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narawat
2026-07-14 13:00:39 +07:00
parent f28405f3f1
commit a15630619a
3 changed files with 237 additions and 52 deletions
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Manifest.toml
+211 -34
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@@ -2,7 +2,7 @@
julia_version = "1.12.6" julia_version = "1.12.6"
manifest_format = "2.0" manifest_format = "2.0"
project_hash = "92ca9c293aa799cfd151fbc0abb978aa6e6ee00b" project_hash = "a1c572efdd97cec1f432040f02784b67635102aa"
[[deps.Accessors]] [[deps.Accessors]]
deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "MacroTools"] deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "MacroTools"]
@@ -34,12 +34,22 @@ git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8" uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
version = "1.1.3" version = "1.1.3"
[[deps.ArgTools]]
uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
version = "1.1.2"
[[deps.ArnoldiMethod]] [[deps.ArnoldiMethod]]
deps = ["LinearAlgebra", "Random", "StaticArrays"] deps = ["LinearAlgebra", "Random", "StaticArrays"]
git-tree-sha1 = "d57bd3762d308bded22c3b82d033bff85f6195c6" git-tree-sha1 = "d57bd3762d308bded22c3b82d033bff85f6195c6"
uuid = "ec485272-7323-5ecc-a04f-4719b315124d" uuid = "ec485272-7323-5ecc-a04f-4719b315124d"
version = "0.4.0" version = "0.4.0"
[[deps.ArrowTypes]]
deps = ["Sockets", "UUIDs"]
git-tree-sha1 = "404265cd8128a2515a81d5eae16de90fdef05101"
uuid = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
version = "2.3.0"
[[deps.Artifacts]] [[deps.Artifacts]]
uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33" uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
version = "1.11.0" version = "1.11.0"
@@ -53,6 +63,11 @@ git-tree-sha1 = "6863c5b7fc997eadcabdbaf6c5f201dc30032643"
uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d" uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d"
version = "1.2.2" version = "1.2.2"
[[deps.CEnum]]
git-tree-sha1 = "389ad5c84de1ae7cf0e28e381131c98ea87d54fc"
uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
version = "0.5.0"
[[deps.CRC32c]] [[deps.CRC32c]]
uuid = "8bf52ea8-c179-5cab-976a-9e18b702a9bc" uuid = "8bf52ea8-c179-5cab-976a-9e18b702a9bc"
version = "1.11.0" version = "1.11.0"
@@ -82,9 +97,9 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
version = "0.7.8" version = "0.7.8"
[[deps.CommonSolve]] [[deps.CommonSolve]]
git-tree-sha1 = "99ee296f88c12485402e37c2fd025f95ae097637" git-tree-sha1 = "eeaad7cef88554c2fa56b5a3f71cfd5cb708c662"
uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2" uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
version = "0.2.9" version = "0.2.11"
[[deps.Compat]] [[deps.Compat]]
deps = ["TOML", "UUIDs"] deps = ["TOML", "UUIDs"]
@@ -135,6 +150,11 @@ git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f" uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
version = "4.1.1" version = "4.1.1"
[[deps.DBInterface]]
git-tree-sha1 = "a444404b3f94deaa43ca2a58e18153a82695282b"
uuid = "a10d1c49-ce27-4219-8d33-6db1a4562965"
version = "2.6.1"
[[deps.DataAPI]] [[deps.DataAPI]]
git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe" git-tree-sha1 = "abe83f3a2f1b857aac70ef8b269080af17764bbe"
uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a" uuid = "9a962f9c-6df0-11e9-0e5d-c546b8b5ee8a"
@@ -162,6 +182,11 @@ deps = ["Printf"]
uuid = "ade2ca70-3891-5945-98fb-dc099432e06a" uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
version = "1.11.0" version = "1.11.0"
[[deps.Decimals]]
git-tree-sha1 = "e98abef36d02a0ec385d68cd7dadbce9b28cbd88"
uuid = "abce61dc-4473-55a0-ba07-351d65e31d42"
version = "0.4.1"
[[deps.Distances]] [[deps.Distances]]
deps = ["LinearAlgebra", "Statistics", "StatsAPI"] deps = ["LinearAlgebra", "Statistics", "StatsAPI"]
git-tree-sha1 = "c7e3a542b999843086e2f29dac96a618c105be1d" git-tree-sha1 = "c7e3a542b999843086e2f29dac96a618c105be1d"
@@ -176,6 +201,11 @@ version = "0.10.12"
ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4" ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf" SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
[[deps.Distributed]]
deps = ["Random", "Serialization", "Sockets"]
uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
version = "1.11.0"
[[deps.Distributions]] [[deps.Distributions]]
deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "Roots", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"] deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "Roots", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
git-tree-sha1 = "cd3c5ac74cd3923c8945c6a81518c46abd0e73a3" git-tree-sha1 = "cd3c5ac74cd3923c8945c6a81518c46abd0e73a3"
@@ -199,25 +229,32 @@ git-tree-sha1 = "7442a5dfe1ebb773c29cc2962a8980f47221d76c"
uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae" uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
version = "0.9.5" version = "0.9.5"
[[deps.Downloads]]
deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
version = "1.7.0"
[[deps.EnumX]] [[deps.EnumX]]
git-tree-sha1 = "c49898e8438c828577f04b92fc9368c388ac783c" git-tree-sha1 = "c49898e8438c828577f04b92fc9368c388ac783c"
uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56" uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
version = "1.0.7" version = "1.0.7"
[[deps.ExprTools]]
git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec"
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
version = "0.1.10"
[[deps.FilePathsBase]] [[deps.FilePathsBase]]
deps = ["Compat", "Dates"] deps = ["Compat", "Dates"]
git-tree-sha1 = "3bab2c5aa25e7840a4b065805c0cdfc01f3068d2" git-tree-sha1 = "3bab2c5aa25e7840a4b065805c0cdfc01f3068d2"
uuid = "48062228-2e41-5def-b9a4-89aafe57970f" uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
version = "0.9.24" version = "0.9.24"
weakdeps = ["Mmap", "Test"]
[deps.FilePathsBase.extensions] [deps.FilePathsBase.extensions]
FilePathsBaseMmapExt = "Mmap" FilePathsBaseMmapExt = "Mmap"
FilePathsBaseTestExt = "Test" FilePathsBaseTestExt = "Test"
[deps.FilePathsBase.weakdeps]
Mmap = "a63ad114-7e13-5084-954f-fe012c677804"
Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
[[deps.FileWatching]] [[deps.FileWatching]]
uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee" uuid = "7b1f6079-737a-58dc-b8bc-7a2ca5c1b5ee"
version = "1.11.0" version = "1.11.0"
@@ -240,8 +277,13 @@ deps = ["Random"]
uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820" uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
version = "1.11.0" version = "1.11.0"
[[deps.Gamma]]
git-tree-sha1 = "86f86b6168a016ed88e4ae4e64577b98c3b59e8e"
uuid = "a0844989-3bd2-4988-8bea-c9407ab0941b"
version = "1.1.0"
[[deps.GeneralUtils]] [[deps.GeneralUtils]]
deps = ["CSV", "DataFrames", "DataStructures", "Dates", "Distributions", "HTTP", "JSON", "NATS", "PrettyPrinting", "Random", "Revise", "SHA", "StringDistances", "UUIDs"] deps = ["CSV", "DataFrames", "DataStructures", "Dates", "Distributions", "Graphs", "HTTP", "JSON", "LibPQ", "NATS", "PrettyPrinting", "Random", "Revise", "SHA", "StringDistances", "UUIDs"]
path = "." path = "."
uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe" uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
version = "0.4.10" version = "0.4.10"
@@ -261,9 +303,9 @@ version = "1.14.0"
[[deps.HTTP]] [[deps.HTTP]]
deps = ["Base64", "CodecZlib", "Dates", "EnumX", "PrecompileTools", "Random", "Reseau", "SHA", "URIs", "UUIDs", "Zlib_jll"] deps = ["Base64", "CodecZlib", "Dates", "EnumX", "PrecompileTools", "Random", "Reseau", "SHA", "URIs", "UUIDs", "Zlib_jll"]
git-tree-sha1 = "69343dd8afb1671b84c3aa2dda511238d0919a55" git-tree-sha1 = "c2c808326222b6dc4bec295a83b55f79aeec98e0"
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3" uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
version = "2.5.0" version = "2.5.5"
[[deps.HashArrayMappedTries]] [[deps.HashArrayMappedTries]]
git-tree-sha1 = "2eaa69a7cab70a52b9687c8bf950a5a93ec895ae" git-tree-sha1 = "2eaa69a7cab70a52b9687c8bf950a5a93ec895ae"
@@ -271,10 +313,22 @@ uuid = "076d061b-32b6-4027-95e0-9a2c6f6d7e74"
version = "0.2.0" version = "0.2.0"
[[deps.HypergeometricFunctions]] [[deps.HypergeometricFunctions]]
deps = ["LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"] deps = ["Gamma", "LinearAlgebra"]
git-tree-sha1 = "68c173f4f449de5b438ee67ed0c9c748dc31a2ec" git-tree-sha1 = "18d7deab5fb0440dc6a7b6993c5c27b25420de10"
uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a" uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
version = "0.3.28" version = "0.3.29"
[[deps.ICU_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "b3d8be712fbf9237935bde0ce9b5a736ae38fc34"
uuid = "a51ab1cf-af8e-5615-a023-bc2c838bba6b"
version = "76.2.0+0"
[[deps.Infinity]]
deps = ["Dates", "Random", "Requires"]
git-tree-sha1 = "cf8234411cbeb98676c173f930951ea29dca3b23"
uuid = "a303e19e-6eb4-11e9-3b09-cd9505f79100"
version = "0.2.4"
[[deps.Inflate]] [[deps.Inflate]]
git-tree-sha1 = "d1b1b796e47d94588b3757fe84fbf65a5ec4a80d" git-tree-sha1 = "d1b1b796e47d94588b3757fe84fbf65a5ec4a80d"
@@ -285,33 +339,33 @@ version = "0.1.5"
git-tree-sha1 = "8f3d257792a522b4601c24a577954b0a8cd7334d" git-tree-sha1 = "8f3d257792a522b4601c24a577954b0a8cd7334d"
uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48" uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
version = "1.4.5" version = "1.4.5"
weakdeps = ["ArrowTypes", "Parsers"]
[deps.InlineStrings.extensions] [deps.InlineStrings.extensions]
ArrowTypesExt = "ArrowTypes" ArrowTypesExt = "ArrowTypes"
ParsersExt = "Parsers" ParsersExt = "Parsers"
[deps.InlineStrings.weakdeps]
ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
Parsers = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
[[deps.InteractiveUtils]] [[deps.InteractiveUtils]]
deps = ["Markdown"] deps = ["Markdown"]
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
version = "1.11.0" version = "1.11.0"
[[deps.Intervals]]
deps = ["ArrowTypes", "Dates", "Printf", "RecipesBase", "Serialization", "TimeZones"]
git-tree-sha1 = "d6fe00b123e32ddd17231b35d69a6394e696fd5a"
uuid = "d8418881-c3e1-53bb-8760-2df7ec849ed5"
version = "1.11.0"
[[deps.InverseFunctions]] [[deps.InverseFunctions]]
git-tree-sha1 = "a779299d77cd080bf77b97535acecd73e1c5e5cb" git-tree-sha1 = "a779299d77cd080bf77b97535acecd73e1c5e5cb"
uuid = "3587e190-3f89-42d0-90ee-14403ec27112" uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
version = "0.1.17" version = "0.1.17"
weakdeps = ["Dates", "Test"]
[deps.InverseFunctions.extensions] [deps.InverseFunctions.extensions]
InverseFunctionsDatesExt = "Dates" InverseFunctionsDatesExt = "Dates"
InverseFunctionsTestExt = "Test" InverseFunctionsTestExt = "Test"
[deps.InverseFunctions.weakdeps]
Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
[[deps.InvertedIndices]] [[deps.InvertedIndices]]
git-tree-sha1 = "6da3c4316095de0f5ee2ebd875df8721e7e0bdbe" git-tree-sha1 = "6da3c4316095de0f5ee2ebd875df8721e7e0bdbe"
uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f" uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
@@ -322,6 +376,11 @@ git-tree-sha1 = "b2d91fe939cae05960e760110b328288867b5758"
uuid = "92d709cd-6900-40b7-9082-c6be49f344b6" uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
version = "0.2.6" version = "0.2.6"
[[deps.IterTools]]
git-tree-sha1 = "42d5f897009e7ff2cf88db414a389e5ed1bdd023"
uuid = "c8e1da08-722c-5040-9ed9-7db0dc04731e"
version = "1.10.0"
[[deps.IteratorInterfaceExtensions]] [[deps.IteratorInterfaceExtensions]]
git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856" git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
uuid = "82899510-4779-5014-852e-03e436cf321d" uuid = "82899510-4779-5014-852e-03e436cf321d"
@@ -338,25 +397,21 @@ deps = ["Dates", "Logging", "Parsers", "PrecompileTools", "StructUtils", "UUIDs"
git-tree-sha1 = "c89d196f5ffb64bfbf80985b699ea913b0d2c211" git-tree-sha1 = "c89d196f5ffb64bfbf80985b699ea913b0d2c211"
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
version = "1.6.1" version = "1.6.1"
weakdeps = ["ArrowTypes"]
[deps.JSON.extensions] [deps.JSON.extensions]
JSONArrowExt = ["ArrowTypes"] JSONArrowExt = ["ArrowTypes"]
[deps.JSON.weakdeps]
ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
[[deps.JSON3]] [[deps.JSON3]]
deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"] deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"]
git-tree-sha1 = "411eccfe8aba0814ffa0fdf4860913ed09c34975" git-tree-sha1 = "411eccfe8aba0814ffa0fdf4860913ed09c34975"
uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1" uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
version = "1.14.3" version = "1.14.3"
weakdeps = ["ArrowTypes"]
[deps.JSON3.extensions] [deps.JSON3.extensions]
JSON3ArrowExt = ["ArrowTypes"] JSON3ArrowExt = ["ArrowTypes"]
[deps.JSON3.weakdeps]
ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
[[deps.JuliaInterpreter]] [[deps.JuliaInterpreter]]
deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"] deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
git-tree-sha1 = "58927c485919bf17ea308d9d82156de1adf4b006" git-tree-sha1 = "58927c485919bf17ea308d9d82156de1adf4b006"
@@ -368,11 +423,32 @@ deps = ["StyledStrings"]
uuid = "ac6e5ff7-fb65-4e79-a425-ec3bc9c03011" uuid = "ac6e5ff7-fb65-4e79-a425-ec3bc9c03011"
version = "1.12.0" version = "1.12.0"
[[deps.Kerberos_krb5_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "0f2899fdadaab4b8f57db558ba21bdb4fb52f1f0"
uuid = "b39eb1a6-c29a-53d7-8c32-632cd16f18da"
version = "1.21.3+0"
[[deps.LaTeXStrings]] [[deps.LaTeXStrings]]
git-tree-sha1 = "dda21b8cbd6a6c40d9d02a73230f9d70fed6918c" git-tree-sha1 = "dda21b8cbd6a6c40d9d02a73230f9d70fed6918c"
uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f" uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
version = "1.4.0" version = "1.4.0"
[[deps.LayerDicts]]
git-tree-sha1 = "6087ad3521d6278ebe5c27ae55e7bbb15ca312cb"
uuid = "6f188dcb-512c-564b-bc01-e0f76e72f166"
version = "1.0.0"
[[deps.LibCURL]]
deps = ["LibCURL_jll", "MozillaCACerts_jll"]
uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
version = "0.6.4"
[[deps.LibCURL_jll]]
deps = ["Artifacts", "LibSSH2_jll", "Libdl", "OpenSSL_jll", "Zlib_jll", "nghttp2_jll"]
uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
version = "8.15.0+0"
[[deps.LibGit2]] [[deps.LibGit2]]
deps = ["LibGit2_jll", "NetworkOptions", "Printf", "SHA"] deps = ["LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
uuid = "76f85450-5226-5b5a-8eaa-529ad045b433" uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
@@ -383,6 +459,18 @@ deps = ["Artifacts", "LibSSH2_jll", "Libdl", "OpenSSL_jll"]
uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5" uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
version = "1.9.0+0" version = "1.9.0+0"
[[deps.LibPQ]]
deps = ["CEnum", "DBInterface", "Dates", "Decimals", "DocStringExtensions", "FileWatching", "Infinity", "Intervals", "IterTools", "LayerDicts", "LibPQ_jll", "Libdl", "Memento", "OffsetArrays", "SQLStrings", "Tables", "TimeZones", "UTCDateTimes"]
git-tree-sha1 = "3d227cd13cbf1e9a54d7748dab33e078da6f9168"
uuid = "194296ae-ab2e-5f79-8cd4-7183a0a5a0d1"
version = "1.18.0"
[[deps.LibPQ_jll]]
deps = ["Artifacts", "ICU_jll", "JLLWrappers", "Kerberos_krb5_jll", "Libdl", "OpenSSL_jll", "Zstd_jll"]
git-tree-sha1 = "c692057e05ba6da348bc45d5dab8c7a2c88da518"
uuid = "08be9ffa-1c94-5ee5-a977-46a84ec9b350"
version = "16.14.0+0"
[[deps.LibSSH2_jll]] [[deps.LibSSH2_jll]]
deps = ["Artifacts", "Libdl", "OpenSSL_jll"] deps = ["Artifacts", "Libdl", "OpenSSL_jll"]
uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8" uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
@@ -445,6 +533,12 @@ git-tree-sha1 = "ff69a2b1330bcb730b9ac1ab7dd680176f5896b8"
uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1" uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
version = "2.28.1010+0" version = "2.28.1010+0"
[[deps.Memento]]
deps = ["Dates", "Distributed", "Requires", "Serialization", "Sockets", "Test", "UUIDs"]
git-tree-sha1 = "e03a25cb3b6569623f8246d3d8b3faa7ce86f4ad"
uuid = "f28f55f0-a522-5efc-85c2-fe41dfb9b2d9"
version = "1.5.0"
[[deps.Missings]] [[deps.Missings]]
deps = ["DataAPI"] deps = ["DataAPI"]
git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d" git-tree-sha1 = "ec4f7fbeab05d7747bdf98eb74d130a2a2ed298d"
@@ -455,6 +549,12 @@ version = "1.2.0"
uuid = "a63ad114-7e13-5084-954f-fe012c677804" uuid = "a63ad114-7e13-5084-954f-fe012c677804"
version = "1.11.0" version = "1.11.0"
[[deps.Mocking]]
deps = ["Compat", "ExprTools"]
git-tree-sha1 = "2c140d60d7cb82badf06d8783800d0bcd1a7daa2"
uuid = "78c3b35d-d492-501b-9361-3d52fe80e533"
version = "0.8.1"
[[deps.MozillaCACerts_jll]] [[deps.MozillaCACerts_jll]]
uuid = "14a3606d-f60d-562e-9121-12d972cd8159" uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
version = "2025.11.4" version = "2025.11.4"
@@ -475,6 +575,17 @@ version = "1.0.3"
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908" uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
version = "1.3.0" version = "1.3.0"
[[deps.OffsetArrays]]
git-tree-sha1 = "117432e406b5c023f665fa73dc26e79ec3630151"
uuid = "6fe1bfb0-de20-5000-8ca7-80f57d26f881"
version = "1.17.0"
[deps.OffsetArrays.extensions]
OffsetArraysAdaptExt = "Adapt"
[deps.OffsetArrays.weakdeps]
Adapt = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
[[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"
@@ -542,15 +653,17 @@ version = "0.4.2"
[[deps.PrettyTables]] [[deps.PrettyTables]]
deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "REPL", "Reexport", "StringManipulation", "Tables"] deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "REPL", "Reexport", "StringManipulation", "Tables"]
git-tree-sha1 = "624de6279ab7d94fc9f672f0068107eb6619732c" git-tree-sha1 = "ebf455bb866ee6737030e3d3816bb6a0683c4325"
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d" uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
version = "3.3.2" version = "3.4.0"
[deps.PrettyTables.extensions] [deps.PrettyTables.extensions]
PrettyTablesExcelExt = "XLSX"
PrettyTablesTypstryExt = "Typstry" PrettyTablesTypstryExt = "Typstry"
[deps.PrettyTables.weakdeps] [deps.PrettyTables.weakdeps]
Typstry = "f0ed7684-a786-439e-b1e3-3b82803b501e" Typstry = "f0ed7684-a786-439e-b1e3-3b82803b501e"
XLSX = "fdbf4ff8-1666-58a4-91e7-1b58723a45e0"
[[deps.Printf]] [[deps.Printf]]
deps = ["Unicode"] deps = ["Unicode"]
@@ -584,11 +697,23 @@ deps = ["SHA"]
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
version = "1.11.0" version = "1.11.0"
[[deps.RecipesBase]]
deps = ["PrecompileTools"]
git-tree-sha1 = "5c3d09cc4f31f5fc6af001c250bf1278733100ff"
uuid = "3cdcf5f2-1ef4-517c-9805-6587b60abb01"
version = "1.3.4"
[[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 = "62389eeff14780bfe55195b7204c0d8738436d64"
uuid = "ae029012-a4dd-5104-9daa-d747884805df"
version = "1.3.1"
[[deps.Reseau]] [[deps.Reseau]]
deps = ["NetworkOptions", "OpenSSL_jll", "PrecompileTools", "Random", "SHA"] deps = ["NetworkOptions", "OpenSSL_jll", "PrecompileTools", "Random", "SHA"]
git-tree-sha1 = "0eab6d95ed40c2ef3992255c1c71e4f9748932b5" git-tree-sha1 = "0eab6d95ed40c2ef3992255c1c71e4f9748932b5"
@@ -600,13 +725,11 @@ deps = ["CRC32c", "CodeTracking", "FileWatching", "InteractiveUtils", "JuliaInte
git-tree-sha1 = "27e3ee13fc8739a59b380d6163d6a82f52c03bd7" git-tree-sha1 = "27e3ee13fc8739a59b380d6163d6a82f52c03bd7"
uuid = "295af30f-e4ad-537b-8983-00126c2a3abe" uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
version = "3.15.1" version = "3.15.1"
weakdeps = ["Distributed"]
[deps.Revise.extensions] [deps.Revise.extensions]
DistributedExt = "Distributed" DistributedExt = "Distributed"
[deps.Revise.weakdeps]
Distributed = "8ba89e20-285c-5b6f-9357-94700520ee1b"
[[deps.Rmath]] [[deps.Rmath]]
deps = ["Random", "Rmath_jll"] deps = ["Random", "Rmath_jll"]
git-tree-sha1 = "5b3d50eb374cea306873b371d3f8d3915a018f0b" git-tree-sha1 = "5b3d50eb374cea306873b371d3f8d3915a018f0b"
@@ -621,9 +744,9 @@ version = "0.5.1+0"
[[deps.Roots]] [[deps.Roots]]
deps = ["Accessors", "CommonSolve", "Printf"] deps = ["Accessors", "CommonSolve", "Printf"]
git-tree-sha1 = "91cfb1cb4f6e27557cc2df798a31eff6089a41eb" git-tree-sha1 = "125cbd31a56de53169c3eed9c17180bc6c245f83"
uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665" uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
version = "3.0.0" version = "3.0.4"
[deps.Roots.extensions] [deps.Roots.extensions]
RootsChainRulesCoreExt = "ChainRulesCore" RootsChainRulesCoreExt = "ChainRulesCore"
@@ -645,12 +768,23 @@ version = "3.0.0"
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce" uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
version = "0.7.0" version = "0.7.0"
[[deps.SQLStrings]]
git-tree-sha1 = "55de0530689832b1d3d43491ee6b67bd54d3323c"
uuid = "af517c2e-c243-48fa-aab8-efac3db270f5"
version = "0.1.0"
[[deps.ScopedValues]] [[deps.ScopedValues]]
deps = ["HashArrayMappedTries", "Logging"] deps = ["HashArrayMappedTries", "Logging"]
git-tree-sha1 = "67a144433c4ce877ee6d1ada69a124d6b1ecf7be" git-tree-sha1 = "67a144433c4ce877ee6d1ada69a124d6b1ecf7be"
uuid = "7e506255-f358-4e82-b7e4-beb19740aa63" uuid = "7e506255-f358-4e82-b7e4-beb19740aa63"
version = "1.6.2" version = "1.6.2"
[[deps.Scratch]]
deps = ["Dates"]
git-tree-sha1 = "9b81b8393e50b7d4e6d0a9f14e192294d3b7c109"
uuid = "6c6a2e73-6563-6170-7368-637461726353"
version = "1.3.0"
[[deps.SentinelArrays]] [[deps.SentinelArrays]]
deps = ["Dates", "Random"] deps = ["Dates", "Random"]
git-tree-sha1 = "084c47c7c5ce5cfecefa0a98dff69eb3646b5a80" git-tree-sha1 = "084c47c7c5ce5cfecefa0a98dff69eb3646b5a80"
@@ -807,6 +941,12 @@ deps = ["Dates"]
uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76" uuid = "fa267f1f-6049-4f14-aa54-33bafae1ed76"
version = "1.0.3" version = "1.0.3"
[[deps.TZJData]]
deps = ["Artifacts"]
git-tree-sha1 = "72df96b3a595b7aab1e101eb07d2a435963a97e2"
uuid = "dc5dba14-91b3-4cab-a142-028a31da12f7"
version = "1.5.0+2025b"
[[deps.TableTraits]] [[deps.TableTraits]]
deps = ["IteratorInterfaceExtensions"] deps = ["IteratorInterfaceExtensions"]
git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39" git-tree-sha1 = "c06b2f539df1c6efa794486abfb6ed2022561a39"
@@ -819,6 +959,21 @@ git-tree-sha1 = "0f38a06c83f0007bbab3cf911262841c9a0f07e0"
uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c" uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
version = "1.13.0" version = "1.13.0"
[[deps.Test]]
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
version = "1.11.0"
[[deps.TimeZones]]
deps = ["Artifacts", "Dates", "Downloads", "InlineStrings", "Mocking", "Printf", "Scratch", "TZJData", "Unicode", "p7zip_jll"]
git-tree-sha1 = "d422301b2a1e294e3e4214061e44f338cafe18a2"
uuid = "f269a46b-ccf7-5d73-abea-4c690281aa53"
version = "1.22.2"
weakdeps = ["RecipesBase"]
[deps.TimeZones.extensions]
TimeZonesRecipesBaseExt = "RecipesBase"
[[deps.TranscodingStreams]] [[deps.TranscodingStreams]]
git-tree-sha1 = "0c45878dcfdcfa8480052b6ab162cdd138781742" git-tree-sha1 = "0c45878dcfdcfa8480052b6ab162cdd138781742"
uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa" uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
@@ -829,6 +984,12 @@ git-tree-sha1 = "bef26fb046d031353ef97a82e3fdb6afe7f21b1a"
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4" uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
version = "1.6.1" version = "1.6.1"
[[deps.UTCDateTimes]]
deps = ["Dates", "TimeZones"]
git-tree-sha1 = "4af3552bf0cf4a071bf3d14bd20023ea70f31b62"
uuid = "0f7cfa37-7abf-4834-b969-a8aa512401c2"
version = "1.6.1"
[[deps.UUIDs]] [[deps.UUIDs]]
deps = ["Random", "SHA"] deps = ["Random", "SHA"]
uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4" uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
@@ -854,6 +1015,12 @@ deps = ["Libdl"]
uuid = "83775a58-1f1d-513f-b197-d71354ab007a" uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
version = "1.3.1+2" version = "1.3.1+2"
[[deps.Zstd_jll]]
deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "446b23e73536f84e8037f5dce465e92275f6a308"
uuid = "3161d3a3-bdf6-5164-811a-617609db77b4"
version = "1.5.7+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"
@@ -864,3 +1031,13 @@ deps = ["Artifacts", "JLLWrappers", "Libdl"]
git-tree-sha1 = "011b0a7331b41c25524b64dc42afc9683ee89026" git-tree-sha1 = "011b0a7331b41c25524b64dc42afc9683ee89026"
uuid = "a9144af2-ca23-56d9-984f-0d03f7b5ccf8" uuid = "a9144af2-ca23-56d9-984f-0d03f7b5ccf8"
version = "1.0.21+0" version = "1.0.21+0"
[[deps.nghttp2_jll]]
deps = ["Artifacts", "Libdl"]
uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
version = "1.64.0+1"
[[deps.p7zip_jll]]
deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
version = "17.7.0+0"
Project.toml
+2
View File
@@ -12,6 +12,7 @@ Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6" Graphs = "86223c79-3864-5bf0-83f7-82e725a168b6"
HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3" HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3"
JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6" JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
LibPQ = "194296ae-ab2e-5f79-8cd4-7183a0a5a0d1"
NATS = "55e73f9c-eeeb-467f-b4cc-a633fde63d2a" NATS = "55e73f9c-eeeb-467f-b4cc-a633fde63d2a"
PrettyPrinting = "54e16d92-306c-5ea0-a30b-337be88ac337" PrettyPrinting = "54e16d92-306c-5ea0-a30b-337be88ac337"
Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
@@ -24,6 +25,7 @@ UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
Graphs = "1.14.0" Graphs = "1.14.0"
HTTP = "2.5.0 - 2.9.9" HTTP = "2.5.0 - 2.9.9"
JSON = "1.3.0 - 1.9.9" JSON = "1.3.0 - 1.9.9"
LibPQ = "1.18.0"
NATS = "0.1.0" NATS = "0.1.0"
Revise = "3.13.2" Revise = "3.13.2"
StringDistances = "1.0.0" StringDistances = "1.0.0"
src/llmUtil.jl
+22 -16
View File
@@ -4,8 +4,8 @@ export formatLLMtext, extractthink, checkAgentResponse_JSON, clean_json_response
extract_vector_metadata, generate_embedding_payloads, resolve_semantic_cluster, extract_vector_metadata, generate_embedding_payloads, resolve_semantic_cluster,
harvest_entity_catalog, resolve_entity harvest_entity_catalog, resolve_entity
using UUIDs, JSON, Dates, DataFrames, StringDistances, Graphs using UUIDs, JSON, Dates, DataFrames, StringDistances, Graphs, LibPQ
using GeneralUtils using ..util
# ---------------------------------------------- 100 --------------------------------------------- # # ---------------------------------------------- 100 --------------------------------------------- #
@@ -294,7 +294,7 @@ function extract_vector_metadata(pg_conn_str::String)::DataFrame
try try
# Execute and format into a clean DataFrame # Execute and format into a clean DataFrame
result = execute(conn, query) result = LibPQ.execute(conn, query)
df = DataFrame(result) df = DataFrame(result)
# Create a unique document ID for each vector row # Create a unique document ID for each vector row
@@ -532,18 +532,24 @@ julia> fruits = GeneralUtils.harvest_entity_catalog(conn, "products", "fruit_nam
``` ```
""" """
function harvest_entity_catalog(conn_str::String, table::String, column::String)::Vector{String} function harvest_entity_catalog(conn_str::String, table::String, column::String)::Vector{String}
conn = LibPQ.Connection(conn_str) conn = LibPQ.Connection(conn_str)
return harvest_entity_catalog(conn, table, column)
end
# We only care about unique, non-null values to keep the index fast and dense function harvest_entity_catalog(conn, table::String, column::String)::Vector{String}
query = "SELECT DISTINCT $(column) FROM $(table) WHERE $(column) IS NOT NULL;"
try # We only care about unique, non-null values to keep the index fast and dense
df = DataFrame(execute(conn, query)) query = "SELECT DISTINCT $(column) FROM $(table) WHERE $(column) IS NOT NULL;"
# Return as a clean array of strings
return String.(strip.(df[:, 1])) try
finally df = DataFrame(LibPQ.execute(conn, query))
close(conn) # Return as a clean array of strings
end return String.(strip.(df[:, 1]))
catch
return String[]
finally
close(conn)
end
end end
@@ -580,13 +586,13 @@ The function:
```julia ```julia
julia> using GeneralUtils julia> using GeneralUtils
julia> catalog = ["Hand Old Bar & Grill", "Hand Old", "Wine Cellar"] julia> catalog = ["Hand Old Bar & Grill", "Hand Old", "Wine Cellar"]
julia> GeneralUtils.resolve_entity("HandOld", catalog, threshold=0.5) julia> GeneralUtils.resolve_entity("HandOld", catalog; threshold=0.5)
"Hand Old Bar & Grill" "Hand Old Bar & Grill"
julia> GeneralUtils.resolve_entity("Wine Cellar", catalog, threshold=0.5) julia> GeneralUtils.resolve_entity("Wine Cellar", catalog; threshold=0.5)
"Wine Cellar" "Wine Cellar"
julia> GeneralUtils.resolve_entity("Unknown Place", catalog, threshold=0.5) julia> GeneralUtils.resolve_entity("Unknown Place", catalog; threshold=0.5)
"" ""
``` ```
""" """