From 3a2580b0063dc2236ac905d814f06d6c8bc4106e Mon Sep 17 00:00:00 2001
From: Michael Abbott <32575566+mcabbott@users.noreply.github.com>
Date: Tue, 25 Jul 2023 10:10:11 -0400
Subject: [PATCH] flux 0.14+

---
 README.md                              |   2 +-
 vision/convmixer_cifar10/Manifest.toml | 719 +++++++++++++++----------
 vision/convmixer_cifar10/Project.toml  |   2 +-
 3 files changed, 434 insertions(+), 289 deletions(-)

diff --git a/README.md b/README.md
index a543a021..2488615e 100644
--- a/README.md
+++ b/README.md
@@ -74,7 +74,7 @@ Flux v0.13 is the latest right now, marked with ☀️; models upgraded to use
   * [Spatial Transformer](vision/spatial_transformer) ☀️ v0.13 +
 * CIFAR10
   * [VGG 16/19](vision/vgg_cifar10) ☀️ v0.13 +
-  * [ConvMixer "Patches are all you need?"](vision/convmixer_cifar10/) ☀️ v0.13
+  * [ConvMixer "Patches are all you need?"](vision/convmixer_cifar10/) ☀️ v0.14+
 
 **Text**
 * [CharRNN](text/char-rnn) ☀️ v0.13 +
diff --git a/vision/convmixer_cifar10/Manifest.toml b/vision/convmixer_cifar10/Manifest.toml
index 2b8eb59c..724fdab1 100644
--- a/vision/convmixer_cifar10/Manifest.toml
+++ b/vision/convmixer_cifar10/Manifest.toml
@@ -1,26 +1,28 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.8.2"
+julia_version = "1.9.0-rc3"
 manifest_format = "2.0"
-project_hash = "af0450f7f2a93144fd31acd93aa241ec7385ef43"
+project_hash = "6004b3bbc09faa7b52fd904ffb6c4e6daf9a72a2"
 
 [[deps.AbstractFFTs]]
-deps = ["ChainRulesCore", "LinearAlgebra"]
-git-tree-sha1 = "69f7020bd72f069c219b5e8c236c1fa90d2cb409"
+deps = ["LinearAlgebra"]
+git-tree-sha1 = "cad4c758c0038eea30394b1b671526921ca85b21"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
-version = "1.2.1"
+version = "1.4.0"
+weakdeps = ["ChainRulesCore"]
 
-[[deps.Accessors]]
-deps = ["Compat", "CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "LinearAlgebra", "MacroTools", "Requires", "StaticArrays", "Test"]
-git-tree-sha1 = "b9661b900b50ba475145b311a9a0ef9d2a9c85ea"
-uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
-version = "0.1.26"
+    [deps.AbstractFFTs.extensions]
+    AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
 
 [[deps.Adapt]]
-deps = ["LinearAlgebra"]
-git-tree-sha1 = "0310e08cb19f5da31d08341c6120c047598f5b9c"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
-version = "3.5.0"
+version = "3.6.2"
+weakdeps = ["StaticArrays"]
+
+    [deps.Adapt.extensions]
+    AdaptStaticArraysExt = "StaticArrays"
 
 [[deps.ArgCheck]]
 git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
@@ -34,6 +36,12 @@ version = "1.1.1"
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 
+[[deps.Atomix]]
+deps = ["UnsafeAtomics"]
+git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
+version = "0.1.0"
+
 [[deps.BFloat16s]]
 deps = ["LinearAlgebra", "Printf", "Random", "Test"]
 git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66"
@@ -41,15 +49,29 @@ uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
 version = "0.4.2"
 
 [[deps.BSON]]
-git-tree-sha1 = "86e9781ac28f4e80e9b98f7f96eae21891332ac2"
+git-tree-sha1 = "2208958832d6e1b59e49f53697483a84ca8d664e"
 uuid = "fbb218c0-5317-5bc6-957e-2ee96dd4b1f0"
-version = "0.3.6"
+version = "0.3.7"
 
 [[deps.BangBang]]
-deps = ["Compat", "ConstructionBase", "Future", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables", "ZygoteRules"]
-git-tree-sha1 = "7fe6d92c4f281cf4ca6f2fba0ce7b299742da7ca"
+deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
+git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
-version = "0.3.37"
+version = "0.3.39"
+
+    [deps.BangBang.extensions]
+    BangBangChainRulesCoreExt = "ChainRulesCore"
+    BangBangDataFramesExt = "DataFrames"
+    BangBangStaticArraysExt = "StaticArrays"
+    BangBangStructArraysExt = "StructArrays"
+    BangBangTypedTablesExt = "TypedTables"
+
+    [deps.BangBang.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
+    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
+    TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"
 
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
@@ -59,21 +81,15 @@ git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
 uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
 version = "0.1.1"
 
-[[deps.BinaryProvider]]
-deps = ["Libdl", "Logging", "SHA"]
-git-tree-sha1 = "ecdec412a9abc8db54c0efc5548c64dfce072058"
-uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
-version = "0.5.10"
-
 [[deps.BitFlags]]
 git-tree-sha1 = "43b1a4a8f797c1cddadf60499a8a077d4af2cd2d"
 uuid = "d1d4a3ce-64b1-5f1a-9ba4-7e7e69966f35"
 version = "0.1.7"
 
 [[deps.BufferedStreams]]
-git-tree-sha1 = "bb065b14d7f941b8617bc323063dbe79f55d16ea"
+git-tree-sha1 = "5bcb75a2979e40b29eb250cb26daab67aa8f97f5"
 uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d"
-version = "1.1.0"
+version = "1.2.0"
 
 [[deps.CEnum]]
 git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
@@ -81,76 +97,70 @@ uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
 version = "0.4.2"
 
 [[deps.CSV]]
-deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "SentinelArrays", "SnoopPrecompile", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
-git-tree-sha1 = "c700cce799b51c9045473de751e9319bdd1c6e94"
+deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
+git-tree-sha1 = "44dbf560808d49041989b8a96cae4cffbeb7966a"
 uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
-version = "0.10.9"
+version = "0.10.11"
 
 [[deps.CUDA]]
-deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions"]
-git-tree-sha1 = "edff14c60784c8f7191a62a23b15a421185bc8a8"
+deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "35160ef0f03b14768abfd68b830f8e3940e8e0dc"
 uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
-version = "4.0.1"
+version = "4.4.0"
 
 [[deps.CUDA_Driver_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
-git-tree-sha1 = "75d7896d1ec079ef10d3aee8f3668c11354c03a1"
+git-tree-sha1 = "498f45593f6ddc0adff64a9310bb6710e851781b"
 uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc"
-version = "0.2.0+0"
+version = "0.5.0+1"
 
 [[deps.CUDA_Runtime_Discovery]]
 deps = ["Libdl"]
-git-tree-sha1 = "58dd8ec29f54f08c04b052d2c2fa6760b4f4b3a4"
+git-tree-sha1 = "bcc4a23cbbd99c8535a5318455dcf0f2546ec536"
 uuid = "1af6417a-86b4-443c-805f-a4643ffb695f"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.CUDA_Runtime_jll]]
-deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg", "TOML"]
-git-tree-sha1 = "d3e6ccd30f84936c1a3a53d622d85d7d3f9b9486"
+deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29"
 uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
-version = "0.2.3+2"
-
-[[deps.CUDNN_jll]]
-deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg", "TOML"]
-git-tree-sha1 = "57011df4fce448828165e566af9befa2ea94350a"
-uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645"
-version = "8.6.0+3"
+version = "0.6.0+0"
 
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
-git-tree-sha1 = "c46adabdd0348f0ee8de91142cfc4a72a613ac0a"
+git-tree-sha1 = "f98ae934cd677d51d2941088849f0bf2f59e6f6e"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
-version = "1.46.1"
+version = "1.53.0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
-git-tree-sha1 = "c6d890a52d2c4d55d326439580c3b8d0875a77d9"
+git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.15.7"
-
-[[deps.ChangesOfVariables]]
-deps = ["ChainRulesCore", "LinearAlgebra", "Test"]
-git-tree-sha1 = "844b061c104c408b24537482469400af6075aae4"
-uuid = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
-version = "0.1.5"
+version = "1.16.0"
 
 [[deps.Chemfiles]]
-deps = ["BinaryProvider", "Chemfiles_jll", "DocStringExtensions", "Libdl"]
-git-tree-sha1 = "3b4a49a0a4c9b2ff8c0c6ec035c16f32955531a8"
+deps = ["Chemfiles_jll", "DocStringExtensions"]
+git-tree-sha1 = "6951fe6a535a07041122a3a6860a63a7a83e081e"
 uuid = "46823bd8-5fb3-5f92-9aa0-96921f3dd015"
-version = "0.10.3"
+version = "0.10.40"
 
 [[deps.Chemfiles_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "d4e54b053fc584e7a0f37e9d3a5c4500927b343a"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "f3743181e30d87c23d9c8ebd493b77f43d8f1890"
 uuid = "78a364fa-1a3c-552a-b4bb-8fa0f9c1fcca"
-version = "0.10.3+0"
+version = "0.10.4+0"
 
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "9c209fb7536406834aa938fb149964b985de6c83"
+git-tree-sha1 = "02aa26a4cf76381be7f66e020a3eddeb27b0a092"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.1"
+version = "0.7.2"
+
+[[deps.ColorSchemes]]
+deps = ["ColorTypes", "ColorVectorSpace", "Colors", "FixedPointNumbers", "PrecompileTools", "Random"]
+git-tree-sha1 = "dd3000d954d483c1aad05fe1eb9e6a715c97013e"
+uuid = "35d6a980-a343-548e-a6ea-1d62b119f2f4"
+version = "3.22.0"
 
 [[deps.ColorTypes]]
 deps = ["FixedPointNumbers", "Random"]
@@ -159,10 +169,14 @@ uuid = "3da002f7-5984-5a60-b8a6-cbb66c0b333f"
 version = "0.11.4"
 
 [[deps.ColorVectorSpace]]
-deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "SpecialFunctions", "Statistics", "TensorCore"]
-git-tree-sha1 = "600cc5508d66b78aae350f7accdb58763ac18589"
+deps = ["ColorTypes", "FixedPointNumbers", "LinearAlgebra", "Requires", "Statistics", "TensorCore"]
+git-tree-sha1 = "a1f44953f2382ebb937d60dafbe2deea4bd23249"
 uuid = "c3611d14-8923-5661-9e6a-0046d554d3a4"
-version = "0.9.10"
+version = "0.10.0"
+weakdeps = ["SpecialFunctions"]
+
+    [deps.ColorVectorSpace.extensions]
+    SpecialFunctionsExt = "SpecialFunctions"
 
 [[deps.Colors]]
 deps = ["ColorTypes", "FixedPointNumbers", "Reexport"]
@@ -177,26 +191,50 @@ uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
 version = "0.3.0"
 
 [[deps.Compat]]
-deps = ["Dates", "LinearAlgebra", "UUIDs"]
-git-tree-sha1 = "61fdd77467a5c3ad071ef8277ac6bd6af7dd4c04"
+deps = ["UUIDs"]
+git-tree-sha1 = "5ce999a19f4ca23ea484e92a1774a61b8ca4cf8e"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.6.0"
+version = "4.8.0"
+weakdeps = ["Dates", "LinearAlgebra"]
+
+    [deps.Compat.extensions]
+    CompatLinearAlgebraExt = "LinearAlgebra"
 
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "0.5.2+0"
+version = "1.0.2+0"
 
 [[deps.CompositionsBase]]
-git-tree-sha1 = "455419f7e328a1a2493cabc6428d79e951349769"
+git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
-version = "0.1.1"
+version = "0.1.2"
+
+    [deps.CompositionsBase.extensions]
+    CompositionsBaseInverseFunctionsExt = "InverseFunctions"
+
+    [deps.CompositionsBase.weakdeps]
+    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
+
+[[deps.ConcurrentUtilities]]
+deps = ["Serialization", "Sockets"]
+git-tree-sha1 = "5372dbbf8f0bdb8c700db5367132925c0771ef7e"
+uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb"
+version = "2.2.1"
 
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "fb21ddd70a051d882a1686a5a550990bbe371a95"
+git-tree-sha1 = "fe2838a593b5f776e1597e086dcd47560d94e816"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.4.1"
+version = "1.5.3"
+
+    [deps.ConstructionBase.extensions]
+    ConstructionBaseIntervalSetsExt = "IntervalSets"
+    ConstructionBaseStaticArraysExt = "StaticArrays"
+
+    [deps.ConstructionBase.weakdeps]
+    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
+    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 
 [[deps.ContextVariablesX]]
 deps = ["Compat", "Logging", "UUIDs"]
@@ -210,27 +248,27 @@ uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
 version = "4.1.1"
 
 [[deps.DataAPI]]
-git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
+git-tree-sha1 = "8da84edb865b0b5b0100c0666a9bc9a0b71c553c"
 uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
-version = "1.14.0"
+version = "1.15.0"
 
 [[deps.DataDeps]]
 deps = ["HTTP", "Libdl", "Reexport", "SHA", "p7zip_jll"]
-git-tree-sha1 = "bc0a264d3e7b3eeb0b6fc9f6481f970697f29805"
+git-tree-sha1 = "6e8d74545d34528c30ccd3fa0f3c00f8ed49584c"
 uuid = "124859b0-ceae-595e-8997-d05f6a7a8dfe"
-version = "0.7.10"
+version = "0.7.11"
 
 [[deps.DataFrames]]
-deps = ["Compat", "DataAPI", "Future", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SnoopPrecompile", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "d4f69885afa5e6149d0cab3818491565cf41446d"
+deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
+git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.4.4"
+version = "1.6.1"
 
 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
+git-tree-sha1 = "cf25ccb972fec4e4817764d01c82386ae94f77b4"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.13"
+version = "0.18.14"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -248,7 +286,9 @@ version = "0.1.2"
 
 [[deps.DelimitedFiles]]
 deps = ["Mmap"]
+git-tree-sha1 = "9e2f36d3c96a820c678f2f1f1782582fcf685bae"
 uuid = "8bb1440f-4735-579b-a4ab-409b98df4dab"
+version = "1.9.1"
 
 [[deps.DiffResults]]
 deps = ["StaticArraysCore"]
@@ -258,9 +298,9 @@ version = "1.1.0"
 
 [[deps.DiffRules]]
 deps = ["IrrationalConstants", "LogExpFunctions", "NaNMath", "Random", "SpecialFunctions"]
-git-tree-sha1 = "c5b6685d53f933c11404a3ae9822afe30d522494"
+git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
 uuid = "b552c78f-8df3-52c6-915a-8e097449b14b"
-version = "1.12.2"
+version = "1.15.1"
 
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
@@ -277,10 +317,16 @@ deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
 uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
 version = "1.6.0"
 
+[[deps.ExceptionUnwrapping]]
+deps = ["Test"]
+git-tree-sha1 = "e90caa41f5a86296e014e148ee061bd6c3edec96"
+uuid = "460bff9d-24e4-43bc-9d9f-a8973cb893f4"
+version = "0.1.9"
+
 [[deps.ExprTools]]
-git-tree-sha1 = "56559bbef6ca5ea0c0818fa5c90320398a6fbf8d"
+git-tree-sha1 = "c1d06d129da9f55715c6c212866f5b1bddc5fa00"
 uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
-version = "0.1.8"
+version = "0.1.9"
 
 [[deps.FLoops]]
 deps = ["BangBang", "Compat", "FLoopsBase", "InitialValues", "JuliaVariables", "MLStyle", "Serialization", "Setfield", "Transducers"]
@@ -296,9 +342,9 @@ version = "0.1.1"
 
 [[deps.FileIO]]
 deps = ["Pkg", "Requires", "UUIDs"]
-git-tree-sha1 = "7be5f99f7d15578798f338f5433b6c432ea8037b"
+git-tree-sha1 = "299dc33549f68299137e51e6d49a13b5b1da9673"
 uuid = "5789e2e9-d7fb-5bc7-8068-2c6fae9b9549"
-version = "1.16.0"
+version = "1.16.1"
 
 [[deps.FilePathsBase]]
 deps = ["Compat", "Dates", "Mmap", "Printf", "Test", "UUIDs"]
@@ -311,9 +357,9 @@ uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays", "Statistics"]
-git-tree-sha1 = "d3ba08ab64bdfd27234d3f61956c966266757fe6"
+git-tree-sha1 = "f0af9b12329a637e8fba7d6543f915fff6ba0090"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.13.7"
+version = "1.4.2"
 
 [[deps.FixedPointNumbers]]
 deps = ["Statistics"]
@@ -322,39 +368,38 @@ uuid = "53c48c17-4a7d-5ca2-90c5-79b7896eea93"
 version = "0.8.4"
 
 [[deps.Flux]]
-deps = ["Adapt", "CUDA", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "NNlibCUDA", "OneHotArrays", "Optimisers", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "StatsBase", "Zygote"]
-git-tree-sha1 = "c258e51850ac1fdc465f62380a61995d4a66d603"
+deps = ["Adapt", "ChainRulesCore", "Functors", "LinearAlgebra", "MLUtils", "MacroTools", "NNlib", "OneHotArrays", "Optimisers", "Preferences", "ProgressLogging", "Random", "Reexport", "SparseArrays", "SpecialFunctions", "Statistics", "Zygote"]
+git-tree-sha1 = "e0a829d77e750a916a52df71b82fde7f6b336a92"
 uuid = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-version = "0.13.12"
+version = "0.14.1"
 
-[[deps.FoldsThreads]]
-deps = ["Accessors", "FunctionWrappers", "InitialValues", "SplittablesBase", "Transducers"]
-git-tree-sha1 = "eb8e1989b9028f7e0985b4268dabe94682249025"
-uuid = "9c68100b-dfe1-47cf-94c8-95104e173443"
-version = "0.1.1"
+    [deps.Flux.extensions]
+    FluxAMDGPUExt = "AMDGPU"
+    FluxCUDAExt = "CUDA"
+    FluxCUDAcuDNNExt = ["CUDA", "cuDNN"]
+    FluxMetalExt = "Metal"
 
-[[deps.Formatting]]
-deps = ["Printf"]
-git-tree-sha1 = "8339d61043228fdd3eb658d86c926cb282ae72a8"
-uuid = "59287772-0a20-5a39-b81b-1366585eb4c0"
-version = "0.4.2"
+    [deps.Flux.weakdeps]
+    AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
+    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+    Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
+    cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
 
 [[deps.ForwardDiff]]
-deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions", "StaticArrays"]
-git-tree-sha1 = "a69dd6db8a809f78846ff259298678f0d6212180"
+deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
+git-tree-sha1 = "00e252f4d706b3d55a8863432e742bf5717b498d"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.34"
+version = "0.10.35"
+weakdeps = ["StaticArrays"]
 
-[[deps.FunctionWrappers]]
-git-tree-sha1 = "d62485945ce5ae9c0c48f124a84998d755bae00e"
-uuid = "069b7b12-0de2-55c6-9aab-29f3d0a68a2e"
-version = "1.1.3"
+    [deps.ForwardDiff.extensions]
+    ForwardDiffStaticArraysExt = "StaticArrays"
 
 [[deps.Functors]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "61fa9cf802d35fe1b5b8ea9fbaac4b8f020d19b1"
+git-tree-sha1 = "9a68d75d466ccc1218d0552a8e1631151c569545"
 uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
-version = "0.4.2"
+version = "0.4.5"
 
 [[deps.Future]]
 deps = ["Random"]
@@ -362,21 +407,21 @@ uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 
 [[deps.GPUArrays]]
 deps = ["Adapt", "GPUArraysCore", "LLVM", "LinearAlgebra", "Printf", "Random", "Reexport", "Serialization", "Statistics"]
-git-tree-sha1 = "4dfaff044eb2ce11a897fecd85538310e60b91e6"
+git-tree-sha1 = "2e57b4a4f9cc15e85a24d603256fe08e527f48d1"
 uuid = "0c68f7d7-f131-5f86-a1c3-88cf8149b2d7"
-version = "8.6.2"
+version = "8.8.1"
 
 [[deps.GPUArraysCore]]
 deps = ["Adapt"]
-git-tree-sha1 = "57f7cde02d7a53c9d1d28443b9f11ac5fbe7ebc9"
+git-tree-sha1 = "2d6ca471a6c7b536127afccfa7564b5b39227fe0"
 uuid = "46192b85-c4d5-4398-a991-12ede77f4527"
-version = "0.1.3"
+version = "0.1.5"
 
 [[deps.GPUCompiler]]
-deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "TimerOutputs", "UUIDs"]
-git-tree-sha1 = "48832a7cacbe56e591a7bef690c78b9d00bcc692"
+deps = ["ExprTools", "InteractiveUtils", "LLVM", "Libdl", "Logging", "Scratch", "TimerOutputs", "UUIDs"]
+git-tree-sha1 = "72b2e3c2ba583d1a7aa35129e56cf92e07c083e3"
 uuid = "61eb1bfa-7361-4325-ad38-22787b887f55"
-version = "0.17.1"
+version = "0.21.4"
 
 [[deps.GZip]]
 deps = ["Libdl"]
@@ -385,62 +430,51 @@ uuid = "92fee26a-97fe-5a0c-ad85-20a5f3185b63"
 version = "0.5.1"
 
 [[deps.Glob]]
-git-tree-sha1 = "4df9f7e06108728ebf00a0a11edee4b29a482bb2"
+git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496"
 uuid = "c27321d9-0574-5035-807b-f59d2c89b15c"
-version = "1.3.0"
-
-[[deps.Graphics]]
-deps = ["Colors", "LinearAlgebra", "NaNMath"]
-git-tree-sha1 = "d61890399bc535850c4bf08e4e0d3a7ad0f21cbd"
-uuid = "a2bd30eb-e257-5431-a919-1863eab51364"
-version = "1.1.2"
+version = "1.3.1"
 
 [[deps.HDF5]]
 deps = ["Compat", "HDF5_jll", "Libdl", "Mmap", "Random", "Requires", "UUIDs"]
-git-tree-sha1 = "b5df7c3cab3a00c33c2e09c6bd23982a75e2fbb2"
+git-tree-sha1 = "c73fdc3d9da7700691848b78c61841274076932a"
 uuid = "f67ccb44-e63f-5c2f-98bd-6dc0ccc4ba2f"
-version = "0.16.13"
+version = "0.16.15"
 
 [[deps.HDF5_jll]]
-deps = ["Artifacts", "JLLWrappers", "LibCURL_jll", "Libdl", "OpenSSL_jll", "Pkg", "Zlib_jll"]
-git-tree-sha1 = "4cc2bb72df6ff40b055295fdef6d92955f9dede8"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "LazyArtifacts", "LibCURL_jll", "Libdl", "MPICH_jll", "MPIPreferences", "MPItrampoline_jll", "MicrosoftMPI_jll", "OpenMPI_jll", "OpenSSL_jll", "TOML", "Zlib_jll", "libaec_jll"]
+git-tree-sha1 = "3b20c3ce9c14aedd0adca2bc8c882927844bd53d"
 uuid = "0234f1f7-429e-5d53-9886-15a909be8d59"
-version = "1.12.2+2"
+version = "1.14.0+0"
 
 [[deps.HTTP]]
-deps = ["Base64", "CodecZlib", "Dates", "IniFile", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "37e4657cd56b11abe3d10cd4a1ec5fbdb4180263"
+deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
+git-tree-sha1 = "cb56ccdd481c0dd7f975ad2b3b62d9eda088f7e2"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.7.4"
+version = "1.9.14"
 
 [[deps.IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
-git-tree-sha1 = "2e99184fca5eb6f075944b04c22edec29beb4778"
+git-tree-sha1 = "eac00994ce3229a464c2847e956d77a2c64ad3a5"
 uuid = "7869d1d1-7146-5819-86e3-90919afe41df"
-version = "0.4.7"
+version = "0.4.10"
 
 [[deps.ImageBase]]
 deps = ["ImageCore", "Reexport"]
-git-tree-sha1 = "b51bb8cae22c66d0f6357e3bcb6363145ef20835"
+git-tree-sha1 = "eb49b82c172811fd2c86759fa0553a2221feb909"
 uuid = "c817782e-172a-44cc-b673-b171935fbb9e"
-version = "0.1.5"
+version = "0.1.7"
 
 [[deps.ImageCore]]
-deps = ["AbstractFFTs", "ColorVectorSpace", "Colors", "FixedPointNumbers", "Graphics", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "Reexport"]
-git-tree-sha1 = "acf614720ef026d38400b3817614c45882d75500"
+deps = ["AbstractFFTs", "ColorVectorSpace", "Colors", "FixedPointNumbers", "MappedArrays", "MosaicViews", "OffsetArrays", "PaddedViews", "PrecompileTools", "Reexport"]
+git-tree-sha1 = "fc5d1d3443a124fde6e92d0260cd9e064eba69f8"
 uuid = "a09fc81d-aa75-5fe9-8630-4744c3626534"
-version = "0.9.4"
+version = "0.10.1"
 
 [[deps.ImageShow]]
-deps = ["Base64", "FileIO", "ImageBase", "ImageCore", "OffsetArrays", "StackViews"]
-git-tree-sha1 = "b563cf9ae75a635592fc73d3eb78b86220e55bd8"
+deps = ["Base64", "ColorSchemes", "FileIO", "ImageBase", "ImageCore", "OffsetArrays", "StackViews"]
+git-tree-sha1 = "3b5344bcdbdc11ad58f3b1956709b5b9345355de"
 uuid = "4e3cecfd-b093-5904-9786-8bbb286a6a31"
-version = "0.3.6"
-
-[[deps.IniFile]]
-git-tree-sha1 = "f550e6e32074c939295eb5ea6de31849ac2c9625"
-uuid = "83e8ac13-25f8-5344-8a64-a9f2b223428f"
-version = "0.5.1"
+version = "0.3.8"
 
 [[deps.InitialValues]]
 git-tree-sha1 = "4da0f88e9a39111c2fa3add390ab15f3a44f3ca3"
@@ -463,21 +497,15 @@ git-tree-sha1 = "eb05b5625bc5d821b8075a77e4c421933e20c76b"
 uuid = "7d512f48-7fb1-5a58-b986-67e6dc259f01"
 version = "0.7.0"
 
-[[deps.InverseFunctions]]
-deps = ["Test"]
-git-tree-sha1 = "49510dfcb407e572524ba94aeae2fced1f3feb0f"
-uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
-version = "0.1.8"
-
 [[deps.InvertedIndices]]
-git-tree-sha1 = "82aec7a3dd64f4d9584659dc0b62ef7db2ef3e19"
+git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.2.0"
+version = "1.3.0"
 
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "7fd44fd4ff43fc60815f8e764c0f352b83c49151"
+git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.1.1"
+version = "0.2.2"
 
 [[deps.IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
@@ -485,10 +513,10 @@ uuid = "82899510-4779-5014-852e-03e436cf321d"
 version = "1.0.0"
 
 [[deps.JLD2]]
-deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "TranscodingStreams", "UUIDs"]
-git-tree-sha1 = "c3244ef42b7d4508c638339df1bdbf4353e144db"
+deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "Pkg", "Printf", "Reexport", "Requires", "TranscodingStreams", "UUIDs"]
+git-tree-sha1 = "5df8278ad24772c0c6dbbeb97b162ccf29ced2a9"
 uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.4.30"
+version = "0.4.32"
 
 [[deps.JLLWrappers]]
 deps = ["Preferences"]
@@ -497,10 +525,10 @@ uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
 version = "1.4.1"
 
 [[deps.JSON3]]
-deps = ["Dates", "Mmap", "Parsers", "SnoopPrecompile", "StructTypes", "UUIDs"]
-git-tree-sha1 = "84b10656a41ef564c39d2d477d7236966d2b5683"
+deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"]
+git-tree-sha1 = "5b62d93f2582b09e469b3099d839c2d2ebf5066d"
 uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
-version = "1.12.0"
+version = "1.13.1"
 
 [[deps.JuliaVariables]]
 deps = ["MLStyle", "NameResolution"]
@@ -508,17 +536,35 @@ git-tree-sha1 = "49fb3cb53362ddadb4415e9b73926d6b40709e70"
 uuid = "b14d175d-62b4-44ba-8fb7-3064adc8c3ec"
 version = "0.2.4"
 
+[[deps.KernelAbstractions]]
+deps = ["Adapt", "Atomix", "InteractiveUtils", "LinearAlgebra", "MacroTools", "PrecompileTools", "Requires", "SparseArrays", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
+git-tree-sha1 = "4c5875e4c228247e1c2b087669846941fb6e0118"
+uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
+version = "0.9.8"
+
+    [deps.KernelAbstractions.extensions]
+    EnzymeExt = "EnzymeCore"
+
+    [deps.KernelAbstractions.weakdeps]
+    EnzymeCore = "f151be2c-9106-41f4-ab19-57ee4f262869"
+
 [[deps.LLVM]]
 deps = ["CEnum", "LLVMExtra_jll", "Libdl", "Printf", "Unicode"]
-git-tree-sha1 = "b8ae281340f0d3e973aae7b96fb7502b0119b376"
+git-tree-sha1 = "8695a49bfe05a2dc0feeefd06b4ca6361a018729"
 uuid = "929cbde3-209d-540e-8aea-75f648917ca0"
-version = "4.15.0"
+version = "6.1.0"
 
 [[deps.LLVMExtra_jll]]
-deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg", "TOML"]
-git-tree-sha1 = "771bfe376249626d3ca12bcd58ba243d3f961576"
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
+git-tree-sha1 = "c35203c1e1002747da220ffc3c0762ce7754b08c"
 uuid = "dad2f222-ce93-54a1-a47d-0025e8a3acab"
-version = "0.0.16+0"
+version = "0.0.23+0"
+
+[[deps.LLVMOpenMP_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "f689897ccbe049adb19a065c495e75f372ecd42b"
+uuid = "1d63c593-3942-5779-bab2-d838dc0a180e"
+version = "15.0.4+0"
 
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "f2355693d6778a178ade15952b7ac47a4ff97996"
@@ -563,14 +609,24 @@ uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
 version = "1.16.1+2"
 
 [[deps.LinearAlgebra]]
-deps = ["Libdl", "libblastrampoline_jll"]
+deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
 
 [[deps.LogExpFunctions]]
-deps = ["ChainRulesCore", "ChangesOfVariables", "DocStringExtensions", "InverseFunctions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "45b288af6956e67e621c5cbb2d75a261ab58300b"
+deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
+git-tree-sha1 = "c3ce8e7420b3a6e071e0fe4745f5d4300e37b13f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.20"
+version = "0.3.24"
+
+    [deps.LogExpFunctions.extensions]
+    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
+    LogExpFunctionsChangesOfVariablesExt = "ChangesOfVariables"
+    LogExpFunctionsInverseFunctionsExt = "InverseFunctions"
+
+    [deps.LogExpFunctions.weakdeps]
+    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
+    ChangesOfVariables = "9e997f8a-9a97-42d5-a9f1-ce6bfc15e2c0"
+    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
 
 [[deps.Logging]]
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
@@ -583,26 +639,44 @@ version = "1.0.0"
 
 [[deps.MAT]]
 deps = ["BufferedStreams", "CodecZlib", "HDF5", "SparseArrays"]
-git-tree-sha1 = "971be550166fe3f604d28715302b58a3f7293160"
+git-tree-sha1 = "79fd0b5ee384caf8ebba6c8fb3f365ca3e2c5493"
 uuid = "23992714-dd62-5051-b70f-ba57cb901cac"
-version = "0.10.3"
+version = "0.10.5"
 
 [[deps.MLDatasets]]
-deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Tables"]
-git-tree-sha1 = "498b37aa3ebb4407adea36df1b244fa4e397de5e"
+deps = ["CSV", "Chemfiles", "DataDeps", "DataFrames", "DelimitedFiles", "FileIO", "FixedPointNumbers", "GZip", "Glob", "HDF5", "ImageShow", "JLD2", "JSON3", "LazyModules", "MAT", "MLUtils", "NPZ", "Pickle", "Printf", "Requires", "SparseArrays", "Statistics", "Tables"]
+git-tree-sha1 = "a03a093b03824f07fe00931df76b18d99398ebb9"
 uuid = "eb30cadb-4394-5ae3-aed4-317e484a6458"
-version = "0.7.9"
+version = "0.7.11"
 
 [[deps.MLStyle]]
-git-tree-sha1 = "060ef7956fef2dc06b0e63b294f7dbfbcbdc7ea2"
+git-tree-sha1 = "bc38dff0548128765760c79eb7388a4b37fae2c8"
 uuid = "d8e11817-5142-5d16-987a-aa16d5891078"
-version = "0.4.16"
+version = "0.4.17"
 
 [[deps.MLUtils]]
-deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "FoldsThreads", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"]
-git-tree-sha1 = "266c67f773feb756474c2c4a7424ea5363290300"
+deps = ["ChainRulesCore", "Compat", "DataAPI", "DelimitedFiles", "FLoops", "NNlib", "Random", "ShowCases", "SimpleTraits", "Statistics", "StatsBase", "Tables", "Transducers"]
+git-tree-sha1 = "3504cdb8c2bc05bde4d4b09a81b01df88fcbbba0"
 uuid = "f1d291b0-491e-4a28-83b9-f70985020b54"
-version = "0.4.0"
+version = "0.4.3"
+
+[[deps.MPICH_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"]
+git-tree-sha1 = "8a5b4d2220377d1ece13f49438d71ad20cf1ba83"
+uuid = "7cb0a576-ebde-5e09-9194-50597f1243b4"
+version = "4.1.2+0"
+
+[[deps.MPIPreferences]]
+deps = ["Libdl", "Preferences"]
+git-tree-sha1 = "781916a2ebf2841467cda03b6f1af43e23839d85"
+uuid = "3da0fdf6-3ccc-4f1b-acd9-58baa6c99267"
+version = "0.1.9"
+
+[[deps.MPItrampoline_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"]
+git-tree-sha1 = "6979eccb6a9edbbb62681e158443e79ecc0d056a"
+uuid = "f1f71cc9-e9ae-5b93-9b94-4fe0e1ad3748"
+version = "5.3.1+0"
 
 [[deps.MacroTools]]
 deps = ["Markdown", "Random"]
@@ -611,9 +685,9 @@ uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.10"
 
 [[deps.MappedArrays]]
-git-tree-sha1 = "e8b359ef06ec72e8c030463fe02efe5527ee5142"
+git-tree-sha1 = "2dab0221fe2b0f2cb6754eaa743cc266339f527e"
 uuid = "dbb5928d-eab1-5f90-85c2-b9b0edb7c900"
-version = "0.4.1"
+version = "0.4.2"
 
 [[deps.Markdown]]
 deps = ["Base64"]
@@ -628,13 +702,19 @@ version = "1.1.7"
 [[deps.MbedTLS_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.28.0+0"
+version = "2.28.2+0"
 
 [[deps.MicroCollections]]
 deps = ["BangBang", "InitialValues", "Setfield"]
-git-tree-sha1 = "4d5917a26ca33c66c8e5ca3247bd163624d35493"
+git-tree-sha1 = "629afd7d10dbc6935ec59b32daeb33bc4460a42e"
 uuid = "128add7d-3638-4c79-886c-908ea0c25c34"
-version = "0.1.3"
+version = "0.1.4"
+
+[[deps.MicrosoftMPI_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
+git-tree-sha1 = "a8027af3d1743b3bfae34e54872359fdebb31422"
+uuid = "9237b28f-5490-5468-be7b-bb81f5f5e6cf"
+version = "10.1.3+4"
 
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -653,19 +733,23 @@ version = "0.3.4"
 
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
-version = "2022.2.1"
+version = "2022.10.11"
 
 [[deps.NNlib]]
-deps = ["Adapt", "ChainRulesCore", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
-git-tree-sha1 = "e69bf048c892296a45083f0abab02ee8cffe1378"
+deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Pkg", "Random", "Requires", "Statistics"]
+git-tree-sha1 = "3d42748c725c3f088bcda47fa2aca89e74d59d22"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.8.17"
+version = "0.9.4"
 
-[[deps.NNlibCUDA]]
-deps = ["Adapt", "CUDA", "LinearAlgebra", "NNlib", "Random", "Statistics", "cuDNN"]
-git-tree-sha1 = "f94a9684394ff0d325cc12b06da7032d8be01aaf"
-uuid = "a00861dc-f156-4864-bf3c-e6376f28a68d"
-version = "0.2.7"
+    [deps.NNlib.extensions]
+    NNlibAMDGPUExt = "AMDGPU"
+    NNlibCUDACUDNNExt = ["CUDA", "cuDNN"]
+    NNlibCUDAExt = "CUDA"
+
+    [deps.NNlib.weakdeps]
+    AMDGPU = "21141c5a-9bdb-4563-92ae-f87d6854732e"
+    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+    cuDNN = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
 
 [[deps.NPZ]]
 deps = ["FileIO", "ZipFile"]
@@ -675,9 +759,9 @@ version = "0.4.3"
 
 [[deps.NaNMath]]
 deps = ["OpenLibm_jll"]
-git-tree-sha1 = "a7c3d1da1189a1c2fe843a3bfa04d18d20eb3211"
+git-tree-sha1 = "0877504529a3e5c3343c6f8b4c0381e57e4387e4"
 uuid = "77ba4419-2d1f-58cd-9bb1-8ffee604a2e3"
-version = "1.0.1"
+version = "1.0.2"
 
 [[deps.NameResolution]]
 deps = ["PrettyPrint"]
@@ -691,37 +775,43 @@ version = "1.2.0"
 
 [[deps.OffsetArrays]]
 deps = ["Adapt"]
-git-tree-sha1 = "82d7c9e310fe55aa54996e6f7f94674e2a38fcb4"
+git-tree-sha1 = "2ac17d29c523ce1cd38e27785a7d23024853a4bb"
 uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
-version = "1.12.9"
+version = "1.12.10"
 
 [[deps.OneHotArrays]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "GPUArraysCore", "LinearAlgebra", "NNlib"]
-git-tree-sha1 = "f511fca956ed9e70b80cd3417bb8c2dde4b68644"
+git-tree-sha1 = "5e4029759e8699ec12ebdf8721e51a659443403c"
 uuid = "0b1bfda6-eb8a-41d2-88d8-f5af5cad476f"
-version = "0.2.3"
+version = "0.2.4"
 
 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.20+0"
+version = "0.3.21+4"
 
 [[deps.OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
 version = "0.8.1+0"
 
+[[deps.OpenMPI_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "MPIPreferences", "TOML"]
+git-tree-sha1 = "f3080f4212a8ba2ceb10a34b938601b862094314"
+uuid = "fe0851c0-eecd-5654-98d4-656369965a5c"
+version = "4.1.5+0"
+
 [[deps.OpenSSL]]
 deps = ["BitFlags", "Dates", "MozillaCACerts_jll", "OpenSSL_jll", "Sockets"]
-git-tree-sha1 = "6503b77492fd7fcb9379bf73cd31035670e3c509"
+git-tree-sha1 = "51901a49222b09e3743c65b8847687ae5fc78eb2"
 uuid = "4d8831e6-92b7-49fb-bdf8-b643e874388c"
-version = "1.3.3"
+version = "1.4.1"
 
 [[deps.OpenSSL_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "f6e9dba33f9f2c44e08a020b0caf6903be540004"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "cae3153c7f6cf3f069a853883fd1919a6e5bab5b"
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
-version = "1.1.19+0"
+version = "3.0.9+0"
 
 [[deps.OpenSpecFun_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -731,37 +821,37 @@ version = "0.5.5+0"
 
 [[deps.Optimisers]]
 deps = ["ChainRulesCore", "Functors", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "e657acef119cc0de2a8c0762666d3b64727b053b"
+git-tree-sha1 = "16776280310aa5553c370b9c7b17f34aadaf3c8e"
 uuid = "3bd65402-5787-11e9-1adc-39752487f4e2"
-version = "0.2.14"
+version = "0.2.19"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "85f8e6578bf1f9ee0d11e7bb1b1456435479d47c"
+git-tree-sha1 = "2e73fe17cac3c62ad1aebe70d44c963c3cfdc3e3"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.4.1"
+version = "1.6.2"
 
 [[deps.PaddedViews]]
 deps = ["OffsetArrays"]
-git-tree-sha1 = "03a7a85b76381a3d04c7a1656039197e70eda03d"
+git-tree-sha1 = "0fac6313486baae819364c52b4f483450a9d793f"
 uuid = "5432bcbf-9aad-5242-b902-cca2824c8663"
-version = "0.5.11"
+version = "0.5.12"
 
 [[deps.Parsers]]
-deps = ["Dates", "SnoopPrecompile"]
-git-tree-sha1 = "151d91d63d8d6c1a5789ecb7de51547e00480f1b"
+deps = ["Dates", "PrecompileTools", "UUIDs"]
+git-tree-sha1 = "4b2e829ee66d4218e0cef22c0a64ee37cf258c29"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.5.4"
+version = "2.7.1"
 
 [[deps.Pickle]]
-deps = ["DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"]
-git-tree-sha1 = "e6a34eb1dc0c498f0774bbfbbbeff2de101f4235"
+deps = ["BFloat16s", "DataStructures", "InternedStrings", "Serialization", "SparseArrays", "Strided", "StringEncodings", "ZipFile"]
+git-tree-sha1 = "2e71d7dbcab8dc47306c0ed6ac6018fbc1a7070f"
 uuid = "fbb45041-c46e-462f-888f-7c521cafbc2c"
-version = "0.3.2"
+version = "0.3.3"
 
 [[deps.Pkg]]
-deps = ["Artifacts", "Dates", "Downloads", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
+deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
-version = "1.8.0"
+version = "1.9.0"
 
 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -769,11 +859,17 @@ git-tree-sha1 = "a6062fe4063cdafe78f4a0a81cfffb89721b30e7"
 uuid = "2dfb63ee-cc39-5dd5-95bd-886bf059d720"
 version = "1.4.2"
 
+[[deps.PrecompileTools]]
+deps = ["Preferences"]
+git-tree-sha1 = "9673d39decc5feece56ef3940e5dafba15ba0f81"
+uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
+version = "1.1.2"
+
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "47e5f437cc0e7ef2ce8406ce1e7e24d44915f88d"
+git-tree-sha1 = "7eb1686b4f04b82f96ed7a4ea5890a4f0c7a09f1"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.PrettyPrint]]
 git-tree-sha1 = "632eb4abab3449ab30c5e1afaa874f0b98b586e4"
@@ -781,10 +877,10 @@ uuid = "8162dcfd-2161-5ef2-ae6c-7681170c5f98"
 version = "0.2.0"
 
 [[deps.PrettyTables]]
-deps = ["Crayons", "Formatting", "LaTeXStrings", "Markdown", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "96f6db03ab535bdb901300f88335257b0018689d"
+deps = ["Crayons", "LaTeXStrings", "Markdown", "Printf", "Reexport", "StringManipulation", "Tables"]
+git-tree-sha1 = "ee094908d720185ddbdc58dbe0c1cbe35453ec7a"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.2.2"
+version = "2.2.7"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -806,9 +902,9 @@ uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 
 [[deps.Random123]]
 deps = ["Random", "RandomNumbers"]
-git-tree-sha1 = "7a1a306b72cfa60634f03a911405f4e64d1b718b"
+git-tree-sha1 = "552f30e847641591ba3f39fd1bed559b9deb0ef3"
 uuid = "74087812-796a-5b5d-8853-05524746bad3"
-version = "1.6.0"
+version = "1.6.1"
 
 [[deps.RandomNumbers]]
 deps = ["Random", "Requires"]
@@ -837,11 +933,17 @@ version = "1.3.0"
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 version = "0.7.0"
 
+[[deps.Scratch]]
+deps = ["Dates"]
+git-tree-sha1 = "30449ee12237627992a99d5e30ae63e4d78cd24a"
+uuid = "6c6a2e73-6563-6170-7368-637461726353"
+version = "1.2.0"
+
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "c02bd3c9c3fc8463d3591a62a378f90d2d8ab0f3"
+git-tree-sha1 = "04bdff0b09c65ff3e06a05e3eb7b120223da3d39"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.3.17"
+version = "1.4.0"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -868,30 +970,28 @@ git-tree-sha1 = "5d7e3f4e11935503d3ecaf7186eac40602e7d231"
 uuid = "699a6c99-e7fa-54fc-8d76-47d257e15c1d"
 version = "0.9.4"
 
-[[deps.SnoopPrecompile]]
-deps = ["Preferences"]
-git-tree-sha1 = "e760a70afdcd461cf01a575947738d359234665c"
-uuid = "66db9d55-30c0-4569-8b51-7e840670fc0c"
-version = "1.0.3"
-
 [[deps.Sockets]]
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "a4ada03f999bd01b3a25dcaa30b2d929fe537e00"
+git-tree-sha1 = "c60ec5c62180f27efea3ba2908480f8055e17cee"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.1.0"
+version = "1.1.1"
 
 [[deps.SparseArrays]]
-deps = ["LinearAlgebra", "Random"]
+deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[deps.SpecialFunctions]]
-deps = ["ChainRulesCore", "IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "d75bda01f8c31ebb72df80a46c88b25d1c79c56d"
+deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
+git-tree-sha1 = "7beb031cf8145577fbccacd94b8a8f4ce78428d3"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.1.7"
+version = "2.3.0"
+weakdeps = ["ChainRulesCore"]
+
+    [deps.SpecialFunctions.extensions]
+    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
 
 [[deps.SplittablesBase]]
 deps = ["Setfield", "Test"]
@@ -906,31 +1006,36 @@ uuid = "cae243ae-269e-4f55-b966-ac2d0dc13c15"
 version = "0.1.1"
 
 [[deps.StaticArrays]]
-deps = ["LinearAlgebra", "Random", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "6954a456979f23d05085727adb17c4551c19ecd1"
+deps = ["LinearAlgebra", "Random", "StaticArraysCore"]
+git-tree-sha1 = "9cabadf6e7cd2349b6cf49f1915ad2028d65e881"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "1.5.12"
+version = "1.6.2"
+weakdeps = ["Statistics"]
+
+    [deps.StaticArrays.extensions]
+    StaticArraysStatisticsExt = "Statistics"
 
 [[deps.StaticArraysCore]]
-git-tree-sha1 = "6b7ba252635a5eff6a0b0664a41ee140a1c9e72a"
+git-tree-sha1 = "36b3d696ce6366023a0ea192b4cd442268995a0d"
 uuid = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
-version = "1.4.0"
+version = "1.4.2"
 
 [[deps.Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
 uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
+version = "1.9.0"
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "f9af7f195fb13589dd2e2d57fdb401717d2eb1f6"
+git-tree-sha1 = "45a7769a04a3cf80da1c1c7c60caf932e6f4c9f7"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.5.0"
+version = "1.6.0"
 
 [[deps.StatsBase]]
 deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "d1bf48bfcc554a3761a133fe3a9bb01488e06916"
+git-tree-sha1 = "75ebe04c5bed70b91614d684259b661c9e6274a4"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.33.21"
+version = "0.34.0"
 
 [[deps.Strided]]
 deps = ["LinearAlgebra", "TupleTools"]
@@ -940,9 +1045,9 @@ version = "1.2.3"
 
 [[deps.StringEncodings]]
 deps = ["Libiconv_jll"]
-git-tree-sha1 = "33c0da881af3248dafefb939a21694b97cfece76"
+git-tree-sha1 = "b765e46ba27ecf6b44faf70df40c57aa3a547dcb"
 uuid = "69024149-9ee7-55f6-a4c4-859efe599b68"
-version = "0.3.6"
+version = "0.3.7"
 
 [[deps.StringManipulation]]
 git-tree-sha1 = "46da2434b41f41ac3594ee9816ce5541c6096123"
@@ -951,9 +1056,9 @@ version = "0.3.0"
 
 [[deps.StructArrays]]
 deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
-git-tree-sha1 = "b03a3b745aa49b566f128977a7dd1be8711c5e71"
+git-tree-sha1 = "521a0e828e98bb69042fec1809c1b5a680eb7389"
 uuid = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
-version = "0.6.14"
+version = "0.6.15"
 
 [[deps.StructTypes]]
 deps = ["Dates", "UUIDs"]
@@ -961,10 +1066,15 @@ git-tree-sha1 = "ca4bccb03acf9faaf4137a9abc1881ed1841aa70"
 uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
 version = "1.10.0"
 
+[[deps.SuiteSparse_jll]]
+deps = ["Artifacts", "Libdl", "Pkg", "libblastrampoline_jll"]
+uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
+version = "5.10.1+6"
+
 [[deps.TOML]]
 deps = ["Dates"]
 uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
-version = "1.0.0"
+version = "1.0.3"
 
 [[deps.TableTraits]]
 deps = ["IteratorInterfaceExtensions"]
@@ -974,14 +1084,14 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "LinearAlgebra", "OrderedCollections", "TableTraits", "Test"]
-git-tree-sha1 = "c79322d36826aa2f4fd8ecfa96ddb47b174ac78d"
+git-tree-sha1 = "1544b926975372da01227b382066ab70e574a3ec"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.10.0"
+version = "1.10.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
 uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
-version = "1.10.1"
+version = "1.10.0"
 
 [[deps.TensorCore]]
 deps = ["LinearAlgebra"]
@@ -995,21 +1105,35 @@ uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.TimerOutputs]]
 deps = ["ExprTools", "Printf"]
-git-tree-sha1 = "f2fd3f288dfc6f507b0c3a2eb3bac009251e548b"
+git-tree-sha1 = "f548a9e9c490030e545f72074a41edfd0e5bcdd7"
 uuid = "a759f4b9-e2f1-59dc-863e-4aeb61b1ea8f"
-version = "0.5.22"
+version = "0.5.23"
 
 [[deps.TranscodingStreams]]
 deps = ["Random", "Test"]
-git-tree-sha1 = "94f38103c984f89cf77c402f2a68dbd870f8165f"
+git-tree-sha1 = "9a6ae7ed916312b41236fcef7e0af564ef934769"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
-version = "0.9.11"
+version = "0.9.13"
 
 [[deps.Transducers]]
-deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
-git-tree-sha1 = "c42fa452a60f022e9e087823b47e5a5f8adc53d5"
+deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "ConstructionBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
+git-tree-sha1 = "53bd5978b182fa7c57577bdb452c35e5b4fb73a5"
 uuid = "28d57a85-8fef-5791-bfe6-a80928e7c999"
-version = "0.4.75"
+version = "0.4.78"
+
+    [deps.Transducers.extensions]
+    TransducersBlockArraysExt = "BlockArrays"
+    TransducersDataFramesExt = "DataFrames"
+    TransducersLazyArraysExt = "LazyArrays"
+    TransducersOnlineStatsBaseExt = "OnlineStatsBase"
+    TransducersReferenceablesExt = "Referenceables"
+
+    [deps.Transducers.weakdeps]
+    BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e"
+    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
+    LazyArrays = "5078a376-72f3-5289-bfd5-ec5146d43c02"
+    OnlineStatsBase = "925886fa-5bf2-5e8e-b522-a9147a512338"
+    Referenceables = "42d2dcc6-99eb-4e98-b66c-637b7d73030e"
 
 [[deps.TupleTools]]
 git-tree-sha1 = "3c712976c47707ff893cf6ba4354aa14db1d8938"
@@ -1017,9 +1141,9 @@ uuid = "9d95972d-f1c8-5527-a6e0-b4b365fa01f6"
 version = "1.3.0"
 
 [[deps.URIs]]
-git-tree-sha1 = "ac00576f90d8a259f2c9d823e91d1de3fd44d348"
+git-tree-sha1 = "074f993b0ca030848b897beff716d93aca60f06a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.4.1"
+version = "1.4.2"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1028,6 +1152,17 @@ uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 [[deps.Unicode]]
 uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
 
+[[deps.UnsafeAtomics]]
+git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
+uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
+version = "0.2.1"
+
+[[deps.UnsafeAtomicsLLVM]]
+deps = ["LLVM", "UnsafeAtomics"]
+git-tree-sha1 = "323e3d0acf5e78a56dfae7bd8928c989b4f3083e"
+uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
+version = "0.1.3"
+
 [[deps.WeakRefStrings]]
 deps = ["DataAPI", "InlineStrings", "Parsers"]
 git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23"
@@ -1048,30 +1183,40 @@ version = "0.10.1"
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.12+3"
+version = "1.2.13+0"
 
 [[deps.Zygote]]
-deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "e1af683167eea952684188f5e1e29b9cabc2e5f9"
+deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
+git-tree-sha1 = "5be3ddb88fc992a7d8ea96c3f10a49a7e98ebc7b"
 uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.55"
+version = "0.6.62"
+
+    [deps.Zygote.extensions]
+    ZygoteColorsExt = "Colors"
+    ZygoteDistancesExt = "Distances"
+    ZygoteTrackerExt = "Tracker"
+
+    [deps.Zygote.weakdeps]
+    Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
+    Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
+    Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
 
 [[deps.ZygoteRules]]
-deps = ["MacroTools"]
-git-tree-sha1 = "8c1a8e4dfacb1fd631745552c8db35d0deb09ea0"
+deps = ["ChainRulesCore", "MacroTools"]
+git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
-version = "0.2.2"
+version = "0.2.3"
 
-[[deps.cuDNN]]
-deps = ["CEnum", "CUDA", "CUDNN_jll"]
-git-tree-sha1 = "c0ffcb38d1e8c0bbcd3dab2559cf9c369130b2f2"
-uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
-version = "1.0.1"
+[[deps.libaec_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "eddd19a8dea6b139ea97bdc8a0e2667d4b661720"
+uuid = "477f73a3-ac25-53e9-8cc3-50b2fa2566f0"
+version = "1.0.6+1"
 
 [[deps.libblastrampoline_jll]]
-deps = ["Artifacts", "Libdl", "OpenBLAS_jll"]
+deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.1.1+0"
+version = "5.7.0+0"
 
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
diff --git a/vision/convmixer_cifar10/Project.toml b/vision/convmixer_cifar10/Project.toml
index 2e29bc13..f3df6b84 100644
--- a/vision/convmixer_cifar10/Project.toml
+++ b/vision/convmixer_cifar10/Project.toml
@@ -5,6 +5,6 @@ Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 MLDatasets = "eb30cadb-4394-5ae3-aed4-317e484a6458"
 
 [compat]
-Flux = "0.13.12"
+Flux = "0.13.12, 0.14"
 MLDatasets = "0.7.6"
 julia = "1.6"