diff --git a/Manifest.toml b/Manifest.toml
index f6c680ec1..3b177c3a9 100644
--- a/Manifest.toml
+++ b/Manifest.toml
@@ -16,16 +16,16 @@ uuid = "9e28174c-4ba2-5203-b857-d8d62c4213ee"
 version = "0.8.10"
 
 [[BinaryProvider]]
-deps = ["Libdl", "Logging", "SHA"]
-git-tree-sha1 = "c7361ce8a2129f20b0e05a89f7070820cfed6648"
+deps = ["Libdl", "SHA"]
+git-tree-sha1 = "29995a7b317bbd06be147e1974a3541ce2502dca"
 uuid = "b99e7846-7c00-51b0-8f62-c81ae34c0232"
-version = "0.5.6"
+version = "0.5.7"
 
 [[CSTParser]]
 deps = ["Tokenize"]
-git-tree-sha1 = "c69698c3d4a7255bc1b4bc2afc09f59db910243b"
+git-tree-sha1 = "99dda94f5af21a4565dc2b97edf6a95485f116c3"
 uuid = "00ebfdb7-1f24-5e51-bd34-a7502290713f"
-version = "0.6.2"
+version = "1.0.0"
 
 [[CommonSubexpressions]]
 deps = ["Test"]
@@ -53,9 +53,9 @@ version = "4.0.0"
 
 [[DataStructures]]
 deps = ["InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "2103e504f427e54ffa19af9ada225733a21f951f"
+git-tree-sha1 = "1fe8fad5fc84686dcbc674aa255bc867a64f8132"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.17.3"
+version = "0.17.5"
 
 [[Dates]]
 deps = ["Printf"]
@@ -83,21 +83,21 @@ uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 
 [[FFTW]]
 deps = ["AbstractFFTs", "BinaryProvider", "Conda", "Libdl", "LinearAlgebra", "Reexport", "Test"]
-git-tree-sha1 = "e1a479d3c972f20c9a70563eec740bbfc786f515"
+git-tree-sha1 = "6c5b420da0b8c12098048561b8d58f81adea506f"
 uuid = "7a1cc6ca-52ef-59f5-83cd-3a7055c09341"
-version = "0.3.0"
+version = "1.0.1"
 
 [[FillArrays]]
 deps = ["LinearAlgebra", "Random", "SparseArrays"]
-git-tree-sha1 = "8fba6ddaf66b45dec830233cea0aae43eb1261ad"
+git-tree-sha1 = "de38b0253ade98340fabaf220f368f6144541938"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "0.6.4"
+version = "0.7.4"
 
 [[ForwardDiff]]
-deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "InteractiveUtils", "LinearAlgebra", "NaNMath", "Random", "SparseArrays", "SpecialFunctions", "StaticArrays", "Test"]
-git-tree-sha1 = "4c4d727f1b7e0092134fabfab6396b8945c1ea5b"
+deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "NaNMath", "Random", "SpecialFunctions", "StaticArrays"]
+git-tree-sha1 = "adf88d6da1f0294058f38295becf8807986bb7d0"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.3"
+version = "0.10.5"
 
 [[IRTools]]
 deps = ["InteractiveUtils", "MacroTools", "Test"]
@@ -211,16 +211,16 @@ deps = ["LinearAlgebra", "Random"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 
 [[SpecialFunctions]]
-deps = ["BinDeps", "BinaryProvider", "Libdl", "Test"]
-git-tree-sha1 = "0b45dc2e45ed77f445617b99ff2adf0f5b0f23ea"
+deps = ["BinDeps", "BinaryProvider", "Libdl"]
+git-tree-sha1 = "3bdd374b6fd78faf0119b8c5d538788dbf910c6e"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "0.7.2"
+version = "0.8.0"
 
 [[StaticArrays]]
 deps = ["LinearAlgebra", "Random", "Statistics"]
-git-tree-sha1 = "1085ffbf5fd48fdba64ef8e902ca429c4e1212d3"
+git-tree-sha1 = "1e9c5d89cba8047d518f1ffef432906ef1a3e8bd"
 uuid = "90137ffa-7385-5640-81b9-e52037218182"
-version = "0.11.1"
+version = "0.12.0"
 
 [[Statistics]]
 deps = ["LinearAlgebra", "SparseArrays"]
@@ -262,8 +262,6 @@ version = "1.1.3"
 
 [[ZygoteRules]]
 deps = ["MacroTools"]
-git-tree-sha1 = "c4c29b30b8ff3be13d4244e78be7df2a42bc54d0"
-repo-rev = "master"
-repo-url = "https://github.com/FluxML/ZygoteRules.jl.git"
+git-tree-sha1 = "b3b4882cc9accf6731a08cc39543fbc6b669dca8"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
 version = "0.2.0"
diff --git a/Project.toml b/Project.toml
index 1638b12a3..93c5241fe 100644
--- a/Project.toml
+++ b/Project.toml
@@ -20,8 +20,16 @@ Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 ZygoteRules = "700de1a5-db45-46bc-99cf-38207098b444"
 
 [compat]
+DiffRules = "0.0"
+FFTW = "1"
+FillArrays = "0"
+ForwardDiff = "0.10"
 IRTools = "0.3"
+MacroTools = "0.5"
 NNlib = "0.6"
+NaNMath = "0.3"
+Requires = "0.5"
+SpecialFunctions = "0.8"
 ZygoteRules = "0.2"
 julia = "1"