updated to 1.11.2

LocalPreferences.toml

@@ -0,0 +1 @@
+[MLDataDevices]

Manifest.toml

@@ -1,13 +1,13 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.11.1"
+julia_version = "1.11.2"
 manifest_format = "2.0"
 project_hash = "ab2197e930896350f4ba6508edd2db23590d6902"
 
 [[deps.ADTypes]]
-git-tree-sha1 = "30bb95a372787af850addf28ac937f1be7b79173"
+git-tree-sha1 = "72af59f5b8f09faee36b4ec48e014a79210f2f4f"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "1.10.0"
+version = "1.11.0"
 weakdeps = ["ChainRulesCore", "ConstructionBase", "EnzymeCore"]
 
     [deps.ADTypes.extensions]
@@ -84,9 +84,9 @@ uuid = "27a7e980-b3e6-11e9-2bcd-0b925532e340"
 version = "0.4.2"
 
 [[deps.ArgCheck]]
-git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
+git-tree-sha1 = "680b3b8759bd4c54052ada14e52355ab69e07876"
 uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
-version = "2.3.0"
+version = "2.4.0"
 
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
@@ -130,9 +130,19 @@ version = "1.11.0"
 
 [[deps.Atomix]]
 deps = ["UnsafeAtomics"]
-git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
+git-tree-sha1 = "14e254ef74e44cd6ed27fbb751d4e1f9bbf085cc"
 uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
-version = "0.1.0"
+version = "1.0.0"
+
+    [deps.Atomix.extensions]
+    AtomixCUDAExt = "CUDA"
+    AtomixMetalExt = "Metal"
+    AtomixoneAPIExt = "oneAPI"
+
+    [deps.Atomix.weakdeps]
+    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
+    Metal = "dde4c033-4e86-420c-a63e-0dd931031962"
+    oneAPI = "8f75cd03-7ff8-4ecb-9b8f-daf728133b1b"
 
 [[deps.Automa]]
 deps = ["PrecompileTools", "SIMD", "TranscodingStreams"]
@@ -242,9 +252,9 @@ weakdeps = ["ChainRulesCore", "EnzymeCore", "SpecialFunctions"]
 
 [[deps.CUDA_Driver_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "ccd1e54610c222fadfd4737dac66bff786f63656"
+git-tree-sha1 = "14996d716a2eaaeccfc8d7bc854dd87fde720ac1"
 uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc"
-version = "0.10.3+0"
+version = "0.10.4+0"
 
 [[deps.CUDA_Runtime_Discovery]]
 deps = ["Libdl"]
@@ -254,9 +264,9 @@ version = "0.3.5"
 
 [[deps.CUDA_Runtime_jll]]
 deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
-git-tree-sha1 = "ed8a056a88f5b852df94046060f6770a57334728"
+git-tree-sha1 = "17f1536c600133f7c4113bae0a2d98dbf27c7ebc"
 uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
-version = "0.15.4+0"
+version = "0.15.5+0"
 
 [[deps.CUDNN_jll]]
 deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
@@ -467,10 +477,10 @@ uuid = "244e2a9f-e319-4986-a169-4d1fe445cd52"
 version = "0.1.2"
 
 [[deps.DelaunayTriangulation]]
-deps = ["AdaptivePredicates", "EnumX", "ExactPredicates", "PrecompileTools", "Random"]
-git-tree-sha1 = "89df54fbe66e5872d91d8c2cd3a375f660c3fd64"
+deps = ["AdaptivePredicates", "EnumX", "ExactPredicates", "Random"]
+git-tree-sha1 = "e1371a23fd9816080c828d0ce04373857fe73d33"
 uuid = "927a84f5-c5f4-47a5-9785-b46e178433df"
-version = "1.6.1"
+version = "1.6.3"
 
 [[deps.DelimitedFiles]]
 deps = ["Mmap"]
@@ -492,9 +502,9 @@ version = "1.15.1"
 
 [[deps.DifferentiationInterface]]
 deps = ["ADTypes", "LinearAlgebra"]
-git-tree-sha1 = "0c99576d0b93df0aff1bed9d9adddef14e4e658f"
+git-tree-sha1 = "38b6508ce802f4113401081a42549047812c2a2c"
 uuid = "a0c0ee7d-e4b9-4e03-894e-1c5f64a51d63"
-version = "0.6.22"
+version = "0.6.24"
 
     [deps.DifferentiationInterface.extensions]
     DifferentiationInterfaceChainRulesCoreExt = "ChainRulesCore"
@@ -587,9 +597,9 @@ uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
 version = "1.0.4"
 
 [[deps.EnzymeCore]]
-git-tree-sha1 = "e333ffd38ecffcf5c6c2dafd10788404ac46fb9f"
+git-tree-sha1 = "2c366bfe21936e8f44b607eb86a1f4c110f0d841"
 uuid = "f151be2c-9106-41f4-ab19-57ee4f262869"
-version = "0.8.6"
+version = "0.8.7"
 weakdeps = ["Adapt"]
 
     [deps.EnzymeCore.extensions]
@@ -738,15 +748,15 @@ version = "4.1.1"
 
 [[deps.FreeType2_jll]]
 deps = ["Artifacts", "Bzip2_jll", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "5c1d8ae0efc6c2e7b1fc502cbe25def8f661b7bc"
+git-tree-sha1 = "786e968a8d2fb167f2e4880baba62e0e26bd8e4e"
 uuid = "d7e528f0-a631-5988-bf34-fe36492bcfd7"
-version = "2.13.2+0"
+version = "2.13.3+1"
 
 [[deps.FreeTypeAbstraction]]
 deps = ["ColorVectorSpace", "Colors", "FreeType", "GeometryBasics"]
-git-tree-sha1 = "77e2b094e61d939f9626181ab23d0b76e78f9fd3"
+git-tree-sha1 = "d52e255138ac21be31fa633200b65e4e71d26802"
 uuid = "663a7486-cb36-511b-a19d-713bb74d65c9"
-version = "0.10.5"
+version = "0.10.6"
 
 [[deps.FriBidi_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -767,9 +777,9 @@ version = "0.1.3"
 
 [[deps.Functors]]
 deps = ["Compat", "ConstructionBase", "LinearAlgebra", "Random"]
-git-tree-sha1 = "15e5397dd1cea034c7c772d9748cdee461fb5496"
+git-tree-sha1 = "60a0339f28a233601cb74468032b5c302d5067de"
 uuid = "d9f16b24-f501-4c13-a1f2-28368ffc5196"
-version = "0.5.1"
+version = "0.5.2"
 
 [[deps.Future]]
 deps = ["Random"]
@@ -825,9 +835,9 @@ version = "5.2.2+0"
 
 [[deps.Glib_jll]]
 deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "674ff0db93fffcd11a3573986e550d66cd4fd71f"
+git-tree-sha1 = "b36c7e110080ae48fdef61b0c31e6b17ada23b33"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.80.5+0"
+version = "2.82.2+0"
 
 [[deps.Glob]]
 git-tree-sha1 = "97285bbd5230dd766e9ef6749b80fc617126d496"
@@ -842,15 +852,15 @@ version = "1.1.3"
 
 [[deps.Graphite2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "344bf40dcab1073aca04aa0df4fb092f920e4011"
+git-tree-sha1 = "01979f9b37367603e2848ea225918a3b3861b606"
 uuid = "3b182d85-2403-5c21-9c21-1e1f0cc25472"
-version = "1.3.14+0"
+version = "1.3.14+1"
 
 [[deps.GridLayoutBase]]
 deps = ["GeometryBasics", "InteractiveUtils", "Observables"]
-git-tree-sha1 = "fc713f007cff99ff9e50accba6373624ddd33588"
+git-tree-sha1 = "dc6bed05c15523624909b3953686c5f5ffa10adc"
 uuid = "3955a311-db13-416c-9275-1d80ed98e5e9"
-version = "0.11.0"
+version = "0.11.1"
 
 [[deps.Grisu]]
 git-tree-sha1 = "53bb909d1151e57e2484c3d1b53e19552b887fb2"
@@ -1049,9 +1059,9 @@ version = "1.0.0"
 
 [[deps.JLD2]]
 deps = ["FileIO", "MacroTools", "Mmap", "OrderedCollections", "PrecompileTools", "Requires", "TranscodingStreams"]
-git-tree-sha1 = "ce5737c0d4490b0e0040b5dc77fbb6a351ddf188"
+git-tree-sha1 = "f1a1c1037af2a4541ea186b26b0c0e7eeaad232b"
 uuid = "033835bb-8acc-5ee8-8aae-3f567f8a3819"
-version = "0.5.8"
+version = "0.5.10"
 
 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
@@ -1103,9 +1113,9 @@ version = "0.2.4"
 
 [[deps.KernelAbstractions]]
 deps = ["Adapt", "Atomix", "InteractiveUtils", "MacroTools", "PrecompileTools", "Requires", "StaticArrays", "UUIDs", "UnsafeAtomics", "UnsafeAtomicsLLVM"]
-git-tree-sha1 = "e73a077abc7fe798fe940deabe30ef6c66bdde52"
+git-tree-sha1 = "27044736be7c5727d35fc4318d7949dee33c37b4"
 uuid = "63c18a36-062a-441e-b654-da1e3ab1ce7c"
-version = "0.9.29"
+version = "0.9.30"
 weakdeps = ["EnzymeCore", "LinearAlgebra", "SparseArrays"]
 
     [deps.KernelAbstractions.extensions]
@@ -1251,10 +1261,10 @@ uuid = "d4300ac3-e22c-5743-9152-c294e39db1e4"
 version = "1.11.0+0"
 
 [[deps.Libglvnd_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libX11_jll", "Xorg_libXext_jll"]
-git-tree-sha1 = "6f73d1dd803986947b2c750138528a999a6c7733"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll", "Xorg_libXext_jll"]
+git-tree-sha1 = "ff3b4b9d35de638936a525ecd36e86a8bb919d11"
 uuid = "7e76a0d4-f3c7-5321-8279-8d96eeed0f29"
-version = "1.6.0+0"
+version = "1.7.0+0"
 
 [[deps.Libgpg_error_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -1270,9 +1280,9 @@ version = "1.17.0+1"
 
 [[deps.Libmount_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "0c4f9c4f1a50d8f35048fa0532dabbadf702f81e"
+git-tree-sha1 = "84eef7acd508ee5b3e956a2ae51b05024181dee0"
 uuid = "4b2f31a3-9ecc-558c-b454-b3730dcb73e9"
-version = "2.40.1+0"
+version = "2.40.2+0"
 
 [[deps.Libtiff_jll]]
 deps = ["Artifacts", "JLLWrappers", "JpegTurbo_jll", "LERC_jll", "Libdl", "XZ_jll", "Zlib_jll", "Zstd_jll"]
@@ -1282,9 +1292,9 @@ version = "4.7.0+0"
 
 [[deps.Libuuid_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "5ee6203157c120d79034c748a2acba45b82b8807"
+git-tree-sha1 = "edbf5309f9ddf1cab25afc344b1e8150b7c832f9"
 uuid = "38a345b3-de98-5d2b-a5d3-14cd9215e700"
-version = "2.40.1+0"
+version = "2.40.2+0"
 
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
@@ -1319,9 +1329,9 @@ version = "1.1.0"
 
 [[deps.Lux]]
 deps = ["ADTypes", "Adapt", "ArgCheck", "ArrayInterface", "ChainRulesCore", "Compat", "ConcreteStructs", "DispatchDoctor", "EnzymeCore", "FastClosures", "ForwardDiff", "Functors", "GPUArraysCore", "LinearAlgebra", "LuxCore", "LuxLib", "MLDataDevices", "MacroTools", "Markdown", "NNlib", "Optimisers", "Preferences", "Random", "Reexport", "SIMDTypes", "Setfield", "Static", "StaticArraysCore", "Statistics", "WeightInitializers"]
-git-tree-sha1 = "601dd5020a7d4caa7e4cc683a38b54945d6f9651"
+git-tree-sha1 = "3089c2cfa20abc714c8276b79aa9dffbbe40619c"
 uuid = "b2108857-7c20-44ae-9111-449ecde12c47"
-version = "1.3.3"
+version = "1.4.0"
 
     [deps.Lux.extensions]
     LuxComponentArraysExt = "ComponentArrays"
@@ -1388,9 +1398,9 @@ version = "1.2.0"
 
 [[deps.LuxLib]]
 deps = ["ArrayInterface", "ChainRulesCore", "Compat", "CpuId", "DispatchDoctor", "EnzymeCore", "FastClosures", "ForwardDiff", "Hwloc", "KernelAbstractions", "LinearAlgebra", "LuxCore", "MLDataDevices", "Markdown", "NNlib", "Polyester", "Preferences", "Random", "Reexport", "Static", "StaticArraysCore", "Statistics"]
-git-tree-sha1 = "17f5d8c93394786fe3a79e363e59cf94b395c71f"
+git-tree-sha1 = "534a18fb11aa9c564c78cddaa61981634a5e02ef"
 uuid = "82251201-b29d-42c6-8e01-566dec8acb11"
-version = "1.3.8"
+version = "1.3.10"
 
     [deps.LuxLib.extensions]
     LuxLibAppleAccelerateExt = "AppleAccelerate"
@@ -1559,9 +1569,9 @@ version = "2023.12.12"
 
 [[deps.NNlib]]
 deps = ["Adapt", "Atomix", "ChainRulesCore", "GPUArraysCore", "KernelAbstractions", "LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "da09a1e112fd75f9af2a5229323f01b56ec96a4c"
+git-tree-sha1 = "1177f161cda2083543b9967d7ca2a3e24e721e13"
 uuid = "872c559c-99b0-510c-b3b7-b6c96a88d5cd"
-version = "0.9.24"
+version = "0.9.26"
 
     [deps.NNlib.extensions]
     NNlibAMDGPUExt = "AMDGPU"
@@ -1718,9 +1728,9 @@ uuid = "91d4177d-7536-5919-b921-800302f37372"
 version = "1.3.3+0"
 
 [[deps.OrderedCollections]]
-git-tree-sha1 = "dfdf5519f235516220579f949664f1bf44e741c5"
+git-tree-sha1 = "12f1439c4f986bb868acda6ea33ebc78e19b95ad"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.6.3"
+version = "1.7.0"
 
 [[deps.PCRE2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -1741,9 +1751,9 @@ version = "0.4.3"
 
 [[deps.Packing]]
 deps = ["GeometryBasics"]
-git-tree-sha1 = "ec3edfe723df33528e085e632414499f26650501"
+git-tree-sha1 = "bc5bf2ea3d5351edf285a06b0016788a121ce92c"
 uuid = "19eb6ba3-879d-56ad-ad62-d5c202156566"
-version = "0.5.0"
+version = "0.5.1"
 
 [[deps.PaddedViews]]
 deps = ["OffsetArrays"]
@@ -1927,9 +1937,9 @@ version = "1.3.4"
 
 [[deps.RecursiveArrayTools]]
 deps = ["Adapt", "ArrayInterface", "DocStringExtensions", "GPUArraysCore", "IteratorInterfaceExtensions", "LinearAlgebra", "RecipesBase", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface", "Tables"]
-git-tree-sha1 = "6f4dca5fd8e97087a76b7ab8384d1c3086ace0b7"
+git-tree-sha1 = "32f824db4e5bab64e25a12b22483a30a6b813d08"
 uuid = "731186ca-8d62-57ce-b412-fbd966d074cd"
-version = "3.27.3"
+version = "3.27.4"
 
     [deps.RecursiveArrayTools.extensions]
     RecursiveArrayToolsFastBroadcastExt = "FastBroadcast"
@@ -1938,6 +1948,7 @@ version = "3.27.3"
     RecursiveArrayToolsMonteCarloMeasurementsExt = "MonteCarloMeasurements"
     RecursiveArrayToolsReverseDiffExt = ["ReverseDiff", "Zygote"]
     RecursiveArrayToolsSparseArraysExt = ["SparseArrays"]
+    RecursiveArrayToolsStructArraysExt = "StructArrays"
     RecursiveArrayToolsTrackerExt = "Tracker"
     RecursiveArrayToolsZygoteExt = "Zygote"
 
@@ -1948,6 +1959,7 @@ version = "3.27.3"
     MonteCarloMeasurements = "0987c9cc-fe09-11e8-30f0-b96dd679fdca"
     ReverseDiff = "37e2e3b7-166d-5795-8a7a-e32c996b4267"
     SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
+    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
     Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
     Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
@@ -2008,9 +2020,9 @@ version = "0.1.0"
 
 [[deps.SciMLBase]]
 deps = ["ADTypes", "Accessors", "ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "Expronicon", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "PrecompileTools", "Preferences", "Printf", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SciMLStructures", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface"]
-git-tree-sha1 = "57db8ea2a39fc25c11f44d46c52b7a8d110f5324"
+git-tree-sha1 = "f48e0239fbb7799e8d81133ea71a726ec510c9ef"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "2.62.0"
+version = "2.65.1"
 
     [deps.SciMLBase.extensions]
     SciMLBaseChainRulesCoreExt = "ChainRulesCore"
@@ -2044,9 +2056,9 @@ weakdeps = ["SparseArrays", "StaticArraysCore"]
 
 [[deps.SciMLStructures]]
 deps = ["ArrayInterface"]
-git-tree-sha1 = "4cce08f7f8f9501edb1ea7b15360529745580e96"
+git-tree-sha1 = "0444a37a25fab98adbd90baa806ee492a3af133a"
 uuid = "53ae85a6-f571-4167-b2af-e1d143709226"
-version = "1.6.0"
+version = "1.6.1"
 
 [[deps.Scratch]]
 deps = ["Dates"]
@@ -2133,9 +2145,9 @@ version = "1.11.0"
 
 [[deps.SparseConnectivityTracer]]
 deps = ["ADTypes", "DocStringExtensions", "FillArrays", "LinearAlgebra", "Random", "SparseArrays"]
-git-tree-sha1 = "6914df6005bab9940e2a96879a97a43e1fb1ce78"
+git-tree-sha1 = "010b3c44301805d1ede9159f449a351d61172aa6"
 uuid = "9f842d2f-2579-4b1d-911e-f412cf18a3f5"
-version = "0.6.8"
+version = "0.6.9"
 
     [deps.SparseConnectivityTracer.extensions]
     SparseConnectivityTracerDataInterpolationsExt = "DataInterpolations"
@@ -2439,9 +2451,9 @@ version = "0.4.1"
 
 [[deps.Unitful]]
 deps = ["Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "d95fe458f26209c66a187b1114df96fd70839efd"
+git-tree-sha1 = "01915bfcd62be15329c9a07235447a89d588327c"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.21.0"
+version = "1.21.1"
 weakdeps = ["ConstructionBase", "InverseFunctions"]
 
     [deps.Unitful.extensions]
@@ -2455,9 +2467,9 @@ version = "0.2.1"
 
 [[deps.UnsafeAtomicsLLVM]]
 deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "2d17fabcd17e67d7625ce9c531fb9f40b7c42ce4"
+git-tree-sha1 = "de4287a6569bcf3a8d6201d387991a8dda25c954"
 uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.2.1"
+version = "0.2.2"
 
 [[deps.VersionParsing]]
 git-tree-sha1 = "58d6e80b4ee071f5efd07fda82cb9fbe17200868"
@@ -2506,9 +2518,9 @@ version = "2.13.5+0"
 
 [[deps.XSLT_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Libgcrypt_jll", "Libgpg_error_jll", "Libiconv_jll", "XML2_jll", "Zlib_jll"]
-git-tree-sha1 = "a54ee957f4c86b526460a720dbc882fa5edcbefc"
+git-tree-sha1 = "7d1671acbe47ac88e981868a078bd6b4e27c5191"
 uuid = "aed1982a-8fda-507f-9586-7b0439959a61"
-version = "1.1.41+0"
+version = "1.1.42+0"
 
 [[deps.XZ_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -2518,27 +2530,27 @@ version = "5.6.3+0"
 
 [[deps.Xorg_libX11_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll", "Xorg_xtrans_jll"]
-git-tree-sha1 = "afead5aba5aa507ad5a3bf01f58f82c8d1403495"
+git-tree-sha1 = "9dafcee1d24c4f024e7edc92603cedba72118283"
 uuid = "4f6342f7-b3d2-589e-9d20-edeb45f2b2bc"
-version = "1.8.6+0"
+version = "1.8.6+1"
 
 [[deps.Xorg_libXau_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "6035850dcc70518ca32f012e46015b9beeda49d8"
+git-tree-sha1 = "2b0e27d52ec9d8d483e2ca0b72b3cb1a8df5c27a"
 uuid = "0c0b7dd1-d40b-584c-a123-a41640f87eec"
-version = "1.0.11+0"
+version = "1.0.11+1"
 
 [[deps.Xorg_libXdmcp_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "34d526d318358a859d7de23da945578e8e8727b7"
+git-tree-sha1 = "02054ee01980c90297412e4c809c8694d7323af3"
 uuid = "a3789734-cfe1-5b06-b2d0-1dd0d9d62d05"
-version = "1.1.4+0"
+version = "1.1.4+1"
 
 [[deps.Xorg_libXext_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
-git-tree-sha1 = "d2d1a5c49fae4ba39983f63de6afcbea47194e85"
+git-tree-sha1 = "d7155fea91a4123ef59f42c4afb5ab3b4ca95058"
 uuid = "1082639a-0dae-5f34-9b06-72781eeb8cb3"
-version = "1.3.6+0"
+version = "1.3.6+1"
 
 [[deps.Xorg_libXrender_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libX11_jll"]
@@ -2548,27 +2560,27 @@ version = "0.9.11+0"
 
 [[deps.Xorg_libpthread_stubs_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "8fdda4c692503d44d04a0603d9ac0982054635f9"
+git-tree-sha1 = "fee57a273563e273f0f53275101cd41a8153517a"
 uuid = "14d82f49-176c-5ed1-bb49-ad3f5cbd8c74"
-version = "0.1.1+0"
+version = "0.1.1+1"
 
 [[deps.Xorg_libxcb_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "XSLT_jll", "Xorg_libXau_jll", "Xorg_libXdmcp_jll", "Xorg_libpthread_stubs_jll"]
-git-tree-sha1 = "bcd466676fef0878338c61e655629fa7bbc69d8e"
+git-tree-sha1 = "1a74296303b6524a0472a8cb12d3d87a78eb3612"
 uuid = "c7cfdc94-dc32-55de-ac96-5a1b8d977c5b"
-version = "1.17.0+0"
+version = "1.17.0+1"
 
 [[deps.Xorg_xtrans_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77"
+git-tree-sha1 = "b9ead2d2bdb27330545eb14234a2e300da61232e"
 uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10"
-version = "1.5.0+0"
+version = "1.5.0+1"
 
 [[deps.ZMQ]]
 deps = ["FileWatching", "PrecompileTools", "Sockets", "ZeroMQ_jll"]
-git-tree-sha1 = "18cfd00df3cbbebf8ea4ec7ea6bbceb3af716bd0"
+git-tree-sha1 = "33333bdded3835f81b9b6353da9243dc4ec62e0f"
 uuid = "c2297ded-f4af-51ae-bb23-16f91089e4e1"
-version = "1.3.0"
+version = "1.4.0"
 
 [[deps.ZeroMQ_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "libsodium_jll"]

Project.toml

@@ -13,3 +13,6 @@ Printf = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
+
+[extras]
+MLDataDevices = "7e8f7934-dd98-4c1a-8fe8-92b47a384d40"

notebooks/lux_LSTM.jl

@@ -176,6 +176,17 @@ ps_trained, st_trained = main(SpiralClassifier)
 # ╔═╡ e79ae982-26f4-40e2-ba4f-7ec938f09745
 main(SpiralClassifierCompact)
 
+# ╔═╡ 1ce4eef3-65f1-4733-9d79-09658d83e4e6
+md"""
+## Displaying the structure of the network
+"""
+
+# ╔═╡ 7164a84f-bf93-42b3-8bd2-93beef4852a5
+SpiralClassifier(2, 3, 1)
+
+# ╔═╡ 2361f4ab-80d3-4e28-97e5-6534a9e6fc06
+SpiralClassifierCompact(2, 3, 1)
+
 # ╔═╡ ed14a94b-df23-42c6-92e8-f7e8f2548239
 md"""
 # Misc
@@ -235,7 +246,7 @@ Zygote = "~0.6.73"
 PLUTO_MANIFEST_TOML_CONTENTS = """
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.11.1"
+julia_version = "1.11.2"
 manifest_format = "2.0"
 project_hash = "074b71b0f8bece82a9b50ed16efad950039d6822"
 
@@ -2653,6 +2664,9 @@ version = "3.6.0+0"
 # ╠═6b2584a2-3aca-40d7-a123-7fcd556a0c6b
 # ╠═e090f9e1-80a7-4a4f-a1e3-05d294a20901
 # ╠═e79ae982-26f4-40e2-ba4f-7ec938f09745
+# ╟─1ce4eef3-65f1-4733-9d79-09658d83e4e6
+# ╠═7164a84f-bf93-42b3-8bd2-93beef4852a5
+# ╠═2361f4ab-80d3-4e28-97e5-6534a9e6fc06
 # ╟─ed14a94b-df23-42c6-92e8-f7e8f2548239
 # ╠═4aa7ddba-9cb2-4952-9ec3-96368bdc4335
 # ╠═e6e4c980-94a3-40d3-88eb-b991d0bfd512