "Local", ("Set", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 232.701 ms (5%) 6.560 ms 380.94 MiB (1%) 319665
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 69.729 ms (5%) 1.929 ms 100.39 MiB (1%) 87168
["Hessian", "Local", ("Set", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 7.657 ms (5%) 17.76 MiB (1%) 27149
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 200), :(K = 16))] 46.246 ms (5%) 65.76 MiB (1%) 85275
["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead", (:(N = 3200), :(K = 2))] 200.112 ms (5%) 4.826 ms 342.52 MiB (1%) 221246
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 100), :(K = 32))] 60.314 ms (5%) 87.89 MiB (1%) 50225
["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity", (:(N = 400), :(K = 2))] 5.717 ms (5%) 13.00 MiB (1%) 18098
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=24"] 2.539 ms (5%) 5.88 MiB (1%) 60508
["Jacobian", "Global", "BitSet", "Brusselator", "ODE", "N=6"] 141.072 μs (5%) 260.31 KiB (1%) 2927
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=24"] 944.415 μs (5%) 2.12 MiB (1%) 23420
["Jacobian", "Global", "BitSet", "Brusselator", "operator", "N=6"] 53.499 μs (5%) 105.88 KiB (1%) 1254
["Jacobian", "Global", "BitSet", "Conv", "size=128x128x3"] 2.381 s (5%) 409.968 ms 18.61 GiB (1%) 11525807
["Jacobian", "Global", "BitSet", "Conv", "size=28x28x3"] 19.575 ms (5%) 63.39 MiB (1%) 416700
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 9.067 μs (5%) 17.92 KiB (1%) 189
["Jacobian", "Global", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 276.574 μs (5%) 541.75 KiB (1%) 6033
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.400 ms (5%) 30.12 MiB (1%) 175241
["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.056 ms (5%) 1.89 MiB (1%) 11061
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.507 ms (5%) 4.33 MiB (1%) 41515
["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator", "N=6"] 215.732 μs (5%) 277.94 KiB (1%) 2621
["Jacobian", "Global", "DuplicateVector", "Conv", "size=128x128x3"] 1.096 s (5%) 54.357 ms 1.02 GiB (1%) 4662061
["Jacobian", "Global", "DuplicateVector", "Conv", "size=28x28x3"] 37.446 ms (5%) 41.58 MiB (1%) 175248
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.073 μs (5%) 11.47 KiB (1%) 83
["Jacobian", "Global", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 191.654 ms (5%) 6.122 ms 986.86 MiB (1%) 29757
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=24"] 52.552 ms (5%) 26.02 MiB (1%) 215569
["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.271 ms (5%) 1.63 MiB (1%) 13589
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.404 ms (5%) 5.19 MiB (1%) 56496
["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator", "N=6"] 201.815 μs (5%) 333.44 KiB (1%) 3562
["Jacobian", "Global", "RecursiveSet", "Conv", "size=128x128x3"] 12.394 s (5%) 1.827 s 10.21 GiB (1%) 50938351
["Jacobian", "Global", "RecursiveSet", "Conv", "size=28x28x3"] 342.200 ms (5%) 18.408 ms 384.57 MiB (1%) 1894354
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 20.168 μs (5%) 61.55 KiB (1%) 699
["Jacobian", "Global", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 19.263 s (5%) 9.81 MiB (1%) 41153
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=24"] 11.489 ms (5%) 19.09 MiB (1%) 130321
["Jacobian", "Global", "Set", "Brusselator", "ODE", "N=6"] 643.150 μs (5%) 1.20 MiB (1%) 8261
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=24"] 2.183 ms (5%) 4.03 MiB (1%) 38062
["Jacobian", "Global", "Set", "Brusselator", "operator", "N=6"] 115.646 μs (5%) 259.14 KiB (1%) 2408
["Jacobian", "Global", "Set", "Conv", "size=128x128x3"] 2.924 s (5%) 537.986 ms 3.69 GiB (1%) 24699841
["Jacobian", "Global", "Set", "Conv", "size=28x28x3"] 89.131 ms (5%) 5.080 ms 144.46 MiB (1%) 928266
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 12.874 μs (5%) 35.83 KiB (1%) 327
["Jacobian", "Global", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 3.929 ms (5%) 8.09 MiB (1%) 24010
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=24"] 1.916 ms (5%) 4.28 MiB (1%) 23177
["Jacobian", "Global", "SortedVector", "Brusselator", "ODE", "N=6"] 137.516 μs (5%) 282.06 KiB (1%) 1557
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=24"] 623.280 μs (5%) 1.31 MiB (1%) 10411
["Jacobian", "Global", "SortedVector", "Brusselator", "operator", "N=6"] 41.717 μs (5%) 85.00 KiB (1%) 677
["Jacobian", "Global", "SortedVector", "Conv", "size=128x128x3"] 693.504 ms (5%) 93.036 ms 1.02 GiB (1%) 4711213
["Jacobian", "Global", "SortedVector", "Conv", "size=28x28x3"] 20.120 ms (5%) 41.72 MiB (1%) 177600
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.586 μs (5%) 15.56 KiB (1%) 137
["Jacobian", "Global", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 584.496 μs (5%) 2.03 MiB (1%) 3118
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=24"] 2.600 ms (5%) 5.98 MiB (1%) 60512
["Jacobian", "Local", "BitSet", "Brusselator", "ODE", "N=6"] 144.519 μs (5%) 266.58 KiB (1%) 2929
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=24"] 985.513 μs (5%) 2.18 MiB (1%) 23425
["Jacobian", "Local", "BitSet", "Brusselator", "operator", "N=6"] 53.910 μs (5%) 110.06 KiB (1%) 1257
["Jacobian", "Local", "BitSet", "Conv", "size=128x128x3"] 2.242 s (5%) 365.783 ms 18.62 GiB (1%) 11525819
["Jacobian", "Local", "BitSet", "Conv", "size=28x28x3"] 19.476 ms (5%) 63.51 MiB (1%) 416711
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 10.149 μs (5%) 27.94 KiB (1%) 205
["Jacobian", "Local", "BitSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 279.150 μs (5%) 538.77 KiB (1%) 5841
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=24"] 17.670 ms (5%) 30.22 MiB (1%) 175245
["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE", "N=6"] 1.069 ms (5%) 1.90 MiB (1%) 11063
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=24"] 3.542 ms (5%) 4.39 MiB (1%) 41520
["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator", "N=6"] 216.513 μs (5%) 282.12 KiB (1%) 2624
["Jacobian", "Local", "DuplicateVector", "Conv", "size=128x128x3"] 1.155 s (5%) 93.639 ms 1.02 GiB (1%) 4662073
["Jacobian", "Local", "DuplicateVector", "Conv", "size=28x28x3"] 37.490 ms (5%) 41.69 MiB (1%) 175259
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 7.555 μs (5%) 20.91 KiB (1%) 91
["Jacobian", "Local", "DuplicateVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 164.550 ms (5%) 5.178 ms 888.27 MiB (1%) 29661
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=24"] 52.794 ms (5%) 26.12 MiB (1%) 215573
["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE", "N=6"] 3.319 ms (5%) 1.64 MiB (1%) 13591
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=24"] 3.447 ms (5%) 5.25 MiB (1%) 56501
["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator", "N=6"] 203.158 μs (5%) 337.62 KiB (1%) 3565
["Jacobian", "Local", "RecursiveSet", "Conv", "size=128x128x3"] 12.312 s (5%) 1.619 s 10.21 GiB (1%) 50938363
["Jacobian", "Local", "RecursiveSet", "Conv", "size=28x28x3"] 357.151 ms (5%) 21.840 ms 384.68 MiB (1%) 1894365
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 22.472 μs (5%) 71.66 KiB (1%) 714
["Jacobian", "Local", "RecursiveSet", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 22.660 s (5%) 9.30 MiB (1%) 40187
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=24"] 11.632 ms (5%) 19.19 MiB (1%) 130325
["Jacobian", "Local", "Set", "Brusselator", "ODE", "N=6"] 647.554 μs (5%) 1.21 MiB (1%) 8263
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=24"] 2.191 ms (5%) 4.09 MiB (1%) 38067
["Jacobian", "Local", "Set", "Brusselator", "operator", "N=6"] 117.308 μs (5%) 263.33 KiB (1%) 2411
["Jacobian", "Local", "Set", "Conv", "size=128x128x3"] 2.602 s (5%) 257.800 ms 3.69 GiB (1%) 24699853
["Jacobian", "Local", "Set", "Conv", "size=28x28x3"] 90.842 ms (5%) 6.258 ms 144.58 MiB (1%) 928277
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 14.287 μs (5%) 45.20 KiB (1%) 335
["Jacobian", "Local", "Set", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 4.024 ms (5%) 8.29 MiB (1%) 24563
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=24"] 1.949 ms (5%) 4.38 MiB (1%) 23181
["Jacobian", "Local", "SortedVector", "Brusselator", "ODE", "N=6"] 138.549 μs (5%) 288.33 KiB (1%) 1559
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=24"] 652.112 μs (5%) 1.38 MiB (1%) 10416
["Jacobian", "Local", "SortedVector", "Brusselator", "operator", "N=6"] 43.181 μs (5%) 89.19 KiB (1%) 680
["Jacobian", "Local", "SortedVector", "Conv", "size=128x128x3"] 659.099 ms (5%) 64.204 ms 1.03 GiB (1%) 4711225
["Jacobian", "Local", "SortedVector", "Conv", "size=28x28x3"] 20.142 ms (5%) 41.84 MiB (1%) 177611
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.01), :(depth = 5))] 8.867 μs (5%) 23.88 KiB (1%) 139
["Jacobian", "Local", "SortedVector", "SparseMul", (:(n = 50), :(p = 0.25), :(depth = 5))] 551.457 μs (5%) 1.92 MiB (1%) 2939
["OptimizationProblems", "britgas", "Hessian"] 5.143 ms (5%) 10.43 MiB (1%) 35148
["OptimizationProblems", "britgas", "Jacobian"] 373.926 μs (5%) 484.22 KiB (1%) 6118

Benchmark Group List

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

  • ["Hessian", "Global", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Global", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("BitSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("BitSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("DuplicateVector", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("RecursiveSet", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("Set", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("Set", "Set"), "RandomSparsity"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "ArrowHead"]
  • ["Hessian", "Local", ("SortedVector", "Set"), "RandomSparsity"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "BitSet", "Conv"]
  • ["Jacobian", "Global", "BitSet", "SparseMul"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "DuplicateVector", "Conv"]
  • ["Jacobian", "Global", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Global", "RecursiveSet", "Conv"]
  • ["Jacobian", "Global", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Global", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Global", "Set", "Conv"]
  • ["Jacobian", "Global", "Set", "SparseMul"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Global", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Global", "SortedVector", "Conv"]
  • ["Jacobian", "Global", "SortedVector", "SparseMul"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "BitSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "BitSet", "Conv"]
  • ["Jacobian", "Local", "BitSet", "SparseMul"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "DuplicateVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "DuplicateVector", "Conv"]
  • ["Jacobian", "Local", "DuplicateVector", "SparseMul"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "RecursiveSet", "Brusselator", "operator"]
  • ["Jacobian", "Local", "RecursiveSet", "Conv"]
  • ["Jacobian", "Local", "RecursiveSet", "SparseMul"]
  • ["Jacobian", "Local", "Set", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "Set", "Brusselator", "operator"]
  • ["Jacobian", "Local", "Set", "Conv"]
  • ["Jacobian", "Local", "Set", "SparseMul"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "ODE"]
  • ["Jacobian", "Local", "SortedVector", "Brusselator", "operator"]
  • ["Jacobian", "Local", "SortedVector", "Conv"]
  • ["Jacobian", "Local", "SortedVector", "SparseMul"]
  • ["OptimizationProblems", "britgas"]

Julia versioninfo

Julia Version 1.10.4
Commit 48d4fd48430 (2024-06-04 10:41 UTC)
Build Info:
  Official https://julialang.org/ release
Platform Info:
  OS: Linux (x86_64-linux-gnu)
      Ubuntu 22.04.4 LTS
  uname: Linux 6.5.0-1021-azure #22~22.04.1-Ubuntu SMP Tue Apr 30 16:08:18 UTC 2024 x86_64 x86_64
  CPU: AMD EPYC 7763 64-Core Processor: 
              speed         user         nice          sys         idle          irq
       #1  3239 MHz       8299 s          0 s        606 s      22901 s          0 s
       #2  3124 MHz       7246 s          0 s        508 s      24057 s          0 s
       #3  2445 MHz       8862 s          0 s        612 s      22340 s          0 s
       #4  3242 MHz       9970 s          0 s        707 s      21140 s          0 s
  Memory: 15.60650634765625 GB (13288.29296875 MB free)
  Uptime: 3189.3 sec
  Load Avg:  1.07  1.02  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; BHI 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 changed the title Faster empty tracer construction Fix tracer overloads on exponent function Jun 18, 2024
@adrhill adrhill merged commit 16e7d44 into main Jun 18, 2024
5 checks passed
@adrhill adrhill deleted the ah/fast-empty-sets branch June 18, 2024 18:11
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@adrhill @codecov-commenter