diff --git a/.gitignore b/.gitignore
index fc4ca3c45..d3e1ffb81 100644
--- a/.gitignore
+++ b/.gitignore
@@ -23,4 +23,4 @@ notebook/
 markdown/
 
 .vscode
-*.html
+*.html
\ No newline at end of file
diff --git a/benchmarks/GlobalOptimization/.CondaPkg/.gitattributes b/benchmarks/GlobalOptimization/.CondaPkg/.gitattributes
new file mode 100644
index 000000000..887a2c18f
--- /dev/null
+++ b/benchmarks/GlobalOptimization/.CondaPkg/.gitattributes
@@ -0,0 +1,2 @@
+# SCM syntax highlighting & preventing 3-way merges
+pixi.lock merge=binary linguist-language=YAML linguist-generated=true
diff --git a/benchmarks/GlobalOptimization/.CondaPkg/.gitignore b/benchmarks/GlobalOptimization/.CondaPkg/.gitignore
new file mode 100644
index 000000000..740bb7d1a
--- /dev/null
+++ b/benchmarks/GlobalOptimization/.CondaPkg/.gitignore
@@ -0,0 +1,4 @@
+
+# pixi environments
+.pixi
+*.egg-info
diff --git a/benchmarks/GlobalOptimization/.CondaPkg/meta b/benchmarks/GlobalOptimization/.CondaPkg/meta
new file mode 100644
index 000000000..877aea1d5
Binary files /dev/null and b/benchmarks/GlobalOptimization/.CondaPkg/meta differ
diff --git a/benchmarks/GlobalOptimization/.CondaPkg/pixi.lock b/benchmarks/GlobalOptimization/.CondaPkg/pixi.lock
new file mode 100644
index 000000000..ed8b2faa3
--- /dev/null
+++ b/benchmarks/GlobalOptimization/.CondaPkg/pixi.lock
@@ -0,0 +1,870 @@
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+  timestamp: 1739792424558
+- conda: https://conda.anaconda.org/conda-forge/noarch/six-1.17.0-pyhd8ed1ab_0.conda
+  sha256: 41db0180680cc67c3fa76544ffd48d6a5679d96f4b71d7498a759e94edc9a2db
+  md5: a451d576819089b0d672f18768be0f65
+  depends:
+  - python >=3.9
+  license: MIT
+  license_family: MIT
+  size: 16385
+  timestamp: 1733381032766
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/tk-8.6.13-h892fb3f_2.conda
+  sha256: cb86c522576fa95c6db4c878849af0bccfd3264daf0cc40dd18e7f4a7bfced0e
+  md5: 7362396c170252e7b7b0c8fb37fe9c78
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.3.1,<2.0a0
+  arch: arm64
+  platform: osx
+  license: TCL
+  license_family: BSD
+  size: 3125538
+  timestamp: 1748388189063
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/tornado-6.5.1-py312hea69d52_0.conda
+  sha256: 02835bf9f49a7c6f73622614be67dc20f9b5c2ce9f663f427150dc0579007daa
+  md5: 375a5a90946ff09cd98b9cf5b833023c
+  depends:
+  - __osx >=11.0
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
+  license: Apache-2.0
+  license_family: Apache
+  size: 851614
+  timestamp: 1748003575892
+- conda: https://conda.anaconda.org/conda-forge/noarch/tzdata-2025b-h78e105d_0.conda
+  sha256: 5aaa366385d716557e365f0a4e9c3fca43ba196872abbbe3d56bb610d131e192
+  md5: 4222072737ccff51314b5ece9c7d6f5a
+  license: LicenseRef-Public-Domain
+  size: 122968
+  timestamp: 1742727099393
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/unicodedata2-16.0.0-py312hea69d52_0.conda
+  sha256: c6ca9ea11eecc650df4bce4b3daa843821def6d753eeab6d81de35bb43f9d984
+  md5: 9a835052506b91ea8f0d8e352cd12246
+  depends:
+  - __osx >=11.0
+  - python >=3.12,<3.13.0a0
+  - python >=3.12,<3.13.0a0 *_cpython
+  - python_abi 3.12.* *_cp312
+  arch: arm64
+  platform: osx
+  license: Apache-2.0
+  license_family: Apache
+  size: 409745
+  timestamp: 1736692768349
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxau-1.0.12-h5505292_0.conda
+  sha256: f33e6f013fc36ebc200f09ddead83468544cb5c353a3b50499b07b8c34e28a8d
+  md5: 50901e0764b7701d8ed7343496f4f301
+  depends:
+  - __osx >=11.0
+  arch: arm64
+  platform: osx
+  license: MIT
+  license_family: MIT
+  size: 13593
+  timestamp: 1734229104321
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/xorg-libxdmcp-1.1.5-hd74edd7_0.conda
+  sha256: 9939a166d780700d81023546759102b33fdc2c5f11ef09f5f66c77210fd334c8
+  md5: 77c447f48cab5d3a15ac224edb86a968
+  depends:
+  - __osx >=11.0
+  arch: arm64
+  platform: osx
+  license: MIT
+  license_family: MIT
+  size: 18487
+  timestamp: 1727795205022
+- conda: https://conda.anaconda.org/conda-forge/osx-arm64/zstd-1.5.7-h6491c7d_2.conda
+  sha256: 0d02046f57f7a1a3feae3e9d1aa2113788311f3cf37a3244c71e61a93177ba67
+  md5: e6f69c7bcccdefa417f056fa593b40f0
+  depends:
+  - __osx >=11.0
+  - libzlib >=1.3.1,<2.0a0
+  arch: arm64
+  platform: osx
+  license: BSD-3-Clause
+  license_family: BSD
+  size: 399979
+  timestamp: 1742433432699
diff --git a/benchmarks/GlobalOptimization/.CondaPkg/pixi.toml b/benchmarks/GlobalOptimization/.CondaPkg/pixi.toml
new file mode 100644
index 000000000..bfd529ef2
--- /dev/null
+++ b/benchmarks/GlobalOptimization/.CondaPkg/pixi.toml
@@ -0,0 +1,18 @@
+[dependencies]
+openssl = ">=3, <3.6"
+matplotlib = "*"
+cma = "*"
+numpy = "*"
+scipy = "*"
+
+    [dependencies.python]
+    channel = "conda-forge"
+    build = "*cpython*"
+    version = ">=3.8,<4"
+
+[project]
+name = ".CondaPkg"
+platforms = ["osx-arm64"]
+channels = ["conda-forge"]
+channel-priority = "strict"
+description = "automatically generated by CondaPkg.jl"
diff --git a/benchmarks/GlobalOptimization/Manifest.toml b/benchmarks/GlobalOptimization/Manifest.toml
index 242c5b4cb..182f38d8b 100644
--- a/benchmarks/GlobalOptimization/Manifest.toml
+++ b/benchmarks/GlobalOptimization/Manifest.toml
@@ -2,12 +2,12 @@
 
 julia_version = "1.10.9"
 manifest_format = "2.0"
-project_hash = "c28543411219efac390044c93bdbf3644f03f1a3"
+project_hash = "b79d75d8449b6743f8196c4a018fb983a688cb9a"
 
 [[deps.ADTypes]]
-git-tree-sha1 = "e2478490447631aedba0823d4d7a80b2cc8cdb32"
+git-tree-sha1 = "be7ae030256b8ef14a441726c4c37766b90b93a3"
 uuid = "47edcb42-4c32-4615-8424-f2b9edc5f35b"
-version = "1.14.0"
+version = "1.15.0"
 
     [deps.ADTypes.extensions]
     ADTypesChainRulesCoreExt = "ChainRulesCore"
@@ -167,9 +167,9 @@ version = "1.18.5+0"
 
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra"]
-git-tree-sha1 = "1713c74e00545bfe14605d2a2be1712de8fbcb58"
+git-tree-sha1 = "06ee8d1aa558d2833aa799f6f0b31b30cada405f"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-version = "1.25.1"
+version = "1.25.2"
 weakdeps = ["SparseArrays"]
 
     [deps.ChainRulesCore.extensions]
@@ -273,6 +273,12 @@ git-tree-sha1 = "b19db3927f0db4151cb86d073689f2428e524576"
 uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d"
 version = "1.10.2"
 
+[[deps.CondaPkg]]
+deps = ["JSON3", "Markdown", "MicroMamba", "Pidfile", "Pkg", "Preferences", "Scratch", "TOML", "pixi_jll"]
+git-tree-sha1 = "93e81a68a84dba7e652e61425d982cd71a1a0835"
+uuid = "992eb4ea-22a4-4c89-a5bb-47a3300528ab"
+version = "0.2.29"
+
 [[deps.ConsoleProgressMonitor]]
 deps = ["Logging", "ProgressMeter"]
 git-tree-sha1 = "3ab7b2136722890b9af903859afcf457fa3059e8"
@@ -280,9 +286,9 @@ uuid = "88cd18e8-d9cc-4ea6-8889-5259c0d15c8b"
 version = "0.1.2"
 
 [[deps.ConstructionBase]]
-git-tree-sha1 = "76219f1ed5771adbb096743bff43fb5fdd4c1157"
+git-tree-sha1 = "b4b092499347b18a015186eae3042f72267106cb"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
-version = "1.5.8"
+version = "1.6.0"
 
     [deps.ConstructionBase.extensions]
     ConstructionBaseIntervalSetsExt = "IntervalSets"
@@ -350,9 +356,9 @@ version = "1.15.1"
 
 [[deps.DifferentiationInterface]]
 deps = ["ADTypes", "LinearAlgebra"]
-git-tree-sha1 = "c8d85ecfcbaef899308706bebdd8b00107f3fb43"
+git-tree-sha1 = "210933c93f39f832d92f9efbbe69a49c453db36d"
 uuid = "a0c0ee7d-e4b9-4e03-894e-1c5f64a51d63"
-version = "0.6.54"
+version = "0.7.1"
 
     [deps.DifferentiationInterface.extensions]
     DifferentiationInterfaceChainRulesCoreExt = "ChainRulesCore"
@@ -430,9 +436,9 @@ version = "0.25.120"
     Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.DocStringExtensions]]
-git-tree-sha1 = "e7b7e6f178525d17c720ab9c081e4ef04429f860"
+git-tree-sha1 = "7442a5dfe1ebb773c29cc2962a8980f47221d76c"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.4"
+version = "0.9.5"
 
 [[deps.Downloads]]
 deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
@@ -547,9 +553,9 @@ version = "1.3.7"
 
 [[deps.ForwardDiff]]
 deps = ["CommonSubexpressions", "DiffResults", "DiffRules", "LinearAlgebra", "LogExpFunctions", "NaNMath", "Preferences", "Printf", "Random", "SpecialFunctions"]
-git-tree-sha1 = "a2df1b776752e3f344e5116c06d75a10436ab853"
+git-tree-sha1 = "910febccb28d493032495b7009dce7d7f7aee554"
 uuid = "f6369f11-7733-5829-9624-2563aa707210"
-version = "0.10.38"
+version = "1.0.1"
 
     [deps.ForwardDiff.extensions]
     ForwardDiffStaticArraysExt = "StaticArrays"
@@ -604,21 +610,21 @@ version = "0.2.0"
 
 [[deps.GR]]
 deps = ["Artifacts", "Base64", "DelimitedFiles", "Downloads", "GR_jll", "HTTP", "JSON", "Libdl", "LinearAlgebra", "Preferences", "Printf", "Qt6Wayland_jll", "Random", "Serialization", "Sockets", "TOML", "Tar", "Test", "p7zip_jll"]
-git-tree-sha1 = "4424dca1462cc3f19a0e6f07b809ad948ac1d62b"
+git-tree-sha1 = "1828eb7275491981fa5f1752a5e126e8f26f8741"
 uuid = "28b8d3ca-fb5f-59d9-8090-bfdbd6d07a71"
-version = "0.73.16"
+version = "0.73.17"
 
 [[deps.GR_jll]]
 deps = ["Artifacts", "Bzip2_jll", "Cairo_jll", "FFMPEG_jll", "Fontconfig_jll", "FreeType2_jll", "GLFW_jll", "JLLWrappers", "JpegTurbo_jll", "Libdl", "Libtiff_jll", "Pixman_jll", "Qt6Base_jll", "Zlib_jll", "libpng_jll"]
-git-tree-sha1 = "d7ecfaca1ad1886de4f9053b5b8aef34f36ede7f"
+git-tree-sha1 = "27299071cc29e409488ada41ec7643e0ab19091f"
 uuid = "d2c73de3-f751-5644-a686-071e5b155ba9"
-version = "0.73.16+0"
+version = "0.73.17+0"
 
-[[deps.Gettext_jll]]
-deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll", "Pkg", "XML2_jll"]
-git-tree-sha1 = "9b02998aba7bf074d14de89f9d37ca24a1a0b046"
-uuid = "78b55507-aeef-58d4-861c-77aaff3498b1"
-version = "0.21.0+0"
+[[deps.GettextRuntime_jll]]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Libiconv_jll"]
+git-tree-sha1 = "45288942190db7c5f760f59c04495064eedf9340"
+uuid = "b0724c58-0f36-5564-988d-3bb0596ebc4a"
+version = "0.22.4+0"
 
 [[deps.Git]]
 deps = ["Git_jll", "JLLWrappers", "OpenSSH_jll"]
@@ -628,15 +634,15 @@ version = "1.4.0"
 
 [[deps.Git_jll]]
 deps = ["Artifacts", "Expat_jll", "JLLWrappers", "LibCURL_jll", "Libdl", "Libiconv_jll", "OpenSSL_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "2f6d6f7e6d6de361865d4394b802c02fc944fc7c"
+git-tree-sha1 = "b981ed24de5855f20fce5b8cb767c179f93e4268"
 uuid = "f8c6e375-362e-5223-8a59-34ff63f689eb"
-version = "2.49.0+0"
+version = "2.50.0+0"
 
 [[deps.Glib_jll]]
-deps = ["Artifacts", "Gettext_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
-git-tree-sha1 = "fee60557e4f19d0fe5cd169211fdda80e494f4e8"
+deps = ["Artifacts", "GettextRuntime_jll", "JLLWrappers", "Libdl", "Libffi_jll", "Libiconv_jll", "Libmount_jll", "PCRE2_jll", "Zlib_jll"]
+git-tree-sha1 = "35fbd0cefb04a516104b8e183ce0df11b70a3f1a"
 uuid = "7746bdde-850d-59dc-9ae8-88ece973131d"
-version = "2.84.0+0"
+version = "2.84.3+0"
 
 [[deps.Graphite2_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -651,9 +657,9 @@ version = "1.0.2"
 
 [[deps.HTTP]]
 deps = ["Base64", "CodecZlib", "ConcurrentUtilities", "Dates", "ExceptionUnwrapping", "Logging", "LoggingExtras", "MbedTLS", "NetworkOptions", "OpenSSL", "PrecompileTools", "Random", "SimpleBufferStream", "Sockets", "URIs", "UUIDs"]
-git-tree-sha1 = "f93655dc73d7a0b4a368e3c0bce296ae035ad76e"
+git-tree-sha1 = "ed5e9c58612c4e081aecdb6e1a479e18462e041e"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-version = "1.10.16"
+version = "1.10.17"
 
 [[deps.HarfBuzz_jll]]
 deps = ["Artifacts", "Cairo_jll", "Fontconfig_jll", "FreeType2_jll", "Glib_jll", "Graphite2_jll", "JLLWrappers", "Libdl", "Libffi_jll"]
@@ -675,9 +681,9 @@ version = "0.3.28"
 
 [[deps.IJulia]]
 deps = ["Base64", "Conda", "Dates", "InteractiveUtils", "JSON", "Logging", "Markdown", "MbedTLS", "Pkg", "Printf", "REPL", "Random", "SoftGlobalScope", "UUIDs", "ZMQ"]
-git-tree-sha1 = "be30be76e25b0aff2c9a85930ed3ac34c5f10c83"
+git-tree-sha1 = "9e60d328aa8060368d6dadd24b644d0ebaf0c1cb"
 uuid = "7073ff75-c697-5162-941a-fcdaad2a7d2a"
-version = "1.27.0"
+version = "1.29.0"
 
 [[deps.InteractiveUtils]]
 deps = ["Markdown"]
@@ -822,6 +828,10 @@ version = "0.16.8"
     SymEngine = "123dc426-2d89-5057-bbad-38513e3affd8"
     tectonic_jll = "d7dd28d6-a5e6-559c-9131-7eb760cdacc5"
 
+[[deps.LazyArtifacts]]
+deps = ["Artifacts", "Pkg"]
+uuid = "4af54fe1-eca0-43a8-85a7-787d91b784e3"
+
 [[deps.LeftChildRightSiblingTrees]]
 deps = ["AbstractTrees"]
 git-tree-sha1 = "fb6803dafae4a5d62ea5cab204b1e657d9737e7f"
@@ -893,9 +903,9 @@ version = "2.41.0+0"
 
 [[deps.LineSearches]]
 deps = ["LinearAlgebra", "NLSolversBase", "NaNMath", "Parameters", "Printf"]
-git-tree-sha1 = "e4c3be53733db1051cc15ecf573b1042b3a712a1"
+git-tree-sha1 = "4adee99b7262ad2a1a4bbbc59d993d24e55ea96f"
 uuid = "d3d80556-e9d4-5f37-9878-2ab0fcc64255"
-version = "7.3.0"
+version = "7.4.0"
 
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
@@ -959,9 +969,9 @@ uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 
 [[deps.MathOptInterface]]
 deps = ["BenchmarkTools", "CodecBzip2", "CodecZlib", "DataStructures", "ForwardDiff", "JSON3", "LinearAlgebra", "MutableArithmetics", "NaNMath", "OrderedCollections", "PrecompileTools", "Printf", "SparseArrays", "SpecialFunctions", "Test"]
-git-tree-sha1 = "d4eb6037ce33f974a58a2ea9ccba28beab2a93c1"
+git-tree-sha1 = "2f2c18c6acab9042557bdb0af8c3a14dd7b64413"
 uuid = "b8f27783-ece8-5eb3-8dc8-9495eed66fee"
-version = "1.40.1"
+version = "1.41.0"
 
 [[deps.MbedTLS]]
 deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
@@ -991,6 +1001,12 @@ git-tree-sha1 = "03d457e957cb8238d787525b8fec04ece4cbac9a"
 uuid = "bcdb8e00-2c21-11e9-3065-2b553b22f898"
 version = "3.4.0"
 
+[[deps.MicroMamba]]
+deps = ["Pkg", "Scratch", "micromamba_jll"]
+git-tree-sha1 = "011cab361eae7bcd7d278f0a7a00ff9c69000c51"
+uuid = "0b3b1443-0f03-428d-bdfb-f27f9c1191ea"
+version = "0.1.14"
+
 [[deps.Missings]]
 deps = ["DataAPI"]
 git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d"
@@ -1002,9 +1018,9 @@ uuid = "a63ad114-7e13-5084-954f-fe012c677804"
 
 [[deps.Moshi]]
 deps = ["ExproniconLite", "Jieko"]
-git-tree-sha1 = "453de0fc2be3d11b9b93ca4d0fddd91196dcf1ed"
+git-tree-sha1 = "d5198869af7a8aec7354dc8559ae71aba77a625a"
 uuid = "2e0e35c7-a2e4-4343-998d-7ef72827ed2d"
-version = "0.3.5"
+version = "0.3.6"
 
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
@@ -1012,9 +1028,9 @@ version = "2023.1.10"
 
 [[deps.Mustache]]
 deps = ["Printf", "Tables"]
-git-tree-sha1 = "3b2db451a872b20519ebb0cec759d3d81a1c6bcb"
+git-tree-sha1 = "3cbd5dda543bc59f2e482607ccf84b633724fc32"
 uuid = "ffc61752-8dc7-55ee-8c37-f3e9cdd09e70"
-version = "1.0.20"
+version = "1.0.21"
 
 [[deps.MutableArithmetics]]
 deps = ["LinearAlgebra", "SparseArrays", "Test"]
@@ -1024,9 +1040,9 @@ version = "1.6.4"
 
 [[deps.NLSolversBase]]
 deps = ["ADTypes", "DifferentiationInterface", "Distributed", "FiniteDiff", "ForwardDiff"]
-git-tree-sha1 = "b14c7be6046e7d48e9063a0053f95ee0fc954176"
+git-tree-sha1 = "25a6638571a902ecfb1ae2a18fc1575f86b1d4df"
 uuid = "d41bc354-129a-5804-8e4c-c37616107c6c"
-version = "7.9.1"
+version = "7.10.0"
 
 [[deps.NLopt]]
 deps = ["CEnum", "NLopt_jll"]
@@ -1046,9 +1062,9 @@ version = "2.10.0+0"
 
 [[deps.NOMAD]]
 deps = ["Libdl", "LinearAlgebra", "NOMAD_jll", "SparseArrays", "Test", "Tulip"]
-git-tree-sha1 = "9b918f45f00ecbeb5b1676cb7ee960b8b94f3f6a"
+git-tree-sha1 = "dbe00e8d6fc1a2fd002fd718e66b878f0ec21e4a"
 uuid = "02130f1c-4665-5b79-af82-ff1385104aa0"
-version = "2.4.1"
+version = "2.4.2"
 
 [[deps.NOMAD_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
@@ -1117,9 +1133,9 @@ version = "0.5.6+0"
 
 [[deps.Optim]]
 deps = ["Compat", "EnumX", "FillArrays", "ForwardDiff", "LineSearches", "LinearAlgebra", "NLSolversBase", "NaNMath", "PositiveFactorizations", "Printf", "SparseArrays", "StatsBase"]
-git-tree-sha1 = "31b3b1b8e83ef9f1d50d74f1dd5f19a37a304a1f"
+git-tree-sha1 = "61942645c38dd2b5b78e2082c9b51ab315315d10"
 uuid = "429524aa-4258-5aef-a3af-852621145aeb"
-version = "1.12.0"
+version = "1.13.2"
 weakdeps = ["MathOptInterface"]
 
     [deps.Optim.extensions]
@@ -1143,9 +1159,9 @@ version = "0.4.6"
 
 [[deps.Optimization]]
 deps = ["ADTypes", "ArrayInterface", "ConsoleProgressMonitor", "DocStringExtensions", "LBFGSB", "LinearAlgebra", "Logging", "LoggingExtras", "OptimizationBase", "Printf", "ProgressLogging", "Reexport", "SciMLBase", "SparseArrays", "TerminalLoggers"]
-git-tree-sha1 = "89002c7a2f776c47b693d95acbf8f5c098f4ff8a"
+git-tree-sha1 = "c385fdca85f0d6f2f6ade194b4236eaad621e77d"
 uuid = "7f7a1694-90dd-40f0-9382-eb1efda571ba"
-version = "4.3.0"
+version = "4.4.0"
 
 [[deps.OptimizationBBO]]
 deps = ["BlackBoxOptim", "Optimization", "Reexport"]
@@ -1155,9 +1171,9 @@ version = "0.4.1"
 
 [[deps.OptimizationBase]]
 deps = ["ADTypes", "ArrayInterface", "DifferentiationInterface", "DocStringExtensions", "FastClosures", "LinearAlgebra", "PDMats", "Reexport", "Requires", "SciMLBase", "SparseArrays", "SparseConnectivityTracer", "SparseMatrixColorings"]
-git-tree-sha1 = "918d9bf579a355222e62ceac955b5382fea7bd61"
+git-tree-sha1 = "d42ca664e1fd78cdbe4186d4773d4fa51e1a0e78"
 uuid = "bca83a33-5cc9-4baa-983d-23429ab6bcbb"
-version = "2.7.0"
+version = "2.8.0"
 
     [deps.OptimizationBase.extensions]
     OptimizationEnzymeExt = "Enzyme"
@@ -1223,6 +1239,18 @@ git-tree-sha1 = "f11194dfd6c09d6af41bc06e40c2d972774c7050"
 uuid = "72f8369c-a2ea-4298-9126-56167ce9cbc2"
 version = "0.3.0"
 
+[[deps.OptimizationPyCMA]]
+deps = ["CondaPkg", "Optimization", "PythonCall", "Reexport", "Test"]
+git-tree-sha1 = "ac238e84438e15e40253c62a9bb21555131c3c79"
+uuid = "fb0822aa-1fe5-41d8-99a6-e7bf6c238d3b"
+version = "1.0.0"
+
+[[deps.OptimizationSciPy]]
+deps = ["Optimization", "PythonCall", "Reexport"]
+git-tree-sha1 = "bc5ee6e89e32faa549783f5d5005b64ccf80b238"
+uuid = "cce07bd8-c79b-4b00-aee8-8db9cce22837"
+version = "0.4.1"
+
 [[deps.Opus_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
 git-tree-sha1 = "6703a85cb3781bd5909d48730a67205f3f31a575"
@@ -1247,9 +1275,9 @@ version = "0.11.35"
 
 [[deps.PRIMA]]
 deps = ["LinearAlgebra", "PRIMA_jll", "Requires", "TypeUtils"]
-git-tree-sha1 = "e28122cbaab93ad6ba46da1bd45915110282bb87"
+git-tree-sha1 = "03d4f105d61b0c73eeeb1ebc5a5b8faf56c794e2"
 uuid = "0a7d04aa-8ac2-47b3-b7a7-9dbd6ad661ed"
-version = "0.2.2"
+version = "0.2.3"
 
     [deps.PRIMA.extensions]
     PRIMACUTEstExt = "CUTEst"
@@ -1283,6 +1311,12 @@ git-tree-sha1 = "7d2f8f21da5db6a806faf7b9b292296da42b2810"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
 version = "2.8.3"
 
+[[deps.Pidfile]]
+deps = ["FileWatching", "Test"]
+git-tree-sha1 = "2d8aaf8ee10df53d0dfb9b8ee44ae7c04ced2b03"
+uuid = "fa939f87-e72e-5be4-a000-7fc836dbe307"
+version = "1.3.0"
+
 [[deps.Pixman_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "LLVMOpenMP_jll", "Libdl"]
 git-tree-sha1 = "db76b1ecd5e9715f3d043cec13b2ec93ce015d53"
@@ -1308,9 +1342,9 @@ version = "1.4.3"
 
 [[deps.Plots]]
 deps = ["Base64", "Contour", "Dates", "Downloads", "FFMPEG", "FixedPointNumbers", "GR", "JLFzf", "JSON", "LaTeXStrings", "Latexify", "LinearAlgebra", "Measures", "NaNMath", "Pkg", "PlotThemes", "PlotUtils", "PrecompileTools", "Printf", "REPL", "Random", "RecipesBase", "RecipesPipeline", "Reexport", "RelocatableFolders", "Requires", "Scratch", "Showoff", "SparseArrays", "Statistics", "StatsBase", "TOML", "UUIDs", "UnicodeFun", "UnitfulLatexify", "Unzip"]
-git-tree-sha1 = "809ba625a00c605f8d00cd2a9ae19ce34fc24d68"
+git-tree-sha1 = "28ea788b78009c695eb0d637587c81d26bdf0e36"
 uuid = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
-version = "1.40.13"
+version = "1.40.14"
 
     [deps.Plots.extensions]
     FileIOExt = "FileIO"
@@ -1375,6 +1409,12 @@ git-tree-sha1 = "1d36ef11a9aaf1e8b74dacc6a731dd1de8fd493d"
 uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
 version = "1.3.0"
 
+[[deps.PythonCall]]
+deps = ["CondaPkg", "Dates", "Libdl", "MacroTools", "Markdown", "Pkg", "Requires", "Serialization", "Tables", "UnsafePointers"]
+git-tree-sha1 = "ce4a33749e0061fa51dbe40533dc112bf7d2d28e"
+uuid = "6099a3de-0909-46bc-b1f4-468b9a2dfc0d"
+version = "0.9.25"
+
 [[deps.QPSReader]]
 deps = ["Logging", "Pkg"]
 git-tree-sha1 = "374833c0c1fd5cc623278581bf0c8259d7b35f10"
@@ -1401,9 +1441,9 @@ version = "6.8.2+1"
 
 [[deps.Qt6Wayland_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Qt6Base_jll", "Qt6Declarative_jll"]
-git-tree-sha1 = "2766344a35a1a5ec1147305c4b343055d7c22c90"
+git-tree-sha1 = "e1d5e16d0f65762396f9ca4644a5f4ddab8d452b"
 uuid = "e99dba38-086e-5de3-a5b1-6e4c66e897c3"
-version = "6.8.2+0"
+version = "6.8.2+1"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
@@ -1506,9 +1546,9 @@ version = "0.7.0"
 
 [[deps.SciMLBase]]
 deps = ["ADTypes", "Accessors", "Adapt", "ArrayInterface", "CommonSolve", "ConstructionBase", "Distributed", "DocStringExtensions", "EnumX", "FunctionWrappersWrappers", "IteratorInterfaceExtensions", "LinearAlgebra", "Logging", "Markdown", "Moshi", "PrecompileTools", "Preferences", "Printf", "RecipesBase", "RecursiveArrayTools", "Reexport", "RuntimeGeneratedFunctions", "SciMLOperators", "SciMLStructures", "StaticArraysCore", "Statistics", "SymbolicIndexingInterface"]
-git-tree-sha1 = "ce947672206f6a3a2bee1017c690cfd5fd82d897"
+git-tree-sha1 = "31587e20cdea9fba3a689033313e658dfc9aae78"
 uuid = "0bca4576-84f4-4d90-8ffe-ffa030f20462"
-version = "2.96.0"
+version = "2.102.1"
 
     [deps.SciMLBase.extensions]
     SciMLBaseChainRulesCoreExt = "ChainRulesCore"
@@ -1539,9 +1579,9 @@ version = "0.1.3"
 
 [[deps.SciMLOperators]]
 deps = ["Accessors", "ArrayInterface", "DocStringExtensions", "LinearAlgebra", "MacroTools"]
-git-tree-sha1 = "85608e4aaf758547ffc4030c908318b432114ec9"
+git-tree-sha1 = "3249fe77f322fe539e935ecb388c8290cd38a3fc"
 uuid = "c0aeaf25-5076-4817-a8d5-81caf7dfa961"
-version = "1.3.0"
+version = "1.3.1"
 weakdeps = ["SparseArrays", "StaticArraysCore"]
 
     [deps.SciMLOperators.extensions]
@@ -1556,9 +1596,9 @@ version = "1.7.0"
 
 [[deps.Scratch]]
 deps = ["Dates"]
-git-tree-sha1 = "3bac05bc7e74a75fd9cba4295cde4045d9fe2386"
+git-tree-sha1 = "9b81b8393e50b7d4e6d0a9f14e192294d3b7c109"
 uuid = "6c6a2e73-6563-6170-7368-637461726353"
-version = "1.2.1"
+version = "1.3.0"
 
 [[deps.SearchSpaces]]
 deps = ["Combinatorics", "Random"]
@@ -1614,9 +1654,9 @@ version = "1.10.0"
 
 [[deps.SparseConnectivityTracer]]
 deps = ["ADTypes", "DocStringExtensions", "FillArrays", "LinearAlgebra", "Random", "SparseArrays"]
-git-tree-sha1 = "fadb2d7010dd92912e5eb31a493613ad4b8c9583"
+git-tree-sha1 = "182990067a09adf950274f97f38f68c76f81d2d0"
 uuid = "9f842d2f-2579-4b1d-911e-f412cf18a3f5"
-version = "0.6.18"
+version = "0.6.21"
 
     [deps.SparseConnectivityTracer.extensions]
     SparseConnectivityTracerDataInterpolationsExt = "DataInterpolations"
@@ -1634,15 +1674,17 @@ version = "0.6.18"
 
 [[deps.SparseMatrixColorings]]
 deps = ["ADTypes", "DocStringExtensions", "LinearAlgebra", "PrecompileTools", "Random", "SparseArrays"]
-git-tree-sha1 = "ab958b4fec46d1f1d057bb8e2a99bfdb90744646"
+git-tree-sha1 = "9de43e0b9b976f1019bf7a879a686c4514520078"
 uuid = "0a514795-09f3-496d-8182-132a7b665d35"
-version = "0.4.20"
+version = "0.4.21"
 
     [deps.SparseMatrixColorings.extensions]
+    SparseMatrixColoringsCUDAExt = "CUDA"
     SparseMatrixColoringsCliqueTreesExt = "CliqueTrees"
     SparseMatrixColoringsColorsExt = "Colors"
 
     [deps.SparseMatrixColorings.weakdeps]
+    CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
     CliqueTrees = "60701a23-6482-424a-84db-faee86b9b1f8"
     Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
 
@@ -1735,9 +1777,9 @@ version = "7.2.1+1"
 
 [[deps.SymbolicIndexingInterface]]
 deps = ["Accessors", "ArrayInterface", "PrettyTables", "RuntimeGeneratedFunctions", "StaticArraysCore"]
-git-tree-sha1 = "b6a641e38efa01355aa721246dd246e10c7dcd4d"
+git-tree-sha1 = "658f6d01bfe68d6bf47915bf5d868228138c7d71"
 uuid = "2efcf032-c050-4f8e-a9bb-153293bab1f5"
-version = "0.3.40"
+version = "0.3.41"
 
 [[deps.TOML]]
 deps = ["Dates"]
@@ -1752,9 +1794,9 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"]
-git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
+git-tree-sha1 = "f2c1efbc8f3a609aadf318094f8fc5204bdaf344"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.12.0"
+version = "1.12.1"
 
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
@@ -1801,10 +1843,10 @@ uuid = "6dd1b50a-3aae-11e9-10b5-ef983d2400fa"
 version = "0.9.7"
 
 [[deps.TypeUtils]]
-deps = ["Requires"]
-git-tree-sha1 = "3454a2c73f310eb932ac472bf60bd7160ad230df"
+deps = ["LinearAlgebra", "Requires"]
+git-tree-sha1 = "edf03d96a735fd0e7a69221b7843f07947420d18"
 uuid = "c3b1956e-8857-4d84-9b79-890df85b1e67"
-version = "1.7.1"
+version = "1.9.0"
 weakdeps = ["OffsetArrays", "Unitful"]
 
     [deps.TypeUtils.extensions]
@@ -1812,9 +1854,9 @@ weakdeps = ["OffsetArrays", "Unitful"]
     TypeUtilsUnitfulExt = "Unitful"
 
 [[deps.URIs]]
-git-tree-sha1 = "cbbebadbcc76c5ca1cc4b4f3b0614b3e603b5000"
+git-tree-sha1 = "24c1c558881564e2217dcf7840a8b2e10caeb0f9"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
-version = "1.5.2"
+version = "1.6.0"
 
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
@@ -1836,14 +1878,16 @@ version = "0.4.1"
 
 [[deps.Unitful]]
 deps = ["Dates", "LinearAlgebra", "Random"]
-git-tree-sha1 = "d62610ec45e4efeabf7032d67de2ffdea8344bed"
+git-tree-sha1 = "d2282232f8a4d71f79e85dc4dd45e5b12a6297fb"
 uuid = "1986cc42-f94f-5a68-af5c-568840ba703d"
-version = "1.22.1"
-weakdeps = ["ConstructionBase", "InverseFunctions"]
+version = "1.23.1"
+weakdeps = ["ConstructionBase", "ForwardDiff", "InverseFunctions", "Printf"]
 
     [deps.Unitful.extensions]
     ConstructionBaseUnitfulExt = "ConstructionBase"
+    ForwardDiffExt = "ForwardDiff"
     InverseFunctionsUnitfulExt = "InverseFunctions"
+    PrintfExt = "Printf"
 
 [[deps.UnitfulLatexify]]
 deps = ["LaTeXStrings", "Latexify", "Unitful"]
@@ -1851,6 +1895,11 @@ git-tree-sha1 = "af305cc62419f9bd61b6644d19170a4d258c7967"
 uuid = "45397f5d-5981-4c77-b2b3-fc36d6e9b728"
 version = "1.7.0"
 
+[[deps.UnsafePointers]]
+git-tree-sha1 = "c81331b3b2e60a982be57c046ec91f599ede674a"
+uuid = "e17b2a0c-0bdf-430a-bd0c-3a23cae4ff39"
+version = "1.0.0"
+
 [[deps.Unzip]]
 git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78"
 uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d"
@@ -1869,15 +1918,15 @@ version = "1.3.243+0"
 
 [[deps.Wayland_jll]]
 deps = ["Artifacts", "EpollShim_jll", "Expat_jll", "JLLWrappers", "Libdl", "Libffi_jll", "XML2_jll"]
-git-tree-sha1 = "49be0be57db8f863a902d59c0083d73281ecae8e"
+git-tree-sha1 = "53ab3e9c94f4343c68d5905565be63002e13ec8c"
 uuid = "a2964d1f-97da-50d4-b82a-358c7fce9d89"
-version = "1.23.1+0"
+version = "1.23.1+1"
 
 [[deps.Wayland_protocols_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "5db3e9d307d32baba7067b13fc7b5aa6edd4a19a"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "54b8a029ac145ebe8299463447fd1590b2b1d92f"
 uuid = "2381bf8a-dfd0-557d-9999-79630e7b1b91"
-version = "1.36.0+0"
+version = "1.44.0+0"
 
 [[deps.Weave]]
 deps = ["Base64", "Dates", "Highlights", "JSON", "Markdown", "Mustache", "Pkg", "Printf", "REPL", "RelocatableFolders", "Requires", "Serialization", "YAML"]
@@ -1983,39 +2032,39 @@ version = "1.1.3+0"
 
 [[deps.Xorg_xcb_util_cursor_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_image_jll", "Xorg_xcb_util_jll", "Xorg_xcb_util_renderutil_jll"]
-git-tree-sha1 = "04341cb870f29dcd5e39055f895c39d016e18ccd"
+git-tree-sha1 = "c5bf2dad6a03dfef57ea0a170a1fe493601603f2"
 uuid = "e920d4aa-a673-5f3a-b3d7-f755a4d47c43"
-version = "0.1.4+0"
+version = "0.1.5+0"
 
 [[deps.Xorg_xcb_util_image_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
-git-tree-sha1 = "0fab0a40349ba1cba2c1da699243396ff8e94b97"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_jll"]
+git-tree-sha1 = "f4fc02e384b74418679983a97385644b67e1263b"
 uuid = "12413925-8142-5f55-bb0e-6d7ca50bb09b"
-version = "0.4.0+1"
+version = "0.4.1+0"
 
 [[deps.Xorg_xcb_util_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_libxcb_jll"]
-git-tree-sha1 = "e7fd7b2881fa2eaa72717420894d3938177862d1"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxcb_jll"]
+git-tree-sha1 = "68da27247e7d8d8dafd1fcf0c3654ad6506f5f97"
 uuid = "2def613f-5ad1-5310-b15b-b15d46f528f5"
-version = "0.4.0+1"
+version = "0.4.1+0"
 
 [[deps.Xorg_xcb_util_keysyms_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
-git-tree-sha1 = "d1151e2c45a544f32441a567d1690e701ec89b00"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_jll"]
+git-tree-sha1 = "44ec54b0e2acd408b0fb361e1e9244c60c9c3dd4"
 uuid = "975044d2-76e6-5fbe-bf08-97ce7c6574c7"
-version = "0.4.0+1"
+version = "0.4.1+0"
 
 [[deps.Xorg_xcb_util_renderutil_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
-git-tree-sha1 = "dfd7a8f38d4613b6a575253b3174dd991ca6183e"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_jll"]
+git-tree-sha1 = "5b0263b6d080716a02544c55fdff2c8d7f9a16a0"
 uuid = "0d47668e-0667-5a69-a72c-f761630bfb7e"
-version = "0.3.9+1"
+version = "0.3.10+0"
 
 [[deps.Xorg_xcb_util_wm_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "Xorg_xcb_util_jll"]
-git-tree-sha1 = "e78d10aab01a4a154142c5006ed44fd9e8e31b67"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_xcb_util_jll"]
+git-tree-sha1 = "f233c83cad1fa0e70b7771e0e21b061a116f2763"
 uuid = "c22f9ab0-d5fe-5066-847c-f4bb1cd4e361"
-version = "0.4.1+1"
+version = "0.4.2+0"
 
 [[deps.Xorg_xkbcomp_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Xorg_libxkbfile_jll"]
@@ -2043,9 +2092,9 @@ version = "0.4.14"
 
 [[deps.ZMQ]]
 deps = ["FileWatching", "PrecompileTools", "Sockets", "ZeroMQ_jll"]
-git-tree-sha1 = "33333bdded3835f81b9b6353da9243dc4ec62e0f"
+git-tree-sha1 = "2d060e1f014c07561817bf6f3c0eb66b309e04bd"
 uuid = "c2297ded-f4af-51ae-bb23-16f91089e4e1"
-version = "1.4.0"
+version = "1.4.1"
 
 [[deps.ZeroMQ_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "libsodium_jll"]
@@ -2065,10 +2114,10 @@ uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
 version = "1.5.7+1"
 
 [[deps.eudev_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "gperf_jll"]
-git-tree-sha1 = "431b678a28ebb559d224c0b6b6d01afce87c51ba"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "c3b0e6196d50eab0c5ed34021aaa0bb463489510"
 uuid = "35ca27e7-8b34-5b7f-bca9-bdc33f59eb06"
-version = "3.2.9+0"
+version = "3.2.14+0"
 
 [[deps.fzf_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -2076,12 +2125,6 @@ git-tree-sha1 = "b6a34e0e0960190ac2a4363a1bd003504772d631"
 uuid = "214eeab7-80f7-51ab-84ad-2988db7cef09"
 version = "0.61.1+0"
 
-[[deps.gperf_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "3cad2cf2c8d80f1d17320652b3ea7778b30f473f"
-uuid = "1a1c6b14-54f6-533d-8383-74cd7377aa70"
-version = "3.3.0+0"
-
 [[deps.libaom_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
 git-tree-sha1 = "522c1df09d05a71785765d19c9524661234738e9"
@@ -2106,10 +2149,10 @@ uuid = "1183f4f0-6f2a-5f1a-908b-139f9cdfea6f"
 version = "0.2.2+0"
 
 [[deps.libevdev_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "141fe65dc3efabb0b1d5ba74e91f6ad26f84cc22"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "56d643b57b188d30cccc25e331d416d3d358e557"
 uuid = "2db6ffa8-e38f-5e21-84af-90c45d0032cc"
-version = "1.11.0+0"
+version = "1.13.4+0"
 
 [[deps.libfdk_aac_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -2118,16 +2161,16 @@ uuid = "f638f0a6-7fb0-5443-88ba-1cc74229b280"
 version = "2.0.3+0"
 
 [[deps.libinput_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg", "eudev_jll", "libevdev_jll", "mtdev_jll"]
-git-tree-sha1 = "ad50e5b90f222cfe78aa3d5183a20a12de1322ce"
+deps = ["Artifacts", "JLLWrappers", "Libdl", "eudev_jll", "libevdev_jll", "mtdev_jll"]
+git-tree-sha1 = "91d05d7f4a9f67205bd6cf395e488009fe85b499"
 uuid = "36db933b-70db-51c0-b978-0f229ee0e533"
-version = "1.18.0+0"
+version = "1.28.1+0"
 
 [[deps.libpng_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Zlib_jll"]
-git-tree-sha1 = "002748401f7b520273e2b506f61cab95d4701ccf"
+git-tree-sha1 = "cd155272a3738da6db765745b89e466fa64d0830"
 uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f"
-version = "1.6.48+0"
+version = "1.6.49+0"
 
 [[deps.libsodium_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -2141,11 +2184,17 @@ git-tree-sha1 = "490376214c4721cdaca654041f635213c6165cb3"
 uuid = "f27f6e37-5d2b-51aa-960f-b287f2bc3b7a"
 version = "1.3.7+2"
 
+[[deps.micromamba_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl"]
+git-tree-sha1 = "b4a5a3943078f9fd11ae0b5ab1bdbf7718617945"
+uuid = "f8abcde7-e9b7-5caa-b8af-a437887ae8e4"
+version = "1.5.8+0"
+
 [[deps.mtdev_jll]]
-deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "814e154bdb7be91d78b6802843f76b6ece642f11"
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "b4d631fd51f2e9cdd93724ae25b2efc198b059b1"
 uuid = "009596ad-96f7-51b1-9f1b-5ce2d5e8a71e"
-version = "1.1.6+0"
+version = "1.1.7+0"
 
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
@@ -2157,6 +2206,12 @@ deps = ["Artifacts", "Libdl"]
 uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
 version = "17.4.0+2"
 
+[[deps.pixi_jll]]
+deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl"]
+git-tree-sha1 = "f349584316617063160a947a82638f7611a8ef0f"
+uuid = "4d7b5844-a134-5dcd-ac86-c8f19cd51bed"
+version = "0.41.3+0"
+
 [[deps.x264_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"]
 git-tree-sha1 = "4fea590b89e6ec504593146bf8b988b2c00922b2"
diff --git a/benchmarks/GlobalOptimization/Project.toml b/benchmarks/GlobalOptimization/Project.toml
index b71acc457..af07512d3 100644
--- a/benchmarks/GlobalOptimization/Project.toml
+++ b/benchmarks/GlobalOptimization/Project.toml
@@ -10,6 +10,8 @@ OptimizationNOMAD = "2cab0595-8222-4775-b714-9828e6a9e01b"
 OptimizationOptimJL = "36348300-93cb-4f02-beb5-3c3902f8871e"
 OptimizationOptimisers = "42dfb2eb-d2b4-4451-abcd-913932933ac1"
 OptimizationPRIMA = "72f8369c-a2ea-4298-9126-56167ce9cbc2"
+OptimizationPyCMA = "fb0822aa-1fe5-41d8-99a6-e7bf6c238d3b"
+OptimizationSciPy = "cce07bd8-c79b-4b00-aee8-8db9cce22837"
 Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80"
 SciMLBenchmarks = "31c91b34-3c75-11e9-0341-95557aab0344"
 
@@ -25,5 +27,7 @@ OptimizationNOMAD = "0.3"
 OptimizationOptimJL = "0.4"
 OptimizationOptimisers = "0.3"
 OptimizationPRIMA = "0.3"
+OptimizationPyCMA = "1"
+OptimizationSciPy = "0.4.1"
 Plots = "1.4"
 SciMLBenchmarks = "0.1"
diff --git a/benchmarks/GlobalOptimization/blackbox_global_optimizers.jmd b/benchmarks/GlobalOptimization/blackbox_global_optimizers.jmd
index aa5356af7..c4b60dd15 100644
--- a/benchmarks/GlobalOptimization/blackbox_global_optimizers.jmd
+++ b/benchmarks/GlobalOptimization/blackbox_global_optimizers.jmd
@@ -18,7 +18,7 @@ import BlackBoxOptimizationBenchmarking.Chain
 const BBOB = BlackBoxOptimizationBenchmarking
 
 using OptimizationBBO, OptimizationOptimJL, OptimizationEvolutionary, OptimizationNLopt
-using OptimizationMetaheuristics, OptimizationNOMAD, OptimizationPRIMA, OptimizationOptimisers
+using OptimizationMetaheuristics, OptimizationNOMAD, OptimizationPRIMA, OptimizationOptimisers, OptimizationSciPy, OptimizationPyCMA
 ```
 
 ```julia
@@ -58,6 +58,13 @@ setup = Dict(
     "OptimizationMetaheuristics.DE" => chain(OptimizationMetaheuristics.DE(), isboxed=true),
     "Optimisers.AdamW" => chain(Optimisers.AdamW(), isboxed=false),
     "Optimisers.RMSProp" => chain(Optimisers.RMSProp(), isboxed=false),
+    # SciPy global optimizers
+    "ScipyDifferentialEvolution" => chain(ScipyDifferentialEvolution(), isboxed=true),
+    #"ScipyBasinhopping" => chain(ScipyBasinhopping(), isboxed=true),
+    "ScipyDualAnnealing" => chain(ScipyDualAnnealing(), isboxed=true),
+    "ScipyShgo" => chain(ScipyShgo(), isboxed=true),
+    "ScipyDirect" => chain(ScipyDirect(), isboxed=true),
+    "ScipyBrute" => chain(ScipyBrute(), isboxed=true),
     # "NOMADOpt" => chain(NOMADOpt()), too much printing
     # "OptimizationPRIMA.UOBYQA()" => chain(OptimizationPRIMA.UOBYQA()), :StackOverflowError?
     # "OptimizationPRIMA.NEWUOA()" => OptimizationPRIMA.UOBYQA(),
@@ -159,4 +166,5 @@ bar(
     yscale = :log10, yticks = [0.1,1,10,100],
     legend = false, margin = 25Plots.px
 )
-```
\ No newline at end of file
+```
+