quietlight/Skraak - Change E3Y55MPRKKDPTGI56RSA7YCGB33NSZYKHGCVHEUKRM2KJ2RNM5IQC

added perceptual colour maps and changed get_image_from_sample

Created by quietlight on February 14, 2024

E3Y55MPRKKDPTGI56RSA7YCGB33NSZYKHGCVHEUKRM2KJ2RNM5IQC

Dependencies

In channels

main

Change contents

Replacement in src/Train.jl at line 27 [4.335620]

B:BD[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]

[5.0]

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 [4.335620]

B:BD[5.1] → [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)

[5.1]

[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 [4.335620]

B:BD[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 [4.335620]

B:BD[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 [4.335620]

B:BD[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 [4.335620]

B:BD[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 [4.335620]

B:BD[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 [4.366496]

B:BD[6.22] → [3.412:501]

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

[6.22]

[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 [4.366496]
B:BD[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 [4.366496]
B:BD[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 [4.366496]
B:BD[7.312] → [7.312:352]
```
function load_model(model_path::String)
```
[7.312]
[7.352]
```
function load_model_pred(model_path::String)
```

Replacement in src/Predict.jl at line 62 [4.366496]

B:BD[7.462] → [7.462:604]

    f = Metalhead.ResNet(18, pretrain = false).layers
    l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(512 => model_classes))

[7.462]

[7.604]

    f = Metalhead.ResNet(50, pretrain = false).layers
    l = Flux.Chain(AdaptiveMeanPool((1, 1)), Flux.flatten, Dense(2048 => model_classes))

Deletion in src/Predict.jl at line 108 [4.366496]

B:BD[4.368337] → [4.368337:368341]

B:BD[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

Insertion in src/Predict.jl at line 190 [4.366496]

[4.371882]

[7.3063]

    # Start time and end time for each 5s audio clip, in seconds relative to the start of the file.

Insertion in src/Predict.jl at line 209 [4.366496]

[4.373189]

[7.3656]

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 [8.12356]

B:BD[8.12411] → [8.12411:12499]

using CSV, DataFrames, Dates, DSP, Glob, JSON, Random, TimeZones, WAV, PNGFiles, Images

[8.12411]

[2.128]

using CSV, DataFrames, Dates, DSP, Glob, JSON, PerceptualColourMaps, Random, TimeZones, WAV, PNGFiles, Images

Insertion in src/Clips.jl at line 192 [8.12356]
[8.18789]
[8.18789]
Insertion in src/Clips.jl at line 208 [8.12356]
[8.19231]
[8.19231]
```
        x -> applycolourmap(x, cmap("L4")) |>
```
Insertion in Project.toml at line 27 [4.385246]
[4.386361]
[4.386361]
```
PerceptualColourMaps = "54e51dfa-9dd7-5231-aa84-a4037b83483a"
```

Replacement in Manifest.toml at line 5 [9.10259813]

B:BD[9.10259938] → [3.959:1017]

project_hash = "bec6dc7784ed25bf52e21b4159e5eeee38636f67"

[9.10259938]

[3.1017]

project_hash = "202275c7aad89ac52ca5906438f1043e7751e564"

Insertion in Manifest.toml at line 17 [9.10259813]

[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"

Insertion in Manifest.toml at line 24 [9.10259813]

[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 [9.10259813]

B:BD[3.1401] → [3.1401:1460]

git-tree-sha1 = "cde29ddf7e5726c9fb511f340244ea3481267608"

[3.1401]

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git-tree-sha1 = "0fb305e0253fd4e833d486914367a2ee2c2e78d0"

Replacement in Manifest.toml at line 41 [9.10259813]
B:BD[3.1506] → [3.1506:1524]
```
version = "3.7.2"
```
[3.1506]
[3.1524]
```
version = "4.0.1"
```

Deletion in Manifest.toml at line 61 [9.10259813]

B:BD[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"

Deletion in Manifest.toml at line 62 [9.10259813]

B:BD[9.10260080] → [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 [9.10259813]

B:BD[3.3183] → [3.3183:3242]

git-tree-sha1 = "01b8ccb13d68535d73d2b0c23e39bd23155fb712"

[3.3183]

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git-tree-sha1 = "66771c8d21c8ff5e3a93379480a2307ac36863f7"

Replacement in Manifest.toml at line 75 [9.10259813]
B:BD[3.3288] → [3.3288:3306]
```
version = "1.1.0"
```
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```
version = "1.0.1"
```

Replacement in Manifest.toml at line 90 [9.10259813]

B:BD[3.3722] → [3.3722:3781]

git-tree-sha1 = "2208958832d6e1b59e49f53697483a84ca8d664e"

[3.3722]

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git-tree-sha1 = "4c3e506685c527ac6a54ccc0c8c76fd6f91b42fb"

Replacement in Manifest.toml at line 92 [9.10259813]
B:BD[3.3827] → [3.3827:3845]
```
version = "0.3.7"
```
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```
version = "0.3.9"
```

Replacement in Manifest.toml at line 96 [9.10259813]

B:BD[3.3970] → [3.3970:4029]

git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"

[3.3970]

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git-tree-sha1 = "7aa7ad1682f3d5754e3491bb59b8103cae28e3a3"

Replacement in Manifest.toml at line 98 [9.10259813]
B:BD[3.4075] → [3.4075:4094]
```
version = "0.3.39"
```
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```
version = "0.3.40"
```

Deletion in Manifest.toml at line 126 [9.10259813]

B:BD[3.4890] → [3.4890:5074]


[[deps.BitTwiddlingConvenienceFunctions]]
deps = ["Static"]
git-tree-sha1 = "0c5f81f47bbbcf4aea7b2959135713459170798b"
uuid = "62783981-4cbd-42fc-bca8-16325de8dc4b"
version = "0.1.5"

Replacement in Manifest.toml at line 128 [9.10259813]

B:BD[3.5090] → [3.5090:5149]

git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"

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git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc"

Replacement in Manifest.toml at line 130 [9.10259813]
B:BD[3.5195] → [3.5195:5213]
```
version = "0.4.2"
```
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```
version = "0.5.0"
```

Deletion in Manifest.toml at line 132 [9.10259813]

B:BD[9.10260351] → [3.5214:5413]

∅:D[3.5413] → [9.10260499:10260500]

B:BD[9.10260499] → [9.10260499:10260500]

[[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 [9.10259813]

B:BD[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"

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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 [9.10259813]
B:BD[3.6064] → [3.6064:6082]
```
version = "5.1.2"
```
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```
version = "5.2.0"
```

Replacement in Manifest.toml at line 157 [9.10259813]

B:BD[3.6516] → [3.6516:6575]

git-tree-sha1 = "bcc4a23cbbd99c8535a5318455dcf0f2546ec536"

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git-tree-sha1 = "2cb12f6b2209f40a4b8967697689a47c50485490"

Replacement in Manifest.toml at line 159 [9.10259813]
B:BD[3.6621] → [3.6621:6639]
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version = "0.2.2"
```
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version = "0.2.3"
```

Replacement in Manifest.toml at line 163 [9.10259813]

B:BD[3.6755] → [3.6755:6814]

git-tree-sha1 = "9704e50c9158cf8896c2776b8dbc5edd136caf80"

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git-tree-sha1 = "8e25c009d2bf16c2c31a70a6e9e8939f7325cc84"

Replacement in Manifest.toml at line 165 [9.10259813]
B:BD[3.6860] → [3.6860:6881]
```
version = "0.10.1+0"
```
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version = "0.11.1+0"
```

Replacement in Manifest.toml at line 204 [9.10259813]

B:BD[3.8292] → [3.8292:8351]

git-tree-sha1 = "0aa0a3dd7b9bacbbadf1932ccbdfa938985c5561"

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git-tree-sha1 = "4e42872be98fa3343c4f8458cbda8c5c6a6fa97c"

Replacement in Manifest.toml at line 206 [9.10259813]
B:BD[3.8397] → [3.8397:8416]
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version = "1.58.1"
```
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version = "1.63.0"
```

Replacement in Manifest.toml at line 210 [9.10259813]

B:BD[3.8476] → [3.8476:8535]

git-tree-sha1 = "2118cb2765f8197b08e5958cdd17c165427425ee"

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git-tree-sha1 = "ad25e7d21ce10e01de973cdc68ad0f850a953c52"

Replacement in Manifest.toml at line 212 [9.10259813]
B:BD[3.8581] → [3.8581:8600]
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version = "1.19.0"
```
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```
version = "1.21.1"
```

Deletion in Manifest.toml at line 218 [9.10259813]

B:BD[3.8718] → [3.8718:8913]

[[deps.CloseOpenIntervals]]
deps = ["Static", "StaticArrayInterface"]
git-tree-sha1 = "70232f82ffaab9dc52585e0dd043b5e0c6b714f1"
uuid = "fb6a15b2-703c-40df-9091-08a04967cfa9"
version = "0.1.12"

Replacement in Manifest.toml at line 220 [9.10259813]

B:BD[3.9054] → [3.9054:9113]

git-tree-sha1 = "407f38961ac11a6e14b2df7095a2577f7cb7cb1b"

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git-tree-sha1 = "9ebb045901e9bbf58767a9f34ff89831ed711aae"

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B:BD[3.9159] → [3.9159:9178]
```
version = "0.15.6"
```
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```
version = "0.15.7"
```
Replacement in Manifest.toml at line 226 [9.10259813]
B:BD[9.10261033] → [9.10261033:10261092]
```
git-tree-sha1 = "cd67fc487743b2f0fd4380d4cbd3a24660d0eec8"
```
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git-tree-sha1 = "59939d8a997469ee05c4b4944560a820f9ba0d73"
```
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version = "0.7.3"
```
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version = "0.7.4"
```

Replacement in Manifest.toml at line 243 [9.10259813]

B:BD[3.9640] → [3.9640:9799]

deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"]
git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249"

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deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"]
git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589"

Replacement in Manifest.toml at line 246 [9.10259813]

B:BD[3.9845] → [3.9845:9981]

version = "0.10.0"
weakdeps = ["SpecialFunctions"]
    [deps.ColorVectorSpace.extensions]
    SpecialFunctionsExt = "SpecialFunctions"

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version = "0.9.10"

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git-tree-sha1 = "ed2ebb1ff7550226ddb584ba8352facf8d9ffb22"

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git-tree-sha1 = "75bd5b6fc5089df449b5d35fa501c846c9b6549b"

Replacement in Manifest.toml at line 269 [9.10259813]
B:BD[9.10261295] → [3.10596:10615]
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version = "4.11.0"
```
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version = "4.12.0"
```
Insertion in Manifest.toml at line 284 [9.10259813]
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```
weakdeps = ["InverseFunctions"]
```

Deletion in Manifest.toml at line 289 [9.10259813]

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    [deps.CompositionsBase.weakdeps]
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"

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git-tree-sha1 = "8cfa272e8bdedfa88b6aefbbca7c19f1befac519"
```
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git-tree-sha1 = "9c4708e3ed2b799e6124b5673a712dda0b596a9b"
```

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version = "2.3.0"

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version = "2.3.1"
[[deps.Conda]]
deps = ["Downloads", "JSON", "VersionParsing"]
git-tree-sha1 = "51cab8e982c5b598eea9c8ceaced4b58d9dd37c9"
uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d"
version = "1.10.0"

Deletion in Manifest.toml at line 328 [9.10259813]

B:BD[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 [9.10259813]
B:BD[9.10262530] → [9.10262530:10262589]
```
git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
```
[9.10262530]
[9.10262589]
```
git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
```
Replacement in Manifest.toml at line 353 [9.10259813]
B:BD[9.10262635] → [9.10262635:10262654]
```
version = "1.15.0"
```
[9.10262635]
[9.10262654]
```
version = "1.16.0"
```

Replacement in Manifest.toml at line 468 [9.10259813]

B:BD[3.14058] → [3.14058:14117]

git-tree-sha1 = "ec22cbbcd01cba8f41eecd7d44aac1f23ee985e3"

[3.14058]

[3.14117]

git-tree-sha1 = "4820348781ae578893311153d69049a93d05f39d"

Replacement in Manifest.toml at line 470 [9.10259813]
B:BD[3.14163] → [3.14163:14181]
```
version = "1.7.2"
```
[3.14163]
[3.14181]
```
version = "1.8.0"
```

Replacement in Manifest.toml at line 485 [9.10259813]

B:BD[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 [9.10259813]
B:BD[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 [9.10259813]

B:BD[3.16371] → [3.16371:16430]

git-tree-sha1 = "2827339fbc2291d541a9c62ffbf28da7f3621ae4"

[3.16371]

[3.16430]

git-tree-sha1 = "39a9e46b4e92d5b56c0712adeb507555a2327240"

Replacement in Manifest.toml at line 549 [9.10259813]
B:BD[3.16476] → [3.16476:16495]
```
version = "0.14.9"
```
[3.16476]
[3.16495]
```
version = "0.14.11"
```

Replacement in Manifest.toml at line 581 [9.10259813]

B:BD[3.17549] → [3.17549:17608]

git-tree-sha1 = "9a68d75d466ccc1218d0552a8e1631151c569545"

[3.17549]

[3.17608]

git-tree-sha1 = "166c544477f97bbadc7179ede1c1868e0e9b426b"

Replacement in Manifest.toml at line 583 [9.10259813]
B:BD[3.17654] → [3.17654:17672]
```
version = "0.4.5"
```
[3.17654]
[9.10266886]
```
version = "0.4.7"
```

Replacement in Manifest.toml at line 591 [9.10259813]

B:BD[3.17814] → [3.17814:17873]

git-tree-sha1 = "85d7fb51afb3def5dcb85ad31c3707795c8bccc1"

[3.17814]

[3.17873]

git-tree-sha1 = "47e4686ec18a9620850bad110b79966132f14283"

Replacement in Manifest.toml at line 593 [9.10259813]
B:BD[3.17919] → [3.17919:17937]
```
version = "9.1.0"
```
[3.17919]
[3.17937]
```
version = "10.0.2"
```

Replacement in Manifest.toml at line 597 [9.10259813]

B:BD[3.17978] → [3.17978:18037]

git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"

[3.17978]

[3.18037]

git-tree-sha1 = "ec632f177c0d990e64d955ccc1b8c04c485a0950"

Replacement in Manifest.toml at line 599 [9.10259813]
B:BD[3.18083] → [3.18083:18101]
```
version = "0.1.5"
```
[3.18083]
[3.18101]
```
version = "0.1.6"
```

Deletion in Manifest.toml at line 629 [9.10259813]

∅:D[3.19066] → [9.10267545:10267546]

B:BD[9.10267545] → [9.10267545:10267546]

B:BD[9.10267546] → [3.19067:19275]


[[deps.HistogramThresholding]]
deps = ["ImageBase", "LinearAlgebra", "MappedArrays"]
git-tree-sha1 = "7194dfbb2f8d945abdaf68fa9480a965d6661e69"
uuid = "2c695a8d-9458-5d45-9878-1b8a99cf7853"
version = "0.3.1"

Deletion in Manifest.toml at line 630 [9.10259813]

B:BD[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 [9.10259813]

B:BD[3.19566] → [3.19566:19625]

git-tree-sha1 = "8aa91235360659ca7560db43a7d57541120aa31d"

[3.19566]

[3.19625]

git-tree-sha1 = "5d8c5713f38f7bc029e26627b687710ba406d0dd"

Replacement in Manifest.toml at line 634 [9.10259813]

B:BD[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 [9.10259813]

B:BD[3.20103] → [3.20103:20162]

git-tree-sha1 = "eb49b82c172811fd2c86759fa0553a2221feb909"

[3.20103]

[3.20162]

git-tree-sha1 = "b51bb8cae22c66d0f6357e3bcb6363145ef20835"

Replacement in Manifest.toml at line 646 [9.10259813]

B:BD[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 [9.10259813]

B:BD[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 [9.10259813]
B:BD[3.21004] → [3.21004:21023]
```
version = "0.10.1"
```
[3.21004]
[3.21023]
```
version = "0.9.4"
```

Deletion in Manifest.toml at line 660 [9.10259813]

B:BD[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 [9.10259813]

B:BD[3.21754] → [3.21754:21813]

git-tree-sha1 = "432ae2b430a18c58eb7eca9ef8d0f2db90bc749c"

[3.21754]

[3.21813]

git-tree-sha1 = "3447781d4c80dbe6d71d239f7cfb1f8049d4c84f"

Replacement in Manifest.toml at line 670 [9.10259813]
B:BD[3.21859] → [3.21859:21877]
```
version = "0.7.8"
```
[3.21859]
[3.21877]
```
version = "0.7.6"
```

Replacement in Manifest.toml at line 697 [9.10259813]

B:BD[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 [9.10259813]
B:BD[3.23068] → [3.23068:23086]
```
version = "0.4.5"
```
[3.23068]
[3.23086]
```
version = "0.3.2"
```

Replacement in Manifest.toml at line 710 [9.10259813]

B:BD[3.23628] → [3.23628:23687]

git-tree-sha1 = "3ff0ca203501c3eedde3c6fa7fd76b703c336b5f"

[3.23628]

[3.23687]

git-tree-sha1 = "44664eea5408828c03e5addb84fa4f916132fc26"

Replacement in Manifest.toml at line 712 [9.10259813]
B:BD[3.23733] → [3.23733:23751]
```
version = "1.8.2"
```
[3.23733]
[3.23751]
```
version = "1.8.1"
```

Replacement in Manifest.toml at line 721 [9.10259813]

B:BD[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 [9.10259813]
B:BD[3.24274] → [3.24274:24293]
```
version = "0.10.1"
```
[3.24274]
[3.24293]
```
version = "0.9.5"
```

Replacement in Manifest.toml at line 727 [9.10259813]

B:BD[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 [9.10259813]
B:BD[3.24872] → [3.24872:24891]
```
version = "0.26.0"
```
[3.24872]
[3.24891]
```
version = "0.25.3"
```

Replacement in Manifest.toml at line 776 [9.10259813]

B:BD[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 [9.10259813]

B:BD[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 [9.10259813]

B:BD[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 [9.10259813]
B:BD[3.26582] → [3.26582:26626]
```
version = "0.7.8"
weakdeps = ["Statistics"]
```
[3.26582]
[3.26626]
```
version = "0.7.9"
weakdeps = ["Random", "Statistics"]
```
Insertion in Manifest.toml at line 788 [9.10259813]
[3.26662]
[3.26662]
```
    IntervalSetsRandomExt = "Random"
```

Insertion in Manifest.toml at line 791 [9.10259813]

[3.26708]

[9.10267977]

[[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 [9.10259813]

B:BD[3.27021] → [3.27021:27080]

git-tree-sha1 = "853b9e0b876e8c7093a824c4f83c619d23525e64"

[3.27021]

[3.27080]

git-tree-sha1 = "7c0008f0b7622c6c0ee5c65cbc667b69f8a65672"

Replacement in Manifest.toml at line 821 [9.10259813]
B:BD[3.27126] → [3.27126:27145]
```
version = "0.4.43"
```
[3.27126]
[9.10268687]
```
version = "0.4.45"
```

Replacement in Manifest.toml at line 861 [9.10259813]

B:BD[3.28160] → [3.28160:28219]

git-tree-sha1 = "653e0824fc9ab55b3beec67a6dbbe514a65fb954"

[3.28160]

[3.28219]

git-tree-sha1 = "4e0cb2f5aad44dcfdc91088e85dee4ecb22c791c"

Replacement in Manifest.toml at line 863 [9.10259813]
B:BD[3.28265] → [3.28265:28284]
```
version = "0.9.15"
```
[3.28265]
[3.28284]
```
version = "0.9.16"
```

Replacement in Manifest.toml at line 879 [9.10259813]

B:BD[3.28753] → [3.28753:28812]

git-tree-sha1 = "cb4619f7353fc62a1a22ffa3d7ed9791cfb47ad8"

[3.28753]

[3.28812]

git-tree-sha1 = "9e70165cca7459d25406367f0c55e517a9a7bfe7"

Replacement in Manifest.toml at line 881 [9.10259813]
B:BD[3.28858] → [3.28858:28876]
```
version = "6.4.2"
```
[3.28858]
[3.28876]
```
version = "6.5.0"
```

Replacement in Manifest.toml at line 889 [9.10259813]

B:BD[3.29054] → [3.29054:29113]

git-tree-sha1 = "98eaee04d96d973e79c25d49167668c5c8fb50e2"

[3.29054]

[3.29113]

git-tree-sha1 = "114e3a48f13d4c18ddd7fd6a00107b4b96f60f9c"

Replacement in Manifest.toml at line 891 [9.10259813]
B:BD[3.29159] → [3.29159:29180]
```
version = "0.0.27+1"
```
[3.29159]
[3.29180]
```
version = "0.0.28+0"
```

Deletion in Manifest.toml at line 902 [9.10259813]

B:BD[9.10269609] → [9.10269609:10269610]

B:BD[9.10269610] → [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"

Deletion in Manifest.toml at line 980 [9.10259813]

B:BD[9.10271918] → [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 [9.10259813]

B:BD[9.10272107] → [3.31540:31599]

git-tree-sha1 = "b211c553c199c111d998ecdaf7623d1b89b69f93"

[9.10272107]

[9.10272166]

git-tree-sha1 = "2fa9ee3e63fd3a4f7a9a4f4744a52f4856de82df"

Replacement in Manifest.toml at line 1001 [9.10259813]

B:BD[9.10272212] → [3.31600:31765]

version = "0.5.12"
[[deps.ManualMemory]]
git-tree-sha1 = "bcaef4fc7a0cfe2cba636d84cda54b5e4e4ca3cd"
uuid = "d125e4d3-2237-4719-b19c-fa641b8a4667"
version = "0.1.8"

[9.10272212]

[3.31765]

version = "0.5.13"

Replacement in Manifest.toml at line 1031 [9.10259813]

B:BD[3.32440] → [3.32440:32499]

git-tree-sha1 = "78ade69da4b3cdda8851f1c05153e55929b4ee9f"

[3.32440]

[3.32499]

git-tree-sha1 = "5aac9a2b511afda7bf89df5044a2e0b429f83152"

Replacement in Manifest.toml at line 1033 [9.10259813]
B:BD[3.32545] → [3.32545:32563]
```
version = "0.9.2"
```
[3.32545]
[3.32563]
```
version = "0.9.3"
```

Replacement in Manifest.toml at line 1072 [9.10259813]

B:BD[3.33221] → [3.33221:33280]

git-tree-sha1 = "900a11b3a2b02e36b25cb55a80777d4a4670f0f6"

[3.33221]

[3.33280]

git-tree-sha1 = "d2811b435d2f571bdfdfa644bb806a66b458e186"

Replacement in Manifest.toml at line 1074 [9.10259813]
B:BD[3.33326] → [3.33326:33345]
```
version = "0.9.10"
```
[3.33326]
[3.33345]
```
version = "0.9.11"
```

Replacement in Manifest.toml at line 1157 [9.10259813]

B:BD[3.35884] → [3.35884:35943]

git-tree-sha1 = "5e4029759e8699ec12ebdf8721e51a659443403c"

[3.35884]

[3.35943]

git-tree-sha1 = "963a3f28a2e65bb87a68033ea4a616002406037d"

Replacement in Manifest.toml at line 1159 [9.10259813]
B:BD[3.35989] → [3.35989:36007]
```
version = "0.2.4"
```
[3.35989]
[9.10273527]
```
version = "0.2.5"
```
Replacement in Manifest.toml at line 1191 [9.10259813]
B:BD[9.10274083] → [9.10274083:10274142]
```
git-tree-sha1 = "cc6e1927ac521b659af340e0ca45828a3ffc748f"
```
[9.10274083]
[9.10274142]
```
git-tree-sha1 = "60e3045590bd104a16fefb12836c00c0ef8c7f8c"
```
Replacement in Manifest.toml at line 1193 [9.10259813]
B:BD[9.10274188] → [9.10274188:10274209]
```
version = "3.0.12+0"
```
[9.10274188]
[9.10274209]
```
version = "3.0.13+0"
```

Replacement in Manifest.toml at line 1203 [9.10259813]

B:BD[3.36510] → [3.36510:36569]

git-tree-sha1 = "34205b1204cc83c43cd9cfe53ffbd3b310f6e8c5"

[3.36510]

[3.36569]

git-tree-sha1 = "264b061c1903bc0fe9be77cb9050ebacff66bb63"

Replacement in Manifest.toml at line 1205 [9.10259813]
B:BD[3.36615] → [3.36615:36633]
```
version = "0.3.1"
```
[3.36615]
[9.10274444]
```
version = "0.3.2"
```

Insertion in Manifest.toml at line 1242 [9.10259813]

[9.10274783]

[[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"

Deletion in Manifest.toml at line 1264 [9.10259813]

∅:D[3.37873] → [9.10275052:10275053]

B:BD[9.10275052] → [9.10275052:10275053]

B:BD[9.10275053] → [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 [9.10259813]

B:BD[9.10275074] → [3.38123:38222]

deps = ["LinearAlgebra", "RecipesBase"]
git-tree-sha1 = "3aa2bb4982e575acd7583f01531f241af077b163"

[9.10275074]

[9.10275201]

deps = ["LinearAlgebra", "RecipesBase", "Setfield", "SparseArrays"]
git-tree-sha1 = "a9c7a523d5ed375be3983db190f6a5874ae9286d"

Replacement in Manifest.toml at line 1269 [9.10259813]
B:BD[9.10275247] → [3.38223:38242]
```
version = "3.2.13"
```
[9.10275247]
[9.10275265]
```
version = "4.0.6"
```
Insertion in Manifest.toml at line 1273 [9.10259813]
[9.10275352]
[9.10275384]
```
    PolynomialsFFTWExt = "FFTW"
```
Insertion in Manifest.toml at line 1279 [9.10259813]
[9.10275579]
[9.10275629]
```
    FFTW = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
```

Insertion in Manifest.toml at line 1328 [9.10259813]

[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 [9.10259813]

B:BD[3.39209] → [3.39209:39268]

git-tree-sha1 = "9a46862d248ea548e340e30e2894118749dc7f51"

[3.39209]

[3.39268]

git-tree-sha1 = "994cc27cdacca10e68feb291673ec3a76aa2fae9"

Replacement in Manifest.toml at line 1350 [9.10259813]
B:BD[3.39314] → [3.39314:39332]
```
version = "0.7.5"
```
[3.39314]
[9.10276777]
```
version = "0.7.6"
```

Replacement in Manifest.toml at line 1424 [9.10259813]

B:BD[3.40728] → [3.40728:40787]

git-tree-sha1 = "792d8fd4ad770b6d517a13ebb8dadfcac79405b8"

[3.40728]

[3.40787]

git-tree-sha1 = "2a0a5d8569f481ff8840e3b7c84bbf188db6a3fe"

Replacement in Manifest.toml at line 1426 [9.10259813]

B:BD[3.40833] → [3.40833:40851]

version = "1.6.1"

[3.40833]

[9.10277451]

version = "1.7.0"
weakdeps = ["RecipesBase"]
    [deps.Rotations.extensions]
    RotationsRecipesBaseExt = "RecipesBase"

Deletion in Manifest.toml at line 1435 [9.10259813]

B:BD[9.10277529] → [3.40852:40995]


[[deps.SIMDTypes]]
git-tree-sha1 = "330289636fb8107c5f32088d2741e9fd7a061a5c"
uuid = "94e857df-77ce-4151-89e5-788b33177be4"
version = "0.1.0"

Deletion in Manifest.toml at line 1436 [9.10259813]

B:BD[9.10277530] → [3.40996:41192]

[[deps.SLEEFPirates]]
deps = ["IfElse", "Static", "VectorizationBase"]
git-tree-sha1 = "3aac6d68c5e57449f5b9b865c9ba50ac2970c4cf"
uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"
version = "0.6.42"

Deletion in Manifest.toml at line 1531 [9.10259813]

B:BD[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 [9.10259813]

B:BD[3.43518] → [3.43518:43577]

git-tree-sha1 = "4e17a790909b17f7bf1496e3aec138cf01b60b3b"

[3.43518]

[3.43577]

git-tree-sha1 = "7b0e9c14c624e435076d19aea1e5cbdec2b9ca37"

Replacement in Manifest.toml at line 1535 [9.10259813]
B:BD[3.43623] → [3.43623:43641]
```
version = "1.9.0"
```
[3.43623]
[3.43641]
```
version = "1.9.2"
```

Replacement in Manifest.toml at line 1572 [9.10259813]

B:BD[3.44419] → [3.44419:44478]

git-tree-sha1 = "0a3db38e4cce3c54fe7a71f831cd7b6194a54213"

[3.44419]

[3.44478]

git-tree-sha1 = "1b0b1205a56dc288b71b1961d48e351520702e24"

Replacement in Manifest.toml at line 1574 [9.10259813]
B:BD[3.44524] → [3.44524:44543]
```
version = "0.6.16"
```
[3.44524]
[3.44543]
```
version = "0.6.17"
```
Replacement in Manifest.toml at line 1592 [9.10259813]
B:BD[9.10280054] → [9.10280054:10280113]
```
git-tree-sha1 = "d39314cdbaf5b90a047db33858626f8d1cc973e1"
```
[9.10280054]
[9.10280113]
```
git-tree-sha1 = "b69f8338df046774bd975b13be9d297eca5efacb"
```
Replacement in Manifest.toml at line 1594 [9.10259813]
B:BD[9.10280159] → [9.10280159:10280183]
```
version = "1.0.0+2023c"
```
[9.10280159]
[9.10280393]
```
version = "1.1.0+2023d"
```

Deletion in Manifest.toml at line 1623 [9.10259813]

B:BD[3.44906] → [3.44906:45081]

∅:D[3.45081] → [9.10281308:10281309]

B:BD[9.10281308] → [9.10281308:10281309]

[[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 [9.10259813]

B:BD[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 [9.10259813]
B:BD[3.45358] → [3.45358:45377]
```
version = "0.1.11"
```
[3.45358]
[3.45377]
```
version = "0.1.12"
```

Replacement in Manifest.toml at line 1636 [9.10259813]

B:BD[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 [9.10259813]
B:BD[3.45886] → [3.45886:45904]
```
version = "0.5.0"
```
[3.45886]
[9.10281554]
```
version = "0.3.1"
```
Replacement in Manifest.toml at line 1658 [9.10259813]
B:BD[9.10281975] → [9.10281975:10282034]
```
git-tree-sha1 = "1fbeaaca45801b4ba17c251dd8603ef24801dd84"
```
[9.10281975]
[9.10282034]
```
git-tree-sha1 = "54194d92959d8ebaa8e26227dbe3cdefcdcd594f"
```
Replacement in Manifest.toml at line 1660 [9.10259813]
B:BD[9.10282080] → [9.10282080:10282099]
```
version = "0.10.2"
```
[9.10282080]
[9.10282099]
```
version = "0.10.3"
```

Replacement in Manifest.toml at line 1714 [9.10259813]

B:BD[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]

[9.10283368]

[[deps.VersionParsing]]
git-tree-sha1 = "58d6e80b4ee071f5efd07fda82cb9fbe17200868"
uuid = "81def892-9a0e-5fdd-b105-ffc91e053289"
version = "1.3.0"

Replacement in Manifest.toml at line 1733 [9.10259813]

B:BD[3.48107] → [3.48107:48166]

git-tree-sha1 = "c1a7aa6219628fcd757dede0ca95e245c5cd9511"

[3.48107]

[3.48166]

git-tree-sha1 = "5f24e158cf4cee437052371455fe361f526da062"

Replacement in Manifest.toml at line 1735 [9.10259813]
B:BD[3.48212] → [3.48212:48230]
```
version = "1.0.0"
```
[3.48212]
[9.10283950]
```
version = "0.5.6"
```

Replacement in Manifest.toml at line 1767 [9.10259813]

B:BD[3.49190] → [3.49190:49249]

git-tree-sha1 = "30c1b8bfc2b3c7c5d8bba7cd32e8b6d5f968e7c3"

[3.49190]

[3.49249]

git-tree-sha1 = "4ddb4470e47b0094c93055a3bcae799165cc68f1"

Replacement in Manifest.toml at line 1769 [9.10259813]
B:BD[3.49295] → [3.49295:49314]
```
version = "0.6.68"
```
[3.49295]
[3.49314]
```
version = "0.6.69"
```

Replacement in Manifest.toml at line 1783 [9.10259813]

B:BD[3.49695] → [3.49695:49754]

git-tree-sha1 = "9d749cd449fb448aeca4feee9a2f4186dbb5d184"

[3.49695]

[3.49754]

git-tree-sha1 = "27798139afc0a2afa7b1824c206d5e87ea587a00"

Replacement in Manifest.toml at line 1785 [9.10259813]
B:BD[3.49800] → [3.49800:49818]
```
version = "0.2.4"
```
[3.49800]
[3.49818]
```
version = "0.2.5"
```

Replacement in Manifest.toml at line 1789 [9.10259813]

B:BD[3.49898] → [3.49898:49957]

git-tree-sha1 = "94f6b231d21b8a10f5c3ccc4b4009017ca922847"

[3.49898]

[3.49957]

git-tree-sha1 = "d433ec29756895512190cac9c96666d879f07b92"

Replacement in Manifest.toml at line 1791 [9.10259813]
B:BD[3.50003] → [3.50003:50021]
```
version = "1.2.2"
```
[3.50003]
[3.50021]
```
version = "1.3.0"
```

added perceptual colour maps and changed get_image_from_sample

Dependencies

In channels

Change contents

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