diff --git a/.gitignore b/.gitignore
index 8cd02beba..e047e2677 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,2 @@
 notebooks
-.vscode
-output
\ No newline at end of file
+.vscode
\ No newline at end of file
diff --git a/vision/cdcgan_mnist/.gitignore b/vision/cdcgan_mnist/.gitignore
deleted file mode 100644
index d504e0509..000000000
--- a/vision/cdcgan_mnist/.gitignore
+++ /dev/null
@@ -1,2 +0,0 @@
-*.png
-output/
\ No newline at end of file
diff --git a/vision/cdcgan_mnist/Manifest.toml b/vision/cdcgan_mnist/Manifest.toml
index 8f66517c4..cdc9a9fe5 100644
--- a/vision/cdcgan_mnist/Manifest.toml
+++ b/vision/cdcgan_mnist/Manifest.toml
@@ -8,21 +8,27 @@ version = "0.5.0"
 
 [[AbstractTrees]]
 deps = ["Markdown"]
-git-tree-sha1 = "86d092c2599f1f7bb01668bf8eb3412f98d61e47"
+git-tree-sha1 = "33e450545eaf7699da1a6e755f9ea65f14077a45"
 uuid = "1520ce14-60c1-5f80-bbc7-55ef81b5835c"
-version = "0.3.2"
+version = "0.3.3"
 
 [[Adapt]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "c88cfc7f9c1f9f8633cddf0b56e86302b70f64c5"
+git-tree-sha1 = "42c42f2221906892ceb765dbcb1a51deeffd86d7"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "1.0.1"
+version = "2.3.0"
 
 [[ArrayLayouts]]
-deps = ["FillArrays", "LinearAlgebra"]
-git-tree-sha1 = "f8904599065b57f51715faf6278126f853aef6fc"
+deps = ["Compat", "FillArrays", "LinearAlgebra", "SparseArrays"]
+git-tree-sha1 = "a577e27915fdcb3f6b96118b56655b38e3b466f2"
 uuid = "4c555306-a7a7-4459-81d9-ec55ddd5c99a"
-version = "0.2.4"
+version = "0.4.12"
+
+[[Artifacts]]
+deps = ["Pkg"]
+git-tree-sha1 = "c30985d8821e0cd73870b17b0ed0ce6dc44cb744"
+uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
+version = "1.3.0"
 
 [[AxisAlgorithms]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "WoodburyMatrices"]
@@ -32,30 +38,36 @@ version = "1.0.0"
 
 [[AxisArrays]]
 deps = ["Dates", "IntervalSets", "IterTools", "RangeArrays"]
-git-tree-sha1 = "04f979dd266c708f478334e0a85785eab0558740"
+git-tree-sha1 = "f31f50712cbdf40ee8287f0443b57503e34122ef"
 uuid = "39de3d68-74b9-583c-8d2d-e117c070f3a9"
-version = "0.4.2"
+version = "0.4.3"
+
+[[BFloat16s]]
+deps = ["LinearAlgebra", "Test"]
+git-tree-sha1 = "4af69e205efc343068dc8722b8dfec1ade89254a"
+uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
+version = "0.1.0"
 
 [[Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 
 [[BinDeps]]
 deps = ["Libdl", "Pkg", "SHA", "URIParser", "Unicode"]
-git-tree-sha1 = "66158ad56b4bf6cc8413b37d0b7bc52402682764"
+git-tree-sha1 = "1289b57e8cf019aede076edab0587eb9644175bd"
 uuid = "9e28174c-4ba2-5203-b857-d8d62c4213ee"
-version = "1.0.0"
-
-[[BinaryProvider]]
-deps = ["Libdl", "SHA"]
-git-tree-sha1 = "5b08ed6036d9d3f0ee6369410b830f8873d4024c"
-uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
-version = "0.5.8"
+version = "1.0.2"
 
 [[Blosc]]
-deps = ["BinaryProvider", "CMakeWrapper", "Libdl"]
-git-tree-sha1 = "9981f1795919b8f770dc064fe733ba09c2e7c7a9"
+deps = ["Blosc_jll"]
+git-tree-sha1 = "84cf7d0f8fd46ca6f1b3e0305b4b4a37afe50fd6"
 uuid = "a74b3585-a348-5f62-a45c-50e91977d574"
-version = "0.6.0"
+version = "0.7.0"
+
+[[Blosc_jll]]
+deps = ["Libdl", "Lz4_jll", "Pkg", "Zlib_jll", "Zstd_jll"]
+git-tree-sha1 = "aa9ef39b54a168c3df1b2911e7797e4feee50fbe"
+uuid = "0b7ba130-8d10-5ba8-a3d6-c5182647fed9"
+version = "1.14.3+1"
 
 [[BufferedStreams]]
 deps = ["Compat", "Test"]
@@ -64,39 +76,15 @@ uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d"
 version = "1.0.0"
 
 [[CEnum]]
-git-tree-sha1 = "62847acab40e6855a9b5905ccb99c2b5cf6b3ebb"
+git-tree-sha1 = "215a9aa4a1f23fbd05b92769fdd62559488d70e9"
 uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
-version = "0.2.0"
-
-[[CMake]]
-deps = ["BinDeps"]
-git-tree-sha1 = "50a8b41d2c562fccd9ab841085fc7d1e2706da82"
-uuid = "631607c0-34d2-5d66-819e-eb0f9aa2061a"
-version = "1.2.0"
-
-[[CMakeWrapper]]
-deps = ["BinDeps", "CMake", "Libdl", "Parameters", "Test"]
-git-tree-sha1 = "16d4acb3d37dc05b714977ffefa8890843dc8985"
-uuid = "d5fb7624-851a-54ee-a528-d3f3bac0b4a0"
-version = "0.2.3"
-
-[[CUDAapi]]
-deps = ["Libdl", "Logging"]
-git-tree-sha1 = "d7ceadd8f821177d05b897c0517e94633db535fe"
-uuid = "3895d2a7-ec45-59b8-82bb-cfc6a382f9b3"
-version = "3.1.0"
-
-[[CUDAdrv]]
-deps = ["CEnum", "CUDAapi", "Printf"]
-git-tree-sha1 = "01e90fa34e25776bc7c8661183d4519149ebfe59"
-uuid = "c5f51814-7f29-56b8-a69c-e4d8f6be1fde"
-version = "6.0.0"
+version = "0.4.1"
 
-[[CUDAnative]]
-deps = ["Adapt", "CEnum", "CUDAapi", "CUDAdrv", "DataStructures", "InteractiveUtils", "LLVM", "Libdl", "Printf", "TimerOutputs"]
-git-tree-sha1 = "f86269ff60ebe082a2806ecbce51f3cadc68afe9"
-uuid = "be33ccc6-a3ff-5ff2-a52e-74243cff1e17"
-version = "2.10.2"
+[[CUDA]]
+deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "DataStructures", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "Libdl", "LinearAlgebra", "Logging", "MacroTools", "NNlib", "Pkg", "Printf", "Random", "Reexport", "Requires", "SparseArrays", "Statistics", "TimerOutputs"]
+git-tree-sha1 = "7663b61782b569b03fba91d330a5ed2f86cd4cb8"
+uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
+version = "2.3.0"
 
 [[CatIndices]]
 deps = ["CustomUnitRanges", "OffsetArrays"]
@@ -104,47 +92,65 @@ git-tree-sha1 = "0c91e4fcda51bbd881c5d49ef784460750abcac0"
 uuid = "aafaddc9-749c-510e-ac4f-586e18779b91"
 version = "0.2.1"
 
+[[ChainRules]]
+deps = ["ChainRulesCore", "ChainRulesTestUtils", "Compat", "LinearAlgebra", "Random", "Reexport", "Requires", "Statistics"]
+git-tree-sha1 = "118fad132f286ac9df765e0dda94ddba2f0fb279"
+uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
+version = "0.7.33"
+
+[[ChainRulesCore]]
+deps = ["LinearAlgebra", "MuladdMacro", "SparseArrays"]
+git-tree-sha1 = "6e0e251d98bd909a227e905e2700555e33796042"
+uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+version = "0.9.20"
+
+[[ChainRulesTestUtils]]
+deps = ["ChainRulesCore", "Compat", "FiniteDifferences", "LinearAlgebra", "Random", "Test"]
+git-tree-sha1 = "1acd5ce374b8fe74fa01a0dfc5ca4f42b3b070bf"
+uuid = "cdddcdb0-9152-4a09-a978-84456f9df70a"
+version = "0.5.4"
+
 [[CodecZlib]]
-deps = ["BinaryProvider", "Libdl", "TranscodingStreams"]
-git-tree-sha1 = "05916673a2627dd91b4969ff8ba6941bc85a960e"
+deps = ["TranscodingStreams", "Zlib_jll"]
+git-tree-sha1 = "ded953804d019afa9a3f98981d99b33e3db7b6da"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.6.0"
+version = "0.7.0"
 
 [[ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
-git-tree-sha1 = "b9de8dc6106e09c79f3f776c27c62360d30e5eb8"
+git-tree-sha1 = "4bffea7ed1a9f0f3d1a131bbcd4b925548d75288"
 uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
-version = "0.9.1"
+version = "0.10.9"
 
 [[ColorVectorSpace]]
 deps = ["ColorTypes", "Colors", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "StatsBase"]
-git-tree-sha1 = "bd0c0c81a39923bc03f9c3b61d89ad816e741002"
+git-tree-sha1 = "4d17724e99f357bfd32afa0a9e2dda2af31a9aea"
 uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
-version = "0.8.5"
+version = "0.8.7"
 
 [[Colors]]
-deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Printf", "Reexport"]
-git-tree-sha1 = "177d8b959d3c103a6d57574c38ee79c81059c31b"
+deps = ["ColorTypes", "FixedPointNumbers", "InteractiveUtils", "Reexport"]
+git-tree-sha1 = "008d6bc68dea6beb6303fdc37188cb557391ebf2"
 uuid = "5ae59095-9a9b-59fe-a467-6f913c188581"
-version = "0.11.2"
+version = "0.12.4"
 
 [[CommonSubexpressions]]
-deps = ["Test"]
-git-tree-sha1 = "efdaf19ab11c7889334ca247ff4c9f7c322817b0"
+deps = ["MacroTools", "Test"]
+git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
 uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
-version = "0.2.0"
+version = "0.3.0"
 
 [[Compat]]
 deps = ["Base64", "Dates", "DelimitedFiles", "Distributed", "InteractiveUtils", "LibGit2", "Libdl", "LinearAlgebra", "Markdown", "Mmap", "Pkg", "Printf", "REPL", "Random", "SHA", "Serialization", "SharedArrays", "Sockets", "SparseArrays", "Statistics", "Test", "UUIDs", "Unicode"]
-git-tree-sha1 = "0198d18b28c093bef39872a22f1a897218a925f5"
+git-tree-sha1 = "a706ff10f1cd8dab94f59fd09c0e657db8e77ff0"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "3.8.0"
+version = "3.23.0"
 
 [[CompilerSupportLibraries_jll]]
-deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "7c4f882c41faa72118841185afc58a2eb00ef612"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "8e695f735fca77e9708e795eda62afdb869cbb70"
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "0.3.3+0"
+version = "0.3.4+0"
 
 [[ComputationalResources]]
 git-tree-sha1 = "52cb3ec90e8a8bea0e62e275ba577ad0f74821f7"
@@ -152,16 +158,16 @@ uuid = "ed09eef8-17a6-5b46-8889-db040fac31e3"
 version = "0.3.2"
 
 [[CoordinateTransformations]]
-deps = ["LinearAlgebra", "Rotations", "StaticArrays"]
-git-tree-sha1 = "71333ea3f841bca6c1aa2863f11758eb9b37bfbc"
+deps = ["LinearAlgebra", "StaticArrays"]
+git-tree-sha1 = "6d1c23e740a586955645500bbec662476204a52c"
 uuid = "150eb455-5306-5404-9cee-2592286d6298"
-version = "0.5.1"
+version = "0.6.1"
 
-[[CuArrays]]
-deps = ["AbstractFFTs", "Adapt", "CEnum", "CUDAapi", "CUDAdrv", "CUDAnative", "DataStructures", "GPUArrays", "Libdl", "LinearAlgebra", "MacroTools", "NNlib", "Printf", "Random", "Requires", "SparseArrays", "TimerOutputs"]
-git-tree-sha1 = "7fa1331a0e0cd10e43b94b280027bda45990cb63"
-uuid = "3a865a2d-5b23-5a0f-bc46-62713ec82fae"
-version = "1.7.3"
+[[CpuId]]
+deps = ["Markdown", "Test"]
+git-tree-sha1 = "f0464e499ab9973b43c20f8216d088b61fda80c6"
+uuid = "adafc99b-e345-5852-983c-f28acb93d879"
+version = "0.2.2"
 
 [[CustomUnitRanges]]
 git-tree-sha1 = "0d42a23be3acfb3c58569b28ed3ab8bd67af5ced"
@@ -169,21 +175,21 @@ uuid = "dc8bdbbb-1ca9-579f-8c36-e416f6a65cce"
 version = "1.0.0"
 
 [[DataAPI]]
-git-tree-sha1 = "674b67f344687a88310213ddfa8a2b3c76cc4252"
+git-tree-sha1 = "ad84f52c0b8f05aa20839484dbaf01690b41ff84"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.1.0"
+version = "1.4.0"
 
 [[DataDeps]]
 deps = ["HTTP", "Reexport", "SHA"]
-git-tree-sha1 = "f2be642d7a94e7f0cabcd2106fee4c6715d452d1"
+git-tree-sha1 = "b439b948e3113e3893de985e8c908b034ce4ecf5"
 uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe"
-version = "0.7.2"
+version = "0.7.4"
 
 [[DataStructures]]
-deps = ["InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "4dead20a1606a60292529023d6eac18a1ef6432e"
+deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
+git-tree-sha1 = "fb0aa371da91c1ff9dc7fbed6122d3e411420b9c"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.17.12"
+version = "0.18.8"
 
 [[Dates]]
 deps = ["Printf"]
@@ -195,31 +201,42 @@ uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
 
 [[DiffResults]]
 deps = ["StaticArrays"]
-git-tree-sha1 = "da24935df8e0c6cf28de340b958f6aac88eaa0cc"
+git-tree-sha1 = "c18e98cba888c6c25d1c3b048e4b3380ca956805"
 uuid = "163ba53b-c6d8-5494-b064-1a9d43ac40c5"
-version = "1.0.2"
+version = "1.0.3"
 
 [[DiffRules]]
 deps = ["NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "eb0c34204c8410888844ada5359ac8b96292cfd1"
+git-tree-sha1 = "214c3fcac57755cfda163d91c58893a8723f93e9"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.0.1"
+version = "1.0.2"
 
 [[Distances]]
 deps = ["LinearAlgebra", "Statistics"]
-git-tree-sha1 = "23717536c81b63e250f682b0e0933769eecd1411"
+git-tree-sha1 = "e8b13ba5f166e11df2de6fc283e5db7864245df0"
 uuid = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-version = "0.8.2"
+version = "0.10.0"
 
 [[Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
+[[DocStringExtensions]]
+deps = ["LibGit2", "Markdown", "Pkg", "Test"]
+git-tree-sha1 = "50ddf44c53698f5e784bbebb3f4b21c5807401b1"
+uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
+version = "0.8.3"
+
 [[EllipsisNotation]]
 git-tree-sha1 = "65dad386e877850e6fce4fc77f60fe75a468ce9d"
 uuid = "da5c29d0-fa7d-589e-88eb-ea29b0a81949"
 version = "0.4.0"
 
+[[ExprTools]]
+git-tree-sha1 = "10407a39b87f29d47ebaca8edbc75d7c302ff93e"
+uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
+version = "0.1.3"
+
 [[FFTViews]]
 deps = ["CustomUnitRanges", "FFTW"]
 git-tree-sha1 = "70a0cfd9b1c86b0209e38fbfe6d8231fd606eeaf"
@@ -228,50 +245,69 @@ version = "0.3.1"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "FFTW_jll", "IntelOpenMP_jll", "Libdl", "LinearAlgebra", "MKL_jll", "Reexport"]
-git-tree-sha1 = "109d82fa4b00429f9afcce873e9f746f11f018d3"
+git-tree-sha1 = "8b7c16b56936047ca41bf25effa137ae0b381ae8"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "1.2.0"
+version = "1.2.4"
 
 [[FFTW_jll]]
-deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "6c975cd606128d45d1df432fb812d6eb10fee00b"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f10c3009373a2d5c4349b8a2932d8accb892892d"
 uuid = "f5851436-0d7a-5f13-b9de-f02708fd171a"
-version = "3.3.9+5"
+version = "3.3.9+6"
 
 [[FileIO]]
 deps = ["Pkg"]
-git-tree-sha1 = "3d7cb2c4c850439f19c4d6d3fbe1dce6481cddb1"
+git-tree-sha1 = "cad2e71389ecb2f4480e0de74faab04af13d7929"
 uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
-version = "1.2.4"
+version = "1.4.4"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays"]
-git-tree-sha1 = "51cc2f9bc4eb9c6c0e81ec2f779d1085583cc956"
+git-tree-sha1 = "c1cf9e87a5c45f0c05dc31ae95757f706e70865a"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.8.7"
+version = "0.10.1"
+
+[[FiniteDifferences]]
+deps = ["ChainRulesCore", "LinearAlgebra", "Printf", "Random", "Richardson"]
+git-tree-sha1 = "e62dc2e6c482bbbe97e79f875063285257daa142"
+uuid = "26cc04aa-876d-5657-8c51-4c34ba976000"
+version = "0.11.3"
 
 [[FixedPointNumbers]]
-git-tree-sha1 = "4aaea64dd0c30ad79037084f8ca2b94348e65eaa"
+deps = ["Statistics"]
+git-tree-sha1 = "335bfdceacc84c5cdf16aadc768aa5ddfc5383cc"
 uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
-version = "0.7.1"
+version = "0.8.4"
 
 [[Flux]]
-deps = ["AbstractTrees", "Adapt", "CodecZlib", "Colors", "CuArrays", "DelimitedFiles", "Juno", "MacroTools", "NNlib", "Pkg", "Printf", "Random", "Reexport", "SHA", "Statistics", "StatsBase", "Test", "ZipFile", "Zygote"]
-git-tree-sha1 = "b5647a92b4d547f835b0eac904331a97c45d773d"
+deps = ["AbstractTrees", "Adapt", "CUDA", "CodecZlib", "Colors", "DelimitedFiles", "Functors", "Juno", "LinearAlgebra", "MacroTools", "NNlib", "Pkg", "Printf", "Random", "Reexport", "SHA", "Statistics", "StatsBase", "Test", "ZipFile", "Zygote"]
+git-tree-sha1 = "b96dbd0954415f52279f7ef9b52c5a54ec3cf72d"
 uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.10.3"
+version = "0.11.2"
 
 [[ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "NaNMath", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "869540e4367122fbffaace383a5bdc34d6e5e5ac"
+git-tree-sha1 = "8de2519a83c6c1c2442c2f481dd9a8364855daf4"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.10"
+version = "0.10.14"
+
+[[Functors]]
+deps = ["MacroTools"]
+git-tree-sha1 = "f40adc6422f548176bb4351ebd29e4abf773040a"
+uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
+version = "0.1.0"
 
 [[GPUArrays]]
 deps = ["AbstractFFTs", "Adapt", "LinearAlgebra", "Printf", "Random", "Serialization"]
-git-tree-sha1 = "e756da6cee76a5f1436a05827fa8fdf3badc577f"
+git-tree-sha1 = "2c1dd57bca7ba0b3b4bf81d9332aeb81b154ef4c"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "2.0.1"
+version = "6.1.2"
+
+[[GPUCompiler]]
+deps = ["DataStructures", "InteractiveUtils", "LLVM", "Libdl", "Scratch", "Serialization", "TimerOutputs", "UUIDs"]
+git-tree-sha1 = "c853c810b52a80f9aad79ab109207889e57f41ef"
+uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
+version = "0.8.3"
 
 [[GZip]]
 deps = ["Libdl"]
@@ -286,22 +322,28 @@ uuid = "a2bd30eb-e257-5431-a919-1863eab51364"
 version = "1.0.2"
 
 [[HDF5]]
-deps = ["BinaryProvider", "Blosc", "CMakeWrapper", "Libdl", "Mmap"]
-git-tree-sha1 = "d3ea5532668bf9bdd5e8d5f16571e0b520cbbb9f"
+deps = ["Blosc", "Compat", "HDF5_jll", "Libdl", "Mmap", "Random", "Requires"]
+git-tree-sha1 = "96d77533eb46e208e801b939db8a27626c166565"
 uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f"
-version = "0.12.5"
+version = "0.14.1"
+
+[[HDF5_jll]]
+deps = ["Artifacts", "JLLWrappers", "LibCURL_jll", "Libdl", "OpenSSL_jll", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "fd83fa0bde42e01952757f01149dd968c06c4dba"
+uuid = "0234f1f7-429e-5d53-9886-15a909be8d59"
+version = "1.12.0+1"
 
 [[HTTP]]
 deps = ["Base64", "Dates", "IniFile", "MbedTLS", "Sockets"]
-git-tree-sha1 = "cd60d9a575d3b70c026d7e714212fd4ecf86b4bb"
+git-tree-sha1 = "c7ec02c4c6a039a98a15f955462cd7aea5df4508"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "0.8.13"
+version = "0.8.19"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "1a4355e4b5b50be2311ebb644f34f3306dbd0410"
+git-tree-sha1 = "c67e7515a11f726f44083e74f218d134396d6510"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.3.1"
+version = "0.4.2"
 
 [[IdentityRanges]]
 deps = ["OffsetArrays"]
@@ -310,64 +352,64 @@ uuid = "bbac6d45-d8f3-5730-bfe4-7a449cd117ca"
 version = "0.3.1"
 
 [[ImageAxes]]
-deps = ["AxisArrays", "ImageCore", "MappedArrays", "Reexport", "SimpleTraits"]
-git-tree-sha1 = "c0aca8db7e9fddda18c9cebff5d147b0e799d676"
+deps = ["AxisArrays", "ImageCore", "Reexport", "SimpleTraits"]
+git-tree-sha1 = "5534929efb43df695d560f0e29fcdb4caf2f75e7"
 uuid = "2803e5a7-5153-5ecf-9a86-9b4c37f5f5ac"
-version = "0.6.4"
+version = "0.6.7"
 
 [[ImageContrastAdjustment]]
-deps = ["ColorVectorSpace", "ImageCore", "ImageTransformations", "MappedArrays", "Parameters"]
-git-tree-sha1 = "d22d89e03c8f617e0ae31886ca60e291b548cf59"
+deps = ["ColorVectorSpace", "ImageCore", "ImageTransformations", "Parameters"]
+git-tree-sha1 = "210f8fb370d4b97fa12d65322c62df06f3e5563b"
 uuid = "f332f351-ec65-5f6a-b3d1-319c6670881a"
-version = "0.3.5"
+version = "0.3.6"
 
 [[ImageCore]]
-deps = ["Colors", "FixedPointNumbers", "Graphics", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "Reexport", "Requires"]
-git-tree-sha1 = "4aa7db337d48529a0a9f6e31ed5ed0a805b6fd7c"
+deps = ["AbstractFFTs", "Colors", "FixedPointNumbers", "Graphics", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "Reexport"]
+git-tree-sha1 = "ec29985885981ec7a8b97faa0ec86934ed813490"
 uuid = "a09fc81d-aa75-5fe9-8630-4744c3626534"
-version = "0.8.13"
+version = "0.8.19"
 
 [[ImageDistances]]
-deps = ["ColorVectorSpace", "Distances", "ImageCore", "LinearAlgebra", "MappedArrays", "Statistics"]
-git-tree-sha1 = "cf9b02b9f5e33c768c223de6d8f7d1b6d0cf4136"
+deps = ["ColorVectorSpace", "Distances", "ImageCore", "LinearAlgebra", "Statistics"]
+git-tree-sha1 = "c6dcdcf7e3088603fa9151fdb63f90082ec3b4db"
 uuid = "51556ac3-7006-55f5-8cb3-34580c88182d"
-version = "0.2.7"
+version = "0.2.9"
 
 [[ImageFiltering]]
-deps = ["CatIndices", "ColorVectorSpace", "ComputationalResources", "DataStructures", "FFTViews", "FFTW", "ImageCore", "ImageMetadata", "LinearAlgebra", "MappedArrays", "OffsetArrays", "Requires", "StaticArrays", "Statistics", "TiledIteration"]
-git-tree-sha1 = "c8aebfbdbb2f12665448de007f635a1910b476e4"
+deps = ["CatIndices", "ColorVectorSpace", "ComputationalResources", "DataStructures", "FFTViews", "FFTW", "ImageCore", "ImageMetadata", "LinearAlgebra", "OffsetArrays", "Requires", "SparseArrays", "StaticArrays", "Statistics", "TiledIteration"]
+git-tree-sha1 = "5cf89e8458e8e7731a3fff4fe356c52279408bd0"
 uuid = "6a3955dd-da59-5b1f-98d4-e7296123deb5"
-version = "0.6.11"
+version = "0.6.17"
 
 [[ImageMagick]]
 deps = ["FileIO", "ImageCore", "ImageMagick_jll", "InteractiveUtils", "Libdl", "Pkg", "Random"]
-git-tree-sha1 = "0563e9b247de1d2950ebaf06971b1e771b0cd8ca"
+git-tree-sha1 = "02558f83932fde6ebd3ab007dbff6bd8740a8247"
 uuid = "6218d12a-5da1-5696-b52f-db25d2ecc6d1"
-version = "1.1.3"
+version = "1.1.6"
 
 [[ImageMagick_jll]]
 deps = ["JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pkg", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "b363bb9be6948455a55cfd98813e77c6c2abf856"
+git-tree-sha1 = "1c0a2295cca535fabaf2029062912591e9b61987"
 uuid = "c73af94c-d91f-53ed-93a7-00f77d67a9d7"
-version = "6.9.10-12+1"
+version = "6.9.10-12+3"
 
 [[ImageMetadata]]
 deps = ["AxisArrays", "ColorVectorSpace", "ImageAxes", "ImageCore", "IndirectArrays"]
-git-tree-sha1 = "5bedd77cb80ce2c51889414cd2de9e300217ee8d"
+git-tree-sha1 = "ff77c7f234e7d8a618958fcf23b6959f2cbef2c6"
 uuid = "bc367c6b-8a6b-528e-b4bd-a4b897500b49"
-version = "0.9.0"
+version = "0.9.4"
 
 [[ImageMorphology]]
-deps = ["ImageCore"]
-git-tree-sha1 = "e41dd25ebf8de738a8ff4f1058a1823a7fe509cf"
+deps = ["ColorVectorSpace", "ImageCore", "LinearAlgebra", "TiledIteration"]
+git-tree-sha1 = "113df7743f1e18da5f5ea5f98eb59ceb77092734"
 uuid = "787d08f9-d448-5407-9aad-5290dd7ab264"
-version = "0.2.5"
+version = "0.2.9"
 
 [[ImageQualityIndexes]]
-deps = ["ColorVectorSpace", "ImageCore", "ImageDistances", "ImageFiltering", "MappedArrays", "Statistics"]
-git-tree-sha1 = "3af30042a8fe85612a6a106cb20ca2fa1eb67bd6"
+deps = ["ColorVectorSpace", "ImageCore", "ImageDistances", "ImageFiltering", "MappedArrays", "OffsetArrays", "Statistics"]
+git-tree-sha1 = "7811be6a6df3414f167ba597634acbf986dca1b6"
 uuid = "2996bd0c-7a13-11e9-2da2-2f5ce47296a9"
-version = "0.1.4"
+version = "0.2.0"
 
 [[ImageShow]]
 deps = ["Base64", "FileIO", "ImageCore", "Requires"]
@@ -376,16 +418,16 @@ uuid = "4e3cecfd-b093-5904-9786-8bbb286a6a31"
 version = "0.2.3"
 
 [[ImageTransformations]]
-deps = ["AxisAlgorithms", "ColorVectorSpace", "CoordinateTransformations", "IdentityRanges", "ImageCore", "Interpolations", "OffsetArrays", "StaticArrays"]
-git-tree-sha1 = "34e3b7549af44043e37ba321334afa322ec63a9d"
+deps = ["AxisAlgorithms", "ColorVectorSpace", "CoordinateTransformations", "IdentityRanges", "ImageCore", "Interpolations", "OffsetArrays", "Rotations", "StaticArrays"]
+git-tree-sha1 = "5a0207dafba64650268bb5718875c0eea441e1ee"
 uuid = "02fcd773-0e25-5acc-982a-7f6622650795"
-version = "0.8.4"
+version = "0.8.6"
 
 [[Images]]
-deps = ["AxisArrays", "Base64", "ColorVectorSpace", "FileIO", "Graphics", "ImageAxes", "ImageContrastAdjustment", "ImageCore", "ImageDistances", "ImageFiltering", "ImageMetadata", "ImageMorphology", "ImageQualityIndexes", "ImageShow", "ImageTransformations", "IndirectArrays", "MappedArrays", "OffsetArrays", "Random", "Reexport", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "TiledIteration"]
-git-tree-sha1 = "30618bbbb5cbae4ce14f4adf0cdce71f9be4e9b6"
+deps = ["AxisArrays", "Base64", "ColorVectorSpace", "FileIO", "Graphics", "ImageAxes", "ImageContrastAdjustment", "ImageCore", "ImageDistances", "ImageFiltering", "ImageMetadata", "ImageMorphology", "ImageQualityIndexes", "ImageShow", "ImageTransformations", "IndirectArrays", "OffsetArrays", "Random", "Reexport", "SparseArrays", "StaticArrays", "Statistics", "StatsBase", "TiledIteration"]
+git-tree-sha1 = "964c70f13ff782fb2435774bbb3dac97a414c832"
 uuid = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
-version = "0.22.1"
+version = "0.23.1"
 
 [[IndirectArrays]]
 git-tree-sha1 = "c2a145a145dc03a7620af1444e0264ef907bd44f"
@@ -410,50 +452,68 @@ uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 
 [[Interpolations]]
 deps = ["AxisAlgorithms", "LinearAlgebra", "OffsetArrays", "Random", "Ratios", "SharedArrays", "SparseArrays", "StaticArrays", "WoodburyMatrices"]
-git-tree-sha1 = "3af735234d9b1ff9ff1af89875735cd9549c0c5f"
+git-tree-sha1 = "2b7d4e9be8b74f03115e64cf36ed2f48ae83d946"
 uuid = "a98d9a8b-a2ab-59e6-89dd-64a1c18fca59"
-version = "0.12.9"
+version = "0.12.10"
 
 [[IntervalSets]]
 deps = ["Dates", "EllipsisNotation", "Statistics"]
-git-tree-sha1 = "8a83c4788fdc2e32d08d90214834ec2dc1a54f57"
+git-tree-sha1 = "3b1cef135bc532b3c3401b309e1b8a2a2ba26af5"
 uuid = "8197267c-284f-5f27-9208-e0e47529a953"
-version = "0.4.0"
+version = "0.5.1"
 
 [[IterTools]]
 git-tree-sha1 = "05110a2ab1fc5f932622ffea2a003221f4782c18"
 uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
 version = "1.3.0"
 
+[[JLLWrappers]]
+git-tree-sha1 = "c70593677bbf2c3ccab4f7500d0f4dacfff7b75c"
+uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
+version = "1.1.3"
+
 [[JpegTurbo_jll]]
-deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "b007cedc10bb017cdae3af0062fe4dd29b483c70"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "9aff0587d9603ea0de2c6f6300d9f9492bbefbd3"
 uuid = "aacddb02-875f-59d6-b918-886e6ef4fbf8"
-version = "2.0.1+0"
+version = "2.0.1+3"
 
 [[Juno]]
 deps = ["Base64", "Logging", "Media", "Profile"]
-git-tree-sha1 = "e1ba2a612645b3e07c773c3a208f215745081fe6"
+git-tree-sha1 = "07cb43290a840908a771552911a6274bc6c072c7"
 uuid = "e5e0dc1b-0480-54bc-9374-aad01c23163d"
-version = "0.8.1"
+version = "0.8.4"
 
 [[LLVM]]
 deps = ["CEnum", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "b6b86801ae2f2682e0a4889315dc76b68db2de71"
+git-tree-sha1 = "000a737732aa4eb996414c4685368f6a74b41d14"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "1.3.4"
+version = "3.4.0"
+
+[[LibCURL_jll]]
+deps = ["LibSSH2_jll", "Libdl", "MbedTLS_jll", "Pkg", "Zlib_jll", "nghttp2_jll"]
+git-tree-sha1 = "897d962c20031e6012bba7b3dcb7a667170dad17"
+uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
+version = "7.70.0+2"
 
 [[LibGit2]]
+deps = ["Printf"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 
+[[LibSSH2_jll]]
+deps = ["Libdl", "MbedTLS_jll", "Pkg"]
+git-tree-sha1 = "717705533148132e5466f2924b9a3657b16158e8"
+uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
+version = "1.9.0+3"
+
 [[Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
 
 [[Libtiff_jll]]
-deps = ["JpegTurbo_jll", "Libdl", "Pkg", "Zlib_jll", "Zstd_jll"]
-git-tree-sha1 = "0764d2317bf99a0120325720f83d356f6016b05c"
+deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Pkg", "Zlib_jll", "Zstd_jll"]
+git-tree-sha1 = "291dd857901f94d683973cdf679984cdf73b56d0"
 uuid = "89763e89-9b03-5906-acba-b20f662cd828"
-version = "4.0.10+1"
+version = "4.1.0+2"
 
 [[LinearAlgebra]]
 deps = ["Libdl"]
@@ -462,29 +522,41 @@ uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 [[Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 
+[[LoopVectorization]]
+deps = ["DocStringExtensions", "LinearAlgebra", "OffsetArrays", "SIMDPirates", "SLEEFPirates", "UnPack", "VectorizationBase"]
+git-tree-sha1 = "3242a8f411e19eda9adc49d0b877681975c11375"
+uuid = "bdcacae8-1622-11e9-2a5c-532679323890"
+version = "0.8.26"
+
+[[Lz4_jll]]
+deps = ["Libdl", "Pkg"]
+git-tree-sha1 = "51b1db0732bbdcfabb60e36095cc3ed9c0016932"
+uuid = "5ced341a-0733-55b8-9ab6-a4889d929147"
+version = "1.9.2+2"
+
 [[MAT]]
 deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"]
-git-tree-sha1 = "33db0ab3000dabd036867b3dd09b41c29a31ed9a"
+git-tree-sha1 = "61f049fe2f7168b8002d5794a1bb37f1f3bc92e4"
 uuid = "23992714-dd62-5051-b70f-ba57cb901cac"
-version = "0.7.0"
+version = "0.9.2"
 
 [[MKL_jll]]
 deps = ["IntelOpenMP_jll", "Libdl", "Pkg"]
-git-tree-sha1 = "720629cc8cbd12c146ca01b661fd1a6cf66e2ff4"
+git-tree-sha1 = "eb540ede3aabb8284cb482aa41d00d6ca850b1f8"
 uuid = "856f044c-d86e-5d09-b602-aeab76dc8ba7"
-version = "2019.0.117+2"
+version = "2020.2.254+0"
 
 [[MLDatasets]]
 deps = ["BinDeps", "ColorTypes", "DataDeps", "DelimitedFiles", "FixedPointNumbers", "GZip", "MAT", "Requires"]
-git-tree-sha1 = "bb11b01db89f9f9a36cc8cf7f59857757627fd5e"
+git-tree-sha1 = "163a628fb306280708baff9aa383c5469267e1c1"
 uuid = "eb30cadb-4394-5ae3-aed4-317e484a6458"
-version = "0.5.1"
+version = "0.5.3"
 
 [[MacroTools]]
 deps = ["Markdown", "Random"]
-git-tree-sha1 = "f7d2e3f654af75f01ec49be82c231c382214223a"
+git-tree-sha1 = "6a8a2a625ab0dea913aba95c11370589e0239ff0"
 uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
-version = "0.5.5"
+version = "0.5.6"
 
 [[MappedArrays]]
 git-tree-sha1 = "e2a02fe7ee86a10c707ff1756ab1650b40b140bb"
@@ -497,15 +569,15 @@ uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 
 [[MbedTLS]]
 deps = ["Dates", "MbedTLS_jll", "Random", "Sockets"]
-git-tree-sha1 = "a9e2221f06b42f56052f43ad7edecb01d0ef5ab4"
+git-tree-sha1 = "1c38e51c3d08ef2278062ebceade0e46cefc96fe"
 uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
-version = "1.0.1"
+version = "1.0.3"
 
 [[MbedTLS_jll]]
-deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "066a4467008745eed36dad973ceb66405785a621"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "0eef589dd1c26a3ac9d753fe1a8bcad63f956fa6"
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.16.0+1"
+version = "2.16.8+1"
 
 [[Media]]
 deps = ["MacroTools", "Test"]
@@ -515,61 +587,72 @@ version = "0.5.0"
 
 [[Missings]]
 deps = ["DataAPI"]
-git-tree-sha1 = "de0a5ce9e5289f27df672ffabef4d1e5861247d5"
+git-tree-sha1 = "ed61674a0864832495ffe0a7e889c0da76b0f4c8"
 uuid = "e1d29d7a-bbdc-5cf2-9ac0-f12de2c33e28"
-version = "0.4.3"
+version = "0.4.4"
 
 [[Mmap]]
 uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 
 [[MosaicViews]]
-deps = ["OffsetArrays", "PaddedViews"]
-git-tree-sha1 = "b483b88403ac0ac01667778cbb29462b111b1deb"
+deps = ["MappedArrays", "OffsetArrays", "PaddedViews"]
+git-tree-sha1 = "614e8d77264d20c1db83661daadfab38e8e4b77e"
 uuid = "e94cdb99-869f-56ef-bcf0-1ae2bcbe0389"
+version = "0.2.4"
+
+[[MuladdMacro]]
+git-tree-sha1 = "c6190f9a7fc5d9d5915ab29f2134421b12d24a68"
+uuid = "46d2c3a1-f734-5fdb-9937-b9b9aeba4221"
 version = "0.2.2"
 
 [[NNlib]]
-deps = ["BinaryProvider", "Libdl", "LinearAlgebra", "Requires", "Statistics"]
-git-tree-sha1 = "d9f196d911f55aeaff11b11f681b135980783824"
+deps = ["Compat", "Libdl", "LinearAlgebra", "Pkg", "Requires", "Statistics"]
+git-tree-sha1 = "1ae42464fea5258fd2ff49f1c4a40fc41cba3860"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.6.6"
+version = "0.7.7"
 
 [[NaNMath]]
-git-tree-sha1 = "928b8ca9b2791081dc71a51c55347c27c618760f"
+git-tree-sha1 = "bfe47e760d60b82b66b61d2d44128b62e3a369fb"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "0.3.3"
+version = "0.3.5"
 
 [[OffsetArrays]]
-git-tree-sha1 = "930db8ef90483570107f2396b1ffc6680f08e8b7"
+deps = ["Adapt"]
+git-tree-sha1 = "9db93b990af57b3a56dca38476832f60d58f777b"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.0.4"
+version = "1.4.0"
+
+[[OpenSSL_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "71bbbc616a1d710879f5a1021bcba65ffba6ce58"
+uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
+version = "1.1.1+6"
 
 [[OpenSpecFun_jll]]
-deps = ["CompilerSupportLibraries_jll", "Libdl", "Pkg"]
-git-tree-sha1 = "d51c416559217d974a1113522d5919235ae67a87"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "9db77584158d0ab52307f8c04f8e7c08ca76b5b3"
 uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
-version = "0.5.3+3"
+version = "0.5.3+4"
 
 [[OrderedCollections]]
-deps = ["Random", "Serialization", "Test"]
-git-tree-sha1 = "c4c13474d23c60d20a67b217f1d7f22a40edf8f1"
+git-tree-sha1 = "cf59cfed2e2c12e8a2ff0a4f1e9b2cd8650da6db"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.1.0"
+version = "1.3.2"
 
 [[PaddedViews]]
 deps = ["OffsetArrays"]
-git-tree-sha1 = "b40a1b901468f343dce95b16a48b4023373caca0"
+git-tree-sha1 = "91d229e113e8975a399e40d7c0b1ddf4da6d3c59"
 uuid = "5432bcbf-9aad-5242-b902-cca2824c8663"
-version = "0.5.4"
+version = "0.5.7"
 
 [[Parameters]]
-deps = ["OrderedCollections"]
-git-tree-sha1 = "b62b2558efb1eef1fa44e4be5ff58a515c287e38"
+deps = ["OrderedCollections", "UnPack"]
+git-tree-sha1 = "38b2e970043613c187bd56a995fe2e551821eb4a"
 uuid = "d96e819e-fc66-5662-9728-84c9c7592b0a"
-version = "0.12.0"
+version = "0.12.1"
 
 [[Pkg]]
-deps = ["Dates", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Test", "UUIDs"]
+deps = ["Dates", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "UUIDs"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 
 [[Printf]]
@@ -606,19 +689,43 @@ version = "0.2.0"
 
 [[Requires]]
 deps = ["UUIDs"]
-git-tree-sha1 = "d37400976e98018ee840e0ca4f9d20baa231dc6b"
+git-tree-sha1 = "e05c53ebc86933601d36212a93b39144a2733493"
 uuid = "ae029012-a4dd-5104-9daa-d747884805df"
-version = "1.0.1"
+version = "1.1.1"
+
+[[Richardson]]
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "776e0fdd3da5ad52067b60310ea8f3150d794c2f"
+uuid = "708f8203-808e-40c0-ba2d-98a6953ed40d"
+version = "1.2.0"
 
 [[Rotations]]
 deps = ["LinearAlgebra", "StaticArrays", "Statistics"]
-git-tree-sha1 = "d5f83867093db7319a9366d55f29280ecae9bcda"
+git-tree-sha1 = "2ed8d8a16d703f900168822d83699b8c3c1a5cd8"
 uuid = "6038ab10-8711-5258-84ad-4b1120ba62dc"
-version = "0.13.0"
+version = "1.0.2"
 
 [[SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 
+[[SIMDPirates]]
+deps = ["VectorizationBase"]
+git-tree-sha1 = "a1b418634d6478bf2163920eae3b536dcc768626"
+uuid = "21efa798-c60a-11e8-04d3-e1a92915a26a"
+version = "0.8.26"
+
+[[SLEEFPirates]]
+deps = ["Libdl", "SIMDPirates", "VectorizationBase"]
+git-tree-sha1 = "67ae90a18aa8c22bf159318300e765fbd89ddf6e"
+uuid = "476501e8-09a2-5ece-8869-fb82de89a1fa"
+version = "0.5.5"
+
+[[Scratch]]
+deps = ["Dates"]
+git-tree-sha1 = "ad4b278adb62d185bbcb6864dc24959ab0627bf6"
+uuid = "6c6a2e73-6563-6170-7368-637461726353"
+version = "1.0.3"
+
 [[Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
 
@@ -628,9 +735,9 @@ uuid = "1a1011a3-84de-559e-8e89-a11a2f7dc383"
 
 [[SimpleTraits]]
 deps = ["InteractiveUtils", "MacroTools"]
-git-tree-sha1 = "2bdf3b6300a9d66fe29ee8bb51ba100c4df9ecbc"
+git-tree-sha1 = "daf7aec3fe3acb2131388f93a4c409b8c7f62226"
 uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
-version = "0.9.1"
+version = "0.9.3"
 
 [[Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
@@ -647,15 +754,15 @@ uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
 deps = ["OpenSpecFun_jll"]
-git-tree-sha1 = "e19b98acb182567bcb7b75bb5d9eedf3a3b5ec6c"
+git-tree-sha1 = "bf68b90f72f81dd1519b289b7403c591cfdd6a88"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "0.10.0"
+version = "1.0.0"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "5a3bcb6233adabde68ebc97be66e95dcb787424c"
+git-tree-sha1 = "da4cf579416c81994afd6322365d00916c79b8ae"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "0.12.1"
+version = "0.12.5"
 
 [[Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
@@ -663,9 +770,9 @@ uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 
 [[StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics"]
-git-tree-sha1 = "a6102b1f364befdb05746f386b67c6b7e3262c45"
+git-tree-sha1 = "7bab7d4eb46b225b35179632852b595a3162cb61"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.0"
+version = "0.33.2"
 
 [[Test]]
 deps = ["Distributed", "InteractiveUtils", "Logging", "Random"]
@@ -673,15 +780,15 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[TiledIteration]]
 deps = ["OffsetArrays"]
-git-tree-sha1 = "98693daea9bb49aba71eaad6b168b152d2310358"
+git-tree-sha1 = "05f74c5b3c00d5336bc109416df2df907e3bd91d"
 uuid = "06e1c1a7-607b-532d-9fad-de7d9aa2abac"
-version = "0.2.4"
+version = "0.2.5"
 
 [[TimerOutputs]]
 deps = ["Printf"]
-git-tree-sha1 = "311765af81bbb48d7bad01fb016d9c328c6ede03"
+git-tree-sha1 = "3318281dd4121ecf9713ce1383b9ace7d7476fdd"
 uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
-version = "0.5.3"
+version = "0.5.7"
 
 [[TranscodingStreams]]
 deps = ["Random", "Test"]
@@ -690,47 +797,58 @@ uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
 version = "0.9.5"
 
 [[URIParser]]
-deps = ["Test", "Unicode"]
-git-tree-sha1 = "6ddf8244220dfda2f17539fa8c9de20d6c575b69"
+deps = ["Unicode"]
+git-tree-sha1 = "53a9f49546b8d2dd2e688d216421d050c9a31d0d"
 uuid = "30578b45-9adc-5946-b283-645ec420af67"
-version = "0.4.0"
+version = "0.4.1"
 
 [[UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 
+[[UnPack]]
+git-tree-sha1 = "387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b"
+uuid = "3a884ed6-31ef-47d7-9d2a-63182c4928ed"
+version = "1.0.2"
+
 [[Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
 
+[[VectorizationBase]]
+deps = ["CpuId", "Libdl", "LinearAlgebra"]
+git-tree-sha1 = "03e2fbb479a1ea350398195b6fbf439bae0f8260"
+uuid = "3d5dd08c-fd9d-11e8-17fa-ed2836048c2f"
+version = "0.12.33"
+
 [[WoodburyMatrices]]
 deps = ["LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "28ffe06d28b1ba8fdb2f36ec7bb079fac81bac0d"
+git-tree-sha1 = "59e2ad8fd1591ea019a5259bd012d7aee15f995c"
 uuid = "efce3f68-66dc-5838-9240-27a6d6f5f9b6"
-version = "0.5.2"
+version = "0.5.3"
 
 [[ZipFile]]
 deps = ["Libdl", "Printf", "Zlib_jll"]
-git-tree-sha1 = "8748302cfdec02c4ae9c97b112cf10003f7f767f"
+git-tree-sha1 = "c3a5637e27e914a7a445b8d0ad063d701931e9f7"
 uuid = "a5390f91-8eb1-5f08-bee0-b1d1ffed6cea"
-version = "0.9.1"
+version = "0.9.3"
 
 [[Zlib_jll]]
-deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "2f6c3e15e20e036ee0a0965879b31442b7ec50fa"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "320228915c8debb12cb434c59057290f0834dbf6"
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.11+9"
+version = "1.2.11+18"
 
 [[Zstd_jll]]
-deps = ["Libdl", "Pkg"]
-git-tree-sha1 = "aa97e3e240e86010da61254b0045b7175ead0659"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "6f1abcb0c44f184690912aa4b0ba861dd64f11b9"
 uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
-version = "1.4.4+0"
+version = "1.4.5+2"
 
 [[Zygote]]
-deps = ["AbstractFFTs", "ArrayLayouts", "DiffRules", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "MacroTools", "NNlib", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "014e1f208bd5b43e26448ca31d971053f58bc20a"
+deps = ["AbstractFFTs", "ArrayLayouts", "ChainRules", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "IRTools", "InteractiveUtils", "LinearAlgebra", "LoopVectorization", "MacroTools", "NNlib", "NaNMath", "Random", "Requires", "SpecialFunctions", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "17f2429f9025a2182e4657ee0769b0958591972a"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.4.15"
+version = "0.5.14"
 
 [[ZygoteRules]]
 deps = ["MacroTools"]
@@ -739,7 +857,13 @@ uuid = "700de1a5-db45-46bc-99cf-38207098b444"
 version = "0.2.0"
 
 [[libpng_jll]]
-deps = ["Libdl", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "594cb058723c13941cf463fd09e5859499594f50"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Zlib_jll"]
+git-tree-sha1 = "6abbc424248097d69c0c87ba50fcb0753f93e0ee"
 uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
-version = "1.6.37+3"
+version = "1.6.37+6"
+
+[[nghttp2_jll]]
+deps = ["Libdl", "Pkg"]
+git-tree-sha1 = "8e2c44ab4d49ad9518f359ed8b62f83ba8beede4"
+uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
+version = "1.40.0+2"
diff --git a/vision/cdcgan_mnist/Project.toml b/vision/cdcgan_mnist/Project.toml
index 3659cd217..aa5eae078 100644
--- a/vision/cdcgan_mnist/Project.toml
+++ b/vision/cdcgan_mnist/Project.toml
@@ -1,7 +1,5 @@
 [deps]
-CUDAapi = "3895d2a7-ec45-59b8-82bb-cfc6a382f9b3"
-CUDAnative = "be33ccc6-a3ff-5ff2-a52e-74243cff1e17"
-CuArrays = "3a865a2d-5b23-5a0f-bc46-62713ec82fae"
+CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 ImageMagick = "6218d12a-5da1-5696-b52f-db25d2ecc6d1"
 Images = "916415d5-f1e6-5110-898d-aaa5f9f070e0"
diff --git a/vision/cdcgan_mnist/cGAN_mnist.jl b/vision/cdcgan_mnist/cGAN_mnist.jl
index 81e291f03..542385e50 100644
--- a/vision/cdcgan_mnist/cGAN_mnist.jl
+++ b/vision/cdcgan_mnist/cGAN_mnist.jl
@@ -1,19 +1,20 @@
 using Base.Iterators: partition
 using Flux
 using Flux.Optimise: update!
-using Flux: logitbinarycrossentropy
+using Flux.Losses: logitbinarycrossentropy
 using Images
+using ImageMagick
 using MLDatasets
 using Statistics
 using Parameters: @with_kw
 using Random
 using Printf
-using CUDAapi
+using CUDA
 using Zygote
+
 if has_cuda()		# Check if CUDA is available
     @info "CUDA is on"
-    import CuArrays		# If CUDA is available, import CuArrays
-    CuArrays.allowscalar(false)
+    CUDA.allowscalar(false)
 end
 
 @with_kw struct HyperParams
@@ -75,6 +76,8 @@ function (m::Generator)(x, y)
 end
 
 function load_data(hparams)
+    # MLDatasets.MNIST.download(i_accept_the_terms_of_use=true)
+
     # Load MNIST dataset
     images, labels = MLDatasets.MNIST.traindata(Float32)
     # Normalize to [-1, 1]
@@ -87,12 +90,12 @@ end
 
 # Loss functions
 function discr_loss(real_output, fake_output)
-    real_loss = mean(logitbinarycrossentropy.(real_output, 1f0))
-    fake_loss = mean(logitbinarycrossentropy.(fake_output, 0f0))
+    real_loss = logitbinarycrossentropy(real_output, 1f0)
+    fake_loss = logitbinarycrossentropy(fake_output, 0f0)
     return (real_loss + fake_loss)
 end
 
-generator_loss(fake_output) = mean(logitbinarycrossentropy.(fake_output, 1f0))
+generator_loss(fake_output) = logitbinarycrossentropy(fake_output, 1f0)
 
 function train_discr(discr, fake_data, fake_labels, original_data, label, opt_discr)
     ps = params(discr.d_labels, discr.d_common)
diff --git a/vision/cdcgan_mnist/output/cgan_steps_000000.png b/vision/cdcgan_mnist/output/cgan_steps_000000.png
index a1c1c696f..265fc52d3 100644
Binary files a/vision/cdcgan_mnist/output/cgan_steps_000000.png and b/vision/cdcgan_mnist/output/cgan_steps_000000.png differ
diff --git a/vision/cdcgan_mnist/output/cgan_steps_001000.png b/vision/cdcgan_mnist/output/cgan_steps_001000.png
index b806c160c..47e61c01b 100644
Binary files a/vision/cdcgan_mnist/output/cgan_steps_001000.png and b/vision/cdcgan_mnist/output/cgan_steps_001000.png differ
diff --git a/vision/cdcgan_mnist/output/cgan_steps_002000.png b/vision/cdcgan_mnist/output/cgan_steps_002000.png
index eba12ba26..b64dbc4a2 100644
Binary files a/vision/cdcgan_mnist/output/cgan_steps_002000.png and b/vision/cdcgan_mnist/output/cgan_steps_002000.png differ
diff --git a/vision/cdcgan_mnist/output/cgan_steps_003000.png b/vision/cdcgan_mnist/output/cgan_steps_003000.png
index 0416d829f..a7e2c43f1 100644
Binary files a/vision/cdcgan_mnist/output/cgan_steps_003000.png and b/vision/cdcgan_mnist/output/cgan_steps_003000.png differ
diff --git a/vision/cdcgan_mnist/output/cgan_steps_004000.png b/vision/cdcgan_mnist/output/cgan_steps_004000.png
index 9f7efcec1..7a348c34c 100644
Binary files a/vision/cdcgan_mnist/output/cgan_steps_004000.png and b/vision/cdcgan_mnist/output/cgan_steps_004000.png differ
diff --git a/vision/cdcgan_mnist/output/cgan_steps_005000.png b/vision/cdcgan_mnist/output/cgan_steps_005000.png
index 4121a1be3..76298dd3d 100644
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diff --git a/vision/cdcgan_mnist/output/cgan_steps_006000.png b/vision/cdcgan_mnist/output/cgan_steps_006000.png
index 95ec41c12..8c7dca870 100644
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diff --git a/vision/cdcgan_mnist/output/cgan_steps_007000.png b/vision/cdcgan_mnist/output/cgan_steps_007000.png
index bbe72f2fc..c8c14f4f0 100644
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diff --git a/vision/cdcgan_mnist/output/cgan_steps_008000.png b/vision/cdcgan_mnist/output/cgan_steps_008000.png
index c104972ab..23417a993 100644
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diff --git a/vision/cdcgan_mnist/output/cgan_steps_009000.png b/vision/cdcgan_mnist/output/cgan_steps_009000.png
index 55ac4c0cb..9016453fd 100644
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diff --git a/vision/cdcgan_mnist/output/cgan_steps_010000.png b/vision/cdcgan_mnist/output/cgan_steps_010000.png
index 7a34f5f52..fbe58d764 100644
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diff --git a/vision/cdcgan_mnist/output/cgan_steps_011000.png b/vision/cdcgan_mnist/output/cgan_steps_011000.png
index 4fc26b89a..9c813d448 100644
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diff --git a/vision/cdcgan_mnist/output/cgan_steps_011725.png b/vision/cdcgan_mnist/output/cgan_steps_011725.png
index f9406fa56..6265573dc 100644
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