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narawat lamaiin
2024-10-14 09:13:46 +07:00
parent 96bee0341a
commit 351bccc059
4 changed files with 169 additions and 93 deletions
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159
Manifest.toml
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@@ -1,6 +1,6 @@
# This file is machine-generated - editing it directly is not advised # This file is machine-generated - editing it directly is not advised
julia_version = "1.10.4" julia_version = "1.11.0"
manifest_format = "2.0" manifest_format = "2.0"
project_hash = "b7e1f171d36dc4812d6c1445da530f513320e6cd" project_hash = "b7e1f171d36dc4812d6c1445da530f513320e6cd"
@@ -12,13 +12,15 @@ version = "1.1.3"
[[deps.ArgTools]] [[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.1" version = "1.1.2"
[[deps.Artifacts]] [[deps.Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
version = "1.11.0"
[[deps.Base64]] [[deps.Base64]]
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f" uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
version = "1.11.0"
[[deps.CSV]] [[deps.CSV]]
deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"] deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
@@ -26,12 +28,6 @@ git-tree-sha1 = "6c834533dc1fabd820c1db03c839bf97e45a3fab"
uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b" uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
version = "0.10.14" version = "0.10.14"
[[deps.CodeTracking]]
deps = ["InteractiveUtils", "UUIDs"]
git-tree-sha1 = "7eee164f122511d3e4e1ebadb7956939ea7e1c77"
uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
version = "1.3.6"
[[deps.CodecZlib]] [[deps.CodecZlib]]
deps = ["TranscodingStreams", "Zlib_jll"] deps = ["TranscodingStreams", "Zlib_jll"]
git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759" git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
@@ -64,10 +60,10 @@ uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
version = "1.16.0" version = "1.16.0"
[[deps.DataFrames]] [[deps.DataFrames]]
deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "REPL", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"] deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
git-tree-sha1 = "04c738083f29f86e62c8afc341f0967d8717bdb8" git-tree-sha1 = "fb61b4812c49343d7ef0b533ba982c46021938a6"
uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0" uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
version = "1.6.1" version = "1.7.0"
[[deps.DataStructures]] [[deps.DataStructures]]
deps = ["Compat", "InteractiveUtils", "OrderedCollections"] deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
@@ -83,16 +79,18 @@ version = "1.0.0"
[[deps.Dates]] [[deps.Dates]]
deps = ["Printf"] deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
version = "1.11.0"
[[deps.Distributed]] [[deps.Distributed]]
deps = ["Random", "Serialization", "Sockets"] deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b" uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
version = "1.11.0"
[[deps.Distributions]] [[deps.Distributions]]
deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"] deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
git-tree-sha1 = "e6c693a0e4394f8fda0e51a5bdf5aef26f8235e9" git-tree-sha1 = "d7477ecdafb813ddee2ae727afa94e9dcb5f3fb0"
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f" uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
version = "0.25.111" version = "0.25.112"
[deps.Distributions.extensions] [deps.Distributions.extensions]
DistributionsChainRulesCoreExt = "ChainRulesCore" DistributionsChainRulesCoreExt = "ChainRulesCore"
@@ -131,12 +129,13 @@ version = "0.9.22"
[[deps.FileWatching]] [[deps.FileWatching]]
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
version = "1.11.0"
[[deps.FillArrays]] [[deps.FillArrays]]
deps = ["LinearAlgebra"] deps = ["LinearAlgebra"]
git-tree-sha1 = "fd0002c0b5362d7eb952450ad5eb742443340d6e" git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b" uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
version = "1.12.0" version = "1.13.0"
weakdeps = ["PDMats", "SparseArrays", "Statistics"] weakdeps = ["PDMats", "SparseArrays", "Statistics"]
[deps.FillArrays.extensions] [deps.FillArrays.extensions]
@@ -147,9 +146,10 @@ weakdeps = ["PDMats", "SparseArrays", "Statistics"]
[[deps.Future]] [[deps.Future]]
deps = ["Random"] deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
version = "1.11.0"
[[deps.GeneralUtils]] [[deps.GeneralUtils]]
deps = ["CSV", "DataFrames", "DataStructures", "Dates", "Distributions", "JSON3", "MQTTClient", "Random", "Revise", "UUIDs"] deps = ["CSV", "DataFrames", "DataStructures", "Dates", "Distributions", "JSON3", "MQTTClient", "PrettyPrinting", "Random", "SHA", "UUIDs"]
path = "/appfolder/app/privatejuliapkg/GeneralUtils" path = "/appfolder/app/privatejuliapkg/GeneralUtils"
uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe" uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
version = "0.1.0" version = "0.1.0"
@@ -176,6 +176,7 @@ version = "1.4.2"
[[deps.InteractiveUtils]] [[deps.InteractiveUtils]]
deps = ["Markdown"] deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
version = "1.11.0"
[[deps.InvertedIndices]] [[deps.InvertedIndices]]
git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038" git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
@@ -194,9 +195,9 @@ version = "1.0.0"
[[deps.JLLWrappers]] [[deps.JLLWrappers]]
deps = ["Artifacts", "Preferences"] deps = ["Artifacts", "Preferences"]
git-tree-sha1 = "7e5d6779a1e09a36db2a7b6cff50942a0a7d0fca" git-tree-sha1 = "be3dc50a92e5a386872a493a10050136d4703f9b"
uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210" uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
version = "1.5.0" version = "1.6.1"
[[deps.JSON3]] [[deps.JSON3]]
deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"] deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"]
@@ -210,12 +211,6 @@ version = "1.14.0"
[deps.JSON3.weakdeps] [deps.JSON3.weakdeps]
ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd" ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
[[deps.JuliaInterpreter]]
deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
git-tree-sha1 = "4b415b6cccb9ab61fec78a621572c82ac7fa5776"
uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
version = "0.9.35"
[[deps.LaTeXStrings]] [[deps.LaTeXStrings]]
git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec" git-tree-sha1 = "50901ebc375ed41dbf8058da26f9de442febbbec"
uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
@@ -229,16 +224,17 @@ version = "0.6.4"
[[deps.LibCURL_jll]] [[deps.LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"] deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0" uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
version = "8.4.0+0" version = "8.6.0+0"
[[deps.LibGit2]] [[deps.LibGit2]]
deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"] deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
version = "1.11.0"
[[deps.LibGit2_jll]] [[deps.LibGit2_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"] deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
version = "1.6.4+0" version = "1.7.2+0"
[[deps.LibSSH2_jll]] [[deps.LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "MbedTLS_jll"] deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
@@ -247,10 +243,12 @@ version = "1.11.0+1"
[[deps.Libdl]] [[deps.Libdl]]
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb" uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
version = "1.11.0"
[[deps.LinearAlgebra]] [[deps.LinearAlgebra]]
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"] deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
version = "1.11.0"
[[deps.LogExpFunctions]] [[deps.LogExpFunctions]]
deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"] deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
@@ -270,12 +268,7 @@ version = "0.3.28"
[[deps.Logging]] [[deps.Logging]]
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568" uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
version = "1.11.0"
[[deps.LoweredCodeUtils]]
deps = ["JuliaInterpreter"]
git-tree-sha1 = "1ce1834f9644a8f7c011eb0592b7fd6c42c90653"
uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
version = "3.0.1"
[[deps.MQTTClient]] [[deps.MQTTClient]]
deps = ["Distributed", "Random", "Sockets"] deps = ["Distributed", "Random", "Sockets"]
@@ -290,11 +283,12 @@ weakdeps = ["PrecompileTools"]
[[deps.Markdown]] [[deps.Markdown]]
deps = ["Base64"] deps = ["Base64"]
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a" uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
version = "1.11.0"
[[deps.MbedTLS_jll]] [[deps.MbedTLS_jll]]
deps = ["Artifacts", "Libdl"] deps = ["Artifacts", "Libdl"]
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
version = "2.28.2+1" version = "2.28.6+0"
[[deps.Missings]] [[deps.Missings]]
deps = ["DataAPI"] deps = ["DataAPI"]
@@ -304,10 +298,11 @@ version = "1.2.0"
[[deps.Mmap]] [[deps.Mmap]]
uuid = "a63ad114-7e13-5084-954f-fe012c677804" uuid = "a63ad114-7e13-5084-954f-fe012c677804"
version = "1.11.0"
[[deps.MozillaCACerts_jll]] [[deps.MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159" uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2023.1.10" version = "2023.12.12"
[[deps.NetworkOptions]] [[deps.NetworkOptions]]
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
@@ -316,7 +311,7 @@ version = "1.2.0"
[[deps.OpenBLAS_jll]] [[deps.OpenBLAS_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"] deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
uuid = "4536629a-c528-5b80-bd46-f80d51c5b363" uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
version = "0.3.23+4" version = "0.3.27+1"
[[deps.OpenLibm_jll]] [[deps.OpenLibm_jll]]
deps = ["Artifacts", "Libdl"] deps = ["Artifacts", "Libdl"]
@@ -347,9 +342,15 @@ uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
version = "2.8.1" version = "2.8.1"
[[deps.Pkg]] [[deps.Pkg]]
deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "REPL", "Random", "SHA", "Serialization", "TOML", "Tar", "UUIDs", "p7zip_jll"] deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f" uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
version = "1.10.0" version = "1.11.0"
[deps.Pkg.extensions]
REPLExt = "REPL"
[deps.Pkg.weakdeps]
REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
[[deps.PooledArrays]] [[deps.PooledArrays]]
deps = ["DataAPI", "Future"] deps = ["DataAPI", "Future"]
@@ -369,63 +370,60 @@ git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
uuid = "21216c6a-2e73-6563-6e65-726566657250" uuid = "21216c6a-2e73-6563-6e65-726566657250"
version = "1.4.3" version = "1.4.3"
[[deps.PrettyPrinting]]
git-tree-sha1 = "142ee93724a9c5d04d78df7006670a93ed1b244e"
uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
version = "0.4.2"
[[deps.PrettyTables]] [[deps.PrettyTables]]
deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"] deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
git-tree-sha1 = "66b20dd35966a748321d3b2537c4584cf40387c7" git-tree-sha1 = "1101cd475833706e4d0e7b122218257178f48f34"
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
version = "2.3.2" version = "2.4.0"
[[deps.Printf]] [[deps.Printf]]
deps = ["Unicode"] deps = ["Unicode"]
uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7" uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
version = "1.11.0"
[[deps.PtrArrays]] [[deps.PtrArrays]]
git-tree-sha1 = "f011fbb92c4d401059b2212c05c0601b70f8b759" git-tree-sha1 = "77a42d78b6a92df47ab37e177b2deac405e1c88f"
uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d" uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
version = "1.2.0" version = "1.2.1"
[[deps.QuadGK]] [[deps.QuadGK]]
deps = ["DataStructures", "LinearAlgebra"] deps = ["DataStructures", "LinearAlgebra"]
git-tree-sha1 = "e237232771fdafbae3db5c31275303e056afaa9f" git-tree-sha1 = "cda3b045cf9ef07a08ad46731f5a3165e56cf3da"
uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc" uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
version = "2.10.1" version = "2.11.1"
[[deps.REPL]] [deps.QuadGK.extensions]
deps = ["InteractiveUtils", "Markdown", "Sockets", "Unicode"] QuadGKEnzymeExt = "Enzyme"
uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
[deps.QuadGK.weakdeps]
Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
[[deps.Random]] [[deps.Random]]
deps = ["SHA"] deps = ["SHA"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
version = "1.11.0"
[[deps.Reexport]] [[deps.Reexport]]
git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b" git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
uuid = "189a3867-3050-52da-a836-e630ba90ab69" uuid = "189a3867-3050-52da-a836-e630ba90ab69"
version = "1.2.2" version = "1.2.2"
[[deps.Requires]]
deps = ["UUIDs"]
git-tree-sha1 = "838a3a4188e2ded87a4f9f184b4b0d78a1e91cb7"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.3.0"
[[deps.Revise]]
deps = ["CodeTracking", "Distributed", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "REPL", "Requires", "UUIDs", "Unicode"]
git-tree-sha1 = "7b7850bb94f75762d567834d7e9802fc22d62f9c"
uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
version = "3.5.18"
[[deps.Rmath]] [[deps.Rmath]]
deps = ["Random", "Rmath_jll"] deps = ["Random", "Rmath_jll"]
git-tree-sha1 = "f65dcb5fa46aee0cf9ed6274ccbd597adc49aa7b" git-tree-sha1 = "852bd0f55565a9e973fcfee83a84413270224dc4"
uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa" uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
version = "0.7.1" version = "0.8.0"
[[deps.Rmath_jll]] [[deps.Rmath_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"] deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "e60724fd3beea548353984dc61c943ecddb0e29a" git-tree-sha1 = "58cdd8fb2201a6267e1db87ff148dd6c1dbd8ad8"
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f" uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
version = "0.4.3+0" version = "0.5.1+0"
[[deps.SHA]] [[deps.SHA]]
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
@@ -439,9 +437,11 @@ version = "1.4.5"
[[deps.Serialization]] [[deps.Serialization]]
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b" uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
version = "1.11.0"
[[deps.Sockets]] [[deps.Sockets]]
uuid = "6462fe0b-24de-5631-8697-dd941f90decc" uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
version = "1.11.0"
[[deps.SortingAlgorithms]] [[deps.SortingAlgorithms]]
deps = ["DataStructures"] deps = ["DataStructures"]
@@ -452,7 +452,7 @@ version = "1.2.1"
[[deps.SparseArrays]] [[deps.SparseArrays]]
deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"] deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
version = "1.10.0" version = "1.11.0"
[[deps.SpecialFunctions]] [[deps.SpecialFunctions]]
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"] deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
@@ -467,9 +467,14 @@ version = "2.4.0"
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
[[deps.Statistics]] [[deps.Statistics]]
deps = ["LinearAlgebra", "SparseArrays"] deps = ["LinearAlgebra"]
git-tree-sha1 = "ae3bb1eb3bba077cd276bc5cfc337cc65c3075c0"
uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2" uuid = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
version = "1.10.0" version = "1.11.1"
weakdeps = ["SparseArrays"]
[deps.Statistics.extensions]
SparseArraysExt = ["SparseArrays"]
[[deps.StatsAPI]] [[deps.StatsAPI]]
deps = ["LinearAlgebra"] deps = ["LinearAlgebra"]
@@ -485,9 +490,9 @@ version = "0.34.3"
[[deps.StatsFuns]] [[deps.StatsFuns]]
deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"] deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
git-tree-sha1 = "cef0472124fab0695b58ca35a77c6fb942fdab8a" git-tree-sha1 = "b423576adc27097764a90e163157bcfc9acf0f46"
uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c" uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
version = "1.3.1" version = "1.3.2"
[deps.StatsFuns.extensions] [deps.StatsFuns.extensions]
StatsFunsChainRulesCoreExt = "ChainRulesCore" StatsFunsChainRulesCoreExt = "ChainRulesCore"
@@ -499,15 +504,15 @@ version = "1.3.1"
[[deps.StringManipulation]] [[deps.StringManipulation]]
deps = ["PrecompileTools"] deps = ["PrecompileTools"]
git-tree-sha1 = "a04cabe79c5f01f4d723cc6704070ada0b9d46d5" git-tree-sha1 = "a6b1675a536c5ad1a60e5a5153e1fee12eb146e3"
uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e" uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
version = "0.3.4" version = "0.4.0"
[[deps.StructTypes]] [[deps.StructTypes]]
deps = ["Dates", "UUIDs"] deps = ["Dates", "UUIDs"]
git-tree-sha1 = "ca4bccb03acf9faaf4137a9abc1881ed1841aa70" git-tree-sha1 = "159331b30e94d7b11379037feeb9b690950cace8"
uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4" uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
version = "1.10.0" version = "1.11.0"
[[deps.SuiteSparse]] [[deps.SuiteSparse]]
deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"] deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
@@ -516,7 +521,7 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
[[deps.SuiteSparse_jll]] [[deps.SuiteSparse_jll]]
deps = ["Artifacts", "Libdl", "libblastrampoline_jll"] deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c" uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
version = "7.2.1+1" version = "7.7.0+0"
[[deps.TOML]] [[deps.TOML]]
deps = ["Dates"] deps = ["Dates"]
@@ -541,16 +546,18 @@ uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
version = "1.10.0" version = "1.10.0"
[[deps.TranscodingStreams]] [[deps.TranscodingStreams]]
git-tree-sha1 = "e84b3a11b9bece70d14cce63406bbc79ed3464d2" git-tree-sha1 = "0c45878dcfdcfa8480052b6ab162cdd138781742"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
version = "0.11.2" version = "0.11.3"
[[deps.UUIDs]] [[deps.UUIDs]]
deps = ["Random", "SHA"] deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
version = "1.11.0"
[[deps.Unicode]] [[deps.Unicode]]
uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5" uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
version = "1.11.0"
[[deps.WeakRefStrings]] [[deps.WeakRefStrings]]
deps = ["DataAPI", "InlineStrings", "Parsers"] deps = ["DataAPI", "InlineStrings", "Parsers"]
@@ -571,12 +578,12 @@ version = "1.2.13+1"
[[deps.libblastrampoline_jll]] [[deps.libblastrampoline_jll]]
deps = ["Artifacts", "Libdl"] deps = ["Artifacts", "Libdl"]
uuid = "8e850b90-86db-534c-a0d3-1478176c7d93" uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
version = "5.8.0+1" version = "5.11.0+0"
[[deps.nghttp2_jll]] [[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"] deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d" uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.52.0+1" version = "1.59.0+0"
[[deps.p7zip_jll]] [[deps.p7zip_jll]]
deps = ["Artifacts", "Libdl"] deps = ["Artifacts", "Libdl"]

10
src/LLMMCTS.jl
View File

@@ -22,6 +22,16 @@ module LLMMCTS
# ---------------------------------------------- 100 --------------------------------------------- # # ---------------------------------------------- 100 --------------------------------------------- #
""" version 0.0.2
Todo:
- []
Change from version: 0.0.1
-
All features
"""

73
src/interface.jl
View File

@@ -49,9 +49,10 @@ function runMCTS(
maxdepth::Integer=3, maxdepth::Integer=3,
maxiterations::Integer=10, maxiterations::Integer=10,
explorationweight::Number=1.0, explorationweight::Number=1.0,
)::NamedTuple{(:bestNextState, :bestFinalState), Tuple{T, T}} where {T<:Any} earlystop::Union{Function,Nothing}=nothing
)::NamedTuple{(:bestNextState, :bestFinalState),Tuple{T,T}} where {T<:Any}
root = MCTSNode("root", initialstate, 0, 0, 0, 0, false, nothing, Dict{String, MCTSNode}()) root = MCTSNode("root", initialstate, 0, 0, 0, 0, false, nothing, Dict{String,MCTSNode}())
for nth in 1:maxiterations for nth in 1:maxiterations
node = root node = root
@@ -60,19 +61,20 @@ function runMCTS(
while !isleaf(node) while !isleaf(node)
node = UCTselect(node, explorationweight) node = UCTselect(node, explorationweight)
end end
if node.isterminal if node.isterminal
# MCTS arrive at the leaf node that is also a terminal state, # MCTS arrive at the leaf node that is also a terminal state,
# do nothing then go directly to backpropagation # do nothing then go directly to backpropagation. It means the end of this iteration
backpropagate(leafNode, node.reward) backpropagate(node, node.reward)
else else
expand(node, transition, transitionargs; expand(node, transition, transitionargs;
totalsample=totalsample) totalsample=totalsample)
leafNode = selectChildNode(node) leafNode = selectChildNode(node)
simTrajectoryReward, terminalstate = simulate(leafNode, transition, transitionargs; simTrajectoryReward, terminalstate = simulate(leafNode, transition, transitionargs;
maxdepth=maxdepth, totalsample=totalsample) maxdepth=maxdepth, totalsample=totalsample)
if terminalstate !== nothing #XXX not sure why I need this # if terminalstate !== nothing #XXX not sure why I need this
terminalstate[:totalTrajectoryReward] = simTrajectoryReward # terminalstate[:totalTrajectoryReward] = simTrajectoryReward
end # end
#[] write best state to file if it has higher simTrajectoryReward. Use to improve evaluation #[] write best state to file if it has higher simTrajectoryReward. Use to improve evaluation
# open("trajectory.json", "w") do io # open("trajectory.json", "w") do io
@@ -81,6 +83,13 @@ function runMCTS(
backpropagate(leafNode, simTrajectoryReward) backpropagate(leafNode, simTrajectoryReward)
end end
# stop if the tree early stop condition is met
if typeof(earlystop) <: Function
result = earlystop(node.state)
break
end
end end
bestNextState = selectBestNextNode(root) bestNextState = selectBestNextNode(root)
@@ -90,6 +99,56 @@ function runMCTS(
end end
# function runMCTS(
# initialstate::T,
# transition::Function,
# transitionargs::NamedTuple,
# ;
# totalsample::Integer=3,
# maxdepth::Integer=3,
# maxiterations::Integer=10,
# explorationweight::Number=1.0,
# )::NamedTuple{(:bestNextState, :bestFinalState),Tuple{T,T}} where {T<:Any}
# root = MCTSNode("root", initialstate, 0, 0, 0, 0, false, nothing, Dict{String,MCTSNode}())
# for nth in 1:maxiterations
# node = root
# node.visits += 1
# while !isleaf(node)
# node = UCTselect(node, explorationweight)
# end
# if node.isterminal
# # MCTS arrive at the leaf node that is also a terminal state,
# # do nothing then go directly to backpropagation. It means the end of this iteration
# backpropagate(leafNode, node.reward)
# else
# expand(node, transition, transitionargs;
# totalsample=totalsample)
# leafNode = selectChildNode(node)
# simTrajectoryReward, terminalstate = simulate(leafNode, transition, transitionargs;
# maxdepth=maxdepth, totalsample=totalsample)
# # if terminalstate !== nothing #XXX not sure why I need this
# # terminalstate[:totalTrajectoryReward] = simTrajectoryReward
# # end
# #[] write best state to file if it has higher simTrajectoryReward. Use to improve evaluation
# # open("trajectory.json", "w") do io
# # JSON3.pretty(io, terminalstate)
# # end
# backpropagate(leafNode, simTrajectoryReward)
# end
# end
# bestNextState = selectBestNextNode(root)
# besttrajectory = selectBestTrajectoryNode(root)
# return (bestNextState=bestNextState.state, bestFinalState=besttrajectory.state)
# end

4
src/type.jl
View File

@@ -44,8 +44,8 @@ mutable struct MCTSNode{T1<:AbstractDict, T2<:AbstractString}
state::T1 state::T1
visits::Integer visits::Integer
progressvalue::Number # estimate value by LLM's reasoning progressvalue::Number # estimate value by LLM's reasoning
statevalue::Number # store discounted commulative reward (gather from its child node) statevalue::Number # current state value. store the node's immediate reward and all future discounted rewards (gather from its child node)
reward::Number # this node's own reward reward::Number # this node's immediate reward
isterminal::Bool isterminal::Bool
parent::Union{MCTSNode, Nothing} parent::Union{MCTSNode, Nothing}
children::Dict{String, MCTSNode} children::Dict{String, MCTSNode}