Compare commits
34 Commits
| Author | SHA1 | Date | |
|---|---|---|---|
| 4e592173a6 | |||
| 0cacb5c94a | |||
| 6c96409969 | |||
| 06d51c1ee9 | |||
| 2ad3d1df38 | |||
| 83c7770877 | |||
| bad14fbe7f | |||
| 578e8f55bd | |||
| ae3e432b02 | |||
| 7c14390400 | |||
| 89885c1583 | |||
| 5a27630ccf | |||
| ed91260468 | |||
| c13aeb3a74 | |||
| 287704778f | |||
| a9fa23f01b | |||
| c5cb18f0f1 | |||
| c78f4b023d | |||
| 1b69f69c7d | |||
| 3891099eaa | |||
| 268d340e2f | |||
| 189bc2efcf | |||
| 92b3e4081f | |||
| 750eff483b | |||
| 5cc35c78f4 | |||
| ed5415d92a | |||
| 6b3d575ea0 | |||
| da16c80a0a | |||
| 069240912b | |||
| 2aa0d1e9a4 | |||
| 03e1dd7628 | |||
| 70296a3bf2 | |||
| 75b2ce5978 | |||
| d8172a7fbe |
+58
-94
@@ -2,7 +2,7 @@
|
||||
|
||||
julia_version = "1.12.6"
|
||||
manifest_format = "2.0"
|
||||
project_hash = "1c1379a2cec320abc347f3acb5ee815ba9855aa6"
|
||||
project_hash = "0db36d4fb31037ba05065476e6aebaf4cd0e1e8c"
|
||||
|
||||
[[deps.Accessors]]
|
||||
deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "MacroTools"]
|
||||
@@ -97,9 +97,9 @@ uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
|
||||
version = "0.7.8"
|
||||
|
||||
[[deps.CommonSolve]]
|
||||
git-tree-sha1 = "eeaad7cef88554c2fa56b5a3f71cfd5cb708c662"
|
||||
git-tree-sha1 = "cf963add2340ad9960e5eb22844e61ad8f931fe1"
|
||||
uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
|
||||
version = "0.2.11"
|
||||
version = "0.2.13"
|
||||
|
||||
[[deps.Compat]]
|
||||
deps = ["TOML", "UUIDs"]
|
||||
@@ -146,9 +146,9 @@ version = "1.6.0"
|
||||
StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
|
||||
|
||||
[[deps.Crayons]]
|
||||
git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
|
||||
git-tree-sha1 = "54b76cbb40d9a0f5368c880725b2f141da77c94f"
|
||||
uuid = "a8cc5b0e-0ffa-5ad4-8c14-923d3ee1735f"
|
||||
version = "4.1.1"
|
||||
version = "4.2.0"
|
||||
|
||||
[[deps.DBInterface]]
|
||||
git-tree-sha1 = "a444404b3f94deaa43ca2a58e18153a82695282b"
|
||||
@@ -168,9 +168,9 @@ version = "1.8.2"
|
||||
|
||||
[[deps.DataStructures]]
|
||||
deps = ["OrderedCollections"]
|
||||
git-tree-sha1 = "6fb53a69613a0b2b68a0d12671717d307ab8b24e"
|
||||
git-tree-sha1 = "b0bc6d2cad1fed8b7fd59a1551a991cb3d2809e6"
|
||||
uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
|
||||
version = "0.19.5"
|
||||
version = "0.19.6"
|
||||
|
||||
[[deps.DataValueInterfaces]]
|
||||
git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
|
||||
@@ -208,9 +208,9 @@ version = "1.11.0"
|
||||
|
||||
[[deps.Distributions]]
|
||||
deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "Roots", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
|
||||
git-tree-sha1 = "cd3c5ac74cd3923c8945c6a81518c46abd0e73a3"
|
||||
git-tree-sha1 = "d2facc77c08c1c2bfb1a77c148edd05b3db5410b"
|
||||
uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
|
||||
version = "0.25.129"
|
||||
version = "0.25.130"
|
||||
|
||||
[deps.Distributions.extensions]
|
||||
DistributionsChainRulesCoreExt = "ChainRulesCore"
|
||||
@@ -240,15 +240,9 @@ uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
|
||||
version = "1.0.7"
|
||||
|
||||
[[deps.ExprTools]]
|
||||
git-tree-sha1 = "27415f162e6028e81c72b82ef756bf321213b6ec"
|
||||
git-tree-sha1 = "d2e49e7efd29719d6f28b891b0e0e159daa9d2b4"
|
||||
uuid = "e2ba6199-217a-4e67-a87a-7c52f15ade04"
|
||||
version = "0.1.10"
|
||||
|
||||
[[deps.EzXML]]
|
||||
deps = ["Printf", "XML2_jll"]
|
||||
git-tree-sha1 = "7ea1aa5869e2626ccae84480e4f37185bc6f41d3"
|
||||
uuid = "8f5d6c58-4d21-5cfd-889c-e3ad7ee6a615"
|
||||
version = "1.2.3"
|
||||
version = "0.1.11"
|
||||
|
||||
[[deps.FileIO]]
|
||||
deps = ["Pkg", "Requires", "UUIDs"]
|
||||
@@ -277,9 +271,9 @@ version = "1.11.0"
|
||||
|
||||
[[deps.FillArrays]]
|
||||
deps = ["LinearAlgebra"]
|
||||
git-tree-sha1 = "2f979084d1e13948a3352cf64a25df6bd3b4dca3"
|
||||
git-tree-sha1 = "5bad39456d9f0166184fce2248783dd9862645c1"
|
||||
uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
|
||||
version = "1.16.0"
|
||||
version = "1.17.0"
|
||||
weakdeps = ["PDMats", "SparseArrays", "StaticArrays", "Statistics"]
|
||||
|
||||
[deps.FillArrays.extensions]
|
||||
@@ -300,11 +294,11 @@ version = "1.1.0"
|
||||
|
||||
[[deps.GeneralUtils]]
|
||||
deps = ["CSV", "DataFrames", "DataStructures", "Dates", "Distributions", "Graphs", "HTTP", "JSON", "LibPQ", "NATS", "PrettyPrinting", "Random", "Revise", "SHA", "StringDistances", "UUIDs"]
|
||||
git-tree-sha1 = "93293126d24d3929ef6a5067f347bc28c6582c71"
|
||||
git-tree-sha1 = "129b8fa1bf3bf6d8c0a080f39db09b9b986ef8de"
|
||||
repo-rev = "main"
|
||||
repo-url = "https://git.yiem.cc/ton/GeneralUtils"
|
||||
uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
|
||||
version = "0.5.10"
|
||||
version = "0.5.11"
|
||||
|
||||
[[deps.Graphs]]
|
||||
deps = ["ArnoldiMethod", "DataStructures", "Inflate", "LinearAlgebra", "Random", "SimpleTraits", "SparseArrays", "Statistics"]
|
||||
@@ -321,9 +315,9 @@ version = "1.14.0"
|
||||
|
||||
[[deps.HTTP]]
|
||||
deps = ["Base64", "CodecZlib", "Dates", "EnumX", "PrecompileTools", "Random", "Reseau", "SHA", "URIs", "UUIDs", "Zlib_jll"]
|
||||
git-tree-sha1 = "c2c808326222b6dc4bec295a83b55f79aeec98e0"
|
||||
git-tree-sha1 = "0a58fbbdee93d132a2fb1159b7f5e1b5c2465e71"
|
||||
uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
|
||||
version = "2.5.5"
|
||||
version = "2.6.4"
|
||||
|
||||
[[deps.HashArrayMappedTries]]
|
||||
git-tree-sha1 = "2eaa69a7cab70a52b9687c8bf950a5a93ec895ae"
|
||||
@@ -332,9 +326,9 @@ version = "0.2.0"
|
||||
|
||||
[[deps.HypergeometricFunctions]]
|
||||
deps = ["Gamma", "LinearAlgebra"]
|
||||
git-tree-sha1 = "18d7deab5fb0440dc6a7b6993c5c27b25420de10"
|
||||
git-tree-sha1 = "31bb6c92405c084617facc1d7ed9eb6c402d061e"
|
||||
uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
|
||||
version = "0.3.29"
|
||||
version = "0.3.30"
|
||||
|
||||
[[deps.ICU_jll]]
|
||||
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
||||
@@ -412,9 +406,9 @@ version = "1.8.0"
|
||||
|
||||
[[deps.JSON]]
|
||||
deps = ["Dates", "Logging", "Parsers", "PrecompileTools", "StructUtils", "UUIDs", "Unicode"]
|
||||
git-tree-sha1 = "c89d196f5ffb64bfbf80985b699ea913b0d2c211"
|
||||
git-tree-sha1 = "65979512c25a0727f050e6e4be40f0fd9ec893f7"
|
||||
uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
|
||||
version = "1.6.1"
|
||||
version = "1.7.0"
|
||||
weakdeps = ["ArrowTypes"]
|
||||
|
||||
[deps.JSON.extensions]
|
||||
@@ -432,9 +426,9 @@ weakdeps = ["ArrowTypes"]
|
||||
|
||||
[[deps.JuliaInterpreter]]
|
||||
deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
|
||||
git-tree-sha1 = "58927c485919bf17ea308d9d82156de1adf4b006"
|
||||
git-tree-sha1 = "c3d401f110454b4ea24a76be33f6ee0d7d385103"
|
||||
uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
|
||||
version = "0.10.12"
|
||||
version = "0.11.4"
|
||||
|
||||
[[deps.JuliaSyntaxHighlighting]]
|
||||
deps = ["StyledStrings"]
|
||||
@@ -506,12 +500,6 @@ version = "1.11.3+1"
|
||||
uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
|
||||
version = "1.11.0"
|
||||
|
||||
[[deps.Libiconv_jll]]
|
||||
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
||||
git-tree-sha1 = "be484f5c92fad0bd8acfef35fe017900b0b73809"
|
||||
uuid = "94ce4f54-9a6c-5748-9c1c-f9c7231a4531"
|
||||
version = "1.18.0+0"
|
||||
|
||||
[[deps.LinearAlgebra]]
|
||||
deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
|
||||
uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
|
||||
@@ -539,9 +527,9 @@ version = "1.11.0"
|
||||
|
||||
[[deps.LoweredCodeUtils]]
|
||||
deps = ["CodeTracking", "Compiler", "JuliaInterpreter"]
|
||||
git-tree-sha1 = "3733419e9a71156b389f3e331672d2e95436783f"
|
||||
git-tree-sha1 = "1d4c737ab26f51ceed52ab2019c09b7660eb7440"
|
||||
uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
|
||||
version = "3.6.2"
|
||||
version = "3.8.0"
|
||||
|
||||
[[deps.MacroTools]]
|
||||
git-tree-sha1 = "1e0228a030642014fe5cfe68c2c0a818f9e3f522"
|
||||
@@ -599,9 +587,9 @@ version = "0.1.1"
|
||||
|
||||
[[deps.NanoDates]]
|
||||
deps = ["Dates", "Parsers"]
|
||||
git-tree-sha1 = "850a0557ae5934f6e67ac0dc5ca13d0328422d1f"
|
||||
git-tree-sha1 = "77c7e98ca39aefb481f9b97a2f4f5c5471c08a1d"
|
||||
uuid = "46f1a544-deae-4307-8689-c12aa3c955c6"
|
||||
version = "1.0.3"
|
||||
version = "1.1.0"
|
||||
|
||||
[[deps.NetworkOptions]]
|
||||
uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
|
||||
@@ -640,15 +628,15 @@ uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
|
||||
version = "0.5.6+0"
|
||||
|
||||
[[deps.OrderedCollections]]
|
||||
git-tree-sha1 = "94ba93778373a53bfd5a0caaf7d809c445292ff4"
|
||||
git-tree-sha1 = "05f45c2e0de6259db764adbfd2f1dc6d3f8de13c"
|
||||
uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
|
||||
version = "1.8.2"
|
||||
version = "2.0.1"
|
||||
|
||||
[[deps.PDMats]]
|
||||
deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
|
||||
git-tree-sha1 = "26766d4b5f1a410c218a19b85a672c6edb693c65"
|
||||
git-tree-sha1 = "123266c25174ef6c8d4718920abc206452cf8de6"
|
||||
uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
|
||||
version = "0.11.40"
|
||||
version = "0.11.41"
|
||||
weakdeps = ["StatsBase"]
|
||||
|
||||
[deps.PDMats.extensions]
|
||||
@@ -656,9 +644,9 @@ weakdeps = ["StatsBase"]
|
||||
|
||||
[[deps.Parsers]]
|
||||
deps = ["Dates", "PrecompileTools", "UUIDs"]
|
||||
git-tree-sha1 = "32a4e09c5f29402573d673901778a0e03b0807b9"
|
||||
git-tree-sha1 = "3de8f5e6e90ebfa8d6d1f86997d6cdcd6a912ff3"
|
||||
uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
|
||||
version = "2.8.6"
|
||||
version = "2.8.7"
|
||||
|
||||
[[deps.Pkg]]
|
||||
deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
|
||||
@@ -688,15 +676,15 @@ uuid = "21216c6a-2e73-6563-6e65-726566657250"
|
||||
version = "1.5.2"
|
||||
|
||||
[[deps.PrettyPrinting]]
|
||||
git-tree-sha1 = "142ee93724a9c5d04d78df7006670a93ed1b244e"
|
||||
git-tree-sha1 = "0b7f4ad437e31c51cf5b91fb103579b04025170a"
|
||||
uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
|
||||
version = "0.4.2"
|
||||
version = "0.4.3"
|
||||
|
||||
[[deps.PrettyTables]]
|
||||
deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "REPL", "Reexport", "StringManipulation", "Tables"]
|
||||
git-tree-sha1 = "ebf455bb866ee6737030e3d3816bb6a0683c4325"
|
||||
git-tree-sha1 = "4ac881f5432bd93463a41767a814a45245be22b6"
|
||||
uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
|
||||
version = "3.4.0"
|
||||
version = "3.4.6"
|
||||
|
||||
[deps.PrettyTables.extensions]
|
||||
PrettyTablesExcelExt = "XLSX"
|
||||
@@ -757,15 +745,15 @@ version = "1.3.1"
|
||||
|
||||
[[deps.Reseau]]
|
||||
deps = ["NetworkOptions", "OpenSSL_jll", "PrecompileTools", "Random", "SHA"]
|
||||
git-tree-sha1 = "0eab6d95ed40c2ef3992255c1c71e4f9748932b5"
|
||||
git-tree-sha1 = "701ef63506992668c0069a4d1ac1540b77258e6c"
|
||||
uuid = "802f3686-a58f-41ce-bb0c-3c43c75bba36"
|
||||
version = "1.3.1"
|
||||
version = "1.3.6"
|
||||
|
||||
[[deps.Revise]]
|
||||
deps = ["CRC32c", "CodeTracking", "FileWatching", "InteractiveUtils", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Preferences", "REPL", "UUIDs"]
|
||||
git-tree-sha1 = "27e3ee13fc8739a59b380d6163d6a82f52c03bd7"
|
||||
deps = ["CRC32c", "CodeTracking", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Preferences", "REPL", "UUIDs"]
|
||||
git-tree-sha1 = "ec46aed6a3a8cc6b67839ca361e7b4aa32eaeee1"
|
||||
uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
|
||||
version = "3.15.1"
|
||||
version = "3.16.3"
|
||||
weakdeps = ["Distributed"]
|
||||
|
||||
[deps.Revise.extensions]
|
||||
@@ -779,15 +767,15 @@ version = "0.9.0"
|
||||
|
||||
[[deps.Rmath_jll]]
|
||||
deps = ["Artifacts", "JLLWrappers", "Libdl"]
|
||||
git-tree-sha1 = "58cdd8fb2201a6267e1db87ff148dd6c1dbd8ad8"
|
||||
git-tree-sha1 = "6d40b2fe70437b01397d2a4d5b020008da4e7019"
|
||||
uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
|
||||
version = "0.5.1+0"
|
||||
version = "0.5.2+0"
|
||||
|
||||
[[deps.Roots]]
|
||||
deps = ["Accessors", "CommonSolve", "Printf"]
|
||||
git-tree-sha1 = "a7caaf7ba8cf307112ca443784d1b56b4a591455"
|
||||
git-tree-sha1 = "7fb25a964849d90a0446366cdefca822e0e84900"
|
||||
uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
|
||||
version = "3.0.5"
|
||||
version = "3.0.6"
|
||||
|
||||
[deps.Roots.extensions]
|
||||
RootsChainRulesCoreExt = "ChainRulesCore"
|
||||
@@ -840,12 +828,6 @@ git-tree-sha1 = "084c47c7c5ce5cfecefa0a98dff69eb3646b5a80"
|
||||
uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
|
||||
version = "1.4.10"
|
||||
|
||||
[[deps.Serde]]
|
||||
deps = ["CSV", "Dates", "EzXML", "JSON", "TOML", "UUIDs", "YAML"]
|
||||
git-tree-sha1 = "f397fc8779cc53e4677c2708f3802c6996f28d00"
|
||||
uuid = "db9b398d-9517-45f8-9a95-92af99003e0e"
|
||||
version = "3.7.2"
|
||||
|
||||
[[deps.Serialization]]
|
||||
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
|
||||
version = "1.11.0"
|
||||
@@ -879,9 +861,9 @@ version = "1.12.0"
|
||||
|
||||
[[deps.SpecialFunctions]]
|
||||
deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
|
||||
git-tree-sha1 = "6547cbdd8ce32efba0d21c5a40fa96d1a3548f9f"
|
||||
git-tree-sha1 = "c3ac026e735264e9bdc6a9bcbd1b1e781b36e3bc"
|
||||
uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
|
||||
version = "2.8.0"
|
||||
version = "2.8.3"
|
||||
|
||||
[deps.SpecialFunctions.extensions]
|
||||
SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
|
||||
@@ -932,9 +914,9 @@ version = "0.34.12"
|
||||
|
||||
[[deps.StatsFuns]]
|
||||
deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
|
||||
git-tree-sha1 = "770240df9a3b8888065046948f7a09b4e0f997d5"
|
||||
git-tree-sha1 = "91a5737baed20ee31f3faea0e51f57461f6a689e"
|
||||
uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
|
||||
version = "2.2.0"
|
||||
version = "2.2.1"
|
||||
|
||||
[deps.StatsFuns.extensions]
|
||||
StatsFunsChainRulesCoreExt = "ChainRulesCore"
|
||||
@@ -950,17 +932,11 @@ git-tree-sha1 = "cd83a04baf746e3b43b83c61b7de77ab0409b80a"
|
||||
uuid = "88034a9c-02f8-509d-84a9-84ec65e18404"
|
||||
version = "1.0.0"
|
||||
|
||||
[[deps.StringEncodings]]
|
||||
deps = ["Libiconv_jll"]
|
||||
git-tree-sha1 = "b765e46ba27ecf6b44faf70df40c57aa3a547dcb"
|
||||
uuid = "69024149-9ee7-55f6-a4c4-859efe599b68"
|
||||
version = "0.3.7"
|
||||
|
||||
[[deps.StringManipulation]]
|
||||
deps = ["PrecompileTools"]
|
||||
git-tree-sha1 = "d05693d339e37d6ab134c5ab53c29fce5ee5d7d5"
|
||||
git-tree-sha1 = "8a90c1d77c3277a5d43b83927b3cbe2c70a37484"
|
||||
uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
|
||||
version = "0.4.4"
|
||||
version = "0.4.7"
|
||||
|
||||
[[deps.StructTypes]]
|
||||
deps = ["Dates", "UUIDs"]
|
||||
@@ -970,9 +946,9 @@ version = "1.11.0"
|
||||
|
||||
[[deps.StructUtils]]
|
||||
deps = ["Dates", "UUIDs"]
|
||||
git-tree-sha1 = "82bee338d650aa515f31866c460cb7e3bcef90b8"
|
||||
git-tree-sha1 = "c65ae4aa47e543c278aea0a3468786d33021a3ff"
|
||||
uuid = "ec057cc2-7a8d-4b58-b3b3-92acb9f63b42"
|
||||
version = "2.8.2"
|
||||
version = "2.8.4"
|
||||
|
||||
[deps.StructUtils.extensions]
|
||||
StructUtilsMeasurementsExt = ["Measurements"]
|
||||
@@ -1046,9 +1022,9 @@ uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
|
||||
version = "0.11.3"
|
||||
|
||||
[[deps.URIs]]
|
||||
git-tree-sha1 = "bef26fb046d031353ef97a82e3fdb6afe7f21b1a"
|
||||
git-tree-sha1 = "3b0738bd7c5645641845da25cbd99800b8718689"
|
||||
uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
|
||||
version = "1.6.1"
|
||||
version = "1.6.2"
|
||||
|
||||
[[deps.UTCDateTimes]]
|
||||
deps = ["Dates", "TimeZones"]
|
||||
@@ -1076,23 +1052,11 @@ git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
|
||||
uuid = "76eceee3-57b5-4d4a-8e66-0e911cebbf60"
|
||||
version = "1.6.1"
|
||||
|
||||
[[deps.XML2_jll]]
|
||||
deps = ["Artifacts", "JLLWrappers", "Libdl", "Libiconv_jll", "Zlib_jll"]
|
||||
git-tree-sha1 = "3f3315d89fc954a28f5b471bce698ed6e27481be"
|
||||
uuid = "02c8fc9c-b97f-50b9-bbe4-9be30ff0a78a"
|
||||
version = "2.15.3+0"
|
||||
|
||||
[[deps.YAML]]
|
||||
deps = ["Base64", "Dates", "Printf", "StringEncodings"]
|
||||
git-tree-sha1 = "a1c0c7585346251353cddede21f180b96388c403"
|
||||
uuid = "ddb6d928-2868-570f-bddf-ab3f9cf99eb6"
|
||||
version = "0.4.16"
|
||||
|
||||
[[deps.YiemAgent]]
|
||||
deps = ["Base64", "CSV", "DataFrames", "DataStructures", "Dates", "HTTP", "JSON", "LLMMCTS", "LibPQ", "NATS", "PrettyPrinting", "Random", "Revise", "SQLLLM", "Serde", "Serialization", "URIs", "UUIDs"]
|
||||
deps = ["Base64", "CSV", "DataFrames", "DataStructures", "Dates", "GeneralUtils", "HTTP", "JSON", "LLMMCTS", "LibPQ", "NATS", "PrettyPrinting", "Random", "Revise", "SQLLLM", "Serialization", "URIs", "UUIDs"]
|
||||
path = "."
|
||||
uuid = "e012c34b-7f78-48e0-971c-7abb83b6f0a2"
|
||||
version = "0.7.4"
|
||||
version = "0.8.0"
|
||||
|
||||
[[deps.Zlib_jll]]
|
||||
deps = ["Libdl"]
|
||||
|
||||
@@ -19,7 +19,6 @@ PrettyPrinting = "54e16d92-306c-5ea0-a30b-337be88ac337"
|
||||
Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
|
||||
Revise = "295af30f-e4ad-537b-8983-00126c2a3abe"
|
||||
SQLLLM = "2ebc79c7-cc10-4a3a-9665-d2e1d61e63d3"
|
||||
Serde = "db9b398d-9517-45f8-9a95-92af99003e0e"
|
||||
Serialization = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
|
||||
URIs = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
|
||||
UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
|
||||
@@ -34,4 +33,3 @@ JSON = "1.6.1"
|
||||
LLMMCTS = "0.1.5"
|
||||
NATS = "0.1.0"
|
||||
SQLLLM = "0.2.8"
|
||||
Serde = "3.7.2"
|
||||
|
||||
@@ -1,23 +1,34 @@
|
||||
# YiemAgent
|
||||
|
||||
## TODO
|
||||
- [WORKING] build prompt()
|
||||
- [ ] build agent runLoop()
|
||||
- [ ] build MCP server connector
|
||||
- [ ] executeplan() to execute the plan
|
||||
- [ ] add comprehensive tests
|
||||
Julia framework for building agents with tool use.
|
||||
|
||||
## Changelog
|
||||
## Getting Started
|
||||
|
||||
### Version 0.8.0
|
||||
- Converted snake_case fields to camelCase:
|
||||
- `llmModel`: `base_url` → `baseUrl`, `context_window` → `contextWindow`, `max_tokens` → `maxTokens`
|
||||
- Converted PascalCase type references to camelCase:
|
||||
- `AgentState` → `agentState`
|
||||
- `AgentTool` → `agentTool`
|
||||
- `AgentMessage` → `agentMessage`
|
||||
- `PendingMessageQueue` → `pendingMessageQueue`
|
||||
- `ActiveRun` → `activeRun`
|
||||
- `StreamFn` → `streamFn`
|
||||
- `ThinkingLevel` → `thinkingLevel`
|
||||
- `ToolExecutionMode` → `toolExecutionMode`
|
||||
1. Install dependencies: `]add JSON, DataStructures, UUIDs, Dates, ...`
|
||||
2. Create a `yiemAgent` with `loadTools("src/tools")`
|
||||
3. Call `runAgent(agent, "message")` then `takeResponse(agent)`
|
||||
|
||||
## Architecture
|
||||
|
||||
```
|
||||
src/
|
||||
├── YiemAgent.jl # Module entry point
|
||||
├── type.jl # Core types (messages, tools, agent state)
|
||||
├── utils.jl # Message formatting, validation
|
||||
├── agentCore.jl # Agent loop, tool execution pipeline
|
||||
├── api.jl # Public API (runAgent, takeResponse, etc.)
|
||||
└── tools/
|
||||
├── registry.jl # Tool registry (loadTools, registerTool, listTools)
|
||||
├── getWeather.jl # Weather lookup tool
|
||||
├── getTime.jl # Time lookup tool
|
||||
├── writeTool.jl # Create new tool files (self-modifying)
|
||||
└── README.md # Tool development guide
|
||||
```
|
||||
|
||||
## Tool Development
|
||||
|
||||
See `src/tools/README.md` for:
|
||||
- Tool anatomy (schema, execute, getTool)
|
||||
- Validation hooks
|
||||
- Agent loop lifecycle
|
||||
- Self-modifying tools (`writeTool`)
|
||||
|
||||
+1625
File diff suppressed because it is too large
Load Diff
@@ -1,92 +0,0 @@
|
||||
# Dynamic Tool Loading
|
||||
|
||||
Tools can be loaded dynamically from `.jl` files in the `src/tools/` directory without hardcoding filenames in the main module.
|
||||
|
||||
## How It Works
|
||||
|
||||
1. `src/tools/registry.jl` defines a `loadTools(dir::String)` function that scans a directory for `.jl` files
|
||||
2. Each tool file must define a single function: `getTool()::agentTool`
|
||||
3. `loadTools()` sorts files alphabetically, includes each one, calls `getTool()`, and registers the result
|
||||
4. Loaded tools are returned as `Vector{agentTool}` for use when constructing a `yiemAgent`
|
||||
|
||||
## Directory Structure
|
||||
|
||||
```
|
||||
src/
|
||||
├── tools/
|
||||
│ ├── registry.jl # Tool loader (do not edit)
|
||||
│ ├── getWeather.jl # Your tool
|
||||
│ └── query_db.jl # Another tool
|
||||
├── type.jl
|
||||
├── utils.jl
|
||||
├── agentCore.jl
|
||||
├── api.jl
|
||||
└── YiemAgent.jl
|
||||
```
|
||||
|
||||
## Creating a Tool
|
||||
|
||||
Each `.jl` file in `src/tools/` must define `getTool()` returning an `agentTool`:
|
||||
|
||||
```julia
|
||||
# src/tools/getWeather.jl
|
||||
function getTool()::agentTool
|
||||
return agentTool(
|
||||
name = "getWeather",
|
||||
label = "Weather Lookup",
|
||||
description = "Fetch current weather and forecast for a given city.",
|
||||
inputSchema = Dict{String,Any}(
|
||||
"type" => "object",
|
||||
"properties" => Dict(
|
||||
"city" => Dict("type" => "string", "description" => "City and country"),
|
||||
"units" => Dict("type" => "string", "enum" => ["celsius", "fahrenheit"], "default" => "celsius")
|
||||
),
|
||||
"required" => ["city"]
|
||||
),
|
||||
execute = (toolCallId, args, signal, onPartialResult) -> begin
|
||||
city = args["city"]
|
||||
return agentToolResult(
|
||||
[textContent("Weather in $(city): Sunny, 22C")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end,
|
||||
prepareArguments = nothing,
|
||||
parallelToolExecute = false
|
||||
)
|
||||
end
|
||||
```
|
||||
|
||||
No `module` wrapper needed — the registry includes each file in the current module scope so all types (`agentTool`, `textContent`, `agentToolResult`, etc.) resolve correctly.
|
||||
|
||||
## Loading Tools
|
||||
|
||||
```julia
|
||||
using .YiemAgent
|
||||
using .YiemAgent: toolRegistry
|
||||
|
||||
# Load all tool files from src/tools/
|
||||
tools = YiemAgent.loadTools(joinpath(@__DIR__, "src", "tools"))
|
||||
|
||||
# Create agent with loaded tools
|
||||
agent = yiemAgent(
|
||||
systemPrompt = "You are a helpful assistant.",
|
||||
model = my_model,
|
||||
tools = tools,
|
||||
llmCall = my_llm_call,
|
||||
agentEventSink = my_event_sink
|
||||
)
|
||||
```
|
||||
|
||||
## Available Functions
|
||||
|
||||
| Function | Description |
|
||||
|----------|-------------|
|
||||
| `loadTools(dir::String)` | Scan directory and load all `.jl` tool files |
|
||||
| `registerTool(tool::agentTool)` | Register a single tool into the global registry |
|
||||
| `getTools()` | Get deep copy of all registered tools |
|
||||
| `listTools()` | List all registered tools as `(name, label)` pairs |
|
||||
| `clearTools()` | Clear the global registry |
|
||||
|
||||
## File Loading Order
|
||||
|
||||
Files are sorted alphabetically before loading, so `01_database.jl` loads before `02_weather.jl`. This ensures deterministic registration order.
|
||||
@@ -1,2 +1,77 @@
|
||||
# ── executeToolCalls() Julia pseudo code ──────────────────────────
|
||||
# Full call stack from runLoop → executeToolCalls → prepare → execute → finalize → emit
|
||||
i am not sure that's the case. see my NATS message log:
|
||||
<NATS debug message>
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
┌ Info: debug
|
||||
└ payload = "_process_message 3"
|
||||
┌ Info: debug
|
||||
└ payload = "_process_message 5"
|
||||
┌ Info: debug
|
||||
└ payload = "_process_message 6"
|
||||
┌ Info: debug
|
||||
└ payload = "_process_message 7"
|
||||
</NATS debug message>
|
||||
|
||||
my NATS receiver report the following for a long time
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
|
||||
untill I Ctrl + d so shutdown the process then i got the following report
|
||||
┌ Info: debug
|
||||
└ payload = "_process_message 3"
|
||||
┌ Info: debug
|
||||
└ payload = "_process_message 5"
|
||||
┌ Info: debug
|
||||
└ payload = "_process_message 6"
|
||||
┌ Info: debug
|
||||
└ payload = "_process_message 7"
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
my point is if _process_message() actually run then this code in _process_message()
|
||||
"raw_msg = take!(agent.inputChannel)"
|
||||
should take the new msg message out of agent.inputChannel and there should be only one debug message showing
|
||||
┌ Info: debug
|
||||
└ payload = "new user msg"
|
||||
|
||||
before reaching error("debug marker")
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
+1
-1
@@ -13,7 +13,7 @@ module YiemAgent
|
||||
include("utils.jl")
|
||||
using .utils
|
||||
|
||||
include("tools/registry.jl")
|
||||
include("toolRegistry.jl")
|
||||
using .toolRegistry
|
||||
|
||||
# include("llmfunction.jl")
|
||||
|
||||
+207
-102
@@ -1,14 +1,142 @@
|
||||
module agentCore
|
||||
|
||||
export _agent_loop, OpenAiToUserMessage
|
||||
export yiemAgent, _agent_loop, OpenAiToUserMessage
|
||||
|
||||
using JSON, DataStructures, Dates, UUIDs, HTTP, Random, PrettyPrinting, Serialization,
|
||||
DataFrames, Serde, Base.Threads
|
||||
DataFrames, Base.Threads
|
||||
using GeneralUtils
|
||||
using ..type, ..utils
|
||||
using ..type, ..utils, ..toolRegistry
|
||||
|
||||
# ---------------------------------------------- 100 --------------------------------------------- #
|
||||
|
||||
"""
|
||||
docstring
|
||||
"""
|
||||
mutable struct yiemAgent <: agent # High-level agent wrapper
|
||||
_state::agentState # Current state (prompt, model, messages, tools, etc.)
|
||||
|
||||
# user sends prompt message to agent. if agent is idle, it process user message right away.
|
||||
# if agent is running, it process user message after the current tool call finished.
|
||||
inputChannel::Channel
|
||||
|
||||
# Buffers messages the user sends while the agent is busy. Processed after all inputChannel
|
||||
# messages are handled and the agent is idle (not using a tool call).
|
||||
followUpChannel::Channel
|
||||
|
||||
# agent sends response message to user after processing all user messages in inputChannel
|
||||
# and all followUp messages.
|
||||
outputChannel::Channel
|
||||
|
||||
_agent_loop::Union{Task, Nothing} # agent loop running in the background
|
||||
|
||||
# Preprocess/transform messages and context (modify, filter, prune, inject context from memory,
|
||||
# reorder, ...) for a single LLM call in _process_message()'s loop.
|
||||
# returns new Vector{agentMessage}
|
||||
prepareContext::Union{Function, Nothing}
|
||||
|
||||
# Convert prepareContext()'s new Vector{agentMessage} to LLM message format
|
||||
formatMsgForLLM::Function
|
||||
|
||||
# A callable struct. Actually invoke the LLM to get a completion response.
|
||||
# The LLM response comes back as an assistantMessage whose content is an array of content blocks.
|
||||
# Each block has a type — "text", "thinking", or "toolCall".
|
||||
# The code filters for type === "toolCall" blocks, then passes them to executeToolCalls().
|
||||
llmCall
|
||||
|
||||
# Callback invoked before executing a tool call (ask for user permission/confirmation/abort, etc..)
|
||||
beforeToolCall::Union{Function, Nothing}
|
||||
|
||||
# Callback invoked after executing a tool call to sanitize tools output so the output is ready
|
||||
# to be converted into toolResults message
|
||||
afterToolCall::Union{Function, Nothing}
|
||||
# prepareNextTurn::Union{Function, Nothing} # Callback to prepare the next conversation turn
|
||||
# prepareNextTurnWithContext::Union{Function, Nothing} # Same but receives context
|
||||
sessionId::Union{String, Nothing} # Optional session identifier
|
||||
maxRetryDelayMs::Union{Int64, Nothing} # Maximum delay between retries (ms)
|
||||
parallelToolExecute::Bool # Default: false
|
||||
agentEventSink # agent emits its status via this function
|
||||
end
|
||||
|
||||
"""
|
||||
Create a new yiemAgent instance with a background loop task.
|
||||
|
||||
Spawns a background `@spawn` task that runs the agent loop, listening
|
||||
on `inputChannel` and `followUpChannel` channels concurrently.
|
||||
|
||||
# Keyword Arguments
|
||||
- `systemPrompt::String`: System prompt for the agent
|
||||
- `model`: LLM model to use
|
||||
- `tools::OrderedDict{String, agentTool}`: Available tools keyed by name (default: empty)
|
||||
- `messages::Vector{agentMessage}`: Initial conversation messages (default: empty)
|
||||
- `formatMsgForLLM::Function`: Convert agent messages to LLM message format (default: `defaultformatMsgForLLM`)
|
||||
- `llmCall::Function`: Function to invoke the LLM (required)
|
||||
- `prepareContext::Union{Function, Nothing}`: Preprocess/transform messages before sending to LLM (default: `nothing`)
|
||||
- `beforeToolCall::Union{Function, Nothing}`: Callback invoked before executing a tool call (default: `nothing`)
|
||||
- `afterToolCall::Union{Function, Nothing}`: Callback invoked after executing a tool call (default: `nothing`)
|
||||
- `prepareNextTurn::Union{Function, Nothing}`: Callback to prepare the next conversation turn (default: `nothing`)
|
||||
- `prepareNextTurnWithContext::Union{Function, Nothing}`: Same but receives context (default: `nothing`)
|
||||
- `sessionId::Union{String, Nothing}`: Optional session identifier (default: `nothing`)
|
||||
- `maxRetryDelayMs::Union{Int64, Nothing}`: Maximum delay between retries in milliseconds (default: `nothing`)
|
||||
- `parallelToolExecute::Bool`: Run tool calls in parallel (default: `false`)
|
||||
- `agentEventSink::Function`: Callback to receive agent events
|
||||
|
||||
# Returns
|
||||
- A new `yiemAgent` instance with an active background task
|
||||
"""
|
||||
function yiemAgent(
|
||||
toolsFolderPath::String,
|
||||
llmCall,
|
||||
;
|
||||
systemPrompt::String="You are helpful assistant.",
|
||||
model=nothing,
|
||||
messages::Vector{agentMessage}=agentMessage[],
|
||||
prepareContext::Function=prepareContext,
|
||||
formatMsgForLLM::Function=formatMsgForLLM,
|
||||
beforeToolCall::Function=beforeToolCall,
|
||||
afterToolCall::Function=afterToolCall,
|
||||
# prepareNextTurn::Union{Function, Nothing}=nothing,
|
||||
# prepareNextTurnWithContext::Union{Function, Nothing}=nothing,
|
||||
sessionId::Union{String, Nothing}=nothing,
|
||||
maxRetryDelayMs::Union{Int64, Nothing}=nothing,
|
||||
parallelToolExecute::Bool=false,
|
||||
agentEventSink=agentEventSink,
|
||||
)
|
||||
# Create channels: input (user -> agent), followUp (async queue), output (agent -> user)
|
||||
inputChannel = Channel(16)
|
||||
followUp = Channel(32)
|
||||
outputChannel = Channel(16)
|
||||
|
||||
# load tools from toolsFolderPath
|
||||
toolStore1 = toolStore(name="myagent")
|
||||
loadTools(toolStore1, toolsFolderPath)
|
||||
|
||||
# Create struct with a placeholder task, then spawn and replace it
|
||||
agent = yiemAgent(
|
||||
agentState(systemPrompt, model, getTools(toolStore1), messages),
|
||||
inputChannel,
|
||||
followUp,
|
||||
outputChannel,
|
||||
nothing, # placeholder — replaced below
|
||||
prepareContext,
|
||||
formatMsgForLLM,
|
||||
llmCall,
|
||||
beforeToolCall,
|
||||
afterToolCall,
|
||||
# prepareNextTurn,
|
||||
# prepareNextTurnWithContext,
|
||||
sessionId,
|
||||
maxRetryDelayMs,
|
||||
parallelToolExecute,
|
||||
agentEventSink,
|
||||
)
|
||||
|
||||
# Spawn the background loop and attach it
|
||||
agent._agent_loop = @spawn _agent_loop(agent)
|
||||
|
||||
return agent
|
||||
end
|
||||
|
||||
|
||||
"""
|
||||
Private agent loop. Runs in a background `@spawn` task.
|
||||
|
||||
@@ -81,7 +209,8 @@ function _agent_loop(agent::yiemAgent)
|
||||
if isready(agent.inputChannel)
|
||||
|
||||
# message will be taken in _process_message()
|
||||
msg = fetch!(agent.inputChannel)
|
||||
msg = fetch(agent.inputChannel)
|
||||
agent.agentEventSink("new user msg")
|
||||
else
|
||||
yield()
|
||||
end
|
||||
@@ -107,9 +236,11 @@ function _agent_loop(agent::yiemAgent)
|
||||
|
||||
# start _process_message loop
|
||||
if agent._state.activeRun == false
|
||||
agent.agentEventSink("_agent_loop 2")
|
||||
# Dispatch message through the processing pipeline
|
||||
processingTask = Threads.@spawn _process_message(agent)
|
||||
processingTask = Threads.@spawn _process_message(agent)
|
||||
agent._state.activeRun = true
|
||||
agent.agentEventSink("_agent_loop 3")
|
||||
end
|
||||
|
||||
# during agent runs, check followUp message after _process_message() is done
|
||||
@@ -173,6 +304,7 @@ julia> # Currently returns a placeholder echo response
|
||||
```
|
||||
"""
|
||||
function _process_message(agent::yiemAgent)::assistantMessage
|
||||
agent.agentEventSink("_process_message 1")
|
||||
# loop until llmCall() response didn't use tool calls
|
||||
final_response = nothing
|
||||
while true
|
||||
@@ -185,21 +317,26 @@ function _process_message(agent::yiemAgent)::assistantMessage
|
||||
Dict(
|
||||
"type" => "image_url",
|
||||
"image_url" => Dict("url" => "data:mime_type;base64,image2_base64_string")
|
||||
)
|
||||
),
|
||||
]
|
||||
),
|
||||
)
|
||||
"""
|
||||
|
||||
# Drain inputChannel and convert OpenAI-format messages to userMessage type
|
||||
while isready(agent.inputChannel)
|
||||
agent.agentEventSink("_process_message 2")
|
||||
raw_msg = take!(agent.inputChannel)
|
||||
agent.agentEventSink("_process_message 3")
|
||||
if raw_msg === :shutdown
|
||||
agent.agentEventSink("_process_message 4")
|
||||
# Re-emit shutdown signal for the loop to handle
|
||||
put!(agent.inputChannel, :shutdown)
|
||||
break
|
||||
end
|
||||
agent.agentEventSink("_process_message 5")
|
||||
user_msg = OpenAiToUserMessage(raw_msg)
|
||||
push!(agent._state.messages, user_msg)
|
||||
agent.agentEventSink("_process_message 6")
|
||||
end
|
||||
|
||||
# call agent.prepareContext()
|
||||
@@ -208,10 +345,11 @@ function _process_message(agent::yiemAgent)::assistantMessage
|
||||
# Call agent.formatMsgForLLM(agent._state) to format for LLM
|
||||
formatted_messages = agent.formatMsgForLLM(preparedContext)
|
||||
|
||||
agent.agentEventSink("_process_message 7")
|
||||
# Call llmCall() (blocking — the task waits here)
|
||||
error("debug marker")
|
||||
response = agent.llmCall(formatted_messages)
|
||||
|
||||
error(5555555)
|
||||
agent.agentEventSink("_process_message 8")
|
||||
|
||||
#WORKING Check if LLM used tool calls (inspect content for tool_call blocks)
|
||||
has_tool_calls = false
|
||||
@@ -509,41 +647,42 @@ prepareToolCall(context, msg, tc, config, abortedSignal)
|
||||
```
|
||||
"""
|
||||
function prepareToolCall(
|
||||
context::agentContext,
|
||||
assistantMsg::assistantMessage,
|
||||
toolCall::agentToolCall,
|
||||
config::agentLoopConfig,
|
||||
signal::Union{Nothing, abortSignal},
|
||||
context::agentContext,
|
||||
assistantMsg::assistantMessage,
|
||||
toolCall::agentToolCall,
|
||||
config::agentLoopConfig,
|
||||
signal::Union{Nothing, abortSignal},
|
||||
)::Union{preparedToolCall,immediateOutcome}
|
||||
|
||||
tool = find(t -> t.name == toolCall.name, context.tools)
|
||||
if tool === nothing
|
||||
return immediateOutcome(createErrorToolResult("Tool $toolCall.name not found"), true)
|
||||
tool = get(context.tools, toolCall.name, nothing)
|
||||
if tool === nothing
|
||||
return immediateOutcome(createErrorToolResult("Tool $toolCall.name not found"), true)
|
||||
end
|
||||
|
||||
try
|
||||
# 1. prepare arguments (tool-specific transform)
|
||||
prepared = prepareToolCallArguments(tool, toolCall)
|
||||
validatedArgs = validateToolArguments(tool, prepared)
|
||||
|
||||
# 2. beforeToolCall hook — can block
|
||||
if config.beforeToolCall !== nothing
|
||||
before = config.beforeToolCall(
|
||||
beforeToolCallContext(assistantMsg, toolCall, validatedArgs, context),
|
||||
signal
|
||||
)
|
||||
if signal !== nothing && signal.aborted
|
||||
return immediateOutcome(createErrorToolResult("Operation aborted"), true)
|
||||
end
|
||||
if before !== nothing && before.block
|
||||
return immediateOutcome(
|
||||
createErrorToolResult(get(before, :reason, "Tool execution was blocked")), true)
|
||||
end
|
||||
end
|
||||
|
||||
try
|
||||
# 1. prepare arguments (tool-specific transform)
|
||||
prepared = prepareToolCallArguments(tool, toolCall)
|
||||
validatedArgs = validateToolArguments(tool, prepared)
|
||||
|
||||
# 2. beforeToolCall hook — can block
|
||||
if config.beforeToolCall !== nothing
|
||||
before = config.beforeToolCall(
|
||||
assistantMsgCtx(assistantMsg, toolCall, validatedArgs, context), signal
|
||||
)
|
||||
if signal !== nothing && signal.aborted
|
||||
return immediateOutcome(createErrorToolResult("Operation aborted"), true)
|
||||
end
|
||||
if before !== nothing && before.block
|
||||
return immediateOutcome(
|
||||
createErrorToolResult(get(before, :reason, "Tool execution was blocked")), true)
|
||||
end
|
||||
end
|
||||
|
||||
return preparedToolCall(tool, toolCall, validatedArgs)
|
||||
catch err
|
||||
return immediateOutcome(createErrorToolResult(sprint(showerror, err)), true)
|
||||
end
|
||||
return preparedToolCall(tool, toolCall, validatedArgs)
|
||||
catch err
|
||||
return immediateOutcome(createErrorToolResult(sprint(showerror, err)), true)
|
||||
end
|
||||
end
|
||||
|
||||
# ── per-call execution ──────────────────────────────────────────
|
||||
@@ -681,61 +820,28 @@ function finalizeExecutedToolCall(
|
||||
signal::Union{Nothing,abortSignal},
|
||||
)::finalizedOutcome
|
||||
|
||||
result = executed.result
|
||||
isError = executed.isError
|
||||
result = executed.result
|
||||
isError = executed.isError
|
||||
|
||||
if config.afterToolCall !== nothing
|
||||
try
|
||||
after = config.afterToolCall(
|
||||
afterCtx(assistantMsg, prep.toolCall, prep.args, result, isError, context), signal
|
||||
)
|
||||
if after !== nothing
|
||||
result = merge(result, dict(:content=>get(after,:content,result.content),
|
||||
:details=>get(after,:details,result.details),
|
||||
:usage=>get(after,:usage,result.usage),
|
||||
:terminate=>get(after,:terminate,result.terminate)))
|
||||
isError = get(after, :isError, isError)
|
||||
end
|
||||
catch err
|
||||
result = createErrorToolResult(sprint(showerror, err))
|
||||
isError = true
|
||||
end
|
||||
if config.afterToolCall !== nothing
|
||||
try
|
||||
after = config.afterToolCall(
|
||||
afterToolCallContext(assistantMsg, prep.toolCall, prep.args, result, isError, context), signal
|
||||
)
|
||||
if after !== nothing
|
||||
result = merge(result, dict(:content=>get(after,:content,result.content),
|
||||
:details=>get(after,:details,result.details),
|
||||
:usage=>get(after,:usage,result.usage),
|
||||
:terminate=>get(after,:terminate,result.terminate)))
|
||||
isError = get(after, :isError, isError)
|
||||
end
|
||||
catch err
|
||||
result = createErrorToolResult(sprint(showerror, err))
|
||||
isError = true
|
||||
end
|
||||
end
|
||||
|
||||
return finalizedOutcome(prep.toolCall, result, isError)
|
||||
end
|
||||
|
||||
"""
|
||||
emitToolExecutionEnd(finalized, emit)
|
||||
|
||||
Emits the `toolExecutionEnd` event with the finalized outcome,
|
||||
signalling to listeners that the tool call has completed.
|
||||
|
||||
This event is part of the tool execution lifecycle:
|
||||
`toolExecutionStart` → (zero or more `toolExecutionUpdate` events) →
|
||||
`toolExecutionEnd`. Listeners (such as the TUI or logging systems)
|
||||
use this lifecycle to track individual tool calls. The event carries
|
||||
the final result so listeners have all the data they need without
|
||||
requiring external state lookups.
|
||||
|
||||
# Arguments
|
||||
- `finalized::finalizedOutcome`: The finalized outcome to report
|
||||
- `emit::Function`: Event emitter
|
||||
|
||||
# Notes
|
||||
- Part of a three-event lifecycle per tool call
|
||||
- Carries the complete result so listeners need no external lookups
|
||||
|
||||
# Examples
|
||||
```julia
|
||||
# Emits a single event; returns nothing
|
||||
emitToolExecutionEnd(finalized, emit)
|
||||
# (emit receives toolExecEndEvent("call_1", "search_wine", result, false))
|
||||
```
|
||||
"""
|
||||
function emitToolExecutionEnd(finalized::finalizedOutcome, emit::Function)
|
||||
emit(toolExecEndEvent(finalized.toolCall.id, finalized.toolCall.name,
|
||||
finalized.result, finalized.isError))
|
||||
return finalizedOutcome(prep.toolCall, result, isError)
|
||||
end
|
||||
|
||||
# ── sequential execution ────────────────────────────────────────
|
||||
@@ -816,7 +922,8 @@ function executeToolCallsSequential(
|
||||
finalized = finalizeExecutedToolCall(context, assistantMsg, prep, executed, config, signal)
|
||||
end
|
||||
|
||||
emitToolExecutionEnd(finalized, emit)
|
||||
emit(toolExecEndEvent(finalized.toolCall.id, finalized.toolCall.name,
|
||||
finalized.result, finalized.isError))
|
||||
push!(messages, createToolResultMessage(finalized))
|
||||
push!(finalizedCalls, finalized)
|
||||
|
||||
@@ -903,13 +1010,15 @@ function executeToolCallsParallel(
|
||||
|
||||
if prep isa immediateOutcome
|
||||
finalized = finalizedOutcome(tc, prep.result, prep.isError)
|
||||
emitToolExecutionEnd(finalized, emit)
|
||||
emit(toolExecEndEvent(finalized.toolCall.id, finalized.toolCall.name,
|
||||
finalized.result, finalized.isError))
|
||||
push!(entries, finalized)
|
||||
else
|
||||
task = task() do
|
||||
executed = executePreparedToolCall(prep, signal, emit)
|
||||
finalized = finalizeExecutedToolCall(context, assistantMsg, prep, executed, config, signal)
|
||||
emitToolExecutionEnd(finalized, emit)
|
||||
emit(toolExecEndEvent(finalized.toolCall.id, finalized.toolCall.name,
|
||||
finalized.result, finalized.isError))
|
||||
return finalized
|
||||
end
|
||||
schedule(task)
|
||||
@@ -996,13 +1105,9 @@ function executeToolCalls(
|
||||
|
||||
hasSequential = false
|
||||
for tc in toolCalls
|
||||
for t in context.tools
|
||||
if t.name == tc.name && !t.parallelToolExecute
|
||||
hasSequential = true
|
||||
break
|
||||
end
|
||||
end
|
||||
if hasSequential
|
||||
t = get(context.tools, tc.name, nothing)
|
||||
if t !== nothing && !t.parallelToolExecute
|
||||
hasSequential = true
|
||||
break
|
||||
end
|
||||
end
|
||||
|
||||
+15
-16
@@ -3,14 +3,13 @@ module api
|
||||
export prompt
|
||||
|
||||
using JSON, DataStructures, Dates, UUIDs, HTTP, Random, PrettyPrinting, Serialization,
|
||||
DataFrames, Serde
|
||||
DataFrames
|
||||
using GeneralUtils
|
||||
using ..type, ..utils
|
||||
using ..type, ..utils, ..agentCore, ..toolRegistry
|
||||
|
||||
# ---------------------------------------------- 100 --------------------------------------------- #
|
||||
|
||||
|
||||
|
||||
"""
|
||||
Send a message to the agent's input channel.
|
||||
|
||||
@@ -25,16 +24,16 @@ The agent processes messages from `inputChannel` in the background task.
|
||||
- The same `agent` instance for chaining
|
||||
|
||||
# Notes
|
||||
- Use `take_response(agent)` to receive the agent's response after sending a message.
|
||||
- Use `follow_up(agent, msg)` to send messages while the agent is still processing.
|
||||
- Use `takeResponse(agent)` to receive the agent's response after sending a message.
|
||||
- Use `followUp(agent, msg)` to send messages while the agent is still processing.
|
||||
|
||||
# Examples
|
||||
```jldoctest
|
||||
julia> run_agent(agent, "Hello!")
|
||||
julia> runAgent(agent, "Hello!")
|
||||
yiemAgent(...)
|
||||
```
|
||||
"""
|
||||
function run_agent(agent::yiemAgent, msg)
|
||||
function runAgent(agent::yiemAgent, msg)
|
||||
put!(agent.inputChannel, msg)
|
||||
return agent
|
||||
end
|
||||
@@ -51,15 +50,15 @@ Blocks until the agent sends a response.
|
||||
- An `assistantMessage` instance representing the agent's response
|
||||
|
||||
# Notes
|
||||
- Use `run_agent(agent, msg)` to send a message before calling this function.
|
||||
- Use `runAgent(agent, msg)` to send a message before calling this function.
|
||||
|
||||
# Examples
|
||||
```jldoctest
|
||||
julia> response = take_response(agent)
|
||||
julia> response = takeResponse(agent)
|
||||
assistantMessage(...)
|
||||
```
|
||||
"""
|
||||
function take_response(agent::yiemAgent)
|
||||
function takeResponse(agent::yiemAgent)
|
||||
return take!(agent.outputChannel)
|
||||
end
|
||||
|
||||
@@ -77,17 +76,17 @@ and before any tool call results are sent.
|
||||
- The same `agent` instance for chaining
|
||||
|
||||
# Notes
|
||||
- Use `run_agent(agent, msg)` for the primary message and `follow_up(agent, msg)` for additional
|
||||
- Use `runAgent(agent, msg)` for the primary message and `followUp(agent, msg)` for additional
|
||||
messages while the agent is processing.
|
||||
- Follow-up messages are buffered in a separate channel (capacity 32 by default).
|
||||
|
||||
# Examples
|
||||
```jldoctest
|
||||
julia> follow_up(agent, "Also consider red wines")
|
||||
julia> followUp(agent, "Also consider red wines")
|
||||
yiemAgent(...)
|
||||
```
|
||||
"""
|
||||
function follow_up(agent::yiemAgent, msg)
|
||||
function followUp(agent::yiemAgent, msg)
|
||||
put!(agent.followUpChannel, msg)
|
||||
return agent
|
||||
end
|
||||
@@ -105,16 +104,16 @@ then closes all channels (`inputChannel`, `outputChannel`, `followUpChannel`).
|
||||
- `nothing`
|
||||
|
||||
# Notes
|
||||
- After calling `stop_agent`, the agent is no longer usable. A new agent must be created
|
||||
- After calling `stopAgent`, the agent is no longer usable. A new agent must be created
|
||||
for further interaction.
|
||||
- If the background task throws a `TaskFailedException`, it is rethrown.
|
||||
|
||||
# Examples
|
||||
```jldoctest
|
||||
julia> stop_agent(agent)
|
||||
julia> stopAgent(agent)
|
||||
```
|
||||
"""
|
||||
function stop_agent(agent::yiemAgent)
|
||||
function stopAgent(agent::yiemAgent)
|
||||
put!(agent.inputChannel, :shutdown)
|
||||
try
|
||||
fetch(agent._agent_loop)
|
||||
|
||||
@@ -0,0 +1,271 @@
|
||||
module toolRegistry
|
||||
|
||||
export toolStore, loadTools, registerTool, getTools, clearTools, listTool
|
||||
|
||||
using Dates
|
||||
using JSON, DataStructures
|
||||
using ..type
|
||||
|
||||
"""
|
||||
Per-agent isolated tool storage.
|
||||
|
||||
Each agent gets its own `toolStore` so tool registration is independent —
|
||||
`registerTool(store, tool)` only affects that agent's tool set.
|
||||
|
||||
# Fields
|
||||
- `tools::OrderedDict{String, agentTool}` — keyed by name for O(1) lookup + ordered iteration
|
||||
- `name::String` — identifier for debugging/logs
|
||||
"""
|
||||
struct toolStore
|
||||
tools::OrderedDict{String, agentTool}
|
||||
name::String
|
||||
end
|
||||
|
||||
"""
|
||||
toolStore(; name="default") -> toolStore
|
||||
|
||||
Create a new empty tool store.
|
||||
|
||||
# Keyword Arguments
|
||||
- `name::String`: Display name for logging (default: `"default"`)
|
||||
|
||||
# Example
|
||||
```julia
|
||||
julia> store = toolStore(name="agent1")
|
||||
toolStore(OrderedDict{String, agentTool}(), "agent1")
|
||||
```
|
||||
"""
|
||||
function toolStore(; name::String="default")::toolStore
|
||||
toolStore(OrderedDict{String, agentTool}(), name)
|
||||
end
|
||||
|
||||
"""
|
||||
listTool(store::toolStore) -> agentTool
|
||||
|
||||
Return an `agentTool` definition for listing registered tools.
|
||||
|
||||
Each call produces a **new** tool object that captures (closes over)
|
||||
`store`. `loadTools` auto-registers one so the LLM can discover tools
|
||||
at runtime.
|
||||
|
||||
# Arguments
|
||||
- `store`: The tool store whose tools will be listed when the tool runs
|
||||
|
||||
# Example
|
||||
```julia
|
||||
julia> store = toolStore(name="agent1");
|
||||
|
||||
julia> loadTools(store, "src/tools") # auto-registers listTools
|
||||
[toolRegistry:agent1] Loaded tool: getWeather (Weather Lookup)
|
||||
[toolRegistry:agent1] Registered tool: listTools
|
||||
|
||||
julia> tools = getTools(store)
|
||||
OrderedDict{String, agentTool} with 4 entries:
|
||||
"getWeather" => agentTool(...)
|
||||
"getTime" => agentTool(...)
|
||||
"writeTool" => agentTool(...)
|
||||
"listTools" => agentTool(...)
|
||||
```
|
||||
"""
|
||||
function listTool(store::toolStore)::agentTool
|
||||
return agentTool(
|
||||
name = "listTools",
|
||||
label = "List Tools",
|
||||
description = "List all available tools with their names, labels, and descriptions. Use this before creating a new tool to check for name collisions.",
|
||||
inputSchema = Dict{String,Any}(
|
||||
"type" => "object",
|
||||
"properties" => Dict{String,Any}(),
|
||||
"required" => Any[]
|
||||
),
|
||||
execute = (toolCallId, args, signal, onPartialResult) -> begin
|
||||
tools = getTools(store)
|
||||
if isempty(tools)
|
||||
result_text = "No tools registered."
|
||||
else
|
||||
lines = String["- $(t.name): $(t.label) — $(t.description)" for (k, t) in tools]
|
||||
result_text = "Available tools:\n" * join(lines, "\n")
|
||||
end
|
||||
return agentToolResult(
|
||||
[textContent(result_text)],
|
||||
Dict{Any,Any}("count" => length(tools)),
|
||||
nothing, false
|
||||
)
|
||||
end,
|
||||
prepareArguments = nothing,
|
||||
validateRequiredArgs = nothing,
|
||||
parallelToolExecute = false
|
||||
)
|
||||
end
|
||||
|
||||
"""
|
||||
Load `.jl` tool files from `dir` into `store`, then auto-register
|
||||
`listTool` so the LLM can discover available tools at runtime.
|
||||
|
||||
Each `.jl` file must define `function getTool()::agentTool ... end`.
|
||||
Files are sorted alphabetically for deterministic registration order.
|
||||
Each file is loaded into its own Julia submodule to avoid name collisions.
|
||||
|
||||
# Arguments
|
||||
- `store`: Tool store to populate
|
||||
- `dir`: Directory containing `.jl` tool files
|
||||
|
||||
# Returns
|
||||
- The same `store.tools` dict (modified in place)
|
||||
|
||||
# Errors
|
||||
- Throws `ArgumentError` if `dir` does not exist or a file lacks `getTool()`
|
||||
|
||||
# Example
|
||||
```julia
|
||||
julia> store = toolStore(name="agent1");
|
||||
|
||||
julia> loadTools(store, "src/tools")
|
||||
[toolRegistry:agent1] Loaded tool: getWeather (Weather Lookup)
|
||||
[toolRegistry:agent1] Loaded tool: getTime (Time Lookup)
|
||||
[toolRegistry:agent1] Registered tool: listTools
|
||||
OrderedDict{String, agentTool} with 3 entries:
|
||||
"getWeather" => agentTool(...)
|
||||
"getTime" => agentTool(...)
|
||||
"listTools" => agentTool(...)
|
||||
```
|
||||
"""
|
||||
function loadTools(store::toolStore, dir::String)::OrderedDict{String, agentTool}
|
||||
if !isdir(dir)
|
||||
throw(ArgumentError("Tool directory does not exist: $dir"))
|
||||
end
|
||||
|
||||
jl_files = filter(f -> endswith(f, ".jl") && !occursin(r"(?i)registry", f), readdir(dir))
|
||||
sort!(jl_files)
|
||||
|
||||
for filename in jl_files
|
||||
filepath = joinpath(dir, filename)
|
||||
|
||||
# Derive a unique module name from the filename only (not full path).
|
||||
# e.g. "getWeather.jl" -> "_tool_getWeather"
|
||||
mod_name = Symbol("_tool_", replace(rstrip(filename, '.'), ".jl" => ""))
|
||||
|
||||
# Build the complete module as a string and eval the parsed code.
|
||||
# Julia does not allow `module ... end` inside eval(quote ...),
|
||||
# and constructing the module AST by hand is fragile.
|
||||
# Instead, we generate the full module source as a string,
|
||||
# parse it, and eval the resulting expression.
|
||||
# Each tool file declares its own dependencies via `using` statements
|
||||
# at the top of the file — the registry only injects `using ..type`
|
||||
# to make core types (agentTool, textContent, etc.) available.
|
||||
file_content = read(filepath, String)
|
||||
module_code = """
|
||||
module $(mod_name)
|
||||
using ..type
|
||||
$(file_content)
|
||||
end
|
||||
"""
|
||||
mod = eval(Meta.parse(module_code))
|
||||
|
||||
# Call getTool() via Core.eval in the submodule's scope.
|
||||
# This evaluates getTool() entirely within the new module's world,
|
||||
# completely avoiding world-age issues — no invokelatest needed.
|
||||
# Note: all uses of `tool` must be inside the `try` block because
|
||||
# Julia 1.12's SSA form doesn't track `tool` as definitely assigned
|
||||
# after a `try-catch` where it's only assigned inside `try`.
|
||||
try
|
||||
tool = Core.eval(mod, :(getTool()))
|
||||
if !(tool isa agentTool)
|
||||
throw(ArgumentError(
|
||||
"getTool() in $(filepath) did not return an agentTool instance, got: $(typeof(tool))"
|
||||
))
|
||||
end
|
||||
store.tools[tool.name] = tool
|
||||
println("[$(store.name)] Loaded tool: $(tool.name) ($(tool.label))")
|
||||
catch e
|
||||
if e isa UndefVarError || occursin("getTool", sprint(showerror, e))
|
||||
throw(ArgumentError(
|
||||
"Tool file $(filepath) does not define a `getTool()` function in module $(mod_name). " *
|
||||
"Each tool file must define: function getTool()::agentTool ... end"
|
||||
))
|
||||
end
|
||||
rethrow(e)
|
||||
end
|
||||
end
|
||||
|
||||
registerTool(store, listTool(store))
|
||||
return store.tools
|
||||
end
|
||||
|
||||
"""
|
||||
registerTool(store::toolStore, tool::agentTool) -> OrderedDict{String, agentTool}
|
||||
|
||||
Add `tool` to `store`, overwriting any existing tool with the same name.
|
||||
|
||||
# Arguments
|
||||
- `store`: Tool store to modify
|
||||
- `tool`: The `agentTool` to register
|
||||
|
||||
# Returns
|
||||
- The same `store.tools` dict (modified in place)
|
||||
|
||||
# Example
|
||||
```julia
|
||||
julia> store = toolStore(name="agent1");
|
||||
|
||||
julia> registerTool(store, listTool(store))
|
||||
[toolRegistry:agent1] Registered tool: listTools
|
||||
OrderedDict{String, agentTool} with 1 entry:
|
||||
"listTools" => agentTool(...)
|
||||
```
|
||||
"""
|
||||
function registerTool(store::toolStore, tool::agentTool)::OrderedDict{String, agentTool}
|
||||
store.tools[tool.name] = tool
|
||||
println("[$(store.name)] Registered tool: $(tool.name)")
|
||||
return store.tools
|
||||
end
|
||||
|
||||
"""
|
||||
Return the tools registered in `store`.
|
||||
|
||||
The returned dict is the **same object** stored inside `store` — mutations
|
||||
to it (e.g. via `registerTool`) are visible through subsequent calls.
|
||||
|
||||
# Arguments
|
||||
- `store`: Tool store to query
|
||||
|
||||
# Returns
|
||||
- `OrderedDict{String, agentTool}`: Tools keyed by name, in registration order
|
||||
|
||||
# Example
|
||||
```julia
|
||||
julia> tools = getTools(store)
|
||||
OrderedDict{String, agentTool} with 2 entries:
|
||||
"getWeather" => agentTool(...)
|
||||
"getTime" => agentTool(...)
|
||||
```
|
||||
"""
|
||||
function getTools(store::toolStore)::OrderedDict{String, agentTool}
|
||||
return store.tools
|
||||
end
|
||||
|
||||
"""
|
||||
Remove all tools from `store`.
|
||||
|
||||
# Arguments
|
||||
- `store`: Tool store to clear
|
||||
|
||||
# Returns
|
||||
- `nothing`
|
||||
|
||||
# Example
|
||||
```julia
|
||||
julia> clearTools(store)
|
||||
[toolRegistry:agent1] Registry cleared
|
||||
nothing
|
||||
|
||||
julia> getTools(store)
|
||||
OrderedDict{String, agentTool} with 0 entries
|
||||
```
|
||||
"""
|
||||
function clearTools(store::toolStore)::Nothing
|
||||
empty!(store.tools)
|
||||
println("[$(store.name)] Registry cleared")
|
||||
return nothing
|
||||
end
|
||||
|
||||
end # module
|
||||
@@ -1,568 +0,0 @@
|
||||
# Tools
|
||||
|
||||
Tools allow the agent to perform actions and fetch data. Each tool defines a **schema** (what arguments it accepts) and an **execution function** (what it does).
|
||||
|
||||
## Quick Start
|
||||
|
||||
Add a new tool by creating a `.jl` file in `src/tools/`. The file must define a `getTool()` function that returns an `agentTool`:
|
||||
|
||||
```julia
|
||||
# src/tools/my_tool.jl
|
||||
|
||||
function executeTool(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal}, onPartialResult::Function)::agentToolResult
|
||||
city = args["city"]
|
||||
return agentToolResult(
|
||||
[textContent("Hello from $(city)!")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end
|
||||
|
||||
function getTool()::agentTool
|
||||
return agentTool(
|
||||
name = "my_tool",
|
||||
label = "My Tool",
|
||||
description = "Says hello to a city.",
|
||||
inputSchema = Dict{String,Any}(
|
||||
"type" => "object",
|
||||
"properties" => Dict(
|
||||
"city" => Dict("type" => "string", "description" => "City name")
|
||||
),
|
||||
"required" => ["city"]
|
||||
),
|
||||
execute = executeTool,
|
||||
prepareArguments = nothing,
|
||||
validateRequiredArgs = nothing,
|
||||
parallelToolExecute = false
|
||||
)
|
||||
end
|
||||
```
|
||||
|
||||
When `loadTools()` or `registerTool()` is called, the tool becomes available to the agent.
|
||||
|
||||
## Tool Anatomy
|
||||
|
||||
Each tool has 3 main parts:
|
||||
|
||||
### 1. Schema (`inputSchema`)
|
||||
|
||||
JSON Schema (MCP format) describing the tool's arguments. The `"required"` array lists mandatory fields:
|
||||
|
||||
```julia
|
||||
inputSchema = Dict{String,Any}(
|
||||
"type" => "object",
|
||||
"properties" => Dict(
|
||||
"city" => Dict("type" => "string", "description" => "City name"),
|
||||
"units" => Dict("type" => "string", "enum" => ["celsius", "fahrenheit"], "default" => "celsius")
|
||||
),
|
||||
"required" => ["city"]
|
||||
)
|
||||
```
|
||||
|
||||
### 2. Execution Function (`execute`)
|
||||
|
||||
A function with the signature:
|
||||
|
||||
```julia
|
||||
execute(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal}, onPartialResult::Function)::agentToolResult
|
||||
```
|
||||
|
||||
- **`toolCallId`** — unique ID for this invocation (from the LLM's tool call)
|
||||
- **`args`** — validated arguments provided by the LLM
|
||||
- **`signal`** — abort signal for cancellable operations
|
||||
- **`onPartialResult`** — callback for streaming progress updates
|
||||
- **Returns** — `agentToolResult` with content, details, usage, and termination flag
|
||||
|
||||
```julia
|
||||
function executeTool(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal}, onPartialResult::Function)::agentToolResult
|
||||
# Optional: stream progress updates
|
||||
onPartialResult(Dict("status" => "Fetching data..."))
|
||||
|
||||
# Do work
|
||||
result = "Weather in $(args["city"]): Sunny, 22°C"
|
||||
|
||||
# Return result
|
||||
return agentToolResult(
|
||||
[textContent(result)],
|
||||
Dict{Any,Any}(), # details
|
||||
nothing, # usage
|
||||
false # terminate (true to stop agent loop)
|
||||
)
|
||||
end
|
||||
```
|
||||
|
||||
### 3. Tool Definition (`getTool()`)
|
||||
|
||||
Returns an `agentTool` struct:
|
||||
|
||||
| Field | Type | Description |
|
||||
|---|---|---|
|
||||
| `name` | `String` | Unique identifier (e.g. `"getWeather"`) |
|
||||
| `label` | `String` | Human-readable name (e.g. `"Weather Lookup"`) |
|
||||
| `description` | `String` | What the tool does (shown to the LLM) |
|
||||
| `inputSchema` | `Any` | JSON Schema (MCP format) |
|
||||
| `execute` | `Function` | The execution function |
|
||||
| `prepareArguments` | `Union{Function,Nothing}` | Optional argument transform before validation |
|
||||
| `validateRequiredArgs` | `Union{Function,Nothing}` | Optional custom validation |
|
||||
| `parallelToolExecute` | `Bool` | Run this tool in parallel with others |
|
||||
|
||||
## Argument Validation
|
||||
|
||||
Validation happens **before** tool execution, in the `prepareToolCall` phase. Invalid calls return an error immediately without invoking `execute`, `beforeToolCall`, or logging `toolExecutionStart`.
|
||||
|
||||
### Default: JSON Schema Required Fields
|
||||
|
||||
Set `validateRequiredArgs = nothing` to use the default validator, which checks that all fields in `inputSchema["required"]` are present:
|
||||
|
||||
```julia
|
||||
# src/tools/getWeather.jl — uses default validation
|
||||
function getTool()::agentTool
|
||||
return agentTool(
|
||||
name = "getWeather",
|
||||
# ...
|
||||
validateRequiredArgs = nothing, # uses default
|
||||
)
|
||||
end
|
||||
```
|
||||
|
||||
### Custom Validation Hook
|
||||
|
||||
Override `validateRequiredArgs` when you need:
|
||||
- **Cross-field constraints** (e.g. "at least one of X or Y")
|
||||
- **Format validation** (e.g. regex patterns, date parsing)
|
||||
- **Domain rules** (e.g. value ranges, business logic)
|
||||
|
||||
The hook signature takes only `args`:
|
||||
|
||||
```julia
|
||||
function validateRequiredArgs(args::Dict{String,Any})::Union{Nothing,String}
|
||||
tz = get(args, "timezone", nothing)
|
||||
city = get(args, "city", "")
|
||||
|
||||
if !haskey(args, "timezone") && isempty(city)
|
||||
return "Missing required argument: provide at least one of 'timezone' or 'city'"
|
||||
end
|
||||
|
||||
if tz !== nothing
|
||||
tz_str = string(tz)
|
||||
if !occursin(r"^[A-Za-z]+\/[A-Za-z]+(/[A-Za-z]+)*$", tz_str)
|
||||
return "Invalid timezone format: '$tz_str'. Use IANA format, e.g. 'America/New_York'"
|
||||
end
|
||||
end
|
||||
|
||||
return nothing
|
||||
end
|
||||
```
|
||||
|
||||
Return `nothing` to pass, or an error `String` to fail. The error is fed back to the LLM so it can retry with corrected arguments.
|
||||
|
||||
## Tool Lifecycle — Framework Internals
|
||||
|
||||
This section traces the full code path from the moment the LLM returns tool calls to the final result being fed back into the conversation. All code references are to `agentCore.jl`.
|
||||
|
||||
### Phase 1: Detect Tool Calls in LLM Response
|
||||
|
||||
After the LLM returns an `assistantMessage`, the loop at `agentCore.jl:220-244` inspects each `content` block:
|
||||
|
||||
```julia
|
||||
# agentCore.jl:217-244
|
||||
has_tool_calls = false
|
||||
tool_call_list = agentToolCall[]
|
||||
|
||||
for content_block in response.content
|
||||
if content_block isa Dict
|
||||
# OpenAI-style: type == "tool_calls" with array of tool calls
|
||||
if get(content_block, :type, "") == "tool_calls"
|
||||
for tc_data in get(content_block, :tool_calls, [])
|
||||
tc = agentToolCall(
|
||||
type="function",
|
||||
id=get(tc_data, :id, string(uuid4())),
|
||||
name=get(tc_data, :function, Dict{String,Any}())[:name],
|
||||
arguments=get(tc_data, :function, Dict{String,Any}())[:arguments],
|
||||
)
|
||||
push!(tool_call_list, tc)
|
||||
end
|
||||
# Alternative style: type == "tool_call" single dict per block
|
||||
elseif get(content_block, :type, "") == "tool_call"
|
||||
tc = agentToolCall(
|
||||
type="function",
|
||||
id=get(tc_data, :id, string(uuid4())),
|
||||
name=get(tc_data, :name, ""),
|
||||
arguments=get(tc_data, :arguments, Dict{String,Any}()),
|
||||
)
|
||||
push!(tool_call_list, tc)
|
||||
end
|
||||
end
|
||||
end
|
||||
```
|
||||
|
||||
Each content block with `type == "tool_calls"` or `type == "tool_call"` extracts an `agentToolCall` (id, name, arguments dict) and collects them into a `Vector{agentToolCall}`.
|
||||
|
||||
### Phase 2: Dispatch to Sequential or Parallel Execution
|
||||
|
||||
At `agentCore.jl:247`, the framework checks if any tool calls exist and decides execution mode:
|
||||
|
||||
```julia
|
||||
# agentCore.jl:247-265
|
||||
context = agentContext(agent._state.systemPrompt, agent._state.messages, agent._state.tools)
|
||||
config = agentLoopConfig(
|
||||
agent._state.tools,
|
||||
agent.beforeToolCall,
|
||||
agent.afterToolCall,
|
||||
agent.parallelToolExecute ? "parallel" : "sequential",
|
||||
)
|
||||
batch = executeToolCalls(context, response, tool_call_list, config, signal, emit)
|
||||
```
|
||||
|
||||
`executeToolCalls` (`agentCore.jl:988-1015`) checks:
|
||||
- `config.toolExecution == "sequential"` → sequential mode
|
||||
- Any tool has `parallelToolExecute == false` → sequential mode
|
||||
- Otherwise → parallel mode
|
||||
|
||||
### Phase 3: Per-Call Preparation (`prepareToolCall`)
|
||||
|
||||
Each tool call goes through `prepareToolCall` (`agentCore.jl:511-547`):
|
||||
|
||||
```
|
||||
1. Look up tool by name: find(t -> t.name == tc.name, context.tools)
|
||||
2. If not found → immediateOutcome("Tool X not found", true)
|
||||
3. Run tool.prepareArguments (if defined) → transforms raw LLM args
|
||||
4. Run validateToolArguments → validateRequiredArgs (hook or default)
|
||||
→ if fails → throws ArgumentError → caught below
|
||||
5. Run beforeToolCall hook (if defined) → can block execution
|
||||
→ if blocked → immediateOutcome("Tool execution was blocked", true)
|
||||
6. Return preparedToolCall(tool, tc, validatedArgs)
|
||||
```
|
||||
|
||||
If any step throws (validation, prepareArguments, beforeToolCall), the catch block at `agentCore.jl:545` converts it to an `immediateOutcome`:
|
||||
|
||||
```julia
|
||||
catch err
|
||||
return immediateOutcome(createErrorToolResult(sprint(showerror, err)), true)
|
||||
end
|
||||
```
|
||||
|
||||
### Phase 4: Execution (`executePreparedToolCall`)
|
||||
|
||||
For each `preparedToolCall`, `executePreparedToolCall` (`agentCore.jl:589-617`) runs:
|
||||
|
||||
```julia
|
||||
function executePreparedToolCall(prep::preparedToolCall, signal, emit)::executedOutcome
|
||||
updateEvents = promise[]
|
||||
accepting = true
|
||||
|
||||
try
|
||||
result = prep.tool.execute(
|
||||
prep.toolCall.id, prep.args, signal,
|
||||
partialResult -> begin
|
||||
if accepting
|
||||
push!(updateEvents, emit(toolExecUpdateEvent(..., partialResult)))
|
||||
end
|
||||
end
|
||||
)
|
||||
accepting = false
|
||||
wait.(updateEvents)
|
||||
return executedOutcome(result, false)
|
||||
catch err
|
||||
accepting = false
|
||||
wait.(updateEvents)
|
||||
return executedOutcome(createErrorToolResult(sprint(showerror, err)), true)
|
||||
end
|
||||
end
|
||||
```
|
||||
|
||||
Key behaviors:
|
||||
- Calls `tool.execute(id, args, signal, onPartialResult)` — your tool's `executeTool` function
|
||||
- `signal` can be checked inside `executeTool` for cancellation
|
||||
- `onPartialResult` is called for streaming updates, which are emitted as `toolExecutionUpdate` events
|
||||
- `accepting` guard prevents emitting updates after the result is already captured
|
||||
- `wait.(updateEvents)` ensures all streaming updates are delivered before returning
|
||||
- Execution errors are caught and returned as `executedOutcome(isError=true)` — never thrown
|
||||
|
||||
### Phase 5: Finalization (`finalizeExecutedToolCall`)
|
||||
|
||||
After execution, `finalizeExecutedToolCall` (`agentCore.jl:675-706`) runs the `afterToolCall` hook:
|
||||
|
||||
```julia
|
||||
function finalizeExecutedToolCall(context, assistantMsg, prep, executed, config, signal)::finalizedOutcome
|
||||
result = executed.result
|
||||
isError = executed.isError
|
||||
|
||||
if config.afterToolCall !== nothing
|
||||
try
|
||||
after = config.afterToolCall(afterCtx(assistantMsg, prep.toolCall, prep.args, result, isError, context), signal)
|
||||
if after !== nothing
|
||||
# Hook can mutate: content, details, usage, terminate, isError
|
||||
result = merge(result, dict(...))
|
||||
isError = get(after, :isError, isError)
|
||||
end
|
||||
catch err
|
||||
result = createErrorToolResult(sprint(showerror, err))
|
||||
isError = true
|
||||
end
|
||||
end
|
||||
|
||||
return finalizedOutcome(prep.toolCall, result, isError)
|
||||
end
|
||||
```
|
||||
|
||||
The hook can:
|
||||
- Mask sensitive data from result content
|
||||
- Normalize usage tracking
|
||||
- Flip `terminate: true` based on business logic
|
||||
- Wrap errors in friendlier messages for the LLM
|
||||
|
||||
If the hook itself throws, the error is caught and converted to an error outcome.
|
||||
|
||||
### Phase 6: Emit Events and Create Result Message
|
||||
|
||||
Each call emits `toolExecutionEnd`:
|
||||
|
||||
```julia
|
||||
function emitToolExecutionEnd(finalized::finalizedOutcome, emit::Function)
|
||||
emit(toolExecEndEvent(finalized.toolCall.id, finalized.toolCall.name, finalized.result, finalized.isError))
|
||||
end
|
||||
```
|
||||
|
||||
Then creates the `toolResultMessage` for conversation history (`agentCore.jl:373-379`):
|
||||
|
||||
```julia
|
||||
function createToolResultMessage(f::finalizedOutcome)::toolResultMessage
|
||||
return toolResultMessage(
|
||||
"toolResult", f.toolCall.id, f.toolCall.name,
|
||||
f.result.content, f.result.details, f.result.usage,
|
||||
get(f.result, :addedToolNames, string[]), f.isError, nowMillis()
|
||||
)
|
||||
end
|
||||
```
|
||||
|
||||
### Phase 7: Batch Assembly and Loop Control
|
||||
|
||||
In `executeToolCallsSequential` (`agentCore.jl:795-829`) or `executeToolCallsParallel` (`agentCore.jl:888-936`), all results are collected:
|
||||
|
||||
```julia
|
||||
messages = toolResultMessage[]
|
||||
for finalized in finalizedCalls
|
||||
push!(messages, createToolResultMessage(finalized))
|
||||
end
|
||||
return agentToolCallBatch(messages, shouldTerminate(finalizedCalls))
|
||||
```
|
||||
|
||||
`shouldTerminate` (`agentCore.jl:409`) returns `true` only if ALL tools in the batch set `result.terminate == true`. If `false`, the agent loop at `agentCore.jl:176-308` feeds the tool results back to the LLM for another turn.
|
||||
|
||||
### Data Flow Summary
|
||||
|
||||
```
|
||||
response.content (Vector{Any})
|
||||
└── phase 1: parse content blocks
|
||||
└── tool_call_list :: Vector{agentToolCall}
|
||||
└── phase 2: dispatch to sequential/parallel
|
||||
└── phase 3: prepareToolCall
|
||||
└── preparedToolCall or immediateOutcome
|
||||
└── phase 4: executePreparedToolCall
|
||||
└── executedOutcome
|
||||
└── phase 5: finalizeExecutedToolCall
|
||||
└── finalizedOutcome
|
||||
└── phase 6: createToolResultMessage
|
||||
└── toolResultMessage
|
||||
└── phase 7: agentToolCallBatch
|
||||
└── pushed to agent._state.messages
|
||||
└── loop back to LLM
|
||||
```
|
||||
|
||||
## Execution Modes
|
||||
|
||||
### Sequential
|
||||
|
||||
Tools execute one at a time in order. Required when:
|
||||
- Tools have implicit dependencies
|
||||
- Tools share state (e.g. writing to the same file)
|
||||
- Tools have `parallelToolExecute = false`
|
||||
|
||||
Set globally via `agentLoopConfig.toolExecution = "sequential"`, or per-tool via `parallelToolExecute = false`.
|
||||
|
||||
### Parallel
|
||||
|
||||
Tools execute concurrently when all are independent. Reduces wall-clock time. Set `parallelToolExecute = true` on individual tools, or set `agentLoopConfig.toolExecution = "parallel"`.
|
||||
|
||||
## Streaming Partial Results
|
||||
|
||||
For long-running tools (API calls, file uploads, training), use `onPartialResult` to stream progress:
|
||||
|
||||
```julia
|
||||
function executeTool(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal}, onPartialResult::Function)::agentToolResult
|
||||
onPartialResult(Dict("status" => "Step 1: Fetching data..."))
|
||||
sleep(1)
|
||||
|
||||
onPartialResult(Dict("status" => "Step 2: Processing..."))
|
||||
sleep(1)
|
||||
|
||||
return agentToolResult(
|
||||
[textContent("Done!")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end
|
||||
```
|
||||
|
||||
UI listeners and the TUI consume these events in real time via `toolExecutionUpdate`.
|
||||
|
||||
## Loading Tools
|
||||
|
||||
### Auto-load from Directory
|
||||
|
||||
```julia
|
||||
using .toolRegistry
|
||||
|
||||
tools = loadTools("src/tools") # scans for *.jl files with getTool()
|
||||
```
|
||||
|
||||
Files are loaded alphabetically for deterministic registration order.
|
||||
|
||||
### Manual Registration
|
||||
|
||||
```julia
|
||||
tool = getTool() # from your tool module
|
||||
registerTool(tool)
|
||||
```
|
||||
|
||||
## Using Tools with an Agent
|
||||
|
||||
Loading tools only registers them — you must pass them to the `yiemAgent` and provide an `llmCall` function. Here is the complete flow:
|
||||
|
||||
```julia
|
||||
using .YiemAgent
|
||||
using .toolRegistry
|
||||
|
||||
# 1. Load tools from the tools directory
|
||||
tools = loadTools("src/tools")
|
||||
# [toolRegistry] Loading tool from: src/tools/getTime.jl
|
||||
# [toolRegistry] Loaded tool: getTime — Time Lookup
|
||||
# [toolRegistry] Loading tool from: src/tools/getWeather.jl
|
||||
# [toolRegistry] Loaded tool: getWeather — Weather Lookup
|
||||
|
||||
# 2. Define your LLM call function
|
||||
function my_llm_call(messages::Dict)::assistantMessage
|
||||
# Call your LLM API here (OpenAI, Anthropic, local model, etc.)
|
||||
# Return an assistantMessage with the response content
|
||||
# If the LLM wants to call a tool, include tool_call content blocks
|
||||
...
|
||||
end
|
||||
|
||||
# 3. Define your event sink (optional, for logging/debugging)
|
||||
function my_event_sink(event)
|
||||
if event isa toolExecStartEvent
|
||||
println("[EVENT] Tool start: $(event.toolName)")
|
||||
elseif event isa toolExecEndEvent
|
||||
status = event.isError ? "ERROR" : "OK"
|
||||
println("[EVENT] Tool end: $(event.toolName) — $status")
|
||||
end
|
||||
end
|
||||
|
||||
# 4. Create the agent with tools
|
||||
agent = yiemAgent(
|
||||
systemPrompt = "You are a helpful assistant that can check weather and time.",
|
||||
model = my_model,
|
||||
tools = tools, # pass loaded tools
|
||||
llmCall = my_llm_call, # your LLM function
|
||||
agentEventSink = my_event_sink, # event handler
|
||||
)
|
||||
|
||||
# 5. Send a message and get a response
|
||||
run_agent(agent, "What's the weather in Tokyo?")
|
||||
response = take_response(agent)
|
||||
|
||||
# response.content contains the LLM's reply (with tool results if applicable)
|
||||
println(response.content)
|
||||
|
||||
# 6. When done, stop the agent
|
||||
stop_agent(agent)
|
||||
```
|
||||
|
||||
### How It Works
|
||||
|
||||
1. **User sends a message** via `run_agent(agent, "What's the weather in Tokyo?")`. The message goes into `inputChannel`.
|
||||
|
||||
2. **Agent loop** (`_agent_loop`) picks it up, converts it to a `userMessage`, and adds it to `agent._state.messages`.
|
||||
|
||||
3. **LLM is called** via `agent.llmCall(formatted_messages)`. The LLM sees the system prompt, conversation history, and the tool definitions in the prompt (via `formatMsgForLLM`).
|
||||
|
||||
4. **If the LLM uses a tool**, it returns a response with `tool_call` content blocks. The agent:
|
||||
- Extracts each tool call (name, arguments)
|
||||
- Runs validation (`validateRequiredArgs` or default)
|
||||
- Executes the tool (or returns an error if validation fails)
|
||||
- Feeds the result back as a `toolResultMessage` in the conversation
|
||||
|
||||
5. **LLM is called again** with the tool results. This repeats until the LLM returns a text response with no tool calls.
|
||||
|
||||
6. **Final response** is sent to `outputChannel` — retrieve it with `take_response(agent)`.
|
||||
|
||||
### Minimal Working Example
|
||||
|
||||
```julia
|
||||
using .YiemAgent
|
||||
using .toolRegistry
|
||||
|
||||
# Load tools
|
||||
tools = loadTools("src/tools")
|
||||
|
||||
# Mock LLM that echoes back a tool call, then a text response
|
||||
call_count = 0
|
||||
function mock_llm_call(messages::Dict)::assistantMessage
|
||||
global call_count += 1
|
||||
if call_count == 1
|
||||
# First call: LLM decides to use getWeather
|
||||
return assistantMessage(
|
||||
content=[
|
||||
Dict("type" => "tool_calls",
|
||||
"tool_calls" => [Dict("id" => "call_1", "name" => "getWeather",
|
||||
"arguments" => Dict("city" => "Tokyo"))])
|
||||
],
|
||||
model = "mock",
|
||||
usage = llmUsage(0, 0)
|
||||
)
|
||||
else
|
||||
# Second call: LLM returns text (after tool result)
|
||||
return assistantMessage(
|
||||
content = [textContent("The weather in Tokyo is sunny, 22°C.")],
|
||||
model = "mock",
|
||||
usage = llmUsage(0, 0)
|
||||
)
|
||||
end
|
||||
end
|
||||
|
||||
# Create agent
|
||||
agent = yiemAgent(
|
||||
systemPrompt = "You are a helpful assistant.",
|
||||
tools = tools,
|
||||
llmCall = mock_llm_call,
|
||||
agentEventSink = e -> nothing, # no events
|
||||
)
|
||||
|
||||
# Run
|
||||
run_agent(agent, "What's the weather in Tokyo?")
|
||||
response = take_response(agent)
|
||||
|
||||
stop_agent(agent)
|
||||
```
|
||||
|
||||
## Available Tools
|
||||
|
||||
| Tool | Description | Validation |
|
||||
|---|---|---|
|
||||
| `getWeather` | Fetch weather for a city | Default (JSON Schema required) |
|
||||
| `getTime` | Get current time for a timezone or city | Custom (cross-field + format) |
|
||||
|
||||
## Example: Error Flow
|
||||
|
||||
When the LLM calls a tool with invalid arguments:
|
||||
|
||||
```
|
||||
User: "What's the weather?"
|
||||
└── LLM: call getWeather() with no arguments
|
||||
└── prepareToolCall → validateRequiredArgs → "Missing required arguments: city"
|
||||
└── immediateOutcome → error tool result
|
||||
└── LLM sees: "Missing required arguments: city"
|
||||
└── LLM retries: call getWeather(city="Tokyo")
|
||||
└── executeTool → "Weather in Tokyo: Sunny, 22°C"
|
||||
```
|
||||
|
||||
The agent feeds the error back to the LLM as a tool result message, allowing it to self-correct.
|
||||
+7
-14
@@ -1,3 +1,5 @@
|
||||
using Dates
|
||||
|
||||
"""
|
||||
Validate required arguments for the getTime tool.
|
||||
|
||||
@@ -39,26 +41,17 @@ end
|
||||
"""
|
||||
Execute the getTime tool.
|
||||
|
||||
# Arguments
|
||||
- `toolCallId::String`: Unique identifier for this tool call
|
||||
- `args::Dict{String,Any}`: Parsed arguments from the LLM
|
||||
- `signal::Union{Nothing,abortSignal}`: Optional abort signal
|
||||
- `onPartialResult::Function`: Callback for streaming partial results
|
||||
|
||||
# Returns
|
||||
- `agentToolResult`: Result content with current time data
|
||||
Returns mock time data for the given timezone or city.
|
||||
"""
|
||||
function executeTool(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal}, onPartialResult::Function)::agentToolResult
|
||||
function executeTool(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal},
|
||||
onPartialResult::Function)::agentToolResult
|
||||
tz = get(args, "timezone", nothing)
|
||||
city = get(args, "city", "")
|
||||
|
||||
# Simulate time lookup — replace with actual timezone API call
|
||||
if tz !== nothing
|
||||
result = "Current time in $(tz): $(now())"
|
||||
else
|
||||
result = "Current time in $(city): $(now())"
|
||||
end
|
||||
|
||||
return agentToolResult(
|
||||
[textContent(result)],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
@@ -76,8 +69,8 @@ function getTool()::agentTool
|
||||
inputSchema = Dict{String,Any}(
|
||||
"type" => "object",
|
||||
"properties" => Dict(
|
||||
"timezone" => Dict("type" => "string", "description", "IANA timezone, e.g. 'America/New_York'"),
|
||||
"city" => Dict("type" => "string", "description", "City name as fallback")
|
||||
"timezone" => Dict("type" => "string", "description" => "IANA timezone, e.g. 'America/New_York'"),
|
||||
"city" => Dict("type" => "string", "description" => "City name as fallback")
|
||||
),
|
||||
"required" => []
|
||||
),
|
||||
|
||||
+5
-18
@@ -1,31 +1,18 @@
|
||||
"""
|
||||
Execute the getWeather tool.
|
||||
|
||||
# Arguments
|
||||
- `toolCallId::String`: Unique identifier for this tool call
|
||||
- `args::Dict{String,Any}`: Parsed arguments from the LLM
|
||||
- `signal::Union{Nothing,abortSignal}`: Optional abort signal
|
||||
- `onPartialResult::Function`: Callback for streaming partial results
|
||||
|
||||
# Returns
|
||||
- `agentToolResult`: Result content with weather data
|
||||
Returns mock weather data for the given city and temperature units.
|
||||
"""
|
||||
function executeTool(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal}, onPartialResult::Function)::agentToolResult
|
||||
function executeTool(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal},
|
||||
onPartialResult::Function)::agentToolResult
|
||||
city = get(args, "city", "")
|
||||
units = get(args, "units", "celsius")
|
||||
|
||||
# Simulate weather fetch — replace with actual API call
|
||||
# You can call onPartialResult() here for streaming progress updates:
|
||||
# onPartialResult(Dict("status" => "Fetching weather data..."))
|
||||
# onPartialResult(Dict("status" => "Processing..."))
|
||||
|
||||
temp = units == "fahrenheit" ? "72" : "22"
|
||||
unit_symbol = units == "celsius" ? "°C" : "°F"
|
||||
|
||||
return agentToolResult(
|
||||
[textContent("Weather in $(city): Sunny, $(temp)$(unit_symbol)")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
)
|
||||
end
|
||||
|
||||
"""
|
||||
@@ -44,7 +31,7 @@ function getTool()::agentTool
|
||||
),
|
||||
"required" => ["city"]
|
||||
),
|
||||
execute = executeTool, # reference the function defined above
|
||||
execute = executeTool,
|
||||
prepareArguments = nothing,
|
||||
validateRequiredArgs = nothing,
|
||||
parallelToolExecute = false
|
||||
|
||||
@@ -1,142 +0,0 @@
|
||||
module toolRegistry
|
||||
|
||||
export loadTools, registerTool, getTools, listTools, clearTools
|
||||
|
||||
using ..type
|
||||
|
||||
# Global registry — populated at runtime by loadTools() or registerTool()
|
||||
const _registry = Vector{agentTool}()
|
||||
|
||||
"""
|
||||
Load all tool modules from a directory.
|
||||
|
||||
Scans `dir` for `.jl` files. Each file must define a function named
|
||||
`getTool()::agentTool`. Files are sorted alphabetically so tool
|
||||
registration order is deterministic.
|
||||
|
||||
# Tool file format
|
||||
Each `.jl` file defines one function `getTool()` that returns an `agentTool`:
|
||||
|
||||
```julia
|
||||
# src/tools/getWeather.jl
|
||||
function getTool()::agentTool
|
||||
return agentTool(
|
||||
name = "getWeather",
|
||||
label = "Weather Lookup",
|
||||
description = "Fetch current weather and forecast for a given city.",
|
||||
inputSchema = Dict{String,Any}(
|
||||
"type" => "object",
|
||||
"properties" => Dict(
|
||||
"city" => Dict("type" => "string", "description" => "City and country"),
|
||||
"units" => Dict("type" => "string", "enum" => ["celsius", "fahrenheit"], "default" => "celsius")
|
||||
),
|
||||
"required" => ["city"]
|
||||
),
|
||||
execute = (toolCallId, args, signal, onPartialResult) -> begin
|
||||
city = args["city"]
|
||||
return agentToolResult(
|
||||
[textContent("Sunny, 22C in $(city)")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end,
|
||||
prepareArguments = nothing,
|
||||
parallelToolExecute = false
|
||||
)
|
||||
end
|
||||
```
|
||||
|
||||
# Arguments
|
||||
- `dir::String`: Directory path to scan for `.jl` tool files
|
||||
|
||||
# Returns
|
||||
- `Vector{agentTool}`: All loaded tools
|
||||
|
||||
# Errors
|
||||
- Throws `ArgumentError` if a tool file does not define a `getTool` function
|
||||
"""
|
||||
function loadTools(dir::String)::Vector{agentTool}
|
||||
if !isdir(dir)
|
||||
throw(ArgumentError("Tool directory does not exist: $dir"))
|
||||
end
|
||||
|
||||
tools = agentTool[]
|
||||
jl_files = filter(f -> endswith(f, ".jl"), readdir(dir))
|
||||
sort!(jl_files)
|
||||
|
||||
for filename in jl_files
|
||||
filepath = joinpath(dir, filename)
|
||||
println("[toolRegistry] Loading tool from: $filepath")
|
||||
|
||||
# Include the file in the current module scope so all types resolve
|
||||
# (agentTool, textContent, agentToolResult, etc. are all available)
|
||||
include(filepath)
|
||||
|
||||
# Validate that getTool was defined (include() places it in current module scope)
|
||||
if !isdefined(@__MODULE__, :getTool)
|
||||
throw(ArgumentError(
|
||||
"Tool file $(filepath) does not define a `getTool()` function. " *
|
||||
"Each tool file must define: function getTool()::agentTool ... end"
|
||||
))
|
||||
end
|
||||
|
||||
# Call getTool() — it runs in current scope where types are visible
|
||||
tool = getTool()
|
||||
if !(tool isa agentTool)
|
||||
throw(ArgumentError(
|
||||
"getTool() in $(filepath) did not return an agentTool instance, got: $(typeof(tool))"
|
||||
))
|
||||
end
|
||||
|
||||
push!(_registry, tool)
|
||||
push!(tools, tool)
|
||||
println("[toolRegistry] Loaded tool: $(tool.name) — $(tool.label)")
|
||||
end
|
||||
|
||||
return tools
|
||||
end
|
||||
|
||||
"""
|
||||
Register a single agentTool into the global registry.
|
||||
|
||||
# Arguments
|
||||
- `tool::agentTool`: The tool to register
|
||||
|
||||
# Returns
|
||||
- `Vector{agentTool}`: Updated registry
|
||||
"""
|
||||
function registerTool(tool::agentTool)::Vector{agentTool}
|
||||
push!(_registry, tool)
|
||||
println("[toolRegistry] Registered tool: $(tool.name)")
|
||||
return _registry
|
||||
end
|
||||
|
||||
"""
|
||||
Get all registered tools.
|
||||
|
||||
# Returns
|
||||
- `Vector{agentTool}`: Copy of the registry
|
||||
"""
|
||||
function getTools()::Vector{agentTool}
|
||||
return deepcopy(_registry)
|
||||
end
|
||||
|
||||
"""
|
||||
List all registered tool names and labels.
|
||||
|
||||
# Returns
|
||||
- `Vector{Tuple{String,String}}`: Pairs of (name, label)
|
||||
"""
|
||||
function listTools()::Vector{Tuple{String,String}}
|
||||
return [(t.name, t.label) for t in _registry]
|
||||
end
|
||||
|
||||
"""
|
||||
Clear all registered tools from the global registry.
|
||||
"""
|
||||
function clearTools()::Nothing
|
||||
empty!(_registry)
|
||||
println("[toolRegistry] Registry cleared")
|
||||
return nothing
|
||||
end
|
||||
|
||||
end # module
|
||||
@@ -0,0 +1,273 @@
|
||||
using JSON
|
||||
|
||||
"""
|
||||
Tool that writes new Julia tool module files to disk.
|
||||
|
||||
The agent can use this tool when it encounters a task that no existing tool
|
||||
can handle. Provide the tool's name, label, description, inputSchema, and
|
||||
execute logic as Julia code. The tool is written to `src/tools/<name>.jl`.
|
||||
|
||||
After calling this tool, restart the agent so `loadTools(agent._tool_store, "src/tools")` picks
|
||||
up the new file. The new tool is immediately available.
|
||||
|
||||
# Example
|
||||
|
||||
1. Agent calls writeTool with a spec for a "searchWine" tool
|
||||
2. writeTool generates src/tools/searchWine.jl
|
||||
3. Restart agent — loadTools() picks up the new file
|
||||
4. Agent calls searchWine with args
|
||||
|
||||
# How It Works
|
||||
|
||||
writeTool is a **file writer**, not a code generator. The LLM provides the
|
||||
tool logic as `executeCode`, and writeTool wraps it in Julia boilerplate:
|
||||
- Converts `inputSchema` Dict into Julia `Dict{String,Any}(...)` string
|
||||
- Indents `executeCode` with 4 spaces
|
||||
- Wraps it inside `function executeTool(...)::agentToolResult ... end`
|
||||
- Appends `getTool()` returning an `agentTool` struct
|
||||
- Writes the combined string to `src/tools/<name>.jl`
|
||||
|
||||
# Important Notes
|
||||
|
||||
- The `executeCode` string is embedded literally into the generated tool.
|
||||
Use `args["param_name"]` to access input parameters.
|
||||
- The code string should be the function body (NOT wrapped in a function).
|
||||
Lines will be indented with 4 spaces inside the execute function.
|
||||
- Tool names must be valid Julia identifiers (lowercase letters, digits, underscores,
|
||||
no leading digits or special characters).
|
||||
"""
|
||||
|
||||
"""
|
||||
Validate that a tool name is a valid Julia identifier.
|
||||
"""
|
||||
function validateToolName(name::String)::Union{Nothing,String}
|
||||
if !occursin(r"^[a-zA-Z_][a-zA-Z0-9_!]*$", name)
|
||||
return "Invalid tool name: '$name'. Tool names must be valid Julia identifiers (letters, digits, underscores, starting with a letter or underscore)."
|
||||
end
|
||||
return nothing
|
||||
end
|
||||
|
||||
"""
|
||||
Indent a multi-line code string by the specified number of spaces.
|
||||
"""
|
||||
function indent_code(code::String, n::Int)::String
|
||||
prefix = " "^n
|
||||
lines = split(code, '\n')
|
||||
result_lines = String[prefix * line for line in lines]
|
||||
return join(result_lines, "\n")
|
||||
end
|
||||
|
||||
"""
|
||||
Convert a Julia Dict to a valid Julia Dict{String,Any}(...) literal string.
|
||||
"""
|
||||
function dict_to_julia_literal(d)::String
|
||||
if d isa Dict
|
||||
items = String[]
|
||||
for (k, v) in d
|
||||
key_str = json_string(k)
|
||||
val_str = value_to_julia(v)
|
||||
push!(items, "$key_str => $val_str")
|
||||
end
|
||||
return "Dict{String,Any}(" * join(items, ", ") * ")"
|
||||
else
|
||||
return value_to_julia(d)
|
||||
end
|
||||
end
|
||||
|
||||
function value_to_julia(v)::String
|
||||
if v isa Dict
|
||||
return dict_to_julia_literal(v)
|
||||
elseif v isa Vector
|
||||
items = [value_to_julia(x) for x in v]
|
||||
return "[" * join(items, ", ") * "]"
|
||||
elseif v isa String
|
||||
escaped = replace(v, "\\" => "\\\\")
|
||||
escaped = replace(escaped, "\"" => "\\\"")
|
||||
return "\"$escaped\""
|
||||
elseif v isa Number
|
||||
return string(v)
|
||||
elseif v isa Bool
|
||||
return string(v)
|
||||
elseif v === nothing
|
||||
return "nothing"
|
||||
else
|
||||
return "\"$(v)\""
|
||||
end
|
||||
end
|
||||
|
||||
"""
|
||||
Convert any Julia value to a JSON string.
|
||||
"""
|
||||
function json_string(v)::String
|
||||
return JSON.json(v)
|
||||
end
|
||||
|
||||
"""
|
||||
Define and return the writeTool agentTool.
|
||||
"""
|
||||
function getTool()::agentTool
|
||||
return agentTool(
|
||||
name = "writeTool",
|
||||
label = "Create Tool",
|
||||
description = "Write a new Julia tool module file to src/tools/<name>.jl. The LLM provides the tool logic as executeCode; writeTool wraps it in Julia boilerplate and writes the file. Restart the agent to load the new tool.",
|
||||
inputSchema = Dict{String,Any}(
|
||||
"type" => "object",
|
||||
"properties" => Dict(
|
||||
"name" => Dict("type" => "string", "description" => "Unique tool name (valid Julia identifier, no spaces or special chars)"),
|
||||
"label" => Dict("type" => "string", "description" => "Human-readable tool name shown in tool descriptions"),
|
||||
"description" => Dict("type" => "string", "description" => "What the tool does (shown to LLM for tool selection decisions)"),
|
||||
"inputSchema" => Dict(
|
||||
"type" => "object",
|
||||
"description" => "JSON Schema describing tool parameters in MCP format"
|
||||
),
|
||||
"executeCode" => Dict("type" => "string", "description" => "Julia code for the execute function body. Use args[\"key\"] to access parameters. Do NOT wrap in a function definition."),
|
||||
"validateCode" => Dict("type" => "string", "optional" => true, "description" => "Optional custom validation Julia code (runs before execute). Use args[\"key\"] to access parameters. Return nothing to pass, or a string error message to fail."),
|
||||
"prepareCode" => Dict("type" => "string", "optional" => true, "description" => "Optional argument preparation code (runs before validation). Return modified args dict."),
|
||||
"parallel" => Dict("type" => "boolean", "default" => false, "description" => "Whether this tool can run in parallel with other tools")
|
||||
),
|
||||
"required" => ["name", "label", "description", "inputSchema", "executeCode"]
|
||||
),
|
||||
execute = (toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal}, onPartialResult::Function) -> begin
|
||||
tool_name = get(args, "name", "")::String
|
||||
tool_label = get(args, "label", tool_name)::String
|
||||
tool_description = get(args, "description", "")::String
|
||||
tool_schema = get(args, "inputSchema", Dict{String,Any}())::Dict{String,Any}
|
||||
execute_code = get(args, "executeCode", "")::String
|
||||
validate_code = get(args, "validateCode", nothing)::Union{String,Nothing}
|
||||
prepare_code = get(args, "prepareCode", nothing)::Union{String,Nothing}
|
||||
parallel = get(args, "parallel", false)::Bool
|
||||
|
||||
# Validate tool name
|
||||
name_err = validateToolName(tool_name)
|
||||
if name_err !== nothing
|
||||
return agentToolResult(
|
||||
[textContent(name_err)],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end
|
||||
|
||||
# Validate required fields
|
||||
if isempty(tool_name)
|
||||
return agentToolResult(
|
||||
[textContent("Missing required field: 'name'")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end
|
||||
if isempty(tool_description)
|
||||
return agentToolResult(
|
||||
[textContent("Missing required field: 'description'")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end
|
||||
if isempty(execute_code)
|
||||
return agentToolResult(
|
||||
[textContent("Missing required field: 'executeCode'")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end
|
||||
|
||||
onPartialResult(Dict("status" => "Generating tool: $tool_name"))
|
||||
|
||||
# Build the tool file path
|
||||
script_dir = dirname(@__FILE__)
|
||||
tools_dir = dirname(script_dir)
|
||||
filepath = joinpath(tools_dir, "$(tool_name).jl")
|
||||
|
||||
# Check for naming conflicts
|
||||
if isfile(filepath)
|
||||
return agentToolResult(
|
||||
[textContent("Tool file already exists: $filepath. Rename the tool or delete the existing file first.")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end
|
||||
|
||||
onPartialResult(Dict("status" => "Writing file: $(basename(filepath))"))
|
||||
|
||||
# Convert schema Dict to a Julia Dict literal string
|
||||
schema_literal = dict_to_julia_literal(tool_schema)
|
||||
|
||||
# Build optional validation function
|
||||
validate_section = if validate_code !== nothing && !isempty(validate_code)
|
||||
indented = indent_code(validate_code, 4)
|
||||
"function validateRequiredArgs(args::Dict{String,Any})::Union{Nothing,String}\n$indented\n return nothing\nend\n"
|
||||
else
|
||||
""
|
||||
end
|
||||
|
||||
# Build optional prepare function
|
||||
prepare_section = if prepare_code !== nothing && !isempty(prepare_code)
|
||||
indented = indent_code(prepare_code, 4)
|
||||
"function prepareArguments(args::Dict{String,Any})::Dict{String,Any}\n$indented\n return args\nend\n"
|
||||
else
|
||||
""
|
||||
end
|
||||
|
||||
# Indent user's execute code for embedding inside execute function body
|
||||
indented_exec = indent_code(execute_code, 4)
|
||||
|
||||
# Escape description for Julia string literal
|
||||
escaped_desc = replace(tool_description, "\\" => "\\\\")
|
||||
escaped_desc = replace(escaped_desc, "\"" => "\\\"")
|
||||
|
||||
# Build the complete tool file content
|
||||
parts = String[]
|
||||
push!(parts, "# Auto-generated tool: $tool_name\n")
|
||||
push!(parts, "# Generated by writeTool at $(now())\n\n")
|
||||
if !isempty(validate_section)
|
||||
push!(parts, validate_section)
|
||||
push!(parts, "\n")
|
||||
end
|
||||
if !isempty(prepare_section)
|
||||
push!(parts, prepare_section)
|
||||
push!(parts, "\n")
|
||||
end
|
||||
push!(parts, "\n")
|
||||
push!(parts, "# Execute function\n")
|
||||
push!(parts, "function executeTool(toolCallId::String, args::Dict{String,Any}, signal::Union{Nothing,abortSignal}, onPartialResult::Function)::agentToolResult\n")
|
||||
push!(parts, "$indented_exec\n")
|
||||
push!(parts, "end\n\n")
|
||||
push!(parts, "# Tool definition\n")
|
||||
push!(parts, "function getTool()::agentTool\n")
|
||||
push!(parts, " return agentTool(\n")
|
||||
push!(parts, " name = \"$(tool_name)\",\n")
|
||||
push!(parts, " label = \"$(tool_label)\",\n")
|
||||
push!(parts, " description = \"$(escaped_desc)\",\n")
|
||||
push!(parts, " inputSchema = $schema_literal,\n")
|
||||
push!(parts, " execute = executeTool,\n")
|
||||
if validate_code !== nothing && !isempty(validate_code)
|
||||
push!(parts, " validateRequiredArgs = validateRequiredArgs,\n")
|
||||
else
|
||||
push!(parts, " validateRequiredArgs = nothing,\n")
|
||||
end
|
||||
if prepare_code !== nothing && !isempty(prepare_code)
|
||||
push!(parts, " prepareArguments = prepareArguments,\n")
|
||||
else
|
||||
push!(parts, " prepareArguments = nothing,\n")
|
||||
end
|
||||
push!(parts, " parallelToolExecute = $parallel\n")
|
||||
push!(parts, " )\n")
|
||||
push!(parts, "end\n")
|
||||
|
||||
tool_code = join(parts)
|
||||
|
||||
# Write the file — tool is loaded on next agent restart via loadTools(store, "src/tools")
|
||||
write(filepath, tool_code)
|
||||
|
||||
onPartialResult(Dict("status" => "Done"))
|
||||
|
||||
return agentToolResult(
|
||||
[textContent("Tool '$(tool_name)' written to $filepath. Restart the agent so loadTools(agent._tool_store, \"src/tools\") picks it up, then call listTools to verify.")],
|
||||
Dict{Any,Any}(
|
||||
"file" => filepath,
|
||||
"name" => tool_name,
|
||||
"label" => tool_label,
|
||||
"description" => tool_description,
|
||||
),
|
||||
nothing, false
|
||||
)
|
||||
end,
|
||||
prepareArguments = nothing,
|
||||
validateRequiredArgs = nothing,
|
||||
parallelToolExecute = false
|
||||
)
|
||||
end
|
||||
+47
-163
@@ -9,12 +9,12 @@
|
||||
# Message types
|
||||
userMessage, assistantMessage, toolResultMessage,
|
||||
# Tool types
|
||||
agentTool, validateRequiredArgs
|
||||
agentTool, validateRequiredArgs,
|
||||
# Context types
|
||||
agentContext, agentState, agentToolCall, prepareNextTurnContext,
|
||||
# Loop & execution types
|
||||
agentLoopConfig, abortSignal, agentToolResult,
|
||||
assistantMsgCtx, afterCtx,
|
||||
agentLoopConfig, abortSignal, agentToolResult,beforeToolCallContext,
|
||||
beforeToolCallResult, afterToolCallContext,
|
||||
# Event types
|
||||
toolExecStartEvent, toolExecUpdateEvent, toolExecEndEvent,
|
||||
# Agent
|
||||
@@ -23,7 +23,7 @@
|
||||
preparedToolCall, immediateOutcome, executedOutcome, finalizedOutcome,
|
||||
agentToolCallBatch,
|
||||
# Functions (defined elsewhere)
|
||||
run_agent, take_response, follow_up, stop_agent
|
||||
runAgent, takeResponse, followUp, stopAgent
|
||||
|
||||
|
||||
using Dates, UUIDs, DataStructures, JSON, NATS, Base.Threads
|
||||
@@ -144,7 +144,7 @@ assistantMessage("assistant", [textContent("Hello!")], "", "", "gpt-4", ..., "en
|
||||
```
|
||||
"""
|
||||
function assistantMessage(; role="assistant", content=Vector{messageContent}(),
|
||||
api="", provider="", model="", usage=llmUsage(0, 0), stopReason="end_turn",
|
||||
api="", provider="", model=nothing, usage=llmUsage(0, 0), stopReason="end_turn",
|
||||
errorMessage=nothing, timestamp=now())
|
||||
return assistantMessage(role, content, api, provider, model, usage, stopReason, errorMessage, timestamp)
|
||||
end
|
||||
@@ -248,7 +248,7 @@ tool = agentTool(
|
||||
execute=(toolCallId, args, signal, onPartialResult) -> begin
|
||||
city = args["city"]
|
||||
return agentToolResult(
|
||||
[textContent("Sunny, 22C in $(city)")],
|
||||
[textContent("Sunny, 22C in Bangkok")],
|
||||
Dict{Any,Any}(), nothing, false
|
||||
)
|
||||
end,
|
||||
@@ -269,6 +269,17 @@ struct agentTool # A tool available to the agent
|
||||
parallelToolExecute::Bool # Override: run tool calls sequentially or in parallel
|
||||
end
|
||||
|
||||
"""
|
||||
Keyword constructor for agentTool — allows `agentTool(name=..., label=..., ...)`.
|
||||
"""
|
||||
function agentTool(; name::String, label::String, description::String, inputSchema::Any,
|
||||
execute::Function, prepareArguments::Union{Function, Nothing}=nothing,
|
||||
validateRequiredArgs::Union{Function, Nothing}=nothing,
|
||||
parallelToolExecute::Bool=false)
|
||||
return agentTool(name, label, description, inputSchema, execute,
|
||||
prepareArguments, validateRequiredArgs, parallelToolExecute)
|
||||
end
|
||||
|
||||
|
||||
# ------------------------------------------------------------------------------------------------ #
|
||||
# Agent context #
|
||||
@@ -280,7 +291,7 @@ Snapshot of the agent's conversation context.
|
||||
# Arguments
|
||||
- `systemPrompt::String`: System prompt for the agent
|
||||
- `messages::Vector{agentMessage}`: Conversation messages
|
||||
- `tools::Union{Vector{agentTool}, Nothing}`: Available tools
|
||||
- `tools::Union{Dict{String, agentTool}, Nothing}`: Available tools keyed by name for O(1) lookup
|
||||
|
||||
# Returns
|
||||
- A new `agentContext` instance
|
||||
@@ -288,7 +299,7 @@ Snapshot of the agent's conversation context.
|
||||
struct agentContext # Snapshot of the agent's conversation context
|
||||
systemPrompt::String # System prompt for the agent
|
||||
messages::Vector{agentMessage} # Conversation messages
|
||||
tools::Union{Vector{agentTool}, Nothing} # Available tools
|
||||
tools::Union{Dict{String, agentTool}, Nothing} # Available tools keyed by name
|
||||
end
|
||||
|
||||
|
||||
@@ -297,9 +308,9 @@ end
|
||||
# ------------------------------------------------------------------------------------------------ #
|
||||
|
||||
mutable struct agentState # Mutable runtime state of an agent
|
||||
systemPrompt::String # System prompt text
|
||||
model::llmModel # LLM model to use
|
||||
tools::Vector{agentTool} # Available tools
|
||||
systemPrompt::String # System prompt for the agent
|
||||
model::Union{llmModel, Nothing} # LLM model to use
|
||||
tools::OrderedDict{String, agentTool} # Available tools keyed by name, insertion-ordered
|
||||
|
||||
# messages history includes userMessage, assistantMessage, toolResultMessage. NO system prompt
|
||||
messages::Vector{agentMessage}
|
||||
@@ -318,7 +329,7 @@ new state from external references.
|
||||
# Arguments
|
||||
- `systemPrompt::String`: System prompt text
|
||||
- `model::llmModel`: LLM model to use (defaults to an unknown model)
|
||||
- `tools::Vector{agentTool}`: Available tools (deep copied)
|
||||
- `tools::OrderedDict{String, agentTool}`: Available tools keyed by name (deep copied)
|
||||
- `messages::Vector{agentMessage}`: Conversation messages (deep copied)
|
||||
|
||||
# Returns
|
||||
@@ -327,24 +338,24 @@ new state from external references.
|
||||
# Examples
|
||||
```julia
|
||||
julia> state = agentState(systemPrompt="You are a helpful assistant")
|
||||
agentState("You are a helpful assistant", ..., agentTool[], agentMessage[], String[], nothing)
|
||||
```
|
||||
agentState("You are a helpful assistant", OrderedDict{String, agentTool}(), agentMessage[], String[], nothing)
|
||||
"""
|
||||
function agentState(
|
||||
systemPrompt::String="",
|
||||
model::llmModel=llmModel{String}("", "", "unknown", "unknown", "", false, String[], modelCost(0.0, 0.0, 0.0, 0.0), 0, 0),
|
||||
tools::Vector{agentTool}=agentTool[],
|
||||
messages::Vector{agentMessage}=agentMessage[],
|
||||
systemPrompt::String="",
|
||||
model=llmModel("model_1", "unknown", "unknown", "", false, String[],
|
||||
modelCost(0.0, 0.0, 0.0, 0.0), 0, 0),
|
||||
tools::OrderedDict{String, agentTool}=OrderedDict{String, agentTool}(),
|
||||
messages::Vector{agentMessage}=agentMessage[],
|
||||
)
|
||||
agentState(
|
||||
systemPrompt,
|
||||
model,
|
||||
deepcopy(tools),
|
||||
deepcopy(messages),
|
||||
Vector{String}(),
|
||||
false,
|
||||
nothing,
|
||||
)
|
||||
agentState(
|
||||
systemPrompt,
|
||||
model,
|
||||
deepcopy(tools),
|
||||
deepcopy(messages),
|
||||
Vector{String}(),
|
||||
false,
|
||||
nothing,
|
||||
)
|
||||
end
|
||||
|
||||
|
||||
@@ -384,13 +395,13 @@ end
|
||||
Configuration for the agent tool execution loop.
|
||||
|
||||
# Arguments
|
||||
- `tools::Vector{agentTool}`: Available tools
|
||||
- `tools::OrderedDict{String, agentTool}`: Available tools keyed by name
|
||||
- `beforeToolCall::Union{Function, Nothing}`: Callback before tool execution
|
||||
- `afterToolCall::Union{Function, Nothing}`: Callback after tool execution
|
||||
- `toolExecution::String`: Execution mode — "sequential" or "parallel"
|
||||
"""
|
||||
struct agentLoopConfig
|
||||
tools::Vector{agentTool}
|
||||
tools::OrderedDict{String, agentTool}
|
||||
beforeToolCall::Union{Function, Nothing}
|
||||
afterToolCall::Union{Function, Nothing}
|
||||
toolExecution::String
|
||||
@@ -431,13 +442,18 @@ Context passed to the `beforeToolCall` hook.
|
||||
- `args::Dict{String,Any}`: Validated tool arguments
|
||||
- `context::agentContext`: Current conversation context
|
||||
"""
|
||||
struct assistantMsgCtx
|
||||
struct beforeToolCallContext
|
||||
message::assistantMessage
|
||||
toolCall::agentToolCall
|
||||
args::Dict{String,Any}
|
||||
context::agentContext
|
||||
end
|
||||
|
||||
struct beforeToolCallResult
|
||||
block::Bool
|
||||
reason::String
|
||||
end
|
||||
|
||||
"""
|
||||
Context passed to the `afterToolCall` hook.
|
||||
|
||||
@@ -449,7 +465,7 @@ Context passed to the `afterToolCall` hook.
|
||||
- `isError::Bool`: Whether execution resulted in an error
|
||||
- `context::agentContext`: Current conversation context
|
||||
"""
|
||||
struct afterCtx
|
||||
struct afterToolCallContext
|
||||
message::assistantMessage
|
||||
toolCall::agentToolCall
|
||||
args::Dict{String,Any}
|
||||
@@ -510,138 +526,6 @@ end
|
||||
|
||||
abstract type agent end
|
||||
|
||||
"""
|
||||
docstring
|
||||
"""
|
||||
mutable struct yiemAgent <: agent # High-level agent wrapper
|
||||
_state::agentState # Current state (prompt, model, messages, tools, etc.)
|
||||
|
||||
# user sends prompt message to agent. if agent is idle, it process user message right away.
|
||||
# if agent is running, it process user message after the current tool call finished.
|
||||
inputChannel::Channel
|
||||
|
||||
# Buffers messages the user sends while the agent is busy. Processed after all inputChannel
|
||||
# messages are handled and the agent is idle (not using a tool call).
|
||||
followUpChannel::Channel
|
||||
|
||||
# agent sends response message to user after processing all user messages in inputChannel
|
||||
# and all followUp messages.
|
||||
outputChannel::Channel
|
||||
|
||||
_agent_loop::Union{Task, Nothing} # agent loop running in the background
|
||||
|
||||
# Preprocess/transform messages and context (modify, filter, prune, inject context from memory,
|
||||
# reorder, ...) for a single LLM call in _process_message()'s loop.
|
||||
# returns new Vector{agentMessage}
|
||||
prepareContext ::Union{Function, Nothing}
|
||||
|
||||
# Convert prepareContext()'s new Vector{agentMessage} to LLM message format
|
||||
formatMsgForLLM::Function
|
||||
|
||||
# Actually invoke the LLM to get a completion response. The LLM response comes back as an
|
||||
# assistantMessage whose content is an array of content blocks.
|
||||
# Each block has a type — "text", "thinking", or "toolCall".
|
||||
# The code filters for type === "toolCall" blocks, then passes them to executeToolCalls().
|
||||
llmCall::Function
|
||||
|
||||
# Callback invoked before executing a tool call (ask for user permission/confirmation/abort, etc..)
|
||||
beforeToolCall::Union{Function, Nothing}
|
||||
|
||||
executeToolCalls::Function # execute tool calls ()
|
||||
|
||||
# Callback invoked after executing a tool call to sanitize tools output so the output is ready
|
||||
# to be converted into toolResults message
|
||||
afterToolCall::Union{Function, Nothing}
|
||||
# prepareNextTurn::Union{Function, Nothing} # Callback to prepare the next conversation turn
|
||||
# prepareNextTurnWithContext::Union{Function, Nothing} # Same but receives context
|
||||
sessionId::Union{String, Nothing} # Optional session identifier
|
||||
maxRetryDelayMs::Union{Int64, Nothing} # Maximum delay between retries (ms)
|
||||
parallelToolExecute::Bool # Default: false
|
||||
agentEventSink::Function # agent emits its status via this function
|
||||
end
|
||||
|
||||
"""
|
||||
Create a new yiemAgent instance with a background loop task.
|
||||
|
||||
Spawns a background `@spawn` task that runs the agent loop, listening
|
||||
on `inputChannel` and `followUpChannel` channels concurrently.
|
||||
|
||||
# Keyword Arguments
|
||||
- `systemPrompt::String`: System prompt for the agent
|
||||
- `model`: LLM model to use
|
||||
- `tools::Vector{agentTool}`: Available tools (default: empty)
|
||||
- `messages::Vector{agentMessage}`: Initial conversation messages (default: empty)
|
||||
- `formatMsgForLLM::Function`: Convert agent messages to LLM message format (default: `defaultformatMsgForLLM`)
|
||||
- `llmCall::Function`: Function to invoke the LLM (required)
|
||||
- `prepareContext::Union{Function, Nothing}`: Preprocess/transform messages before sending to LLM (default: `nothing`)
|
||||
- `beforeToolCall::Union{Function, Nothing}`: Callback invoked before executing a tool call (default: `nothing`)
|
||||
- `afterToolCall::Union{Function, Nothing}`: Callback invoked after executing a tool call (default: `nothing`)
|
||||
- `prepareNextTurn::Union{Function, Nothing}`: Callback to prepare the next conversation turn (default: `nothing`)
|
||||
- `prepareNextTurnWithContext::Union{Function, Nothing}`: Same but receives context (default: `nothing`)
|
||||
- `sessionId::Union{String, Nothing}`: Optional session identifier (default: `nothing`)
|
||||
- `maxRetryDelayMs::Union{Int64, Nothing}`: Maximum delay between retries in milliseconds (default: `nothing`)
|
||||
- `parallelToolExecute::Bool`: Run tool calls in parallel (default: `false`)
|
||||
- `agentEventSink::Function`: Callback to receive agent events
|
||||
|
||||
# Returns
|
||||
- A new `yiemAgent` instance with an active background task
|
||||
|
||||
# Examples
|
||||
```julia
|
||||
julia> agent = yiemAgent(systemPrompt="You are a helpful assistant", model=my_model)
|
||||
yiemAgent(agentState(...), Channel(...), Channel(...), Channel(...), ..., ...)
|
||||
```
|
||||
"""
|
||||
function yiemAgent(
|
||||
; systemPrompt::String="You are helpful assistant.",
|
||||
model=nothing,
|
||||
tools::Vector{agentTool}=agentTool[],
|
||||
messages::Vector{agentMessage}=agentMessage[],
|
||||
prepareContext::Union{Function, Nothing}=nothing,
|
||||
formatMsgForLLM::Function=defaultformatMsgForLLM,
|
||||
llmCall::Function,
|
||||
beforeToolCall::Union{Function, Nothing}=nothing,
|
||||
afterToolCall::Union{Function, Nothing}=nothing,
|
||||
# prepareNextTurn::Union{Function, Nothing}=nothing,
|
||||
# prepareNextTurnWithContext::Union{Function, Nothing}=nothing,
|
||||
sessionId::Union{String, Nothing}=nothing,
|
||||
maxRetryDelayMs::Union{Int64, Nothing}=nothing,
|
||||
parallelToolExecute::Bool=false,
|
||||
agentEventSink::Function,
|
||||
)
|
||||
# Create channels: input (user -> agent), followUp (async queue), output (agent -> user)
|
||||
inputChannel = Channel(16)
|
||||
followUp = Channel(32)
|
||||
outputChannel = Channel(16)
|
||||
|
||||
# Create struct with a placeholder task, then spawn and replace it
|
||||
agent = yiemAgent(
|
||||
agentState(systemPrompt, model, tools, messages),
|
||||
inputChannel,
|
||||
followUp,
|
||||
outputChannel,
|
||||
nothing, # placeholder — replaced below
|
||||
prepareContext,
|
||||
formatMsgForLLM,
|
||||
llmCall,
|
||||
beforeToolCall,
|
||||
afterToolCall,
|
||||
# prepareNextTurn,
|
||||
# prepareNextTurnWithContext,
|
||||
sessionId,
|
||||
maxRetryDelayMs,
|
||||
parallelToolExecute,
|
||||
agentEventSink,
|
||||
)
|
||||
|
||||
# Spawn the background loop and attach it
|
||||
agent._agent_loop = @spawn _agent_loop(agent)
|
||||
|
||||
return agent
|
||||
end
|
||||
|
||||
|
||||
|
||||
"""
|
||||
preparedToolCall(tool, toolCall, args)
|
||||
|
||||
|
||||
+34
-4
@@ -1,7 +1,9 @@
|
||||
module utils
|
||||
|
||||
export clearhistory, availableWineToText, prepareContext, formatMsgForLLM, validateRequiredArgs, validateToolArguments, _userMessageToOpenAI,
|
||||
_assistantMessageToOpenAI, _toolResultMessageToOpenAI, _messageContentToBlocks
|
||||
export clearhistory, availableWineToText, prepareContext, formatMsgForLLM, validateRequiredArgs,
|
||||
validateToolArguments, _userMessageToOpenAI,
|
||||
_assistantMessageToOpenAI, _toolResultMessageToOpenAI, _messageContentToBlocks,
|
||||
beforeToolCall, afterToolCall, agentEventSink
|
||||
|
||||
using UUIDs, Dates, DataStructures, HTTP, JSON
|
||||
using GeneralUtils
|
||||
@@ -113,7 +115,7 @@ function prepareContext(state::agentState)::agentContext
|
||||
#TODO filter tools from state.tools based on user intend in user message and tool description
|
||||
filteredTools = state.tools
|
||||
|
||||
#TODO add tools to current system prompt
|
||||
#TODO add filtered tools to the current system prompt / modify systemPrompt here
|
||||
preparedSystemPrompt = state.systemPrompt
|
||||
|
||||
#TODO add system prompt, adjust/modify and inject additional context into messages
|
||||
@@ -218,6 +220,34 @@ function formatMsgForLLM(ctx::agentContext)::Dict{String, Any}
|
||||
return Dict("messages" => messages)
|
||||
end
|
||||
|
||||
#TODO
|
||||
function beforeToolCall(context::beforeToolCallContext, signal::abortSignal
|
||||
)::beforeToolCallResult
|
||||
|
||||
# final context check
|
||||
|
||||
# seek user approval via UI
|
||||
|
||||
# other check
|
||||
|
||||
return beforeToolCallResult(false, "N/A")
|
||||
end
|
||||
|
||||
#TODO
|
||||
function afterToolCall(context::beforeToolCallContext, signal::abortSignal
|
||||
)::Union{agentToolResult, Nothing}
|
||||
|
||||
# modify context.result if needed and return agentToolResult
|
||||
|
||||
return nothing
|
||||
end
|
||||
|
||||
|
||||
#TODO
|
||||
function agentEventSink(x)
|
||||
|
||||
end
|
||||
|
||||
|
||||
"""
|
||||
Convert a userMessage to OpenAI message format.
|
||||
@@ -375,7 +405,7 @@ function validateToolArguments(tool::agentTool, prepared::agentToolCall)::Dict{S
|
||||
end
|
||||
|
||||
return prepared.arguments
|
||||
end
|
||||
end
|
||||
|
||||
|
||||
|
||||
|
||||
@@ -4,7 +4,7 @@ export addNewMessage, conversation, decisionMaker, reflector, generatechat,
|
||||
generalconversation, detectWineryName, generateSituationReport
|
||||
|
||||
using JSON, DataStructures, Dates, UUIDs, HTTP, Random, PrettyPrinting, Serialization,
|
||||
DataFrames, Serde
|
||||
DataFrames
|
||||
using GeneralUtils
|
||||
using ..type, ..util, ..llmfunction
|
||||
|
||||
|
||||
@@ -5,7 +5,7 @@ export virtualWineUserChatbox, jsoncorrection, search_wine_database!, # recomme
|
||||
extractWineAttributes_2, paraphrase, SQLexecution
|
||||
|
||||
using HTTP, JSON, URIs, Random, PrettyPrinting, UUIDs, Dates, DataFrames, DataStructures,
|
||||
Base64, Serde, LibPQ, NATS
|
||||
Base64, LibPQ, NATS
|
||||
using GeneralUtils, SQLLLM
|
||||
using ..type, ..util
|
||||
|
||||
|
||||
@@ -1,41 +0,0 @@
|
||||
# This file is machine-generated - editing it directly is not advised
|
||||
|
||||
julia_version = "1.11.4"
|
||||
manifest_format = "2.0"
|
||||
project_hash = "71d91126b5a1fb1020e1098d9d492de2a4438fd2"
|
||||
|
||||
[[deps.Base64]]
|
||||
uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
|
||||
version = "1.11.0"
|
||||
|
||||
[[deps.InteractiveUtils]]
|
||||
deps = ["Markdown"]
|
||||
uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
|
||||
version = "1.11.0"
|
||||
|
||||
[[deps.Logging]]
|
||||
uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
|
||||
version = "1.11.0"
|
||||
|
||||
[[deps.Markdown]]
|
||||
deps = ["Base64"]
|
||||
uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
|
||||
version = "1.11.0"
|
||||
|
||||
[[deps.Random]]
|
||||
deps = ["SHA"]
|
||||
uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
|
||||
version = "1.11.0"
|
||||
|
||||
[[deps.SHA]]
|
||||
uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
|
||||
version = "0.7.0"
|
||||
|
||||
[[deps.Serialization]]
|
||||
uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
|
||||
version = "1.11.0"
|
||||
|
||||
[[deps.Test]]
|
||||
deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
|
||||
uuid = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
|
||||
version = "1.11.0"
|
||||
@@ -1,2 +0,0 @@
|
||||
[deps]
|
||||
Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
|
||||
-401
@@ -1,401 +0,0 @@
|
||||
using JSON, Dates, UUIDs, PrettyPrinting, LibPQ, Base64, DataFrames, DataStructures, HTTP, Base64,
|
||||
NATS, Base.Threads
|
||||
using YiemAgent, GeneralUtils, msghandler
|
||||
|
||||
function text2text_instruct_llm(sender_id::String, openai_msg::Dict{String, Any})
|
||||
payloads = [("msg", openai_msg, "dictionary")] # List of tuples
|
||||
_, msg_envelope_json_str = msghandler.smartpack(
|
||||
config["externalservice"]["servicesloadbalancer"]["nats"],
|
||||
payloads;
|
||||
sender_id=sender_id,
|
||||
msg_purpose="text2text",
|
||||
broker_url=config["nats_server_info"]["url"],
|
||||
fileserver_url=config["externalservice"]["fileserver"]["url"])
|
||||
|
||||
reply = NATS.request(agent_conn,
|
||||
config["externalservice"]["servicesloadbalancer"]["nats"],
|
||||
msg_envelope_json_str, timeout=120)
|
||||
|
||||
incoming_env_json_str = String(reply.payload)
|
||||
incoming_env = msghandler.smartunpack(incoming_env_json_str)
|
||||
_llm_response = incoming_env["payloads"][1][2]
|
||||
llm_response = _llm_response["choices"][1]["message"]["content"]
|
||||
return llm_response
|
||||
end
|
||||
|
||||
""" get a single text embedding from a LLM service
|
||||
Example
|
||||
text = ["hello"]
|
||||
embedding = get_embedding(text)
|
||||
"""
|
||||
function get_embedding(text::AbstractArray{String})
|
||||
documents_dict = Dict("documents" => text)
|
||||
payloads = [("documents", documents_dict, "dictionary")]
|
||||
_, msg_envelope_json_str = msghandler.smartpack(
|
||||
config["externalservice"]["servicesloadbalancer"]["nats"],
|
||||
payloads;
|
||||
msg_purpose="embedding",
|
||||
broker_url=config["nats_server_info"]["url"],
|
||||
fileserver_url=config["externalservice"]["fileserver"]["url"])
|
||||
|
||||
reply = NATS.request(agent_conn,
|
||||
config["externalservice"]["servicesloadbalancer"]["nats"],
|
||||
msg_envelope_json_str, timeout=120)
|
||||
incoming_env_json_str = String(reply.payload)
|
||||
incoming_env = msghandler.smartunpack(incoming_env_json_str)
|
||||
embedding_response = incoming_env["payloads"][1][2]
|
||||
|
||||
return embedding_response
|
||||
end
|
||||
|
||||
""" sql = "SELECT * FROM wine;"
|
||||
result = execute_sql_winedb(sql)
|
||||
"""
|
||||
function execute_sql_winedb(sql::T) where {T<:AbstractString}
|
||||
host_url, _port = split(config["externalservice"]["sommpanion_db"]["url"], ':')
|
||||
port = parse(Int, _port)
|
||||
dbname = "winedb"
|
||||
user = config["externalservice"]["sommpanion_db"]["user"]
|
||||
password = config["externalservice"]["sommpanion_db"]["password"]
|
||||
db_connection = LibPQ.Connection("host=$host_url port=$port dbname=$dbname user=$user password=$password")
|
||||
result = nothing
|
||||
try
|
||||
result = LibPQ.execute(db_connection, sql)
|
||||
catch e
|
||||
LibPQ.close(db_connection)
|
||||
end
|
||||
|
||||
LibPQ.close(db_connection)
|
||||
return result
|
||||
end
|
||||
|
||||
""" find similar sql from vector database
|
||||
sql = "SELECT * FROM wine;"
|
||||
result, distance = similar_sql_vectordb(sql)
|
||||
"""
|
||||
function similar_sql_vectordb(sql::T; maxdistance::Number=0.2) where {T<:AbstractString}
|
||||
tablename = "sqlllm_decision_repository"
|
||||
# get embedding of the query
|
||||
df = find_similar_text_from_vectordb(sql, tablename,
|
||||
"function_input_embedding", execute_sql_vectordb)
|
||||
# println(df[1, [:id, :function_output]])
|
||||
row, col = size(df)
|
||||
distance = row == 0 ? Inf : df[1, :distance]
|
||||
if row != 0 && distance < maxdistance
|
||||
# if there is usable SQL, return it.
|
||||
output_b64 = df[1, :function_output_base64] # pick the closest match
|
||||
output_str = String(base64decode(output_b64))
|
||||
rowid = df[1, :id]
|
||||
println("\n--| similar sql found. row id $rowid, distance $distance ", @__FILE__, ":", @__LINE__, " $(Dates.now())")
|
||||
pprintln(output_str)
|
||||
return (result=output_str, distance=distance)
|
||||
else
|
||||
println("\n--| similar sql not found, max distance $maxdistance ", @__FILE__, ":", @__LINE__, " $(Dates.now())")
|
||||
return (result=nothing, distance=nothing)
|
||||
end
|
||||
end
|
||||
|
||||
""" insert query and sql into vector database
|
||||
query = "get all wines from wine table"
|
||||
sql = "SELECT * FROM wine;"
|
||||
insert_sql_vectordb(query, sql)
|
||||
"""
|
||||
function insert_sql_vectordb(query::T1, SQL::T2; maxdistance::Number=3
|
||||
) where {T1<:AbstractString, T2<:AbstractString}
|
||||
|
||||
tablename = "sqlllm_decision_repository"
|
||||
# get embedding of the query
|
||||
# query = state[:thoughtHistory][:question]
|
||||
df = find_similar_text_from_vectordb(query, tablename,
|
||||
"function_input_embedding", execute_sql_vectordb)
|
||||
row, col = size(df)
|
||||
distance = row == 0 ? Inf : df[1, :distance]
|
||||
if row == 0 || distance > maxdistance # no close enough SQL stored in the database
|
||||
_query_embedding = get_embedding([query])
|
||||
_query_embedding = GeneralUtils.dictify(_query_embedding)
|
||||
# println("\n--- _query_embedding() ", @__FILE__, ":", @__LINE__, " $(Dates.now())")
|
||||
# println(_query_embedding)
|
||||
# println("---\n")
|
||||
query_embedding = _query_embedding["data"][1]["embedding"]
|
||||
query = replace(query, "'" => "")
|
||||
sql_base64 = base64encode(SQL)
|
||||
sql_ = replace(SQL, "'" => "")
|
||||
|
||||
sql =
|
||||
"""
|
||||
INSERT INTO $tablename (function_input, function_output, function_output_base64, function_input_embedding) VALUES ('$query', '$sql_', '$sql_base64', '$query_embedding');
|
||||
"""
|
||||
# println("\n--| added new decision to vectorDB ", @__FILE__, ":", @__LINE__, " $(Dates.now())")
|
||||
# println(sql)
|
||||
_ = execute_sql_vectordb(sql)
|
||||
end
|
||||
end
|
||||
|
||||
""" execute sql against vectordb
|
||||
sql = "SELECT * FROM wine;"
|
||||
result = execute_sql_vectordb(sql)
|
||||
"""
|
||||
function execute_sql_vectordb(sql::T) where {T<:AbstractString}
|
||||
host_url, _port = split(config["externalservice"]["sommpanion_vectordb"]["url"], ':')
|
||||
port = parse(Int, _port)
|
||||
dbname = config["externalservice"]["sommpanion_vectordb"]["dbname"]
|
||||
user = config["externalservice"]["sommpanion_vectordb"]["user"]
|
||||
password = config["externalservice"]["sommpanion_vectordb"]["password"]
|
||||
DBconnection = LibPQ.Connection("host=$host_url port=$port dbname=$dbname user=$user password=$password")
|
||||
result = LibPQ.execute(DBconnection, sql)
|
||||
close(DBconnection)
|
||||
return result
|
||||
end
|
||||
|
||||
""" search similar decision llm made from vectordb
|
||||
"""
|
||||
function similar_sommelier_decision(recentevents::T1; maxdistance::Integer=3
|
||||
)::Union{AbstractDict, Nothing} where {T1<:AbstractString}
|
||||
|
||||
tablename = "sommelier_decision_repository"
|
||||
# find similar
|
||||
df = find_similar_text_from_vectordb(recentevents, tablename,
|
||||
"function_input_embedding", execute_sql_vectordb)
|
||||
row, col = size(df)
|
||||
distance = row == 0 ? Inf : df[1, :distance]
|
||||
if row != 0 && distance < maxdistance
|
||||
# if there is usable decision, return it.
|
||||
rowid = df[1, :id]
|
||||
println("\n--| found similar decision. row id $rowid, distance $distance ", @__FILE__, " ", @__LINE__)
|
||||
output_b64 = df[1, :function_output_base64] # pick the closest match
|
||||
_output_str = String(base64decode(output_b64))
|
||||
output = copy(JSON.read(_output_str))
|
||||
return output
|
||||
else
|
||||
println("\n--| similar decision not found, max distance $maxdistance ", @__FILE__, " ", @__LINE__)
|
||||
return nothing
|
||||
end
|
||||
end
|
||||
|
||||
""" search similar text from vectordb
|
||||
"""
|
||||
function find_similar_text_from_vectordb(text::T1, tablename::T2, embeddingColumnName::T3,
|
||||
vectorDB::Function; limit::Integer=1
|
||||
)::DataFrame where {T1<:AbstractString, T2<:AbstractString, T3<:AbstractString}
|
||||
# get embedding from LLM service
|
||||
_embedding = get_embedding([text])
|
||||
_embedding = _embedding["data"][1]["embedding"]
|
||||
_embedding = "$_embedding"
|
||||
|
||||
embedding = _embedding[4:end]
|
||||
|
||||
# check whether there is close enough vector already store in vectorDB. if no, add, else skip
|
||||
sql = """
|
||||
SELECT *, $embeddingColumnName <-> '$embedding' as distance
|
||||
FROM $tablename
|
||||
ORDER BY distance LIMIT $limit;
|
||||
"""
|
||||
response = vectorDB(sql)
|
||||
df = DataFrame(response)
|
||||
|
||||
return df
|
||||
end
|
||||
|
||||
""" insert decision llm made to vectordb
|
||||
"""
|
||||
function insert_sommelier_decision(recentevents::T1, decision::T2; maxdistance::Integer=5
|
||||
) where {T1<:AbstractString, T2<:AbstractDict}
|
||||
tablename = "sommelier_decision_repository"
|
||||
# find similar
|
||||
df = find_similar_text_from_vectordb(recentevents, tablename,
|
||||
"function_input_embedding", execute_sql_vectordb)
|
||||
row, col = size(df)
|
||||
distance = row == 0 ? Inf : df[1, :distance]
|
||||
if row == 0 || distance > maxdistance # no close enough SQL stored in the database
|
||||
_embedding = get_embedding([recentevents])[1]
|
||||
recentevents_embedding = _embedding["data"][1]["embedding"]
|
||||
recentevents = replace(recentevents, "'" => "")
|
||||
decision_json = JSON.json(decision)
|
||||
decision_base64 = base64encode(decision_json)
|
||||
decision = replace(decision_json, "'" => "")
|
||||
|
||||
sql =
|
||||
"""
|
||||
INSERT INTO $tablename (function_input, function_output, function_output_base64, function_input_embedding) VALUES ('$recentevents', '$decision', '$decision_base64', '$recentevents_embedding');
|
||||
"""
|
||||
println("\n--| added new decision to vectorDB ", @__FILE__, " ", @__LINE__)
|
||||
println(sql)
|
||||
_ = execute_sql_vectordb(sql)
|
||||
else
|
||||
println("--| similar decision previously cached, distance $distance ", @__FILE__, " ", @__LINE__)
|
||||
end
|
||||
end
|
||||
|
||||
config = JSON.parsefile("./appconfig.json")
|
||||
sessionId = "0"
|
||||
backend_session_topic = "sommpanion.testsubject"
|
||||
agent_ch = Channel(8)
|
||||
agent_conn = NATS.connect(config["nats_server_info"]["url"])
|
||||
|
||||
sub2 = NATS.subscribe(agent_conn, backend_session_topic) do msg
|
||||
put!(agent_ch, msg)
|
||||
end
|
||||
|
||||
agent_context = YiemAgent.agentcontext(
|
||||
text2text_instruct_llm,
|
||||
get_embedding,
|
||||
execute_sql_winedb,
|
||||
similar_sql_vectordb,
|
||||
insert_sql_vectordb,
|
||||
similar_sommelier_decision,
|
||||
insert_sommelier_decision
|
||||
)
|
||||
|
||||
# can't instantiate
|
||||
agent = YiemAgent.sommelier(
|
||||
agent_context;
|
||||
name="Janie",
|
||||
id=sessionId, # agent instance id
|
||||
retailername="Yiem Wine Ltd.",
|
||||
llmFormatName=""
|
||||
)
|
||||
|
||||
|
||||
image1_path = "test/large_image.png"
|
||||
image1_bytes = read(image1_path)
|
||||
image1_base64_string = base64encode(image1_bytes)
|
||||
mime_type = "image/png"
|
||||
data1_uri = "data:$(mime_type);base64,$(image1_base64_string)"
|
||||
|
||||
# 1. Read local file and encode to base64 string
|
||||
image2_path = "test/small_image.png"
|
||||
image2_bytes = read(image2_path)
|
||||
image2_base64_string = base64encode(image2_bytes)
|
||||
mime_type = "image/png"
|
||||
data2_uri = "data:$(mime_type);base64,$(image2_base64_string)"
|
||||
|
||||
# 3. Construct payload with the Data URI
|
||||
message = Dict(
|
||||
"role" => "user",
|
||||
"content" => [
|
||||
Dict("type" => "text", "text" => "Do you know type of wine in the image?"),
|
||||
Dict(
|
||||
"type" => "image_url",
|
||||
"image_url" => Dict("url" => data1_uri)
|
||||
)
|
||||
]
|
||||
)
|
||||
|
||||
result = YiemAgent.conversation(agent; userinput=message)
|
||||
println("\n$result")
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
# message = Dict(
|
||||
# "role" => "user",
|
||||
# "content" => [
|
||||
# Dict("type" => "text", "text" =>
|
||||
# "
|
||||
# เป็นงานเลี้ยงทั่วไป
|
||||
# "),
|
||||
# ]
|
||||
# )
|
||||
|
||||
# result = YiemAgent.conversation(agent; userinput=message)
|
||||
# println("\n$result")
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
# message = Dict(
|
||||
# "role" => "user",
|
||||
# "content" => [
|
||||
# Dict("type" => "text", "text" => "no thanks. that's all"),
|
||||
# ]
|
||||
# )
|
||||
|
||||
# result = YiemAgent.conversation(agent; userinput=message)
|
||||
# println("\n$result")
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
# message = Dict(
|
||||
# "role" => "user",
|
||||
# "content" => [
|
||||
# Dict("type" => "text", "text" => "What about this wine?"),
|
||||
# Dict(
|
||||
# "type" => "image_url",
|
||||
# "image_url" => Dict("url" => data2_uri)
|
||||
# )
|
||||
# ]
|
||||
# )
|
||||
|
||||
# result = YiemAgent.conversation(agent; userinput=message)
|
||||
# println("\n$result")
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
|
||||
@@ -0,0 +1,212 @@
|
||||
using Test
|
||||
using YiemAgent
|
||||
using YiemAgent.toolRegistry
|
||||
using YiemAgent.type
|
||||
|
||||
# Path to the real tools directory
|
||||
TOOLS_DIR = joinpath(@__DIR__, "..", "src", "tools")
|
||||
|
||||
@testset "loadTools with toolStore" begin
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 1. loadTools throws on non-existent directory #
|
||||
# ------------------------------------------------------------------ #
|
||||
store = toolStore(name="test1")
|
||||
@test_throws ArgumentError loadTools(store, "/nonexistent/dir/that/does/not/exist")
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 2. loadTools throws if a .jl file does not define getTool() #
|
||||
# Must run BEFORE any other loadTools call (getTool binding #
|
||||
# persists in module scope after include()). #
|
||||
# ------------------------------------------------------------------ #
|
||||
bad_dir = mktempdir()
|
||||
write(joinpath(bad_dir, "noTool.jl"), "x = 42\n")
|
||||
@test_throws ArgumentError loadTools(store, bad_dir)
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 3. loadTools loads actual tool files from src/tools/ #
|
||||
# ------------------------------------------------------------------ #
|
||||
store2 = toolStore(name="test2")
|
||||
loaded = loadTools(store2, TOOLS_DIR)
|
||||
@test !isempty(loaded)
|
||||
@test length(loaded) == 4 # 3 files + auto-registered listTools
|
||||
|
||||
names = [k for k in keys(loaded)]
|
||||
@test "getTime" in names
|
||||
@test "getWeather" in names
|
||||
@test "writeTool" in names
|
||||
@test "listTools" in names
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 4. loadTools returns tools sorted alphabetically by filename #
|
||||
# (getTime.jl < getWeather.jl < writeTool.jl) + listTools at end #
|
||||
# ------------------------------------------------------------------ #
|
||||
@test collect(keys(loaded))[1] == "getTime"
|
||||
@test collect(keys(loaded))[2] == "getWeather"
|
||||
@test collect(keys(loaded))[3] == "writeTool"
|
||||
@test collect(keys(loaded))[4] == "listTools"
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 5. Verify loaded tool fields are correct #
|
||||
# ------------------------------------------------------------------ #
|
||||
# getTime
|
||||
time_tool = loaded["getTime"]
|
||||
@test time_tool.name == "getTime"
|
||||
@test time_tool.label == "Time Lookup"
|
||||
@test time_tool.validateRequiredArgs !== nothing
|
||||
@test time_tool.parallelToolExecute == false
|
||||
@test time_tool.inputSchema["required"] == Any[]
|
||||
|
||||
# getWeather
|
||||
weather = loaded["getWeather"]
|
||||
@test weather.name == "getWeather"
|
||||
@test weather.label == "Weather Lookup"
|
||||
@test weather.execute !== nothing
|
||||
@test weather.parallelToolExecute == false
|
||||
@test weather.inputSchema["required"] == ["city"]
|
||||
|
||||
# writeTool
|
||||
wt = loaded["writeTool"]
|
||||
@test wt.name == "writeTool"
|
||||
@test wt.label == "Create Tool"
|
||||
@test wt.execute !== nothing
|
||||
@test "name" in wt.inputSchema["required"]
|
||||
@test "executeCode" in wt.inputSchema["required"]
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 6. Tool execution returns valid results #
|
||||
# ------------------------------------------------------------------ #
|
||||
sig = nothing
|
||||
op = x -> x # no-op partial result callback
|
||||
|
||||
# execute getTime
|
||||
result_t = time_tool.execute("call-1", Dict{String,Any}("city" => "Tokyo"), sig, op)
|
||||
@test result_t isa agentToolResult
|
||||
@test result_t.content[1] isa textContent
|
||||
@test occursin("Tokyo", result_t.content[1].text)
|
||||
|
||||
# execute getTime with timezone
|
||||
result_tz = time_tool.execute("call-2", Dict{String,Any}("timezone" => "America/New_York"), sig, op)
|
||||
@test result_tz isa agentToolResult
|
||||
@test occursin("America/New_York", result_tz.content[1].text)
|
||||
|
||||
# execute getWeather
|
||||
result_w = weather.execute("call-3", Dict{String,Any}("city" => "Bangkok"), sig, op)
|
||||
@test result_w isa agentToolResult
|
||||
@test result_w.content[1] isa textContent
|
||||
@test occursin("Bangkok", result_w.content[1].text)
|
||||
|
||||
# execute getWeather with units
|
||||
result_w2 = weather.execute("call-4", Dict{String,Any}("city" => "London", "units" => "fahrenheit"), sig, op)
|
||||
@test occursin("72°F", result_w2.content[1].text)
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 7. getTools / registerTool / clearTools (per-store isolation) #
|
||||
# ------------------------------------------------------------------ #
|
||||
store3 = toolStore(name="test3")
|
||||
registry_tools = getTools(store3)
|
||||
@test isempty(registry_tools)
|
||||
|
||||
# listTool is not auto-registered anymore — each store starts empty
|
||||
# Register tools manually
|
||||
registerTool(store3, loaded["getTime"])
|
||||
registerTool(store3, loaded["getWeather"])
|
||||
registerTool(store3, loaded["writeTool"])
|
||||
|
||||
reg = getTools(store3)
|
||||
@test !isempty(reg)
|
||||
@test "getTime" in keys(reg)
|
||||
@test "getWeather" in keys(reg)
|
||||
@test "writeTool" in keys(reg)
|
||||
@test collect(keys(reg))[1] == "getTime"
|
||||
@test collect(keys(reg))[2] == "getWeather"
|
||||
@test collect(keys(reg))[3] == "writeTool"
|
||||
|
||||
clearTools(store3)
|
||||
@test isempty(getTools(store3))
|
||||
|
||||
test_tool = agentTool(
|
||||
name = "manualTool",
|
||||
label = "Manual Tool",
|
||||
description = "Registered manually",
|
||||
inputSchema = Dict{String,Any}("type" => "object", "properties" => Dict{String,Any}(), "required" => Any[]),
|
||||
execute = (toolCallId, args, signal, onPartialResult) ->
|
||||
agentToolResult([textContent("manual")], Dict{Any,Any}(), nothing, false),
|
||||
prepareArguments = nothing,
|
||||
validateRequiredArgs = nothing,
|
||||
parallelToolExecute = true
|
||||
)
|
||||
registerTool(store3, test_tool)
|
||||
reg = getTools(store3)
|
||||
@test haskey(reg, "manualTool")
|
||||
@test length(reg) == 1
|
||||
@test reg["manualTool"].parallelToolExecute == true
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 8. getTools returns direct reference (mutations affect registry) #
|
||||
# ------------------------------------------------------------------ #
|
||||
copy1 = getTools(store3)
|
||||
copy2 = getTools(store3)
|
||||
@test copy1 === copy2 # same reference, not a deep copy
|
||||
empty!(copy1)
|
||||
@test isempty(getTools(store3)) # mutation propagates
|
||||
|
||||
# ------------------------------------------------------------------ #
|
||||
# 9. Per-store isolation — two stores don't share tools #
|
||||
# ------------------------------------------------------------------ #
|
||||
storeA = toolStore(name="isolationA")
|
||||
storeB = toolStore(name="isolationB")
|
||||
|
||||
registerTool(storeA, loaded["getTime"])
|
||||
registerTool(storeB, loaded["getWeather"])
|
||||
|
||||
regA = getTools(storeA)
|
||||
regB = getTools(storeB)
|
||||
|
||||
@test "getTime" in keys(regA)
|
||||
@test "getWeather" ∉ keys(regA)
|
||||
@test "getWeather" in keys(regB)
|
||||
@test "getTime" ∉ keys(regB)
|
||||
|
||||
clearTools(storeA)
|
||||
@test isempty(getTools(storeA))
|
||||
@test !isempty(getTools(storeB)) # storeB unaffected
|
||||
end
|
||||
|
||||
@testset "listTool" begin
|
||||
store = toolStore(name="test_list")
|
||||
loaded = loadTools(store, TOOLS_DIR) # auto-registers getWeather, getTime, writeTool + listTools
|
||||
|
||||
# loadTools auto-registers listTool
|
||||
@test "listTools" in keys(loaded)
|
||||
|
||||
# listTool returns an agentTool, not a string or array
|
||||
list_t = listTool(store)
|
||||
@test list_t isa agentTool
|
||||
@test list_t.name == "listTools"
|
||||
@test list_t.label == "List Tools"
|
||||
@test isempty(list_t.inputSchema["required"])
|
||||
|
||||
# Verify all tools appear (3 loaded + listTools = 4)
|
||||
result = list_t.execute("call-1", Dict{String,Any}(), nothing, x -> x)
|
||||
@test result isa agentToolResult
|
||||
@test result.content[1] isa textContent
|
||||
@test occursin("listTools", result.content[1].text)
|
||||
@test occursin("getWeather", result.content[1].text)
|
||||
@test occursin("getTime", result.content[1].text)
|
||||
@test occursin("writeTool", result.content[1].text)
|
||||
@test result.details["count"] == 4
|
||||
|
||||
# Each listTool call creates an independent closure
|
||||
storeB = toolStore(name="test_listB")
|
||||
registerTool(storeB, loaded["getWeather"])
|
||||
list_tB = listTool(storeB)
|
||||
|
||||
resultA = list_t.execute("call-3", Dict{String,Any}(), nothing, x -> x)
|
||||
resultB = list_tB.execute("call-4", Dict{String,Any}(), nothing, x -> x)
|
||||
|
||||
@test occursin("getWeather", resultA.content[1].text)
|
||||
@test occursin("getWeather", resultB.content[1].text)
|
||||
@test occursin("getTime", resultA.content[1].text)
|
||||
@test occursin("getTime", resultB.content[1].text) == false # storeB only has getWeather
|
||||
end
|
||||
Reference in New Issue
Block a user