diff --git a/S/Surrogates/Compat.toml b/S/Surrogates/Compat.toml
index 91194ae9e040c1e..9189ff2a3de7b5c 100644
--- a/S/Surrogates/Compat.toml
+++ b/S/Surrogates/Compat.toml
@@ -26,7 +26,7 @@ LIBSVM = "0.3"
 Tracker = "0.2"
 XGBoost = "0.4"
 
-["0.1.1-4"]
+["0.1.1-5"]
 GLM = "1.3.0-1"
 LatinHypercubeSampling = "1.2.0-1"
 Sobol = "1.3.0-1"
@@ -40,7 +40,7 @@ DataFrames = "0.19-0.20"
 ["0.5-0"]
 Requires = "0.5"
 
-[1-4]
+[1-5]
 Requires = ["0.5", "1"]
 
 ["1.0"]
@@ -66,7 +66,7 @@ IterativeSolvers = "0.8"
 ["1.2-3"]
 PolyChaos = "0.2"
 
-["1.2-4"]
+["1.2-5"]
 XGBoost = ["0.4", "1.1.0-1"]
 
 ["1.3-1"]
@@ -81,14 +81,14 @@ Distributions = "0.21-0.24"
 ["1.5-1"]
 IterativeSolvers = "0.8-0.9"
 
-["1.5-4"]
+["1.5-5"]
 Zygote = "0.4-0.6"
 
 [2-3]
 Flux = "0.11-0.12"
 julia = "1.5.0-1"
 
-[2-4]
+[2-5]
 IterativeSolvers = "0.9"
 
 ["2.0"]
@@ -98,24 +98,24 @@ Stheno = "0.6"
 ["2.1-2"]
 ExtendableSparse = "0.4-0.5"
 
-["2.2-4"]
+["2.2-5"]
 Distributions = "0.21-0.25"
 
-[3-4]
+[3-5]
 ExtendableSparse = "0.4-0.6"
 
 ["4.0"]
 julia = "1.5.0-1"
 
-["4.1-4"]
+["4.1-5"]
 julia = "1.6.0-1"
 
-["4.2-4"]
-AbstractGPs = "0.5"
-PolyChaos = "0.2"
-
 ["4.2-4.4"]
 Flux = "0.11-0.12"
 
-["4.5-4"]
+["4.2-5"]
+AbstractGPs = "0.5"
+PolyChaos = "0.2"
+
+["4.5-5"]
 Flux = "0.12-0.13"
diff --git a/S/Surrogates/Deps.toml b/S/Surrogates/Deps.toml
index ab5bc667e08d588..99eba8dd2124786 100644
--- a/S/Surrogates/Deps.toml
+++ b/S/Surrogates/Deps.toml
@@ -7,7 +7,7 @@ Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 LIBSVM = "b1bec4e5-fd48-53fe-b0cb-9723c09d164b"
 XGBoost = "009559a3-9522-5dbb-924b-0b6ed2b22bb9"
 
-[0-4]
+[0-5]
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 GLM = "38e38edf-8417-5370-95a0-9cbb8c7f171a"
 LatinHypercubeSampling = "a5e1c1ea-c99a-51d3-a14d-a9a37257b02d"
@@ -17,7 +17,7 @@ Sobol = "ed01d8cd-4d21-5b2a-85b4-cc3bdc58bad4"
 ["0.1.1-0.4"]
 Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
 
-["0.5-4"]
+["0.5-5"]
 Requires = "ae029012-a4dd-5104-9daa-d747884805df"
 
 ["1.1-1"]
@@ -31,19 +31,19 @@ GaussianMixtures = "cc18c42c-b769-54ff-9e2a-b28141a64aae"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 PolyChaos = "8d666b04-775d-5f6e-b778-5ac7c70f65a3"
 
-["1.2-4"]
+["1.2-5"]
 ExtendableSparse = "95c220a8-a1cf-11e9-0c77-dbfce5f500b3"
 IterativeSolvers = "42fd0dbc-a981-5370-80f2-aaf504508153"
 SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
 XGBoost = "009559a3-9522-5dbb-924b-0b6ed2b22bb9"
 
-["1.3-4"]
+["1.3-5"]
 Zygote = "e88e6eb3-aa80-5325-afca-941959d7151f"
 
 ["2.0"]
 Stheno = "8188c328-b5d6-583d-959b-9690869a5511"
 
-["4.2-4"]
+["4.2-5"]
 AbstractGPs = "99985d1d-32ba-4be9-9821-2ec096f28918"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 PolyChaos = "8d666b04-775d-5f6e-b778-5ac7c70f65a3"
diff --git a/S/Surrogates/Versions.toml b/S/Surrogates/Versions.toml
index f763534266c3e49..db6ff751aa3ea78 100644
--- a/S/Surrogates/Versions.toml
+++ b/S/Surrogates/Versions.toml
@@ -75,3 +75,6 @@ git-tree-sha1 = "cd2d93588c16ca4276f96fff430bcbb5e1685715"
 
 ["4.5.0"]
 git-tree-sha1 = "3a22daccb0a009e6cc23e90c2e7fb6d2289806a5"
+
+["5.0.0"]
+git-tree-sha1 = "336e4c65d37d0de2c7faf5422ee974e5baed9158"