Evizero / Augmentor.jl

A fast image augmentation library in Julia for machine learning.
https://evizero.github.io/Augmentor.jl/
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update dependency versions and fix broken tests #66

Closed johnnychen94 closed 3 years ago

johnnychen94 commented 3 years ago

For failed show tests, I didn't spend much time revisiting the show codes, just relaxes the test to make sure it passes.

For type instability related to mean(x), I directly promote the eltype to its float type because floats are more robust and is more likely to be handled correctly. This won't change much for typical machine learning workflows as data is mostly stored in Float32. See also https://github.com/JuliaGraphics/ColorVectorSpace.jl/issues/134#issuecomment-678931928

closes #57 closes #60

github-actions[bot] commented 3 years ago
Benchmark result # Judge result # Benchmark Report for */home/runner/work/Augmentor.jl/Augmentor.jl* ## Job Properties * Time of benchmarks: - Target: 24 Aug 2020 - 07:57 - Baseline: 24 Aug 2020 - 08:05 * Package commits: - Target: d26c82 - Baseline: d13640 * Julia commits: - Target: 2d5741 - Baseline: 2d5741 * 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 :x:), while a ratio less than `1.0` denotes a possible improvement (marked with :white_check_mark:). 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 | |---------------------------------------|------------------------------|--------------| | `["applyaffineview", "Scale"]` | 0.92 (5%) :white_check_mark: | 1.00 (1%) | | `["applyeager", "Crop"]` | 1.32 (5%) :x: | 1.00 (1%) | | `["applyeager", "CropNative"]` | 1.34 (5%) :x: | 1.00 (1%) | | `["applyeager", "Either"]` | 0.85 (5%) :white_check_mark: | 1.00 (1%) | | `["applyeager", "FlipX"]` | 0.90 (5%) :white_check_mark: | 1.00 (1%) | | `["applyeager", "FlipY"]` | 0.88 (5%) :white_check_mark: | 1.00 (1%) | | `["applyeager", "PermuteDims"]` | 0.93 (5%) :white_check_mark: | 1.00 (1%) | | `["applyeager", "Reshape"]` | 1.07 (5%) :x: | 1.00 (1%) | | `["applyeager", "Rotate270"]` | 0.82 (5%) :white_check_mark: | 1.00 (1%) | | `["applyeager", "Rotate90"]` | 0.85 (5%) :white_check_mark: | 1.00 (1%) | | `["applyeager", "SplitChannels"]` | 0.84 (5%) :white_check_mark: | 1.00 (1%) | | `["applylazy", "ConvertEltype"]` | 0.93 (5%) :white_check_mark: | 1.00 (1%) | | `["applylazy", "Crop"]` | 0.93 (5%) :white_check_mark: | 1.00 (1%) | | `["applylazy", "CropRatio"]` | 0.89 (5%) :white_check_mark: | 1.00 (1%) | | `["applylazy", "Either"]` | 0.95 (5%) :white_check_mark: | 1.00 (1%) | | `["applylazy", "FlipX"]` | 0.93 (5%) :white_check_mark: | 1.00 (1%) | | `["applylazy", "NoOp"]` | 1.15 (5%) :x: | 1.00 (1%) | | `["applylazy", "PermuteDims"]` | 0.94 (5%) :white_check_mark: | 1.00 (1%) | | `["applylazy", "RCropRatio"]` | 0.92 (5%) :white_check_mark: | 1.00 (1%) | | `["applylazy", "Rotate270"]` | 0.87 (5%) :white_check_mark: | 1.00 (1%) | | `["augment!", "lazyrotate"]` | 0.86 (5%) :white_check_mark: | 1.00 (1%) | | `["augment!", "resize"]` | 0.86 (5%) :white_check_mark: | 1.00 (1%) | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["applyaffine"]` - `["applyaffineview"]` - `["applyeager"]` - `["applylazy"]` - `["augment!"]` - `["augment"]` ## Julia versioninfo ### Target ``` Julia Version 1.3.1 Commit 2d5741174c (2019-12-30 21:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.5 LTS uname: Linux 5.3.0-1034-azure #35~18.04.1-Ubuntu SMP Mon Jul 13 12:54:45 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 77481 s 0 s 2010 s 40915 s 0 s #2 2294 MHz 39125 s 0 s 2527 s 78929 s 0 s Memory: 6.764873504638672 GB (2322.8203125 MB free) Uptime: 1227.0 sec Load Avg: 1.02734375 1.0107421875 0.7880859375 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-6.0.1 (ORCJIT, broadwell) ``` ### Baseline ``` Julia Version 1.3.1 Commit 2d5741174c (2019-12-30 21:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.5 LTS uname: Linux 5.3.0-1034-azure #35~18.04.1-Ubuntu SMP Mon Jul 13 12:54:45 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 120745 s 0 s 2166 s 43980 s 0 s #2 2294 MHz 42296 s 0 s 2645 s 122240 s 0 s Memory: 6.764873504638672 GB (2372.078125 MB free) Uptime: 1695.0 sec Load Avg: 1.0 1.009765625 0.9033203125 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-6.0.1 (ORCJIT, broadwell) ``` --- # Target result # Benchmark Report for */home/runner/work/Augmentor.jl/Augmentor.jl* ## Job Properties * Time of benchmark: 24 Aug 2020 - 7:57 * Package commit: d26c82 * Julia commit: 2d5741 * 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 | |---------------------------------------|----------------:|--------:|----------------:|------------:| | `["applyaffine", "Either"]` | 4.918 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "FlipX"]` | 4.874 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "FlipY"]` | 4.876 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "NoOp"]` | 4.864 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "Rotate"]` | 10.209 ms (5%) | | 961.25 KiB (1%) | 4 | | `["applyaffine", "Rotate180"]` | 4.890 ms (5%) | | 471.75 KiB (1%) | 4 | | `["applyaffine", "Rotate270"]` | 4.923 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "Rotate90"]` | 4.910 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "Scale"]` | 5.893 ms (5%) | | 567.44 KiB (1%) | 4 | | `["applyaffine", "ShearX"]` | 5.270 ms (5%) | | 501.81 KiB (1%) | 4 | | `["applyaffine", "ShearY"]` | 5.449 ms (5%) | | 525.25 KiB (1%) | 4 | | `["applyaffineview", "Crop"]` | 384.705 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyaffineview", "CropNative"]` | 416.305 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyaffineview", "CropRatio"]` | 3.684 ms (5%) | | 351.70 KiB (1%) | 3 | | `["applyaffineview", "CropSize"]` | 416.305 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyaffineview", "Either"]` | 4.906 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "FlipX"]` | 4.924 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "FlipY"]` | 4.925 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "NoOp"]` | 4.917 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "RCropRatio"]` | 3.684 ms (5%) | | 351.70 KiB (1%) | 3 | | `["applyaffineview", "Resize"]` | 419.705 μs (5%) | | 39.38 KiB (1%) | 5 | | `["applyaffineview", "Rotate"]` | 10.224 ms (5%) | | 961.31 KiB (1%) | 5 | | `["applyaffineview", "Rotate180"]` | 4.942 ms (5%) | | 471.81 KiB (1%) | 5 | | `["applyaffineview", "Rotate270"]` | 4.987 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "Rotate90"]` | 4.961 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "Scale"]` | 5.437 ms (5%) | | 567.50 KiB (1%) | 5 | | `["applyaffineview", "ShearX"]` | 5.321 ms (5%) | | 501.88 KiB (1%) | 5 | | `["applyaffineview", "ShearY"]` | 5.504 ms (5%) | | 525.31 KiB (1%) | 5 | | `["applyaffineview", "Zoom"]` | 4.916 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyeager", "CacheImage"]` | 2.300 ns (5%) | | | | | `["applyeager", "ConvertEltype"]` | 1.208 ms (5%) | | 2.75 MiB (1%) | 120002 | | `["applyeager", "Crop"]` | 7.214 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyeager", "CropNative"]` | 6.817 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyeager", "CropRatio"]` | 65.101 μs (5%) | | 351.70 KiB (1%) | 3 | | `["applyeager", "CropSize"]` | 6.871 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyeager", "Either"]` | 190.803 μs (5%) | | 468.86 KiB (1%) | 3 | | `["applyeager", "ElasticDistortion"]` | 12.193 ms (5%) | | 520.17 KiB (1%) | 106 | | `["applyeager", "FlipX"]` | 55.501 μs (5%) | | 468.94 KiB (1%) | 4 | | `["applyeager", "FlipY"]` | 107.800 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "NoOp"]` | 2.300 ns (5%) | | | | | `["applyeager", "PermuteDims"]` | 93.200 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "RCropRatio"]` | 62.400 μs (5%) | | 351.70 KiB (1%) | 3 | | `["applyeager", "Reshape"]` | 53.232 ns (5%) | | 96 bytes (1%) | 2 | | `["applyeager", "Resize"]` | 456.106 μs (5%) | | 508.00 KiB (1%) | 5 | | `["applyeager", "Rotate"]` | 10.223 ms (5%) | | 961.47 KiB (1%) | 8 | | `["applyeager", "Rotate180"]` | 144.001 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "Rotate270"]` | 153.100 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "Rotate90"]` | 194.701 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "Scale"]` | 5.881 ms (5%) | | 567.66 KiB (1%) | 8 | | `["applyeager", "ShearX"]` | 5.266 ms (5%) | | 502.03 KiB (1%) | 8 | | `["applyeager", "ShearY"]` | 5.443 ms (5%) | | 525.47 KiB (1%) | 8 | | `["applyeager", "SplitChannels"]` | 2.191 ms (5%) | | 469.03 KiB (1%) | 5 | | `["applyeager", "Zoom"]` | 4.916 ms (5%) | | 469.28 KiB (1%) | 9 | | `["applylazy", "ConvertEltype"]` | 338.303 μs (5%) | | 117.34 KiB (1%) | 3 | | `["applylazy", "Crop"]` | 7.180 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applylazy", "CropNative"]` | 7.067 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applylazy", "CropRatio"]` | 57.300 μs (5%) | | 351.70 KiB (1%) | 3 | | `["applylazy", "CropSize"]` | 7.300 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applylazy", "Either"]` | 229.802 μs (5%) | | 469.02 KiB (1%) | 5 | | `["applylazy", "ElasticDistortion"]` | 12.267 ms (5%) | | 520.17 KiB (1%) | 106 | | `["applylazy", "FlipX"]` | 205.002 μs (5%) | | 468.91 KiB (1%) | 3 | | `["applylazy", "FlipY"]` | 209.203 μs (5%) | | 468.91 KiB (1%) | 3 | | `["applylazy", "NoOp"]` | 2.300 ns (5%) | | | | | `["applylazy", "PermuteDims"]` | 255.102 μs (5%) | | 468.94 KiB (1%) | 4 | | `["applylazy", "RCropRatio"]` | 57.900 μs (5%) | | 351.70 KiB (1%) | 3 | | `["applylazy", "Reshape"]` | 47.870 ns (5%) | | 96 bytes (1%) | 2 | | `["applylazy", "Resize"]` | 419.904 μs (5%) | | 39.59 KiB (1%) | 9 | | `["applylazy", "Rotate"]` | 10.270 ms (5%) | | 961.47 KiB (1%) | 8 | | `["applylazy", "Rotate180"]` | 192.902 μs (5%) | | 468.91 KiB (1%) | 3 | | `["applylazy", "Rotate270"]` | 233.303 μs (5%) | | 469.02 KiB (1%) | 5 | | `["applylazy", "Rotate90"]` | 235.702 μs (5%) | | 469.02 KiB (1%) | 5 | | `["applylazy", "Scale"]` | 5.879 ms (5%) | | 567.66 KiB (1%) | 8 | | `["applylazy", "ShearX"]` | 5.261 ms (5%) | | 502.03 KiB (1%) | 8 | | `["applylazy", "ShearY"]` | 5.449 ms (5%) | | 525.47 KiB (1%) | 8 | | `["applylazy", "SplitChannels"]` | 2.406 ms (5%) | | 469.03 KiB (1%) | 5 | | `["applylazy", "Zoom"]` | 4.915 ms (5%) | | 469.28 KiB (1%) | 9 | | `["augment!", "lazyrotate"]` | 200.001 μs (5%) | | 272 bytes (1%) | 4 | | `["augment!", "resize"]` | 392.302 μs (5%) | | 1.19 KiB (1%) | 17 | | `["augment", "affine1"]` | 5.592 ms (5%) | | 532.53 KiB (1%) | 8 | | `["augment", "affine2"]` | 4.866 ms (5%) | | 469.39 KiB (1%) | 10 | | `["augment", "affine3"]` | 4.864 ms (5%) | | 469.73 KiB (1%) | 14 | | `["augment", "lazycrop"]` | 1.515 ms (5%) | | 147.48 KiB (1%) | 16 | | `["augment", "lazyrotate"]` | 4.953 ms (5%) | | 472.14 KiB (1%) | 10 | | `["augment", "resize"]` | 421.104 μs (5%) | | 40.30 KiB (1%) | 18 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["applyaffine"]` - `["applyaffineview"]` - `["applyeager"]` - `["applylazy"]` - `["augment!"]` - `["augment"]` ## Julia versioninfo ``` Julia Version 1.3.1 Commit 2d5741174c (2019-12-30 21:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.5 LTS uname: Linux 5.3.0-1034-azure #35~18.04.1-Ubuntu SMP Mon Jul 13 12:54:45 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 77481 s 0 s 2010 s 40915 s 0 s #2 2294 MHz 39125 s 0 s 2527 s 78929 s 0 s Memory: 6.764873504638672 GB (2322.8203125 MB free) Uptime: 1227.0 sec Load Avg: 1.02734375 1.0107421875 0.7880859375 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-6.0.1 (ORCJIT, broadwell) ``` --- # Baseline result # Benchmark Report for */home/runner/work/Augmentor.jl/Augmentor.jl* ## Job Properties * Time of benchmark: 24 Aug 2020 - 8:5 * Package commit: d13640 * Julia commit: 2d5741 * 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 | |---------------------------------------|----------------:|--------:|----------------:|------------:| | `["applyaffine", "Either"]` | 5.040 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "FlipX"]` | 4.899 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "FlipY"]` | 4.902 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "NoOp"]` | 4.890 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "Rotate"]` | 10.308 ms (5%) | | 961.25 KiB (1%) | 4 | | `["applyaffine", "Rotate180"]` | 4.913 ms (5%) | | 471.75 KiB (1%) | 4 | | `["applyaffine", "Rotate270"]` | 5.059 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "Rotate90"]` | 5.056 ms (5%) | | 469.00 KiB (1%) | 4 | | `["applyaffine", "Scale"]` | 5.920 ms (5%) | | 567.44 KiB (1%) | 4 | | `["applyaffine", "ShearX"]` | 5.298 ms (5%) | | 501.81 KiB (1%) | 4 | | `["applyaffine", "ShearY"]` | 5.473 ms (5%) | | 525.25 KiB (1%) | 4 | | `["applyaffineview", "Crop"]` | 401.103 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyaffineview", "CropNative"]` | 416.103 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyaffineview", "CropRatio"]` | 3.660 ms (5%) | | 351.70 KiB (1%) | 3 | | `["applyaffineview", "CropSize"]` | 415.903 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyaffineview", "Either"]` | 5.049 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "FlipX"]` | 4.896 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "FlipY"]` | 4.895 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "NoOp"]` | 4.891 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "RCropRatio"]` | 3.658 ms (5%) | | 351.70 KiB (1%) | 3 | | `["applyaffineview", "Resize"]` | 404.802 μs (5%) | | 39.38 KiB (1%) | 5 | | `["applyaffineview", "Rotate"]` | 10.406 ms (5%) | | 961.31 KiB (1%) | 5 | | `["applyaffineview", "Rotate180"]` | 4.909 ms (5%) | | 471.81 KiB (1%) | 5 | | `["applyaffineview", "Rotate270"]` | 5.073 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "Rotate90"]` | 5.046 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyaffineview", "Scale"]` | 5.909 ms (5%) | | 567.50 KiB (1%) | 5 | | `["applyaffineview", "ShearX"]` | 5.295 ms (5%) | | 501.88 KiB (1%) | 5 | | `["applyaffineview", "ShearY"]` | 5.473 ms (5%) | | 525.31 KiB (1%) | 5 | | `["applyaffineview", "Zoom"]` | 4.889 ms (5%) | | 469.06 KiB (1%) | 5 | | `["applyeager", "CacheImage"]` | 2.300 ns (5%) | | | | | `["applyeager", "ConvertEltype"]` | 1.255 ms (5%) | | 2.75 MiB (1%) | 120002 | | `["applyeager", "Crop"]` | 5.457 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyeager", "CropNative"]` | 5.083 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyeager", "CropRatio"]` | 64.900 μs (5%) | | 351.70 KiB (1%) | 3 | | `["applyeager", "CropSize"]` | 7.014 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applyeager", "Either"]` | 224.002 μs (5%) | | 468.86 KiB (1%) | 3 | | `["applyeager", "ElasticDistortion"]` | 12.288 ms (5%) | | 520.17 KiB (1%) | 106 | | `["applyeager", "FlipX"]` | 61.701 μs (5%) | | 468.94 KiB (1%) | 4 | | `["applyeager", "FlipY"]` | 122.601 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "NoOp"]` | 2.300 ns (5%) | | | | | `["applyeager", "PermuteDims"]` | 100.401 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "RCropRatio"]` | 65.600 μs (5%) | | 351.70 KiB (1%) | 3 | | `["applyeager", "Reshape"]` | 49.596 ns (5%) | | 96 bytes (1%) | 2 | | `["applyeager", "Resize"]` | 455.603 μs (5%) | | 508.00 KiB (1%) | 5 | | `["applyeager", "Rotate"]` | 10.383 ms (5%) | | 961.47 KiB (1%) | 8 | | `["applyeager", "Rotate180"]` | 145.101 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "Rotate270"]` | 187.502 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "Rotate90"]` | 229.202 μs (5%) | | 468.83 KiB (1%) | 2 | | `["applyeager", "Scale"]` | 5.905 ms (5%) | | 567.66 KiB (1%) | 8 | | `["applyeager", "ShearX"]` | 5.296 ms (5%) | | 502.03 KiB (1%) | 8 | | `["applyeager", "ShearY"]` | 5.474 ms (5%) | | 525.47 KiB (1%) | 8 | | `["applyeager", "SplitChannels"]` | 2.623 ms (5%) | | 469.03 KiB (1%) | 5 | | `["applyeager", "Zoom"]` | 4.890 ms (5%) | | 469.28 KiB (1%) | 9 | | `["applylazy", "ConvertEltype"]` | 363.502 μs (5%) | | 117.34 KiB (1%) | 3 | | `["applylazy", "Crop"]` | 7.760 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applylazy", "CropNative"]` | 7.083 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applylazy", "CropRatio"]` | 64.700 μs (5%) | | 351.70 KiB (1%) | 3 | | `["applylazy", "CropSize"]` | 7.620 μs (5%) | | 39.20 KiB (1%) | 3 | | `["applylazy", "Either"]` | 242.301 μs (5%) | | 469.02 KiB (1%) | 5 | | `["applylazy", "ElasticDistortion"]` | 12.298 ms (5%) | | 520.17 KiB (1%) | 106 | | `["applylazy", "FlipX"]` | 220.002 μs (5%) | | 468.91 KiB (1%) | 3 | | `["applylazy", "FlipY"]` | 211.801 μs (5%) | | 468.91 KiB (1%) | 3 | | `["applylazy", "NoOp"]` | 2.000 ns (5%) | | | | | `["applylazy", "PermuteDims"]` | 272.302 μs (5%) | | 468.94 KiB (1%) | 4 | | `["applylazy", "RCropRatio"]` | 63.000 μs (5%) | | 351.70 KiB (1%) | 3 | | `["applylazy", "Reshape"]` | 47.972 ns (5%) | | 96 bytes (1%) | 2 | | `["applylazy", "Resize"]` | 420.702 μs (5%) | | 39.59 KiB (1%) | 9 | | `["applylazy", "Rotate"]` | 10.249 ms (5%) | | 961.47 KiB (1%) | 8 | | `["applylazy", "Rotate180"]` | 202.001 μs (5%) | | 468.91 KiB (1%) | 3 | | `["applylazy", "Rotate270"]` | 267.102 μs (5%) | | 469.02 KiB (1%) | 5 | | `["applylazy", "Rotate90"]` | 233.601 μs (5%) | | 469.02 KiB (1%) | 5 | | `["applylazy", "Scale"]` | 5.903 ms (5%) | | 567.66 KiB (1%) | 8 | | `["applylazy", "ShearX"]` | 5.289 ms (5%) | | 502.03 KiB (1%) | 8 | | `["applylazy", "ShearY"]` | 5.465 ms (5%) | | 525.47 KiB (1%) | 8 | | `["applylazy", "SplitChannels"]` | 2.332 ms (5%) | | 469.03 KiB (1%) | 5 | | `["applylazy", "Zoom"]` | 4.890 ms (5%) | | 469.28 KiB (1%) | 9 | | `["augment!", "lazyrotate"]` | 231.701 μs (5%) | | 272 bytes (1%) | 4 | | `["augment!", "resize"]` | 457.403 μs (5%) | | 1.19 KiB (1%) | 17 | | `["augment", "affine1"]` | 5.616 ms (5%) | | 532.53 KiB (1%) | 8 | | `["augment", "affine2"]` | 4.890 ms (5%) | | 469.39 KiB (1%) | 10 | | `["augment", "affine3"]` | 4.888 ms (5%) | | 469.73 KiB (1%) | 14 | | `["augment", "lazycrop"]` | 1.576 ms (5%) | | 147.48 KiB (1%) | 16 | | `["augment", "lazyrotate"]` | 5.118 ms (5%) | | 472.14 KiB (1%) | 10 | | `["augment", "resize"]` | 421.502 μs (5%) | | 40.30 KiB (1%) | 18 | ## Benchmark Group List Here's a list of all the benchmark groups executed by this job: - `["applyaffine"]` - `["applyaffineview"]` - `["applyeager"]` - `["applylazy"]` - `["augment!"]` - `["augment"]` ## Julia versioninfo ``` Julia Version 1.3.1 Commit 2d5741174c (2019-12-30 21:36 UTC) Platform Info: OS: Linux (x86_64-pc-linux-gnu) Ubuntu 18.04.5 LTS uname: Linux 5.3.0-1034-azure #35~18.04.1-Ubuntu SMP Mon Jul 13 12:54:45 UTC 2020 x86_64 x86_64 CPU: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz: speed user nice sys idle irq #1 2294 MHz 120745 s 0 s 2166 s 43980 s 0 s #2 2294 MHz 42296 s 0 s 2645 s 122240 s 0 s Memory: 6.764873504638672 GB (2372.078125 MB free) Uptime: 1695.0 sec Load Avg: 1.0 1.009765625 0.9033203125 WORD_SIZE: 64 LIBM: libopenlibm LLVM: libLLVM-6.0.1 (ORCJIT, broadwell) ``` --- # Runtime information | Runtime Info | | |:--|:--| | BLAS #threads | 2 | | `BLAS.vendor()` | `openblas64` | | `Sys.CPU_THREADS` | 2 | `lscpu` output: Architecture: x86_64 CPU op-mode(s): 32-bit, 64-bit Byte Order: Little Endian CPU(s): 2 On-line CPU(s) list: 0,1 Thread(s) per core: 1 Core(s) per socket: 2 Socket(s): 1 NUMA node(s): 1 Vendor ID: GenuineIntel CPU family: 6 Model: 79 Model name: Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz Stepping: 1 CPU MHz: 2294.686 BogoMIPS: 4589.37 Hypervisor vendor: Microsoft Virtualization type: full L1d cache: 32K L1i cache: 32K L2 cache: 256K L3 cache: 51200K NUMA node0 CPU(s): 0,1 Flags: fpu vme de pse tsc msr pae mce cx8 apic sep mtrr pge mca cmov pat pse36 clflush mmx fxsr sse sse2 ss ht syscall nx pdpe1gb rdtscp lm constant_tsc rep_good nopl xtopology cpuid pni pclmulqdq ssse3 fma cx16 pcid sse4_1 sse4_2 movbe popcnt aes xsave avx f16c rdrand hypervisor lahf_lm abm 3dnowprefetch invpcid_single pti fsgsbase bmi1 hle avx2 smep bmi2 erms invpcid rtm rdseed adx smap xsaveopt md_clear | Cpu Property | Value | |:------------------ |:------------------------------------------------------- | | Brand | Intel(R) Xeon(R) CPU E5-2673 v4 @ 2.30GHz | | Vendor | :Intel | | Architecture | :Broadwell | | Model | Family: 0x06, Model: 0x4f, Stepping: 0x01, Type: 0x00 | | Cores | 2 physical cores, 2 logical cores (on executing CPU) | | | No Hyperthreading detected | | Clock Frequencies | Not supported by CPU | | Data Cache | Level 1:3 : (32, 256, 51200) kbytes | | | 64 byte cache line size | | Address Size | 48 bits virtual, 44 bits physical | | SIMD | 256 bit = 32 byte max. SIMD vector size | | Time Stamp Counter | TSC is accessible via `rdtsc` | | | TSC increased at every clock cycle (non-invariant TSC) | | Perf. Monitoring | Performance Monitoring Counters (PMC) are not supported | | Hypervisor | Yes, Microsoft |