added perceptual colour maps and changed get_image_from_sample

quietlight

Feb 14, 2024, 7:45 PM

E3Y55MPRKKDPTGI56RSA7YCGB33NSZYKHGCVHEUKRM2KJ2RNM5IQC

Dependencies

• [2] RBXUHIO2 made somn small changes and reverted them mostly
• [3] NMQCXLNG catch up commit, about to do some work on prediction loop
• [4] OFTU77S5 first commit
• [5] EDYR5C55 fixed ConstructPrimaryDataSet, licence date, Readme, re-arranged Predict.jl
• [6] 3FAESP6N catch up with changes, mainly construct primary dataset
• [7] U46LDPL7 added model, CUDA works again now on ubuntu
• [8] NV7FXZ5Q first commit
• [9] 2UBDFCJH new files tracked

Change contents

• replacement in src/Train.jl at line 27
  [4.336198]→[4.336198:336312](∅→∅)
  − glob_pattern = "*/*/[N,K]/*.png" #from SSD2/PrimaryDataset 7758648

  − train("K1-5", 2, glob_pattern, true, 0.95, 64)
  [4.336198]

  [4.0]
  + glob_pattern = "kiwi_set_*/*/[K]/*.png" #from SSD2/PrimaryDataset 7758648 hard coded a random selection of not, 1:1

  + train("K1-7_R50", 20, glob_pattern, true, 0.90, 32)
• replacement in src/Train.jl at line 30
  [4.1]→[3.6:225](∅→∅)
  − glob_pattern = "kiwi_set_2023-11-13/*/[N,K]/*.png" #from SSD2/PrimaryDataset

  − model = "/media/david/SSD2/PrimaryDataset/model_K1-5_CPU_epoch-6-0.9795-2023-12-16.jld2"

  − train("K1-5_ft1", 10, glob_pattern, model, 0.95, 64)
  [4.1]

  [3.225]
  + glob_pattern = "kiwi_set_2023-11-13/*/[N,K]/*.png" #from SSD2/PrimaryDataset

  + model = "/media/david/SSD2/PrimaryDataset/media/david/SSD2/PrimaryDataset/model_K1-6_CPU_epoch-3-0.9798-2024-02-01.jld2"

  + train("K1-6_ft1", 10, glob_pattern, model, 0.95, 64)
• replacement in src/Train.jl at line 51
  [4.336948]→[2.6:69](∅→∅)
  − images = glob(glob_pattern) |> shuffle! #|> x -> x[1:1000]
  [4.336948]

  [4.337010]
  + images1 = glob(glob_pattern) #|> shuffle! #|> x -> x[1:1000]

  +

  + images2 = glob("kiwi_set_*/*/N/*.png") |> shuffle! |> x -> x[1:(length(images1))]

  + images = vcat(images1, images2) |> shuffle!
• replacement in src/Train.jl at line 233
  [4.342176]→[4.342176:342319](∅→∅)
  − fst = Metalhead.ResNet(18, pretrain = pretrain).layers

  − lst = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => classes))
  [4.342176]

  [4.342319]
  + fst = Metalhead.ResNet(50, pretrain = pretrain).layers

  + lst = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(2048 => classes))
• replacement in src/Train.jl at line 245
  [4.342795]→[4.342795:342937](∅→∅)
  − f = Metalhead.ResNet(18, pretrain = false).layers

  − l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => model_classes))
  [4.342795]

  [4.342937]
  + f = Metalhead.ResNet(50, pretrain = false).layers

  + l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(2048 => model_classes))
• replacement in src/Train.jl at line 253
  [4.343093]→[4.343093:343181](∅→∅)
  − lst = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => classes))
  [4.343093]

  [4.343181]
  + lst = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(2048 => classes))
• replacement in src/Train.jl at line 291
  [4.344128]→[4.344128:344190](∅→∅)
  − @info "Saved label to index mapping for future reference"
  [4.344128]

  [4.344190]
  + @info "Saved labels to file for future reference"
• replacement in src/Predict.jl at line 33
  [4.22]→[3.412:501](∅→∅)
  − model = "/media/david/SSD2/PrimaryDataset/model_K1-5_CPU_epoch-6-0.9795-2023-12-16.jld2"
  [4.22]

  [4.367291]
  + model = "/media/david/SSD2/PrimaryDataset/model_K1-7_CPU_epoch-17-0.9126-2024-02-04.jld2"

  + model = "/media/david/SSD2/PrimaryDataset/model_K1-7_R50_CPU_epoch-20-0.9136-2024-02-07.jld2"
• replacement in src/Predict.jl at line 39
  [4.367379]→[4.367379:367419](∅→∅)
  − model = load_model(model) |> device
  [4.367379]

  [4.367419]
  + model = load_model_pred(model) |> device
• replacement in src/Predict.jl at line 49
  [4.367652]→[4.367652:367692](∅→∅)
  − model = load_model(model) |> device
  [4.367652]

  [4.367692]
  + model = load_model_pred(model) |> device
• replacement in src/Predict.jl at line 59
  [4.312]→[4.312:352](∅→∅)
  − function load_model(model_path::String)
  [4.312]

  [4.352]
  + function load_model_pred(model_path::String)
• replacement in src/Predict.jl at line 62
  [4.462]→[4.462:604](∅→∅)
  − f = Metalhead.ResNet(18, pretrain = false).layers

  − l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => model_classes))
  [4.462]

  [4.604]
  + f = Metalhead.ResNet(50, pretrain = false).layers

  + l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(2048 => model_classes))
• edit in src/Predict.jl at line 108
  [4.368337]→[4.368337:368341](∅→∅),[4.368381]→[4.368381:368634](∅→∅)
  − end

  −

  − function get_image_for_inference(sample, f)

  − image =

  − #! format: off

  − get_image_from_sample(sample, f) |>

  − x -> collect(channelview(float32.(x))) |>

  − x -> permutedims(x, (3, 2, 1))

  − #! format: on

  − return image
• edit in src/Predict.jl at line 190
  [4.371882]

  [4.3063]
  + # Start time and end time for each 5s audio clip, in seconds relative to the start of the file.
• edit in src/Predict.jl at line 209
  [4.373189]

  [4.3656]
  + function get_image_for_inference(sample, f)

  + image =

  + #! format: off

  + get_image_from_sample(sample, f) |>

  + x -> collect(channelview(float32.(x))) |>

  + x -> permutedims(x, (3, 2, 1))

  + #! format: on

  + return image

  + end

  +
• replacement in src/Clips.jl at line 5
  [4.12411]→[4.12411:12499](∅→∅)
  − using CSV, DataFrames, Dates, DSP, Glob, JSON, Random, TimeZones, WAV, PNGFiles, Images
  [4.12411]

  [2.128]
  + using CSV, DataFrames, Dates, DSP, Glob, JSON, PerceptualColourMaps, Random, TimeZones, WAV, PNGFiles, Images
• edit in src/Clips.jl at line 192
  [4.18789]

  [4.18789]
  +
• edit in src/Clips.jl at line 208
  [4.19231]

  [4.19231]
  + x -> applycolourmap(x, cmap("L4")) |>
• edit in Project.toml at line 27
  [4.386361]

  [4.386361]
  + PerceptualColourMaps = "54e51dfa-9dd7-5231-aa84-a4037b83483a"
• replacement in Manifest.toml at line 5
  [4.10259938]→[3.959:1017](∅→∅)
  − project_hash = "bec6dc7784ed25bf52e21b4159e5eeee38636f67"
  [4.10259938]

  [3.1017]
  + project_hash = "202275c7aad89ac52ca5906438f1043e7751e564"
• edit in Manifest.toml at line 17
  [3.1348]

  [3.1348]
  +

  + [[deps.Accessors]]

  + deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Test"]

  + git-tree-sha1 = "cb96992f1bec110ad211b7e410e57ddf7944c16f"

  + uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"

  + version = "0.1.35"
• edit in Manifest.toml at line 24
  [3.1349]

  [3.1349]
  + [deps.Accessors.extensions]

  + AccessorsAxisKeysExt = "AxisKeys"

  + AccessorsIntervalSetsExt = "IntervalSets"

  + AccessorsStaticArraysExt = "StaticArrays"

  + AccessorsStructArraysExt = "StructArrays"

  +

  + [deps.Accessors.weakdeps]

  + AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5"

  + IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"

  + Requires = "ae029012-a4dd-5104-9daa-d747884805df"

  + StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"

  + StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"

  +
• replacement in Manifest.toml at line 39
  [3.1401]→[3.1401:1460](∅→∅)
  − git-tree-sha1 = "cde29ddf7e5726c9fb511f340244ea3481267608"
  [3.1401]

  [3.1460]
  + git-tree-sha1 = "0fb305e0253fd4e833d486914367a2ee2c2e78d0"
• replacement in Manifest.toml at line 41
  [3.1506]→[3.1506:1524](∅→∅)
  − version = "3.7.2"
  [3.1506]

  [3.1524]
  + version = "4.0.1"
• edit in Manifest.toml at line 61
  [3.1964]→[3.1964:2189](∅→∅)
  −

  − [[deps.ArrayInterface]]

  − deps = ["Adapt", "LinearAlgebra", "Requires", "SparseArrays", "SuiteSparse"]

  − git-tree-sha1 = "bbec08a37f8722786d87bedf84eae19c020c4efa"

  − uuid = "4fba245c-0d91-5ea0-9b3e-6abc04ee57a9"

  − version = "7.7.0"
• edit in Manifest.toml at line 62
  [4.10260080]→[3.2190:2921](∅→∅)
  − [deps.ArrayInterface.extensions]

  − ArrayInterfaceBandedMatricesExt = "BandedMatrices"

  − ArrayInterfaceBlockBandedMatricesExt = "BlockBandedMatrices"

  − ArrayInterfaceCUDAExt = "CUDA"

  − ArrayInterfaceGPUArraysCoreExt = "GPUArraysCore"

  − ArrayInterfaceStaticArraysCoreExt = "StaticArraysCore"

  − ArrayInterfaceTrackerExt = "Tracker"

  −

  − [deps.ArrayInterface.weakdeps]

  − BandedMatrices = "aae01518-5342-5314-be14-df237901396f"

  − BlockBandedMatrices = "ffab5731-97b5-5995-9138-79e8c1846df0"

  − CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"

  − GPUArraysCore = "46192b85-c4d5-4398-a991-12ede77f4527"

  − StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"

  − Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"

  −
• replacement in Manifest.toml at line 73
  [3.3183]→[3.3183:3242](∅→∅)
  − git-tree-sha1 = "01b8ccb13d68535d73d2b0c23e39bd23155fb712"
  [3.3183]

  [3.3242]
  + git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"
• replacement in Manifest.toml at line 75
  [3.3288]→[3.3288:3306](∅→∅)
  − version = "1.1.0"
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  [4.10260145]
  + version = "1.0.1"
• replacement in Manifest.toml at line 90
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  − git-tree-sha1 = "2208958832d6e1b59e49f53697483a84ca8d664e"
  [3.3722]

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• replacement in Manifest.toml at line 92
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  − version = "0.3.7"
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  + version = "0.3.9"
• replacement in Manifest.toml at line 96
  [3.3970]→[3.3970:4029](∅→∅)
  − git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
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  + git-tree-sha1 = "7aa7ad1682f3d5754e3491bb59b8103cae28e3a3"
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  − version = "0.3.39"
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  + version = "0.3.40"
• edit in Manifest.toml at line 126
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  −

  − [[deps.BitTwiddlingConvenienceFunctions]]

  − deps = ["Static"]

  − git-tree-sha1 = "0c5f81f47bbbcf4aea7b2959135713459170798b"

  − uuid = "62783981-4cbd-42fc-bca8-16325de8dc4b"

  − version = "0.1.5"
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  − git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
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  + git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc"
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  − version = "0.4.2"
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  + version = "0.5.0"
• edit in Manifest.toml at line 132
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  − [[deps.CPUSummary]]

  − deps = ["CpuId", "IfElse", "PrecompileTools", "Static"]

  − git-tree-sha1 = "601f7e7b3d36f18790e2caf83a882d88e9b71ff1"

  − uuid = "2a0fbf3d-bb9c-48f3-b0a9-814d99fd7ab9"

  − version = "0.2.4"

  −
• replacement in Manifest.toml at line 139
  [3.5509]→[3.5509:6018](∅→∅)
  − deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "Crayons", "DataFrames", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LLVMLoopInfo", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "NVTX", "Preferences", "PrettyTables", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "Statistics", "UnsafeAtomicsLLVM"]

  − git-tree-sha1 = "95ac638373ac40e29c1b6d086a3698f5026ff6a6"
  [3.5509]

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  + deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "Crayons", "DataFrames", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LLVMLoopInfo", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "NVTX", "Preferences", "PrettyTables", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "StaticArrays", "Statistics"]

  + git-tree-sha1 = "baa8ea7a1ea63316fa3feb454635215773c9c845"
• replacement in Manifest.toml at line 142
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  − version = "5.1.2"
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• edit in Manifest.toml at line 218
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  − deps = ["Static", "StaticArrayInterface"]

  − git-tree-sha1 = "70232f82ffaab9dc52585e0dd043b5e0c6b714f1"

  − uuid = "fb6a15b2-703c-40df-9091-08a04967cfa9"

  − version = "0.1.12"

  −
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  − git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249"
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  + git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589"
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  − weakdeps = ["SpecialFunctions"]

  −

  − [deps.ColorVectorSpace.extensions]

  − SpecialFunctionsExt = "SpecialFunctions"
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• edit in Manifest.toml at line 284
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• edit in Manifest.toml at line 289
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  − InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

  −
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  [4.10261751]
  + version = "2.3.1"

  +

  + [[deps.Conda]]

  + deps = ["Downloads", "JSON", "VersionParsing"]

  + git-tree-sha1 = "51cab8e982c5b598eea9c8ceaced4b58d9dd37c9"

  + uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d"

  + version = "1.10.0"
• edit in Manifest.toml at line 328
  [3.11557]→[3.11557:11716](∅→∅)
  −

  − [[deps.CpuId]]

  − deps = ["Markdown"]

  − git-tree-sha1 = "fcbb72b032692610bfbdb15018ac16a36cf2e406"

  − uuid = "adafc99b-e345-5852-983c-f28acb93d879"

  − version = "0.3.1"
• replacement in Manifest.toml at line 351
  [4.10262530]→[4.10262530:10262589](∅→∅)
  − git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
  [4.10262530]

  [4.10262589]
  + git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
• replacement in Manifest.toml at line 353
  [4.10262635]→[4.10262635:10262654](∅→∅)
  − version = "1.15.0"
  [4.10262635]

  [4.10262654]
  + version = "1.16.0"
• replacement in Manifest.toml at line 468
  [3.14058]→[3.14058:14117](∅→∅)
  − git-tree-sha1 = "ec22cbbcd01cba8f41eecd7d44aac1f23ee985e3"
  [3.14058]

  [3.14117]
  + git-tree-sha1 = "4820348781ae578893311153d69049a93d05f39d"
• replacement in Manifest.toml at line 470
  [3.14163]→[3.14163:14181](∅→∅)
  − version = "1.7.2"
  [3.14163]

  [3.14181]
  + version = "1.8.0"
• replacement in Manifest.toml at line 485
  [3.14565]→[3.14565:14719](∅→∅)
  − deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"]

  − git-tree-sha1 = "f2c9884b0a97d3255988fbd8f062cafc6cb37b97"
  [3.14565]

  [3.14719]
  + deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Ogg_jll"]

  + git-tree-sha1 = "a4d6ed9ff6ae2080f15e588499b1324791a9265f"
• replacement in Manifest.toml at line 488
  [3.14765]→[3.14765:14785](∅→∅)
  − version = "1.4.2+0"
  [3.14765]

  [3.14785]
  + version = "1.4.3+0"
• replacement in Manifest.toml at line 547
  [3.16371]→[3.16371:16430](∅→∅)
  − git-tree-sha1 = "2827339fbc2291d541a9c62ffbf28da7f3621ae4"
  [3.16371]

  [3.16430]
  + git-tree-sha1 = "39a9e46b4e92d5b56c0712adeb507555a2327240"
• replacement in Manifest.toml at line 549
  [3.16476]→[3.16476:16495](∅→∅)
  − version = "0.14.9"
  [3.16476]

  [3.16495]
  + version = "0.14.11"
• replacement in Manifest.toml at line 581
  [3.17549]→[3.17549:17608](∅→∅)
  − git-tree-sha1 = "9a68d75d466ccc1218d0552a8e1631151c569545"
  [3.17549]

  [3.17608]
  + git-tree-sha1 = "166c544477f97bbadc7179ede1c1868e0e9b426b"
• replacement in Manifest.toml at line 583
  [3.17654]→[3.17654:17672](∅→∅)
  − version = "0.4.5"
  [3.17654]

  [4.10266886]
  + version = "0.4.7"
• replacement in Manifest.toml at line 591
  [3.17814]→[3.17814:17873](∅→∅)
  − git-tree-sha1 = "85d7fb51afb3def5dcb85ad31c3707795c8bccc1"
  [3.17814]

  [3.17873]
  + git-tree-sha1 = "47e4686ec18a9620850bad110b79966132f14283"
• replacement in Manifest.toml at line 593
  [3.17919]→[3.17919:17937](∅→∅)
  − version = "9.1.0"
  [3.17919]

  [3.17937]
  + version = "10.0.2"
• replacement in Manifest.toml at line 597
  [3.17978]→[3.17978:18037](∅→∅)
  − git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
  [3.17978]

  [3.18037]
  + git-tree-sha1 = "ec632f177c0d990e64d955ccc1b8c04c485a0950"
• replacement in Manifest.toml at line 599
  [3.18083]→[3.18083:18101](∅→∅)
  − version = "0.1.5"
  [3.18083]

  [3.18101]
  + version = "0.1.6"
• edit in Manifest.toml at line 629
  [3.19066]→[4.10267545:10267546](∅→∅),[4.10267545]→[4.10267545:10267546](∅→∅),[4.10267546]→[3.19067:19275](∅→∅)
  −

  − [[deps.HistogramThresholding]]

  − deps = ["ImageBase", "LinearAlgebra", "MappedArrays"]

  − git-tree-sha1 = "7194dfbb2f8d945abdaf68fa9480a965d6661e69"

  − uuid = "2c695a8d-9458-5d45-9878-1b8a99cf7853"

  − version = "0.3.1"
• edit in Manifest.toml at line 630
  [3.19276]→[3.19276:19499](∅→∅)
  − [[deps.HostCPUFeatures]]

  − deps = ["BitTwiddlingConvenienceFunctions", "IfElse", "Libdl", "Static"]

  − git-tree-sha1 = "eb8fed28f4994600e29beef49744639d985a04b2"

  − uuid = "3e5b6fbb-0976-4d2c-9146-d79de83f2fb0"

  − version = "0.1.16"

  −
• replacement in Manifest.toml at line 632
  [3.19566]→[3.19566:19625](∅→∅)
  − git-tree-sha1 = "8aa91235360659ca7560db43a7d57541120aa31d"
  [3.19566]

  [3.19625]
  + git-tree-sha1 = "5d8c5713f38f7bc029e26627b687710ba406d0dd"
• replacement in Manifest.toml at line 634
  [3.19671]→[3.19671:19830](∅→∅)
  − version = "0.4.11"

  −

  − [[deps.IfElse]]

  − git-tree-sha1 = "debdd00ffef04665ccbb3e150747a77560e8fad1"

  − uuid = "615f187c-cbe4-4ef1-ba3b-2fcf58d6d173"

  − version = "0.1.1"
  [3.19671]

  [3.19830]
  + version = "0.4.12"
• replacement in Manifest.toml at line 644
  [3.20103]→[3.20103:20162](∅→∅)
  − git-tree-sha1 = "eb49b82c172811fd2c86759fa0553a2221feb909"
  [3.20103]

  [3.20162]
  + git-tree-sha1 = "b51bb8cae22c66d0f6357e3bcb6363145ef20835"
• replacement in Manifest.toml at line 646
  [3.20208]→[3.20208:20481](∅→∅)
  − version = "0.1.7"

  −

  − [[deps.ImageBinarization]]

  − deps = ["HistogramThresholding", "ImageCore", "LinearAlgebra", "Polynomials", "Reexport", "Statistics"]

  − git-tree-sha1 = "f5356e7203c4a9954962e3757c08033f2efe578a"

  − uuid = "cbc4b850-ae4b-5111-9e64-df94c024a13d"

  − version = "0.3.0"
  [3.20208]

  [3.20481]
  + version = "0.1.5"
• replacement in Manifest.toml at line 655
  [3.20731]→[3.20731:20958](∅→∅)
  − deps = ["AbstractFFTs", "ColorVectorSpace", "Colors", "FixedPointNumbers", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "PrecompileTools", "Reexport"]

  − git-tree-sha1 = "fc5d1d3443a124fde6e92d0260cd9e064eba69f8"
  [3.20731]

  [3.20958]
  + deps = ["AbstractFFTs", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Graphics", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "Reexport"]

  + git-tree-sha1 = "acf614720ef026d38400b3817614c45882d75500"
• replacement in Manifest.toml at line 658
  [3.21004]→[3.21004:21023](∅→∅)
  − version = "0.10.1"
  [3.21004]

  [3.21023]
  + version = "0.9.4"
• edit in Manifest.toml at line 660
  [3.21024]→[3.21024:21257](∅→∅)
  − [[deps.ImageCorners]]

  − deps = ["ImageCore", "ImageFiltering", "PrecompileTools", "StaticArrays", "StatsBase"]

  − git-tree-sha1 = "24c52de051293745a9bad7d73497708954562b79"

  − uuid = "89d5987c-236e-4e32-acd0-25bd6bd87b70"

  − version = "0.1.3"

  −
• replacement in Manifest.toml at line 668
  [3.21754]→[3.21754:21813](∅→∅)
  − git-tree-sha1 = "432ae2b430a18c58eb7eca9ef8d0f2db90bc749c"
  [3.21754]

  [3.21813]
  + git-tree-sha1 = "3447781d4c80dbe6d71d239f7cfb1f8049d4c84f"
• replacement in Manifest.toml at line 670
  [3.21859]→[3.21859:21877](∅→∅)
  − version = "0.7.8"
  [3.21859]

  [3.21877]
  + version = "0.7.6"
• replacement in Manifest.toml at line 697
  [3.22840]→[3.22840:23022](∅→∅)
  − deps = ["DataStructures", "ImageCore", "LinearAlgebra", "LoopVectorization", "OffsetArrays", "Requires", "TiledIteration"]

  − git-tree-sha1 = "6f0a801136cb9c229aebea0df296cdcd471dbcd1"
  [3.22840]

  [3.23022]
  + deps = ["ImageCore", "LinearAlgebra", "Requires", "TiledIteration"]

  + git-tree-sha1 = "e7c68ab3df4a75511ba33fc5d8d9098007b579a8"
• replacement in Manifest.toml at line 700
  [3.23068]→[3.23068:23086](∅→∅)
  − version = "0.4.5"
  [3.23068]

  [3.23086]
  + version = "0.3.2"
• replacement in Manifest.toml at line 710
  [3.23628]→[3.23628:23687](∅→∅)
  − git-tree-sha1 = "3ff0ca203501c3eedde3c6fa7fd76b703c336b5f"
  [3.23628]

  [3.23687]
  + git-tree-sha1 = "44664eea5408828c03e5addb84fa4f916132fc26"
• replacement in Manifest.toml at line 712
  [3.23733]→[3.23733:23751](∅→∅)
  − version = "1.8.2"
  [3.23733]

  [3.23751]
  + version = "1.8.1"
• replacement in Manifest.toml at line 721
  [3.24025]→[3.24025:24228](∅→∅)
  − deps = ["AxisAlgorithms", "CoordinateTransformations", "ImageBase", "ImageCore", "Interpolations", "OffsetArrays", "Rotations", "StaticArrays"]

  − git-tree-sha1 = "e0884bdf01bbbb111aea77c348368a86fb4b5ab6"
  [3.24025]

  [3.24228]
  + deps = ["AxisAlgorithms", "ColorVectorSpace", "CoordinateTransformations", "ImageBase", "ImageCore", "Interpolations", "OffsetArrays", "Rotations", "StaticArrays"]

  + git-tree-sha1 = "8717482f4a2108c9358e5c3ca903d3a6113badc9"
• replacement in Manifest.toml at line 724
  [3.24274]→[3.24274:24293](∅→∅)
  − version = "0.10.1"
  [3.24274]

  [3.24293]
  + version = "0.9.5"
• replacement in Manifest.toml at line 727
  [3.24310]→[3.24310:24826](∅→∅)
  − deps = ["Base64", "FileIO", "Graphics", "ImageAxes", "ImageBase", "ImageBinarization", "ImageContrastAdjustment", "ImageCore", "ImageCorners", "ImageDistances", "ImageFiltering", "ImageIO", "ImageMagick", "ImageMetadata", "ImageMorphology", "ImageQualityIndexes", "ImageSegmentation", "ImageShow", "ImageTransformations", "IndirectArrays", "IntegralArrays", "Random", "Reexport", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "TiledIteration"]

  − git-tree-sha1 = "d438268ed7a665f8322572be0dabda83634d5f45"
  [3.24310]

  [3.24826]
  + deps = ["Base64", "FileIO", "Graphics", "ImageAxes", "ImageBase", "ImageContrastAdjustment", "ImageCore", "ImageDistances", "ImageFiltering", "ImageIO", "ImageMagick", "ImageMetadata", "ImageMorphology", "ImageQualityIndexes", "ImageSegmentation", "ImageShow", "ImageTransformations", "IndirectArrays", "IntegralArrays", "Random", "Reexport", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "TiledIteration"]

  + git-tree-sha1 = "5fa9f92e1e2918d9d1243b1131abe623cdf98be7"
• replacement in Manifest.toml at line 730
  [3.24872]→[3.24872:24891](∅→∅)
  − version = "0.26.0"
  [3.24872]

  [3.24891]
  + version = "0.25.3"
• replacement in Manifest.toml at line 776
  [3.25949]→[3.25949:26194](∅→∅)
  − deps = ["Adapt", "AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]

  − git-tree-sha1 = "88a101217d7cb38a7b481ccd50d21876e1d1b0e0"
  [3.25949]

  [3.26194]
  + deps = ["AxisAlgorithms", "ChainRulesCore", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "Requires", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]

  + git-tree-sha1 = "00a19d6ab0cbdea2978fc23c5a6482e02c192501"
• replacement in Manifest.toml at line 779
  [3.26240]→[3.26240:26427](∅→∅)
  − version = "0.15.1"

  −

  − [deps.Interpolations.extensions]

  − InterpolationsUnitfulExt = "Unitful"

  −

  − [deps.Interpolations.weakdeps]

  − Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
  [3.26240]

  [3.26427]
  + version = "0.14.0"
• replacement in Manifest.toml at line 782
  [3.26450]→[3.26450:26536](∅→∅)
  − deps = ["Dates", "Random"]

  − git-tree-sha1 = "3d8866c029dd6b16e69e0d4a939c4dfcb98fac47"
  [3.26450]

  [3.26536]
  + git-tree-sha1 = "581191b15bcb56a2aa257e9c160085d0f128a380"
• replacement in Manifest.toml at line 784
  [3.26582]→[3.26582:26626](∅→∅)
  − version = "0.7.8"

  − weakdeps = ["Statistics"]
  [3.26582]

  [3.26626]
  + version = "0.7.9"

  + weakdeps = ["Random", "Statistics"]
• edit in Manifest.toml at line 788
  [3.26662]

  [3.26662]
  + IntervalSetsRandomExt = "Random"
• edit in Manifest.toml at line 791
  [3.26708]

  [4.10267977]
  + [[deps.InverseFunctions]]

  + deps = ["Test"]

  + git-tree-sha1 = "68772f49f54b479fa88ace904f6127f0a3bb2e46"

  + uuid = "3587e190-3f89-42d0-90ee-14403ec27112"

  + version = "0.1.12"

  +
• replacement in Manifest.toml at line 819
  [3.27021]→[3.27021:27080](∅→∅)
  − git-tree-sha1 = "853b9e0b876e8c7093a824c4f83c619d23525e64"
  [3.27021]

  [3.27080]
  + git-tree-sha1 = "7c0008f0b7622c6c0ee5c65cbc667b69f8a65672"
• replacement in Manifest.toml at line 821
  [3.27126]→[3.27126:27145](∅→∅)
  − version = "0.4.43"
  [3.27126]

  [4.10268687]
  + version = "0.4.45"
• replacement in Manifest.toml at line 861
  [3.28160]→[3.28160:28219](∅→∅)
  − git-tree-sha1 = "653e0824fc9ab55b3beec67a6dbbe514a65fb954"
  [3.28160]

  [3.28219]
  + git-tree-sha1 = "4e0cb2f5aad44dcfdc91088e85dee4ecb22c791c"
• replacement in Manifest.toml at line 863
  [3.28265]→[3.28265:28284](∅→∅)
  − version = "0.9.15"
  [3.28265]

  [3.28284]
  + version = "0.9.16"
• replacement in Manifest.toml at line 879
  [3.28753]→[3.28753:28812](∅→∅)
  − git-tree-sha1 = "cb4619f7353fc62a1a22ffa3d7ed9791cfb47ad8"
  [3.28753]

  [3.28812]
  + git-tree-sha1 = "9e70165cca7459d25406367f0c55e517a9a7bfe7"
• replacement in Manifest.toml at line 881
  [3.28858]→[3.28858:28876](∅→∅)
  − version = "6.4.2"
  [3.28858]

  [3.28876]
  + version = "6.5.0"
• replacement in Manifest.toml at line 889
  [3.29054]→[3.29054:29113](∅→∅)
  − git-tree-sha1 = "98eaee04d96d973e79c25d49167668c5c8fb50e2"
  [3.29054]

  [3.29113]
  + git-tree-sha1 = "114e3a48f13d4c18ddd7fd6a00107b4b96f60f9c"
• replacement in Manifest.toml at line 891
  [3.29159]→[3.29159:29180](∅→∅)
  − version = "0.0.27+1"
  [3.29159]

  [3.29180]
  + version = "0.0.28+0"
• edit in Manifest.toml at line 902
  [4.10269609]→[4.10269609:10269610](∅→∅),[4.10269610]→[3.29328:29582](∅→∅)
  −

  − [[deps.LayoutPointers]]

  − deps = ["ArrayInterface", "LinearAlgebra", "ManualMemory", "SIMDTypes", "Static", "StaticArrayInterface"]

  − git-tree-sha1 = "62edfee3211981241b57ff1cedf4d74d79519277"

  − uuid = "10f19ff3-798f-405d-979b-55457f8fc047"

  − version = "0.1.15"
• edit in Manifest.toml at line 980
  [4.10271918]→[3.30177:30855](∅→∅)
  − [[deps.LoopVectorization]]

  − deps = ["ArrayInterface", "CPUSummary", "CloseOpenIntervals", "DocStringExtensions", "HostCPUFeatures", "IfElse", "LayoutPointers", "LinearAlgebra", "OffsetArrays", "PolyesterWeave", "PrecompileTools", "SIMDTypes", "SLEEFPirates", "Static", "StaticArrayInterface", "ThreadingUtilities", "UnPack", "VectorizationBase"]

  − git-tree-sha1 = "0f5648fbae0d015e3abe5867bca2b362f67a5894"

  − uuid = "bdcacae8-1622-11e9-2a5c-532679323890"

  − version = "0.12.166"

  − weakdeps = ["ChainRulesCore", "ForwardDiff", "SpecialFunctions"]

  −

  − [deps.LoopVectorization.extensions]

  − ForwardDiffExt = ["ChainRulesCore", "ForwardDiff"]

  − SpecialFunctionsExt = "SpecialFunctions"

  −
• replacement in Manifest.toml at line 999
  [4.10272107]→[3.31540:31599](∅→∅)
  − git-tree-sha1 = "b211c553c199c111d998ecdaf7623d1b89b69f93"
  [4.10272107]

  [4.10272166]
  + git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df"
• replacement in Manifest.toml at line 1001
  [4.10272212]→[3.31600:31765](∅→∅)
  − version = "0.5.12"

  −

  − [[deps.ManualMemory]]

  − git-tree-sha1 = "bcaef4fc7a0cfe2cba636d84cda54b5e4e4ca3cd"

  − uuid = "d125e4d3-2237-4719-b19c-fa641b8a4667"

  − version = "0.1.8"
  [4.10272212]

  [3.31765]
  + version = "0.5.13"
• replacement in Manifest.toml at line 1031
  [3.32440]→[3.32440:32499](∅→∅)
  − git-tree-sha1 = "78ade69da4b3cdda8851f1c05153e55929b4ee9f"
  [3.32440]

  [3.32499]
  + git-tree-sha1 = "5aac9a2b511afda7bf89df5044a2e0b429f83152"
• replacement in Manifest.toml at line 1033
  [3.32545]→[3.32545:32563](∅→∅)
  − version = "0.9.2"
  [3.32545]

  [3.32563]
  + version = "0.9.3"
• replacement in Manifest.toml at line 1072
  [3.33221]→[3.33221:33280](∅→∅)
  − git-tree-sha1 = "900a11b3a2b02e36b25cb55a80777d4a4670f0f6"
  [3.33221]

  [3.33280]
  + git-tree-sha1 = "d2811b435d2f571bdfdfa644bb806a66b458e186"
• replacement in Manifest.toml at line 1074
  [3.33326]→[3.33326:33345](∅→∅)
  − version = "0.9.10"
  [3.33326]

  [3.33345]
  + version = "0.9.11"
• replacement in Manifest.toml at line 1157
  [3.35884]→[3.35884:35943](∅→∅)
  − git-tree-sha1 = "5e4029759e8699ec12ebdf8721e51a659443403c"
  [3.35884]

  [3.35943]
  + git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d"
• replacement in Manifest.toml at line 1159
  [3.35989]→[3.35989:36007](∅→∅)
  − version = "0.2.4"
  [3.35989]

  [4.10273527]
  + version = "0.2.5"
• replacement in Manifest.toml at line 1191
  [4.10274083]→[4.10274083:10274142](∅→∅)
  − git-tree-sha1 = "cc6e1927ac521b659af340e0ca45828a3ffc748f"
  [4.10274083]

  [4.10274142]
  + git-tree-sha1 = "60e3045590bd104a16fefb12836c00c0ef8c7f8c"
• replacement in Manifest.toml at line 1193
  [4.10274188]→[4.10274188:10274209](∅→∅)
  − version = "3.0.12+0"
  [4.10274188]

  [4.10274209]
  + version = "3.0.13+0"
• replacement in Manifest.toml at line 1203
  [3.36510]→[3.36510:36569](∅→∅)
  − git-tree-sha1 = "34205b1204cc83c43cd9cfe53ffbd3b310f6e8c5"
  [3.36510]

  [3.36569]
  + git-tree-sha1 = "264b061c1903bc0fe9be77cb9050ebacff66bb63"
• replacement in Manifest.toml at line 1205
  [3.36615]→[3.36615:36633](∅→∅)
  − version = "0.3.1"
  [3.36615]

  [4.10274444]
  + version = "0.3.2"
• edit in Manifest.toml at line 1242
  [4.10274783]

  [4.10274783]
  + [[deps.PerceptualColourMaps]]

  + deps = ["Colors", "Images", "Interpolations", "LinearAlgebra", "Printf", "PyPlot", "Statistics", "Test"]

  + git-tree-sha1 = "cff82e9e59864573aa3f4694cc701e7083becdb8"

  + uuid = "54e51dfa-9dd7-5231-aa84-a4037b83483a"

  + version = "0.3.6"

  +
• edit in Manifest.toml at line 1264
  [3.37873]→[4.10275052:10275053](∅→∅),[4.10275052]→[4.10275052:10275053](∅→∅),[4.10275053]→[3.37874:38121](∅→∅)
  −

  − [[deps.PolyesterWeave]]

  − deps = ["BitTwiddlingConvenienceFunctions", "CPUSummary", "IfElse", "Static", "ThreadingUtilities"]

  − git-tree-sha1 = "240d7170f5ffdb285f9427b92333c3463bf65bf6"

  − uuid = "1d0040c9-8b98-4ee7-8388-3f51789ca0ad"

  − version = "0.2.1"
• replacement in Manifest.toml at line 1266
  [4.10275074]→[3.38123:38222](∅→∅)
  − deps = ["LinearAlgebra", "RecipesBase"]

  − git-tree-sha1 = "3aa2bb4982e575acd7583f01531f241af077b163"
  [4.10275074]

  [4.10275201]
  + deps = ["LinearAlgebra", "RecipesBase", "Setfield", "SparseArrays"]

  + git-tree-sha1 = "a9c7a523d5ed375be3983db190f6a5874ae9286d"
• replacement in Manifest.toml at line 1269
  [4.10275247]→[3.38223:38242](∅→∅)
  − version = "3.2.13"
  [4.10275247]

  [4.10275265]
  + version = "4.0.6"
• edit in Manifest.toml at line 1273
  [4.10275352]

  [4.10275384]
  + PolynomialsFFTWExt = "FFTW"
• edit in Manifest.toml at line 1279
  [4.10275579]

  [4.10275629]
  + FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
• edit in Manifest.toml at line 1328
  [3.38952]

  [3.38952]
  + [[deps.PyCall]]

  + deps = ["Conda", "Dates", "Libdl", "LinearAlgebra", "MacroTools", "Serialization", "VersionParsing"]

  + git-tree-sha1 = "9816a3826b0ebf49ab4926e2b18842ad8b5c8f04"

  + uuid = "438e738f-606a-5dbb-bf0a-cddfbfd45ab0"

  + version = "1.96.4"

  +

  + [[deps.PyPlot]]

  + deps = ["Colors", "LaTeXStrings", "PyCall", "Sockets", "Test", "VersionParsing"]

  + git-tree-sha1 = "9220a9dae0369f431168d60adab635f88aca7857"

  + uuid = "d330b81b-6aea-500a-939a-2ce795aea3ee"

  + version = "2.11.2"

  +
• replacement in Manifest.toml at line 1348
  [3.39209]→[3.39209:39268](∅→∅)
  − git-tree-sha1 = "9a46862d248ea548e340e30e2894118749dc7f51"
  [3.39209]

  [3.39268]
  + git-tree-sha1 = "994cc27cdacca10e68feb291673ec3a76aa2fae9"
• replacement in Manifest.toml at line 1350
  [3.39314]→[3.39314:39332](∅→∅)
  − version = "0.7.5"
  [3.39314]

  [4.10276777]
  + version = "0.7.6"
• replacement in Manifest.toml at line 1424
  [3.40728]→[3.40728:40787](∅→∅)
  − git-tree-sha1 = "792d8fd4ad770b6d517a13ebb8dadfcac79405b8"
  [3.40728]

  [3.40787]
  + git-tree-sha1 = "2a0a5d8569f481ff8840e3b7c84bbf188db6a3fe"
• replacement in Manifest.toml at line 1426
  [3.40833]→[3.40833:40851](∅→∅)
  − version = "1.6.1"
  [3.40833]

  [4.10277451]
  + version = "1.7.0"

  + weakdeps = ["RecipesBase"]

  +

  + [deps.Rotations.extensions]

  + RotationsRecipesBaseExt = "RecipesBase"
• edit in Manifest.toml at line 1435
  [4.10277529]→[3.40852:40995](∅→∅)
  −

  − [[deps.SIMDTypes]]

  − git-tree-sha1 = "330289636fb8107c5f32088d2741e9fd7a061a5c"

  − uuid = "94e857df-77ce-4151-89e5-788b33177be4"

  − version = "0.1.0"
• edit in Manifest.toml at line 1436
  [4.10277530]→[3.40996:41192](∅→∅)
  − [[deps.SLEEFPirates]]

  − deps = ["IfElse", "Static", "VectorizationBase"]

  − git-tree-sha1 = "3aac6d68c5e57449f5b9b865c9ba50ac2970c4cf"

  − uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"

  − version = "0.6.42"

  −
• edit in Manifest.toml at line 1531
  [3.42773]→[3.42773:43422](∅→∅)
  − [[deps.Static]]

  − deps = ["IfElse"]

  − git-tree-sha1 = "f295e0a1da4ca425659c57441bcb59abb035a4bc"

  − uuid = "aedffcd0-7271-4cad-89d0-dc628f76c6d3"

  − version = "0.8.8"

  −

  − [[deps.StaticArrayInterface]]

  − deps = ["ArrayInterface", "Compat", "IfElse", "LinearAlgebra", "PrecompileTools", "Requires", "SparseArrays", "Static", "SuiteSparse"]

  − git-tree-sha1 = "5d66818a39bb04bf328e92bc933ec5b4ee88e436"

  − uuid = "0d7ed370-da01-4f52-bd93-41d350b8b718"

  − version = "1.5.0"

  − weakdeps = ["OffsetArrays", "StaticArrays"]

  −

  − [deps.StaticArrayInterface.extensions]

  − StaticArrayInterfaceOffsetArraysExt = "OffsetArrays"

  − StaticArrayInterfaceStaticArraysExt = "StaticArrays"

  −
• replacement in Manifest.toml at line 1533
  [3.43518]→[3.43518:43577](∅→∅)
  − git-tree-sha1 = "4e17a790909b17f7bf1496e3aec138cf01b60b3b"
  [3.43518]

  [3.43577]
  + git-tree-sha1 = "7b0e9c14c624e435076d19aea1e5cbdec2b9ca37"
• replacement in Manifest.toml at line 1535
  [3.43623]→[3.43623:43641](∅→∅)
  − version = "1.9.0"
  [3.43623]

  [3.43641]
  + version = "1.9.2"
• replacement in Manifest.toml at line 1572
  [3.44419]→[3.44419:44478](∅→∅)
  − git-tree-sha1 = "0a3db38e4cce3c54fe7a71f831cd7b6194a54213"
  [3.44419]

  [3.44478]
  + git-tree-sha1 = "1b0b1205a56dc288b71b1961d48e351520702e24"
• replacement in Manifest.toml at line 1574
  [3.44524]→[3.44524:44543](∅→∅)
  − version = "0.6.16"
  [3.44524]

  [3.44543]
  + version = "0.6.17"
• replacement in Manifest.toml at line 1592
  [4.10280054]→[4.10280054:10280113](∅→∅)
  − git-tree-sha1 = "d39314cdbaf5b90a047db33858626f8d1cc973e1"
  [4.10280054]

  [4.10280113]
  + git-tree-sha1 = "b69f8338df046774bd975b13be9d297eca5efacb"
• replacement in Manifest.toml at line 1594
  [4.10280159]→[4.10280159:10280183](∅→∅)
  − version = "1.0.0+2023c"
  [4.10280159]

  [4.10280393]
  + version = "1.1.0+2023d"
• edit in Manifest.toml at line 1623
  [3.44906]→[3.44906:45081](∅→∅),[3.45081]→[4.10281308:10281309](∅→∅),[4.10281308]→[4.10281308:10281309](∅→∅)
  − [[deps.ThreadingUtilities]]

  − deps = ["ManualMemory"]

  − git-tree-sha1 = "eda08f7e9818eb53661b3deb74e3159460dfbc27"

  − uuid = "8290d209-cae3-49c0-8002-c8c24d57dab5"

  − version = "0.5.2"

  −
• replacement in Manifest.toml at line 1624
  [3.45100]→[3.45100:45312](∅→∅)
  − deps = ["ArgCheck", "BangBang", "ConstructionBase", "InitialValues", "MicroCollections", "Referenceables", "Setfield", "SplittablesBase", "Transducers"]

  − git-tree-sha1 = "34e6bcf36b9ed5d56489600cf9f3c16843fa2aa2"
  [3.45100]

  [3.45312]
  + deps = ["Accessors", "ArgCheck", "BangBang", "ConstructionBase", "InitialValues", "MicroCollections", "Referenceables", "SplittablesBase", "Transducers"]

  + git-tree-sha1 = "70bd8244f4834d46c3d68bd09e7792d8f571ef04"
• replacement in Manifest.toml at line 1627
  [3.45358]→[3.45358:45377](∅→∅)
  − version = "0.1.11"
  [3.45358]

  [3.45377]
  + version = "0.1.12"
• replacement in Manifest.toml at line 1636
  [3.45733]→[3.45733:45840](∅→∅)
  − deps = ["OffsetArrays", "StaticArrayInterface"]

  − git-tree-sha1 = "1176cc31e867217b06928e2f140c90bd1bc88283"
  [3.45733]

  [3.45840]
  + deps = ["OffsetArrays"]

  + git-tree-sha1 = "5683455224ba92ef59db72d10690690f4a8dc297"
• replacement in Manifest.toml at line 1639
  [3.45886]→[3.45886:45904](∅→∅)
  − version = "0.5.0"
  [3.45886]

  [4.10281554]
  + version = "0.3.1"
• replacement in Manifest.toml at line 1658
  [4.10281975]→[4.10281975:10282034](∅→∅)
  − git-tree-sha1 = "1fbeaaca45801b4ba17c251dd8603ef24801dd84"
  [4.10281975]

  [4.10282034]
  + git-tree-sha1 = "54194d92959d8ebaa8e26227dbe3cdefcdcd594f"
• replacement in Manifest.toml at line 1660
  [4.10282080]→[4.10282080:10282099](∅→∅)
  − version = "0.10.2"
  [4.10282080]

  [4.10282099]
  + version = "0.10.3"
• replacement in Manifest.toml at line 1714
  [3.47541]→[3.47541:47853](∅→∅)
  − [[deps.VectorizationBase]]

  − deps = ["ArrayInterface", "CPUSummary", "HostCPUFeatures", "IfElse", "LayoutPointers", "Libdl", "LinearAlgebra", "SIMDTypes", "Static", "StaticArrayInterface"]

  − git-tree-sha1 = "7209df901e6ed7489fe9b7aa3e46fb788e15db85"

  − uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"

  − version = "0.21.65"
  [3.47541]

  [4.10283368]
  + [[deps.VersionParsing]]

  + git-tree-sha1 = "58d6e80b4ee071f5efd07fda82cb9fbe17200868"

  + uuid = "81def892-9a0e-5fdd-b105-ffc91e053289"

  + version = "1.3.0"
• replacement in Manifest.toml at line 1733
  [3.48107]→[3.48107:48166](∅→∅)
  − git-tree-sha1 = "c1a7aa6219628fcd757dede0ca95e245c5cd9511"
  [3.48107]

  [3.48166]
  + git-tree-sha1 = "5f24e158cf4cee437052371455fe361f526da062"
• replacement in Manifest.toml at line 1735
  [3.48212]→[3.48212:48230](∅→∅)
  − version = "1.0.0"
  [3.48212]

  [4.10283950]
  + version = "0.5.6"
• replacement in Manifest.toml at line 1767
  [3.49190]→[3.49190:49249](∅→∅)
  − git-tree-sha1 = "30c1b8bfc2b3c7c5d8bba7cd32e8b6d5f968e7c3"
  [3.49190]

  [3.49249]
  + git-tree-sha1 = "4ddb4470e47b0094c93055a3bcae799165cc68f1"
• replacement in Manifest.toml at line 1769
  [3.49295]→[3.49295:49314](∅→∅)
  − version = "0.6.68"
  [3.49295]

  [3.49314]
  + version = "0.6.69"
• replacement in Manifest.toml at line 1783
  [3.49695]→[3.49695:49754](∅→∅)
  − git-tree-sha1 = "9d749cd449fb448aeca4feee9a2f4186dbb5d184"
  [3.49695]

  [3.49754]
  + git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00"
• replacement in Manifest.toml at line 1785
  [3.49800]→[3.49800:49818](∅→∅)
  − version = "0.2.4"
  [3.49800]

  [3.49818]
  + version = "0.2.5"
• replacement in Manifest.toml at line 1789
  [3.49898]→[3.49898:49957](∅→∅)
  − git-tree-sha1 = "94f6b231d21b8a10f5c3ccc4b4009017ca922847"
  [3.49898]

  [3.49957]
  + git-tree-sha1 = "d433ec29756895512190cac9c96666d879f07b92"
• replacement in Manifest.toml at line 1791
  [3.50003]→[3.50003:50021](∅→∅)
  − version = "1.2.2"
  [3.50003]

  [3.50021]
  + version = "1.3.0"