update

update compat
update
2026-07-12 10:48:01 +07:00 · 2026-07-05 17:37:41 +07:00 · 2026-07-05 07:05:11 +07:00 · 2026-07-04 09:09:56 +07:00 · 2026-07-03 20:54:16 +07:00 · 2026-07-03 20:30:24 +07:00
31 changed files with 2984 additions and 7209 deletions
@@ -1,8 +1,32 @@
 # This file is machine-generated - editing it directly is not advised
-julia_version = "1.11.2"
+julia_version = "1.12.6"
 manifest_format = "2.0"
-project_hash = "75c6a269a13b222c106479d2177b05facfa23f74"
+project_hash = "c825feef41198c770952e1181ec41e9f2aa0c3c0"
 [[deps.Accessors]]
 deps = ["CompositionsBase", "ConstructionBase", "Dates", "InverseFunctions", "MacroTools"]
 git-tree-sha1 = "7063ad1083578215c7c4bf410368150abe8d5524"
 uuid = "7d9f7c33-5ae7-4f3b-8dc6-eff91059b697"
 version = "0.1.45"
    [deps.Accessors.extensions]
    AxisKeysExt = "AxisKeys"
    IntervalSetsExt = "IntervalSets"
    LinearAlgebraExt = "LinearAlgebra"
    StaticArraysExt = "StaticArrays"
    StructArraysExt = "StructArrays"
    TestExt = "Test"
    UnitfulExt = "Unitful"
    [deps.Accessors.weakdeps]
    AxisKeys = "94b1ba4f-4ee9-5380-92f1-94cde586c3c5"
    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
    Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
 [[deps.AliasTables]]
 deps = ["PtrArrays", "Random"]
@@ -10,10 +34,6 @@ git-tree-sha1 = "9876e1e164b144ca45e9e3198d0b689cadfed9ff"
 uuid = "66dad0bd-aa9a-41b7-9441-69ab47430ed8"
 version = "1.1.3"
 [[deps.ArgTools]]
 uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
 version = "1.1.2"
 [[deps.Artifacts]]
 uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
 version = "1.11.0"
@@ -22,32 +42,87 @@ version = "1.11.0"
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 version = "1.11.0"
 [[deps.BufferedStreams]]
 git-tree-sha1 = "6863c5b7fc997eadcabdbaf6c5f201dc30032643"
 uuid = "e1450e63-4bb3-523b-b2a4-4ffa8c0fd77d"
 version = "1.2.2"
 [[deps.CRC32c]]
 uuid = "8bf52ea8-c179-5cab-976a-9e18b702a9bc"
 version = "1.11.0"
 [[deps.CSV]]
 deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
-git-tree-sha1 = "deddd8725e5e1cc49ee205a1964256043720a6c3"
+git-tree-sha1 = "8d8e0b0f350b8e1c91420b5e64e5de774c2f0f4d"
 uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
-version = "0.10.15"
+version = "0.10.16"
 [[deps.CodeTracking]]
 deps = ["InteractiveUtils", "REPL", "UUIDs"]
 git-tree-sha1 = "cfb7a2e89e245a9d5016b70323db412b3a7438d5"
 uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
 version = "3.0.2"
 [[deps.CodecBase]]
 deps = ["TranscodingStreams"]
 git-tree-sha1 = "40956acdbef3d8c7cc38cba42b56034af8f8581a"
 uuid = "6c391c72-fb7b-5838-ba82-7cfb1bcfecbf"
 version = "0.3.4"
 [[deps.CodecZlib]]
 deps = ["TranscodingStreams", "Zlib_jll"]
-git-tree-sha1 = "bce6804e5e6044c6daab27bb533d1295e4a2e759"
+git-tree-sha1 = "962834c22b66e32aa10f7611c08c8ca4e20749a9"
 uuid = "944b1d66-785c-5afd-91f1-9de20f533193"
-version = "0.7.6"
+version = "0.7.8"
 [[deps.CommonSolve]]
 git-tree-sha1 = "99ee296f88c12485402e37c2fd025f95ae097637"
 uuid = "38540f10-b2f7-11e9-35d8-d573e4eb0ff2"
 version = "0.2.9"
 [[deps.Compat]]
 deps = ["TOML", "UUIDs"]
-git-tree-sha1 = "8ae8d32e09f0dcf42a36b90d4e17f5dd2e4c4215"
+git-tree-sha1 = "9d8a54ce4b17aa5bdce0ea5c34bc5e7c340d16ad"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
-version = "4.16.0"
+version = "4.18.1"
 weakdeps = ["Dates", "LinearAlgebra"]
    [deps.Compat.extensions]
    CompatLinearAlgebraExt = "LinearAlgebra"
 [[deps.Compiler]]
 git-tree-sha1 = "382d79bfe72a406294faca39ef0c3cef6e6ce1f1"
 uuid = "807dbc54-b67e-4c79-8afb-eafe4df6f2e1"
 version = "0.1.1"
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
-version = "1.1.1+0"
+version = "1.3.0+1"
 [[deps.CompositionsBase]]
 git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
 version = "0.1.2"
 weakdeps = ["InverseFunctions"]
    [deps.CompositionsBase.extensions]
    CompositionsBaseInverseFunctionsExt = "InverseFunctions"
 [[deps.ConstructionBase]]
 git-tree-sha1 = "b4b092499347b18a015186eae3042f72267106cb"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
 version = "1.6.0"
    [deps.ConstructionBase.extensions]
    ConstructionBaseIntervalSetsExt = "IntervalSets"
    ConstructionBaseLinearAlgebraExt = "LinearAlgebra"
    ConstructionBaseStaticArraysExt = "StaticArrays"
    [deps.ConstructionBase.weakdeps]
    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
    LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 [[deps.Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -61,15 +136,15 @@ version = "1.16.0"
 [[deps.DataFrames]]
 deps = ["Compat", "DataAPI", "DataStructures", "Future", "InlineStrings", "InvertedIndices", "IteratorInterfaceExtensions", "LinearAlgebra", "Markdown", "Missings", "PooledArrays", "PrecompileTools", "PrettyTables", "Printf", "Random", "Reexport", "SentinelArrays", "SortingAlgorithms", "Statistics", "TableTraits", "Tables", "Unicode"]
-git-tree-sha1 = "fb61b4812c49343d7ef0b533ba982c46021938a6"
+git-tree-sha1 = "5fab31e2e01e70ad66e3e24c968c264d1cf166d6"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.7.0"
+version = "1.8.2"
 [[deps.DataStructures]]
-deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
+deps = ["OrderedCollections"]
-git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82"
+git-tree-sha1 = "6fb53a69613a0b2b68a0d12671717d307ab8b24e"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.20"
+version = "0.19.5"
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -81,43 +156,39 @@ deps = ["Printf"]
 uuid = "ade2ca70-3891-5945-98fb-dc099432e06a"
 version = "1.11.0"
 [[deps.Distributed]]
 deps = ["Random", "Serialization", "Sockets"]
 uuid = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 version = "1.11.0"
 [[deps.Distributions]]
-deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
+deps = ["AliasTables", "FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "Roots", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns"]
-git-tree-sha1 = "3101c32aab536e7a27b1763c0797dba151b899ad"
+git-tree-sha1 = "cd3c5ac74cd3923c8945c6a81518c46abd0e73a3"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.113"
+version = "0.25.129"
    [deps.Distributions.extensions]
    DistributionsChainRulesCoreExt = "ChainRulesCore"
    DistributionsDensityInterfaceExt = "DensityInterface"
    DistributionsSparseConnectivityTracerExt = "SparseConnectivityTracer"
    DistributionsTestExt = "Test"
    [deps.Distributions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
    SparseConnectivityTracer = "9f842d2f-2579-4b1d-911e-f412cf18a3f5"
    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 [[deps.DocStringExtensions]]
-deps = ["LibGit2"]
+git-tree-sha1 = "7442a5dfe1ebb773c29cc2962a8980f47221d76c"
 git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
+version = "0.9.5"
-[[deps.Downloads]]
+[[deps.EnumX]]
-deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
+git-tree-sha1 = "c49898e8438c828577f04b92fc9368c388ac783c"
-uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
+uuid = "4e289a0a-7415-4d19-859d-a7e5c4648b56"
-version = "1.6.0"
+version = "1.0.7"
 [[deps.FilePathsBase]]
 deps = ["Compat", "Dates"]
-git-tree-sha1 = "7878ff7172a8e6beedd1dea14bd27c3c6340d361"
+git-tree-sha1 = "3bab2c5aa25e7840a4b065805c0cdfc01f3068d2"
 uuid = "48062228-2e41-5def-b9a4-89aafe57970f"
-version = "0.9.22"
+version = "0.9.24"
    [deps.FilePathsBase.extensions]
    FilePathsBaseMmapExt = "Mmap"
@@ -133,31 +204,54 @@ version = "1.11.0"
 [[deps.FillArrays]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
+git-tree-sha1 = "2f979084d1e13948a3352cf64a25df6bd3b4dca3"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.13.0"
+version = "1.16.0"
 weakdeps = ["PDMats", "SparseArrays", "Statistics"]
    [deps.FillArrays.extensions]
    FillArraysPDMatsExt = "PDMats"
    FillArraysSparseArraysExt = "SparseArrays"
    FillArraysStaticArraysExt = "StaticArrays"
    FillArraysStatisticsExt = "Statistics"
    [deps.FillArrays.weakdeps]
    PDMats = "90014a1f-27ba-587c-ab20-58faa44d9150"
    SparseArrays = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
    Statistics = "10745b16-79ce-11e8-11f9-7d13ad32a3b2"
 [[deps.Future]]
 deps = ["Random"]
 uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 version = "1.11.0"
 [[deps.GeneralUtils]]
 deps = ["CSV", "DataFrames", "DataStructures", "Dates", "Distributions", "HTTP", "JSON", "NATS", "PrettyPrinting", "Random", "Revise", "SHA", "UUIDs"]
 path = "."
 uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
 version = "0.4.10"
 [[deps.HTTP]]
 deps = ["Base64", "CodecZlib", "Dates", "EnumX", "PrecompileTools", "Random", "Reseau", "SHA", "URIs", "UUIDs", "Zlib_jll"]
 git-tree-sha1 = "69343dd8afb1671b84c3aa2dda511238d0919a55"
 uuid = "cd3eb016-35fb-5094-929b-558a96fad6f3"
 version = "2.5.0"
 [[deps.HashArrayMappedTries]]
 git-tree-sha1 = "2eaa69a7cab70a52b9687c8bf950a5a93ec895ae"
 uuid = "076d061b-32b6-4027-95e0-9a2c6f6d7e74"
 version = "0.2.0"
 [[deps.HypergeometricFunctions]]
 deps = ["LinearAlgebra", "OpenLibm_jll", "SpecialFunctions"]
-git-tree-sha1 = "b1c2585431c382e3fe5805874bda6aea90a95de9"
+git-tree-sha1 = "68c173f4f449de5b438ee67ed0c9c748dc31a2ec"
 uuid = "34004b35-14d8-5ef3-9330-4cdb6864b03a"
-version = "0.3.25"
+version = "0.3.28"
 [[deps.InlineStrings]]
-git-tree-sha1 = "45521d31238e87ee9f9732561bfee12d4eebd52d"
+git-tree-sha1 = "8f3d257792a522b4601c24a577954b0a8cd7334d"
 uuid = "842dd82b-1e85-43dc-bf29-5d0ee9dffc48"
-version = "1.4.2"
+version = "1.4.5"
    [deps.InlineStrings.extensions]
    ArrowTypesExt = "ArrowTypes"
@@ -172,15 +266,28 @@ deps = ["Markdown"]
 uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 version = "1.11.0"
 [[deps.InverseFunctions]]
 git-tree-sha1 = "a779299d77cd080bf77b97535acecd73e1c5e5cb"
 uuid = "3587e190-3f89-42d0-90ee-14403ec27112"
 version = "0.1.17"
    [deps.InverseFunctions.extensions]
    InverseFunctionsDatesExt = "Dates"
    InverseFunctionsTestExt = "Test"
    [deps.InverseFunctions.weakdeps]
    Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
    Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 [[deps.InvertedIndices]]
-git-tree-sha1 = "0dc7b50b8d436461be01300fd8cd45aa0274b038"
+git-tree-sha1 = "6da3c4316095de0f5ee2ebd875df8721e7e0bdbe"
 uuid = "41ab1584-1d38-5bbf-9106-f11c6c58b48f"
-version = "1.3.0"
+version = "1.3.1"
 [[deps.IrrationalConstants]]
-git-tree-sha1 = "630b497eafcc20001bba38a4651b327dcfc491d2"
+git-tree-sha1 = "b2d91fe939cae05960e760110b328288867b5758"
 uuid = "92d709cd-6900-40b7-9082-c6be49f344b6"
-version = "0.2.2"
+version = "0.2.6"
 [[deps.IteratorInterfaceExtensions]]
 git-tree-sha1 = "a3f24677c21f5bbe9d2a714f95dcd58337fb2856"
@@ -189,15 +296,27 @@ version = "1.0.0"
 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
-git-tree-sha1 = "be3dc50a92e5a386872a493a10050136d4703f9b"
+git-tree-sha1 = "7204148362dafe5fe6a273f855b8ccbe4df8173e"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
 version = "1.8.0"
 [[deps.JSON]]
 deps = ["Dates", "Logging", "Parsers", "PrecompileTools", "StructUtils", "UUIDs", "Unicode"]
 git-tree-sha1 = "c89d196f5ffb64bfbf80985b699ea913b0d2c211"
 uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
 version = "1.6.1"
    [deps.JSON.extensions]
    JSONArrowExt = ["ArrowTypes"]
    [deps.JSON.weakdeps]
    ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
 [[deps.JSON3]]
 deps = ["Dates", "Mmap", "Parsers", "PrecompileTools", "StructTypes", "UUIDs"]
-git-tree-sha1 = "1d322381ef7b087548321d3f878cb4c9bd8f8f9b"
+git-tree-sha1 = "411eccfe8aba0814ffa0fdf4860913ed09c34975"
 uuid = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
-version = "1.14.1"
+version = "1.14.3"
    [deps.JSON3.extensions]
    JSON3ArrowExt = ["ArrowTypes"]
@@ -205,35 +324,36 @@ version = "1.14.1"
    [deps.JSON3.weakdeps]
    ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
 [[deps.JuliaInterpreter]]
 deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
 git-tree-sha1 = "58927c485919bf17ea308d9d82156de1adf4b006"
 uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
 version = "0.10.12"
 [[deps.JuliaSyntaxHighlighting]]
 deps = ["StyledStrings"]
 uuid = "ac6e5ff7-fb65-4e79-a425-ec3bc9c03011"
 version = "1.12.0"
 [[deps.LaTeXStrings]]
 git-tree-sha1 = "dda21b8cbd6a6c40d9d02a73230f9d70fed6918c"
 uuid = "b964fa9f-0449-5b57-a5c2-d3ea65f4040f"
 version = "1.4.0"
 [[deps.LibCURL]]
 deps = ["LibCURL_jll", "MozillaCACerts_jll"]
 uuid = "b27032c2-a3e7-50c8-80cd-2d36dbcbfd21"
 version = "0.6.4"
 [[deps.LibCURL_jll]]
 deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll", "Zlib_jll", "nghttp2_jll"]
 uuid = "deac9b47-8bc7-5906-a0fe-35ac56dc84c0"
 version = "8.6.0+0"
 [[deps.LibGit2]]
-deps = ["Base64", "LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
+deps = ["LibGit2_jll", "NetworkOptions", "Printf", "SHA"]
 uuid = "76f85450-5226-5b5a-8eaa-529ad045b433"
 version = "1.11.0"
 [[deps.LibGit2_jll]]
-deps = ["Artifacts", "LibSSH2_jll", "Libdl", "MbedTLS_jll"]
+deps = ["Artifacts", "LibSSH2_jll", "Libdl", "OpenSSL_jll"]
 uuid = "e37daf67-58a4-590a-8e99-b0245dd2ffc5"
-version = "1.7.2+0"
+version = "1.9.0+0"
 [[deps.LibSSH2_jll]]
-deps = ["Artifacts", "Libdl", "MbedTLS_jll"]
+deps = ["Artifacts", "Libdl", "OpenSSL_jll"]
 uuid = "29816b5a-b9ab-546f-933c-edad1886dfa8"
-version = "1.11.0+1"
+version = "1.11.3+1"
 [[deps.Libdl]]
 uuid = "8f399da3-3557-5675-b5ff-fb832c97cbdb"
@@ -242,13 +362,13 @@ version = "1.11.0"
 [[deps.LinearAlgebra]]
 deps = ["Libdl", "OpenBLAS_jll", "libblastrampoline_jll"]
 uuid = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e"
-version = "1.11.0"
+version = "1.12.0"
 [[deps.LogExpFunctions]]
 deps = ["DocStringExtensions", "IrrationalConstants", "LinearAlgebra"]
-git-tree-sha1 = "a2d09619db4e765091ee5c6ffe8872849de0feea"
+git-tree-sha1 = "bba2d9aa057d8f126415de240573e86a8f39d2a1"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.28"
+version = "1.0.1"
    [deps.LogExpFunctions.extensions]
    LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -264,25 +384,33 @@ version = "0.3.28"
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 version = "1.11.0"
-[[deps.MQTTClient]]
+[[deps.LoweredCodeUtils]]
-deps = ["Distributed", "Random", "Sockets"]
+deps = ["CodeTracking", "Compiler", "JuliaInterpreter"]
-git-tree-sha1 = "f2597b290d4bf17b577346153cd2ddf9accb5c26"
+git-tree-sha1 = "3733419e9a71156b389f3e331672d2e95436783f"
-uuid = "985f35cc-2c3d-4943-b8c1-f0931d5f0959"
+uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
-version = "0.3.1"
+version = "3.6.2"
 weakdeps = ["PrecompileTools"]
-    [deps.MQTTClient.extensions]
+[[deps.MacroTools]]
-    PrecompileMQTT = "PrecompileTools"
+git-tree-sha1 = "1e0228a030642014fe5cfe68c2c0a818f9e3f522"
 uuid = "1914dd2f-81c6-5fcd-8719-6d5c9610ff09"
 version = "0.5.16"
 [[deps.Markdown]]
-deps = ["Base64"]
+deps = ["Base64", "JuliaSyntaxHighlighting", "StyledStrings"]
 uuid = "d6f4376e-aef5-505a-96c1-9c027394607a"
 version = "1.11.0"
 [[deps.MbedTLS]]
 deps = ["Dates", "MbedTLS_jll", "MozillaCACerts_jll", "NetworkOptions", "Random", "Sockets"]
 git-tree-sha1 = "8785729fa736197687541f7053f6d8ab7fc44f92"
 uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
 version = "1.1.10"
 [[deps.MbedTLS_jll]]
-deps = ["Artifacts", "Libdl"]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
 git-tree-sha1 = "ff69a2b1330bcb730b9ac1ab7dd680176f5896b8"
 uuid = "c8ffd9c3-330d-5841-b78e-0817d7145fa1"
-version = "2.28.6+0"
+version = "2.28.1010+0"
 [[deps.Missings]]
 deps = ["DataAPI"]
@@ -296,55 +424,65 @@ version = "1.11.0"
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
-version = "2023.12.12"
+version = "2025.11.4"
 [[deps.NATS]]
 deps = ["Base64", "BufferedStreams", "CodecBase", "Dates", "DocStringExtensions", "JSON3", "MbedTLS", "NanoDates", "Random", "ScopedValues", "Sockets", "Sodium", "StructTypes", "URIs"]
 git-tree-sha1 = "a1cdf34ba90ee5cd2658e487d3277ffafee712ce"
 uuid = "55e73f9c-eeeb-467f-b4cc-a633fde63d2a"
 version = "0.1.1"
 [[deps.NanoDates]]
 deps = ["Dates", "Parsers"]
 git-tree-sha1 = "850a0557ae5934f6e67ac0dc5ca13d0328422d1f"
 uuid = "46f1a544-deae-4307-8689-c12aa3c955c6"
 version = "1.0.3"
 [[deps.NetworkOptions]]
 uuid = "ca575930-c2e3-43a9-ace4-1e988b2c1908"
-version = "1.2.0"
+version = "1.3.0"
 [[deps.OpenBLAS_jll]]
 deps = ["Artifacts", "CompilerSupportLibraries_jll", "Libdl"]
 uuid = "4536629a-c528-5b80-bd46-f80d51c5b363"
-version = "0.3.27+1"
+version = "0.3.29+0"
 [[deps.OpenLibm_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "05823500-19ac-5b8b-9628-191a04bc5112"
-version = "0.8.1+2"
+version = "0.8.7+0"
 [[deps.OpenSSL_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "458c3c95-2e84-50aa-8efc-19380b2a3a95"
 version = "3.5.4+0"
 [[deps.OpenSpecFun_jll]]
-deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl"]
-git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
+git-tree-sha1 = "1346c9208249809840c91b26703912dff463d335"
 uuid = "efe28fd5-8261-553b-a9e1-b2916fc3738e"
-version = "0.5.5+0"
+version = "0.5.6+0"
 [[deps.OrderedCollections]]
-git-tree-sha1 = "12f1439c4f986bb868acda6ea33ebc78e19b95ad"
+git-tree-sha1 = "94ba93778373a53bfd5a0caaf7d809c445292ff4"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.7.0"
+version = "1.8.2"
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65"
+git-tree-sha1 = "26766d4b5f1a410c218a19b85a672c6edb693c65"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.31"
+version = "0.11.40"
 weakdeps = ["StatsBase"]
    [deps.PDMats.extensions]
    StatsBaseExt = "StatsBase"
 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
+git-tree-sha1 = "32a4e09c5f29402573d673901778a0e03b0807b9"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.8.1"
+version = "2.8.6"
 [[deps.Pkg]]
 deps = ["Artifacts", "Dates", "Downloads", "FileWatching", "LibGit2", "Libdl", "Logging", "Markdown", "Printf", "Random", "SHA", "TOML", "Tar", "UUIDs", "p7zip_jll"]
 uuid = "44cfe95a-1eb2-52ea-b672-e2afdf69b78f"
 version = "1.11.0"
    [deps.Pkg.extensions]
    REPLExt = "REPL"
    [deps.Pkg.weakdeps]
    REPL = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -354,15 +492,15 @@ version = "1.4.3"
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
-git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f"
+git-tree-sha1 = "edbeefc7a4889f528644251bdb5fc9ab5348bc2c"
 uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
-version = "1.2.1"
+version = "1.3.4"
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
+git-tree-sha1 = "8b770b60760d4451834fe79dd483e318eee709c4"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.4.3"
+version = "1.5.2"
 [[deps.PrettyPrinting]]
 git-tree-sha1 = "142ee93724a9c5d04d78df7006670a93ed1b244e"
@@ -370,10 +508,16 @@ uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
 version = "0.4.2"
 [[deps.PrettyTables]]
-deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
+deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "REPL", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "1101cd475833706e4d0e7b122218257178f48f34"
+git-tree-sha1 = "624de6279ab7d94fc9f672f0068107eb6619732c"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.4.0"
+version = "3.3.2"
    [deps.PrettyTables.extensions]
    PrettyTablesTypstryExt = "Typstry"
    [deps.PrettyTables.weakdeps]
    Typstry = "f0ed7684-a786-439e-b1e3-3b82803b501e"
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -381,15 +525,15 @@ uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 version = "1.11.0"
 [[deps.PtrArrays]]
-git-tree-sha1 = "77a42d78b6a92df47ab37e177b2deac405e1c88f"
+git-tree-sha1 = "4fbbafbc6251b883f4d2705356f3641f3652a7fe"
 uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
-version = "1.2.1"
+version = "1.4.0"
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "cda3b045cf9ef07a08ad46731f5a3165e56cf3da"
+git-tree-sha1 = "5e8e8b0ab68215d7a2b14b9921a946fee794749e"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.11.1"
+version = "2.11.3"
    [deps.QuadGK.extensions]
    QuadGKEnzymeExt = "Enzyme"
@@ -397,6 +541,11 @@ version = "2.11.1"
    [deps.QuadGK.weakdeps]
    Enzyme = "7da242da-08ed-463a-9acd-ee780be4f1d9"
 [[deps.REPL]]
 deps = ["InteractiveUtils", "JuliaSyntaxHighlighting", "Markdown", "Sockets", "StyledStrings", "Unicode"]
 uuid = "3fa0cd96-eef1-5676-8a61-b3b8758bbffb"
 version = "1.11.0"
 [[deps.Random]]
 deps = ["SHA"]
 uuid = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
@@ -407,11 +556,29 @@ git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
 uuid = "189a3867-3050-52da-a836-e630ba90ab69"
 version = "1.2.2"
 [[deps.Reseau]]
 deps = ["NetworkOptions", "OpenSSL_jll", "PrecompileTools", "Random", "SHA"]
 git-tree-sha1 = "0eab6d95ed40c2ef3992255c1c71e4f9748932b5"
 uuid = "802f3686-a58f-41ce-bb0c-3c43c75bba36"
 version = "1.3.1"
 [[deps.Revise]]
 deps = ["CRC32c", "CodeTracking", "FileWatching", "InteractiveUtils", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "Preferences", "REPL", "UUIDs"]
 git-tree-sha1 = "27e3ee13fc8739a59b380d6163d6a82f52c03bd7"
 uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
 version = "3.15.1"
    [deps.Revise.extensions]
    DistributedExt = "Distributed"
    [deps.Revise.weakdeps]
    Distributed = "8ba89e20-285c-5b6f-9357-94700520ee1b"
 [[deps.Rmath]]
 deps = ["Random", "Rmath_jll"]
-git-tree-sha1 = "852bd0f55565a9e973fcfee83a84413270224dc4"
+git-tree-sha1 = "5b3d50eb374cea306873b371d3f8d3915a018f0b"
 uuid = "79098fc4-a85e-5d69-aa6a-4863f24498fa"
-version = "0.8.0"
+version = "0.9.0"
 [[deps.Rmath_jll]]
 deps = ["Artifacts", "JLLWrappers", "Libdl"]
@@ -419,15 +586,43 @@ git-tree-sha1 = "58cdd8fb2201a6267e1db87ff148dd6c1dbd8ad8"
 uuid = "f50d1b31-88e8-58de-be2c-1cc44531875f"
 version = "0.5.1+0"
 [[deps.Roots]]
 deps = ["Accessors", "CommonSolve", "Printf"]
 git-tree-sha1 = "91cfb1cb4f6e27557cc2df798a31eff6089a41eb"
 uuid = "f2b01f46-fcfa-551c-844a-d8ac1e96c665"
 version = "3.0.0"
    [deps.Roots.extensions]
    RootsChainRulesCoreExt = "ChainRulesCore"
    RootsForwardDiffExt = "ForwardDiff"
    RootsIntervalRootFindingExt = "IntervalRootFinding"
    RootsSymPyExt = "SymPy"
    RootsSymPyPythonCallExt = "SymPyPythonCall"
    RootsUnitfulExt = "Unitful"
    [deps.Roots.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    ForwardDiff = "f6369f11-7733-5829-9624-2563aa707210"
    IntervalRootFinding = "d2bf35a9-74e0-55ec-b149-d360ff49b807"
    SymPy = "24249f21-da20-56a4-8eb1-6a02cf4ae2e6"
    SymPyPythonCall = "bc8888f7-b21e-4b7c-a06a-5d9c9496438c"
    Unitful = "1986cc42-f94f-5a68-af5c-568840ba703d"
 [[deps.SHA]]
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 version = "0.7.0"
 [[deps.ScopedValues]]
 deps = ["HashArrayMappedTries", "Logging"]
 git-tree-sha1 = "67a144433c4ce877ee6d1ada69a124d6b1ecf7be"
 uuid = "7e506255-f358-4e82-b7e4-beb19740aa63"
 version = "1.6.2"
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "d0553ce4031a081cc42387a9b9c8441b7d99f32d"
+git-tree-sha1 = "084c47c7c5ce5cfecefa0a98dff69eb3646b5a80"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.4.7"
+version = "1.4.10"
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -437,22 +632,28 @@ version = "1.11.0"
 uuid = "6462fe0b-24de-5631-8697-dd941f90decc"
 version = "1.11.0"
 [[deps.Sodium]]
 deps = ["Base64", "libsodium_jll"]
 git-tree-sha1 = "907703e0d50846f300650d7225bdcab145b7bca9"
 uuid = "4f5b5e99-b0ad-42cd-b47a-334e172ec8bd"
 version = "1.1.2"
 [[deps.SortingAlgorithms]]
 deps = ["DataStructures"]
-git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085"
+git-tree-sha1 = "13cd91cc9be159e3f4d95b857fa2aa383b53772a"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.2.1"
+version = "1.2.3"
 [[deps.SparseArrays]]
 deps = ["Libdl", "LinearAlgebra", "Random", "Serialization", "SuiteSparse_jll"]
 uuid = "2f01184e-e22b-5df5-ae63-d93ebab69eaf"
-version = "1.11.0"
+version = "1.12.0"
 [[deps.SpecialFunctions]]
 deps = ["IrrationalConstants", "LogExpFunctions", "OpenLibm_jll", "OpenSpecFun_jll"]
-git-tree-sha1 = "2f5d4697f21388cbe1ff299430dd169ef97d7e14"
+git-tree-sha1 = "6547cbdd8ce32efba0d21c5a40fa96d1a3548f9f"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.4.0"
+version = "2.8.0"
    [deps.SpecialFunctions.extensions]
    SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -472,21 +673,21 @@ weakdeps = ["SparseArrays"]
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
+git-tree-sha1 = "178ed29fd5b2a2cfc3bd31c13375ae925623ff36"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.7.0"
+version = "1.8.0"
 [[deps.StatsBase]]
-deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
+deps = ["AliasTables", "DataAPI", "DataStructures", "IrrationalConstants", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
+git-tree-sha1 = "e4d7a1a0edc20af42689ea6f4f3587a2175d50ee"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.34.3"
+version = "0.34.12"
 [[deps.StatsFuns]]
 deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "b423576adc27097764a90e163157bcfc9acf0f46"
+git-tree-sha1 = "770240df9a3b8888065046948f7a09b4e0f997d5"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.3.2"
+version = "2.2.0"
    [deps.StatsFuns.extensions]
    StatsFunsChainRulesCoreExt = "ChainRulesCore"
@@ -498,9 +699,9 @@ version = "1.3.2"
 [[deps.StringManipulation]]
 deps = ["PrecompileTools"]
-git-tree-sha1 = "a6b1675a536c5ad1a60e5a5153e1fee12eb146e3"
+git-tree-sha1 = "d05693d339e37d6ab134c5ab53c29fce5ee5d7d5"
 uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
-version = "0.4.0"
+version = "0.4.4"
 [[deps.StructTypes]]
 deps = ["Dates", "UUIDs"]
@@ -508,6 +709,26 @@ git-tree-sha1 = "159331b30e94d7b11379037feeb9b690950cace8"
 uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
 version = "1.11.0"
 [[deps.StructUtils]]
 deps = ["Dates", "UUIDs"]
 git-tree-sha1 = "82bee338d650aa515f31866c460cb7e3bcef90b8"
 uuid = "ec057cc2-7a8d-4b58-b3b3-92acb9f63b42"
 version = "2.8.2"
    [deps.StructUtils.extensions]
    StructUtilsMeasurementsExt = ["Measurements"]
    StructUtilsStaticArraysCoreExt = ["StaticArraysCore"]
    StructUtilsTablesExt = ["Tables"]
    [deps.StructUtils.weakdeps]
    Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7"
    StaticArraysCore = "1e83bf80-4336-4d27-bf5d-d5a4f845583c"
    Tables = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
 [[deps.StyledStrings]]
 uuid = "f489334b-da3d-4c2e-b8f0-e476e12c162b"
 version = "1.11.0"
 [[deps.SuiteSparse]]
 deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
 uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
@@ -515,7 +736,7 @@ uuid = "4607b0f0-06f3-5cda-b6b1-a6196a1729e9"
 [[deps.SuiteSparse_jll]]
 deps = ["Artifacts", "Libdl", "libblastrampoline_jll"]
 uuid = "bea87d4a-7f5b-5778-9afe-8cc45184846c"
-version = "7.7.0+0"
+version = "7.8.3+2"
 [[deps.TOML]]
 deps = ["Dates"]
@@ -530,20 +751,20 @@ version = "1.0.1"
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"]
-git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
+git-tree-sha1 = "0f38a06c83f0007bbab3cf911262841c9a0f07e0"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.12.0"
+version = "1.13.0"
 [[deps.Tar]]
 deps = ["ArgTools", "SHA"]
 uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
 version = "1.10.0"
 [[deps.TranscodingStreams]]
 git-tree-sha1 = "0c45878dcfdcfa8480052b6ab162cdd138781742"
 uuid = "3bb67fe8-82b1-5028-8e26-92a6c54297fa"
 version = "0.11.3"
 [[deps.URIs]]
 git-tree-sha1 = "bef26fb046d031353ef97a82e3fdb6afe7f21b1a"
 uuid = "5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4"
 version = "1.6.1"
 [[deps.UUIDs]]
 deps = ["Random", "SHA"]
 uuid = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
@@ -555,9 +776,9 @@ version = "1.11.0"
 [[deps.WeakRefStrings]]
 deps = ["DataAPI", "InlineStrings", "Parsers"]
-git-tree-sha1 = "b1be2855ed9ed8eac54e5caff2afcdb442d52c23"
+git-tree-sha1 = "0716e01c3b40413de5dedbc9c5c69f27cddfddfc"
 uuid = "ea10d353-3f73-51f8-a26c-33c1cb351aa5"
-version = "1.4.2"
+version = "1.4.3"
 [[deps.WorkerUtilities]]
 git-tree-sha1 = "cd1659ba0d57b71a464a29e64dbc67cfe83d54e7"
@@ -567,19 +788,15 @@ version = "1.6.1"
 [[deps.Zlib_jll]]
 deps = ["Libdl"]
 uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.13+1"
+version = "1.3.1+2"
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
-version = "5.11.0+0"
+version = "5.15.0+0"
-[[deps.nghttp2_jll]]
+[[deps.libsodium_jll]]
-deps = ["Artifacts", "Libdl"]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
-uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
+git-tree-sha1 = "011b0a7331b41c25524b64dc42afc9683ee89026"
-version = "1.59.0+0"
+uuid = "a9144af2-ca23-56d9-984f-0d03f7b5ccf8"
-
+version = "1.0.21+0"
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
 version = "17.4.0+2"
@@ -1,7 +1,7 @@
 name = "GeneralUtils"
 uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
 version = "0.4.10"
 authors = ["tonaerospace <tonaerospace.etc@gmail.com>"]
 version = "0.1.1"
 [deps]
 CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
@@ -9,9 +9,17 @@ DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
 DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
 Dates = "ade2ca70-3891-5945-98fb-dc099432e06a"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
-JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
+HTTP = "cd3eb016-35fb-5094-929b-558a96fad6f3"
-MQTTClient = "985f35cc-2c3d-4943-b8c1-f0931d5f0959"
+JSON = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
 NATS = "55e73f9c-eeeb-467f-b4cc-a633fde63d2a"
 PrettyPrinting = "54e16d92-306c-5ea0-a30b-337be88ac337"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
 Revise = "295af30f-e4ad-537b-8983-00126c2a3abe"
 SHA = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 UUIDs = "cf7118a7-6976-5b1a-9a39-7adc72f591a4"
 [compat]
 HTTP = "2.5.0 - 2.9.9"
 JSON = "1.3.0 - 1.9.9"
 NATS = "0.1.0"
 Revise = "3.13.2"
@@ -0,0 +1,5 @@
 Todo:
  - [WORKING] update with JSON
  Change from previous version:
  - replace JSON3 with JSON
@@ -0,0 +1,79 @@
 using NATS, JSON3
 connection  = NATS.connect("nats.yiem.cc:4222")
 sub1 = NATS.reply(connection, "some_subject"; queue_group="group1") do msg
                  payload = copy(JSON3.read(msg.payload))
                  println(payload)
                  println(msg.reply_to)
                  # publish(connection, msg.reply_to, "ACK")
                  return JSON3.write(Dict(:a=>"wassup"))
              end
 using NATS, JSON3, GeneralUtils
 connection  = NATS.connect("nats.yiem.cc:4222")
 msgMeta = GeneralUtils.generate_msgMeta(
  "text2textinstruct_medium.inference.api.v1";
  msgPurpose= "inference",
  senderName= "yiemagent",
  senderId= GeneralUtils.uuid4snakecase(),
  receiverName= "text2textinstruct",
 )
 llmHttpTimeout = 60
 outgoingMsg = Dict(
    :msgMeta=> msgMeta,
    :payload=> Dict(
      :text=> "Wassup buddy!",
      :kwargs=> Dict(
        :max_tokens=> 2048,
        :stop=> ["<|im_end|>"],
        :temperature=> 0.2,
      ),
      :llmHttpTimeout=>llmHttpTimeout,
    )
  )
 r = NATS.request(String, connection, "text2textinstruct_medium.inference.api.v1", 
                JSON3.write(outgoingMsg); timer=Timer(llmHttpTimeout))
 using NATS, JSON3, GeneralUtils
 connection  = NATS.connect("nats.yiem.cc:4222")
 msgMeta = GeneralUtils.generate_msgMeta(
  "tonpc.containerServices",
  msgPurpose="reset container",
  senderName= "",
 )
 outgoingMsg = Dict(
  :msgMeta=> msgMeta,
  :payload=> "docker container restart ollama-instance-2",
 )
 # may be I can't use NATS request inside NATS reply??
 r = NATS.request(String, connection, msgMeta[:sendTopic], JSON3.write(outgoingMsg); timer=Timer(10))
@@ -1,911 +0,0 @@
 # This file is machine-generated - editing it directly is not advised
 julia_version = "1.9.1"
 manifest_format = "2.0"
 project_hash = "91349a0eb57aed703e8465e44731cca768229f09"
 [[deps.AbstractFFTs]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "8bc0aaec0ca548eb6cf5f0d7d16351650c1ee956"
 uuid = "621f4979-c628-5d54-868e-fcf4e3e8185c"
 version = "1.3.2"
 weakdeps = ["ChainRulesCore"]
    [deps.AbstractFFTs.extensions]
    AbstractFFTsChainRulesCoreExt = "ChainRulesCore"
 [[deps.Adapt]]
 deps = ["LinearAlgebra", "Requires"]
 git-tree-sha1 = "76289dc51920fdc6e0013c872ba9551d54961c24"
 uuid = "79e6a3ab-5dfb-504d-930d-738a2a938a0e"
 version = "3.6.2"
 weakdeps = ["StaticArrays"]
    [deps.Adapt.extensions]
    AdaptStaticArraysExt = "StaticArrays"
 [[deps.ArgCheck]]
 git-tree-sha1 = "a3a402a35a2f7e0b87828ccabbd5ebfbebe356b4"
 uuid = "dce04be8-c92d-5529-be00-80e4d2c0e197"
 version = "2.3.0"
 [[deps.ArgTools]]
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 version = "1.1.1"
 [[deps.Artifacts]]
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 [[deps.Atomix]]
 deps = ["UnsafeAtomics"]
 git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
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 version = "0.1.0"
 [[deps.BFloat16s]]
 deps = ["LinearAlgebra", "Printf", "Random", "Test"]
 git-tree-sha1 = "dbf84058d0a8cbbadee18d25cf606934b22d7c66"
 uuid = "ab4f0b2a-ad5b-11e8-123f-65d77653426b"
 version = "0.4.2"
 [[deps.BangBang]]
 deps = ["Compat", "ConstructionBase", "InitialValues", "LinearAlgebra", "Requires", "Setfield", "Tables"]
 git-tree-sha1 = "e28912ce94077686443433c2800104b061a827ed"
 uuid = "198e06fe-97b7-11e9-32a5-e1d131e6ad66"
 version = "0.3.39"
    [deps.BangBang.extensions]
    BangBangChainRulesCoreExt = "ChainRulesCore"
    BangBangDataFramesExt = "DataFrames"
    BangBangStaticArraysExt = "StaticArrays"
    BangBangStructArraysExt = "StructArrays"
    BangBangTypedTablesExt = "TypedTables"
    [deps.BangBang.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
    StructArrays = "09ab397b-f2b6-538f-b94a-2f83cf4a842a"
    TypedTables = "9d95f2ec-7b3d-5a63-8d20-e2491e220bb9"
 [[deps.Base64]]
 uuid = "2a0f44e3-6c83-55bd-87e4-b1978d98bd5f"
 [[deps.Baselet]]
 git-tree-sha1 = "aebf55e6d7795e02ca500a689d326ac979aaf89e"
 uuid = "9718e550-a3fa-408a-8086-8db961cd8217"
 version = "0.1.1"
 [[deps.CEnum]]
 git-tree-sha1 = "eb4cb44a499229b3b8426dcfb5dd85333951ff90"
 uuid = "fa961155-64e5-5f13-b03f-caf6b980ea82"
 version = "0.4.2"
 [[deps.CUDA]]
 deps = ["AbstractFFTs", "Adapt", "BFloat16s", "CEnum", "CUDA_Driver_jll", "CUDA_Runtime_Discovery", "CUDA_Runtime_jll", "CompilerSupportLibraries_jll", "ExprTools", "GPUArrays", "GPUCompiler", "KernelAbstractions", "LLVM", "LazyArtifacts", "Libdl", "LinearAlgebra", "Logging", "Preferences", "Printf", "Random", "Random123", "RandomNumbers", "Reexport", "Requires", "SparseArrays", "SpecialFunctions", "UnsafeAtomicsLLVM"]
 git-tree-sha1 = "442d989978ed3ff4e174c928ee879dc09d1ef693"
 uuid = "052768ef-5323-5732-b1bb-66c8b64840ba"
 version = "4.3.2"
 [[deps.CUDA_Driver_jll]]
 deps = ["Artifacts", "JLLWrappers", "LazyArtifacts", "Libdl", "Pkg"]
 git-tree-sha1 = "498f45593f6ddc0adff64a9310bb6710e851781b"
 uuid = "4ee394cb-3365-5eb0-8335-949819d2adfc"
 version = "0.5.0+1"
 [[deps.CUDA_Runtime_Discovery]]
 deps = ["Libdl"]
 git-tree-sha1 = "bcc4a23cbbd99c8535a5318455dcf0f2546ec536"
 uuid = "1af6417a-86b4-443c-805f-a4643ffb695f"
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 [[deps.CUDA_Runtime_jll]]
 deps = ["Artifacts", "CUDA_Driver_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
 git-tree-sha1 = "5248d9c45712e51e27ba9b30eebec65658c6ce29"
 uuid = "76a88914-d11a-5bdc-97e0-2f5a05c973a2"
 version = "0.6.0+0"
 [[deps.CUDNN_jll]]
 deps = ["Artifacts", "CUDA_Runtime_jll", "JLLWrappers", "LazyArtifacts", "Libdl", "TOML"]
 git-tree-sha1 = "2918fbffb50e3b7a0b9127617587afa76d4276e8"
 uuid = "62b44479-cb7b-5706-934f-f13b2eb2e645"
 version = "8.8.1+0"
 [[deps.Calculus]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "f641eb0a4f00c343bbc32346e1217b86f3ce9dad"
 uuid = "49dc2e85-a5d0-5ad3-a950-438e2897f1b9"
 version = "0.5.1"
 [[deps.ChainRules]]
 deps = ["Adapt", "ChainRulesCore", "Compat", "Distributed", "GPUArraysCore", "IrrationalConstants", "LinearAlgebra", "Random", "RealDot", "SparseArrays", "Statistics", "StructArrays"]
 git-tree-sha1 = "1cdf290d4feec68824bfb84f4bfc9f3aba185647"
 uuid = "082447d4-558c-5d27-93f4-14fc19e9eca2"
 version = "1.51.1"
 [[deps.ChainRulesCore]]
 deps = ["Compat", "LinearAlgebra", "SparseArrays"]
 git-tree-sha1 = "e30f2f4e20f7f186dc36529910beaedc60cfa644"
 uuid = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
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 [[deps.CommonSubexpressions]]
 deps = ["MacroTools", "Test"]
 git-tree-sha1 = "7b8a93dba8af7e3b42fecabf646260105ac373f7"
 uuid = "bbf7d656-a473-5ed7-a52c-81e309532950"
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 [[deps.Compat]]
 deps = ["UUIDs"]
 git-tree-sha1 = "7a60c856b9fa189eb34f5f8a6f6b5529b7942957"
 uuid = "34da2185-b29b-5c13-b0c7-acf172513d20"
 version = "4.6.1"
 weakdeps = ["Dates", "LinearAlgebra"]
    [deps.Compat.extensions]
    CompatLinearAlgebraExt = "LinearAlgebra"
 [[deps.CompilerSupportLibraries_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "e66e0078-7015-5450-92f7-15fbd957f2ae"
 version = "1.0.2+0"
 [[deps.CompositionsBase]]
 git-tree-sha1 = "802bb88cd69dfd1509f6670416bd4434015693ad"
 uuid = "a33af91c-f02d-484b-be07-31d278c5ca2b"
 version = "0.1.2"
    [deps.CompositionsBase.extensions]
    CompositionsBaseInverseFunctionsExt = "InverseFunctions"
    [deps.CompositionsBase.weakdeps]
    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
 [[deps.ConstructionBase]]
 deps = ["LinearAlgebra"]
 git-tree-sha1 = "738fec4d684a9a6ee9598a8bfee305b26831f28c"
 uuid = "187b0558-2788-49d3-abe0-74a17ed4e7c9"
 version = "1.5.2"
    [deps.ConstructionBase.extensions]
    ConstructionBaseIntervalSetsExt = "IntervalSets"
    ConstructionBaseStaticArraysExt = "StaticArrays"
    [deps.ConstructionBase.weakdeps]
    IntervalSets = "8197267c-284f-5f27-9208-e0e47529a953"
    StaticArrays = "90137ffa-7385-5640-81b9-e52037218182"
 [[deps.ContextVariablesX]]
 deps = ["Compat", "Logging", "UUIDs"]
 git-tree-sha1 = "25cc3803f1030ab855e383129dcd3dc294e322cc"
 uuid = "6add18c4-b38d-439d-96f6-d6bc489c04c5"
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 [[deps.DataAPI]]
 git-tree-sha1 = "e8119c1a33d267e16108be441a287a6981ba1630"
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 [[deps.DataStructures]]
 deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
 git-tree-sha1 = "d1fff3a548102f48987a52a2e0d114fa97d730f0"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
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 [[deps.DataValueInterfaces]]
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 [[deps.Dates]]
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 [[deps.DefineSingletons]]
 git-tree-sha1 = "0fba8b706d0178b4dc7fd44a96a92382c9065c2c"
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 [[deps.DelimitedFiles]]
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 [[deps.DiffResults]]
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 [[deps.DiffRules]]
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 git-tree-sha1 = "23163d55f885173722d1e4cf0f6110cdbaf7e272"
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 [[deps.Distributed]]
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 [[deps.Distributions]]
 deps = ["FillArrays", "LinearAlgebra", "PDMats", "Printf", "QuadGK", "Random", "SparseArrays", "SpecialFunctions", "Statistics", "StatsAPI", "StatsBase", "StatsFuns", "Test"]
 git-tree-sha1 = "eead66061583b6807652281c0fbf291d7a9dc497"
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    [deps.Distributions.extensions]
    DistributionsChainRulesCoreExt = "ChainRulesCore"
    DistributionsDensityInterfaceExt = "DensityInterface"
    [deps.Distributions.weakdeps]
    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
    DensityInterface = "b429d917-457f-4dbc-8f4c-0cc954292b1d"
 [[deps.DocStringExtensions]]
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    Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
    Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
 [[deps.ZygoteRules]]
 deps = ["ChainRulesCore", "MacroTools"]
 git-tree-sha1 = "977aed5d006b840e2e40c0b48984f7463109046d"
 uuid = "700de1a5-db45-46bc-99cf-38207098b444"
 version = "0.2.3"
 [[deps.cuDNN]]
 deps = ["CEnum", "CUDA", "CUDNN_jll"]
 git-tree-sha1 = "f65490d187861d6222cb38bcbbff3fd949a7ec3e"
 uuid = "02a925ec-e4fe-4b08-9a7e-0d78e3d38ccd"
 version = "1.0.4"
 [[deps.libblastrampoline_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850b90-86db-534c-a0d3-1478176c7d93"
 version = "5.8.0+0"
 [[deps.nghttp2_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
 version = "1.48.0+0"
 [[deps.p7zip_jll]]
 deps = ["Artifacts", "Libdl"]
 uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
 version = "17.4.0+0"
@@ -1,11 +0,0 @@
 name = "GeneralUtils"
 uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
 authors = ["tonaerospace <tonaerospace.etc@gmail.com>"]
 version = "0.1.0"
 [deps]
 CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
 DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
@@ -1,81 +0,0 @@
 module GeneralUtils
 export noNegative!, randomWithProb, randomChoiceWithProb, findIndex, limitvalue
 include("interface.jl")
 using .interface
 #------------------------------------------------------------------------------------------------100
 """ version 0.0.1
    Todo:
        - [] 
    Change from version:
        - 
    All features
 """
 end # generalUtils
@@ -1,813 +0,0 @@
 module interface
 export noNegative!, randomWithProb, randomChoiceWithProb, findIndex, limitvalue, replaceMoreThan,
        replaceLessThan, cartesianAssign!, sumAlongDim3, matMul_3Dto3D_manyTo1batch,
        matMul_3Dto4D_batchwise
 using JSON3, DataStructures, Distributions, Flux, CUDA
 #------------------------------------------------------------------------------------------------100
 noNegative!(a::AbstractVector) = replace!(x -> x < 0 ? 0 : x, a)
 findNotZero(x::AbstractVector) = findall( (!iszero).(x) )
 replaceMoreThan(i, target) = i > target ? target : i
 replaceLessThan(i, target) =  i < target ? target : i
 precision(x::Array{<:Array}) = ( std(mean.(x)) / mean(mean.(x)) ) * 100
 precision(x::Array) = std(x) / mean(x) * 100
 replaceAt!(x::AbstractVector, ind::Number, value::Number) = x[ind] = value
 notZero(x::AbstractVector) = (!iszero).(x)
 Zero(x::AbstractVector) = iszero.(x)
 isNan(x::AbstractVector) = isnan.(x)
 isInf(x::Number) = abs(x) === Inf
 isInf(x::AbstractVector) = isinf.(x)
 isLess(x::AbstractVector, target::Number) = isless.(x, target)
 isMore(x::Number, target::Number) = x > target
 isMore(x::AbstractVector, target::Number) = isMore.(x, target)
 absolute(x::AbstractVector) = abs.(x)
 vecEleMul(x::AbstractVector, y::AbstractVector) = x .* y
 vecEleMul(x::Number, y::AbstractVector) = x .* y
 expDecay(initialValue::Number, decayFactor::Number, timePass::Number) = 
                                initialValue * (1 - decayFactor)^timePass
 mul!(x::AbstractVector, y::AbstractVector) = x .*= y
 mul(x::AbstractVector, y::AbstractVector) = x .* y
 ReLu(x::Number) = max(0, x)
 updateVector!(x::AbstractVector, target::Number) = x .= target 
 updateVector!(x::AbstractVector, target::AbstractArray) = x .= target 
 function selectAdd!(x::AbstractVector, ind::AbstractVector, value::AbstractVector)
    @. x = x + (ind * value)
 end
 """ findIndex(input::String, target::Char)
    Find target index inside a collection. 
    Return      1) Bool array of matched target 
                2) CartesianIndex of every matched target
 """
 function findIndex(input::String, target::Char)
    match_position = []
    for i in input
        if i == target
            append!(match_position, 1)
        else
            append!(match_position, 0)
        end
    end
    match_index = findall(isequal.(match_position, 1))
    return match_position, match_index
 end
 function findIndex(input::Array, target::Number)
    match_position = isequal.(input, target)
    match_index = findall(match_position)
    return match_position, match_index
 end
 # function findIndex(input::Array, target::Array)
 #     match_position = isone.(zeros(length(input)))
 #     for i in target
 #         match_position = match_position + isequal.(input, i)
 #     end
 #     match_position = replaceMoreThan.(match_position, 1)
 #     match_index = findall(isone.(match_position))   # Findall donot work with Int64 vector [1, 0, 0, 1]. 
 #                                                         # It only works with BitVector. isone() converts Int64 vector [1, 0, 0, 1] into 
 #                                                         # BitVector [1, 0, 0, 1]
 #     return match_position, match_index
 # end
 function findIndex(input::Array, target::Symbol)
    match_position = isequal.(input, target)
    match_index = findall(match_position)
    return match_position, match_index
 end
 function findIndex(collection::Array{String}, target::String)
    match_position = isequal.(collection, target)
    match_index = findall(match_position)
    return match_position, match_index
 end
 function findIndex(collection::Array{String}, target::Array{String})
    match_position = nothing
    match_index = nothing
    for i in target
      match_pos = isequal.(collection, i)
      match_ind = findall(match_pos)
      if match_position === nothing
        match_position = match_pos
      else
        match_position = hcat(match_position, match_pos)
      end
      if match_index === nothing
        match_index = match_ind
      else
        match_index = hcat(match_index, match_ind)
      end
    end
    return match_position, match_index
 end
 function findIndex(collection::OrderedDict, target::Symbol)
    collection_keys = keys(collection)
    collection_keys_array = [i for i in collection_keys]
    match_position = isequal.(collection_keys_array, target)
    match_index = findall(match_position)
    return match_position, match_index
 end
 function findMax(collection::AbstractVector)
    maxValue, maxIndex = findmax(collection)
    matchPosition = isequal.(collection, maxValue)
    return maxValue, maxIndex, matchPosition
 end
 """ read_textfile_by_index(folder_path::String, read_file_number::Integer=1)
    with multiple text file in a folder,
    this function read x_th text file in a folder (filename is sorted by OS)
    # Example
        utils.read_textfile_by_index(cleaned_data_path, 2)
    read 2nd txt file in a folder
 """
 function read_textfile_by_index(folder_path::String, read_file_number::Integer=1)
    if isdir(folder_path)
        filenumber = length(readdir(folder_path))
        if read_file_number > filenumber
            error("you specified read_file_number = $read_file_number which is out 
            of range, the cleaned data folder has only $filenumber files")
            return nothing, nothing, nothing
        else
            content = 0
            # open each file in the directory and read
            filename = readdir(folder_path, join=true, sort=false)[read_file_number]
            f = open(filename)
                content = readlines(f)
                # content = read(f)
            close(f)
        end
        return read_file_number, filename, content
    else
        error("ERROR no file or folder at $folder_path")
        return nothing, nothing, nothing
    end
 end
 #------------------------------------------------------------------------------------------------100
 """ Array_to_JSON3_str(data::AbstractArray)
    encode Array to JSON3 String
    # Example
        a = [1.23 4.7889; 9987.1 -123.07; -0.0027 -6.75]
        json3_str = Array_to_JSON3_str(a)
        json3_str = {"Array":[1.23,9987.1,-0.0027,4.7889,-123.07,-6.75],"size":[3,2]}
 """
 function Array_to_JSON3_str(data::AbstractArray)
    d = Dict("Array"=> data, "size"=>size(data))
    json3_str = JSON3.write(d)
    return json3_str
 end
 #------------------------------------------------------------------------------------------------100
 """ JSON3_str_to_Array(json3_str::String)
    decode JSON3 String to Array
    # Example
        json3_str = {"Array":[1.23,9987.1,-0.0027,4.7889,-123.07,-6.75],"size":[3,2]}
        a = JSON3_str_to_Array(json3_str)
        a = [1.23 4.7889; 9987.1 -123.07; -0.0027 -6.75]
 """
 function JSON3_str_to_Array(json3_str::String)
    d = JSON3.read(json3_str)
    array = reshape(Array(d.Array), (d.size[1], d.size[2]))
    return array
 end
 #------------------------------------------------------------------------------------------------100
 """ Convert JSON3.read object to OrderedDict
    # Example
        dict = dictionary(["a"=>4, "b"=>6])
        OrDict = OrderedDict(dict)
        jsonString = JSON3.write(OrDict)    # use jsonString to exchange. One can save it to file or send it thru pub/sub
        jsonObject = JSON3.read(jsonString)
        OrDict2 = JSON3read_to_OrDict(jsonObject)   # example here
        Adict2 = dictionary(OrDict2)
    Andyferris's github https://github.com/andyferris/Dictionaries.jl
 """
 function JSON3read_to_OrDict(x)
    dict = OrderedDict()
    for (k, v) in x
        k = string(k)
        dict[k] = v
    end
    return dict
 end
 #------------------------------------------------------------------------------------------------100
 """
    print time of cpu executtion at the line inwhich this macro is used
 """
 macro timeline(expr)
    quote
        print("line ", $(__source__.line), ": ")
        @time $(esc(expr))
    end
 end
 batchindex(batch_counter::Number, batch_size::Number; offset=0) = 
            (offset + (batch_counter-1) * batch_size + 1) : offset + (batch_counter * batch_size)
 function flip_true_false(x::Bool)
    if x == true
        x = false
    elseif x == false
        x = true
    else
        error("undefined condition line $(@__LINE__)")
    end
    return x
 end
 function flip_true_false(x::Int)
    if x == 1
        x = 0
    elseif x == 0
        x = 1
    else
        throw("not define input of type $(typeof(x)) yet")
    end
    return x
 end
 """
    Return drawed index
    # Example
        drawed_index = randomWithProb([0.5, 0.2, 0.3])
 """
 randomWithProb(probability::AbstractVector) = rand(Distributions.Categorical(probability)) # return drawed index
 """ 
    Draw from choices according to its probability.
    Probability range is 0.0 to 1.0 and all probability must summed up to 1
    (may get probability from NNlib's softmax function)
    # Example
    draw = draw_choices([true, false, nothing], [0.5, 0.2, 0.3])
 """
 function randomChoiceWithProb(choices::Array, probability::Array)
    if length(choices) != length(probability)
        error("random is not possible, choices array length != probability array length")
    elseif  sum(probability) != 1.0
        error("probability does not sum to 1.0")
    end
    return choices[randomWithProb(probability)]
 end
 function randomChoiceOnTarget(target::Number, targetMatch::Number, choices::AbstractVector, 
                            probability::AbstractVector)
    if length(choices) != length(probability)
        throw("random is not possible, choices array length != probability array length")
    end
    return target == targetMatch ? randomChoiceWithProb(choices, probability) : target
    # dist = Distributions.Categorical(probability)
    # draw_result = choices[rand(dist)]
 end
 function randomChoiceOnTarget(target::AbstractVector, choiceList::AbstractVector, 
                        probability::AbstractVector)
    return randomChoiceOnTarget.(target, 1, (choiceList,), (probability,))
 end 
 function linearly_weighted_avg(a::Array)
    total = 0.0
    for (i, v) in enumerate(a)
        total = total + (i * v)
    end
    return total / sum(a)
 end
 """ Convert String that is holded inside a variable to Symbol
 # Example
 x = "hello"     # x is a variable holding String "hello" \n
 y = variable_to_symbol(x)   # y holds :hello
 """
 function variable_str_to_symbol(variable)
    semi = :($variable)
    symbol = Symbol(semi)
    return symbol
 end
 """ get useable type of specified fieldname inside a composite struct
    # Example
    julia>  @Base.kwdef mutable struct some_struct       
                a::Union{Bool, Nothing} = nothing       
                b::Union{Float64, Nothing} = nothing    
                c::Union{Int64, AbstractFloat} = 3.5      
                d::Union{String, Nothing} = nothing     
            end                                         
    julia> a = some_struct()
    julia> fieldname_useable_type(some_struct, :c) =result=> [Int64, Float64]
 """
 function fieldname_useable_type(somestruct, fieldname::Symbol;
                test_types=[2.0, 2, true, :h, "str", 'c', missing, nothing])::Vector{DataType}
    new_instance = somestruct()
    useable_type = []
    for i in test_types
        try
            new_instance.:($fieldname) = i
            type = typeof(new_instance.:($fieldname))
            if type ∉ useable_type
                push!(useable_type, type)
            end
        catch
        end
    end
    return useable_type
 end
 function randomNoRepeat(drawOptions::Array, draw_number::Integer; 
                            exclude_list::Union{AbstractArray,Nothing}=nothing)
    draw_option = copy(drawOptions)
    draw_option = isnothing(exclude_list) ? draw_option : 
                                            filter!(x -> x ∉ exclude_list, draw_option)
    shuffle!(draw_option)
    drawed_items = []
    while length(drawed_items) < draw_number
        push!(drawed_items, pop!(draw_option))
    end
    return drawed_items
 end
 """ using cron to schedule backup job  by 
    1.  sudo nano /etc/crontab     <<< this is a system-wide cron file
    2.  to execute julia file @ 2.00am everyday add the following line at the buttom of the file      
            0 2 * * * root julia-1.7 /home/syncthing_backup_script.jl 
    Requirements    using Dates
 """
 function folderBackup(sourceFolderAbsolutePath::String,   # absolute path to folder to be backuped 
                    backupFolderAbsolutePath::String;  # absolute path to folder used to store backup file
                    totalBackupFiles::Integer=7,  # total backup file, the oldest will be deleted
                    containerName::Union{Array{String}, Nothing}=nothing)  # container using source_folder  
    sep = (Sys.iswindows() ? "\\" : '/')
    if sourceFolderAbsolutePath[end] == sep
        sourceFolderAbsolutePath = sourceFolderAbsolutePath[1:end-1]
    end
    if backupFolderAbsolutePath[end] != sl
        backupFolderAbsolutePath = backupFolderAbsolutePath * sep
    end
    if isdir(backupFolderAbsolutePath)
    else
        mkpath(backupFolderAbsolutePath)
    end
    # stop running docker container service
    if containerName !== nothing
        println("stop running services")
        for i in containerName
            try run(`docker stop $i`)  catch; end
            sleep(10)   # wait for services to stop
        end
    end
    # do backup
    println("doing backup now")
    timestamp = string(Dates.now())
    name = split(sourceFolderAbsolutePath, sep)[end] * "--"
    filename = name * timestamp * ".zip"       # resulting compressed filename
    run(`chmod -R a+rwx $sourceFolderAbsolutePath`)
    # zip -r [destination+filename] [source folder to be zipped]
    run(`zip -r $(backupFolderAbsolutePath * filename) $sourceFolderAbsolutePath`)
    # check if total backup file is more than user specified, if yes, delete the oldest backup
    backupFiles = readdir(backupFolderAbsolutePath)
    while length(backupFiles) > totalBackupFiles
        run(`rm $(backupFolderAbsolutePath * backupFiles[1])`)
        backupFiles = readdir(backupFolderAbsolutePath)
    end
    # start docker services
    if containerName !== nothing
        println("start services")
        for i in containerName
            try run(`docker start $i`)  catch; end
            sleep(10)   # wait for services to stop
        end
    end
 end
 function lowerclip!(data::AbstractVector, lowerbound::Number)
    replace!(x -> x < lowerbound ? lowerbound : x, data)
 end
 function upperclip!(data::AbstractVector, upperbound::Number)
    replace!(x -> x > upperbound ? upperbound : x, data)
 end
 function normalise(x::AbstractArray, mu, std)
    ϵ = oftype(x[1], 1e-5)
    μ = mu
      #   σ = std(x, dims=dims, mean=μ, corrected=false) # use this when Zygote#478 gets merged
    σ = std
    return (x .- μ) ./ (σ .+ ϵ)
 end
 function minMaxScaler(x::AbstractVector)
    min = findmin(x)[1]
    max = findmax(x)[1]
    scaler(a::Number, min::Number, max::Number) = (a-min) / (max-min)
    return scaler.(x, min, max)
 end
 """ a = [-1e200, -1e-200, 1e200, 1e-200] \n
    result = vtclamp.(a, 1e-6, 1e6, -1e6, -1e-6)
 """
 function customclamp(x::Number, poslo::Number, poshi::Number, 
                    neglo::Number, neghi::Number)
    signx = sign(x)
    if signx == -1
        if neghi < x < 0
            return neghi
        elseif x < neglo
            return neglo
        else
            return x
        end
    elseif signx == +1
        if poshi < x
            return poshi
        elseif 0 < x < poslo
            return poslo
        else
            return x
        end
    end
 end
 function unitVec(x::AbstractVector)
    y = √(sum(x.^2))
    return x./y
 end
 function replaceAt!(x::AbstractVector, ind::AbstractVector, value::Number)
    for i in ind
        x[i] = value
    end
 end
 function signbitVec(x::AbstractVector)
    sign = signbit.(x) * 1
    signVec = replace(s -> s == 0 ? -1 : s, sign)
    return signVec
 end
 function deleteall!(x::AbstractVector)
    for i in 1:length(x)
        deleteat!(x, 1)
    end
 end
 """ Select specific range of vectors in a dict, return a new dict
 # Example
 dict = Dict(:a => [1:5...],
            :b => [6:10...])
 call -> selectRange(dict, 1:3)
 return -> Dict{Any, Any} with 2 entries:
            :a => [1, 2, 3]
            :b => [6, 7, 8]
 """
 function selectRange(d::Dict{Symbol, <:AbstractVector}, range)
    newDict = Dict{Symbol, AbstractVector}()
    for (k, v) in d
        newDict[k] = v[range]
    end
    return newDict
 end
 """ Assign value to a given Dict by array of keys
    # Example 
    d = Dict(
        :a1=> Dict(:c=> 5),
        :a2=> Dict(
            :k=> 10,
            :b=> Dict(
                :s=> "target",
            )
        )
    )
    index = [:a2, :b, :s] \n
    assignDict!(d, [:a2, :b, :s], "wow")
    return 1 if no target key in a given dict.
 """
 function assignDict!(dict::Dict, accessArray::Array{Symbol}, valueToAssign)
    wd = nothing
    for i in accessArray
        println(i)
        if i != accessArray[end]
            if wd === nothing && haskey(dict, i)
                wd = Ref(dict[i])
            elseif wd.x !== nothing && haskey(wd.x, i)
                wd = Ref(wd.x[i])
            else
                return 1    # error, no target key in a given dict.
            end
        else
            wd.x[i] = valueToAssign
            return 0
        end
    end
 end
 """ convert hour(0-23), minute(0-59) into julia time object
 # Example
    time
 """
 function iTime(h::Integer, m::Integer)
    if h == 0
        h = 12
        ampm = "am"
    elseif 1 <= h <= 11
        ampm = "am"
    elseif h == 12
        ampm = "pm"
    elseif 13 <= h <= 23
        h = h - 12
        ampm = "pm"
    else
        error("hour out of range")
    end
    m = m < 10 ? "0$m" : m
    t = "$h:$m$ampm"
    return Time(t, "HH:MMp")
 end
 """ replace a number according to the limit 
    if value is lower than lowerbound return lowerbound replacement value
    if value is more than upperbound return upperbound replacement value
    # Example
    limitvalue(4, (-5 => 0), (5 => 5))
 """
 function limitvalue(v::Number, lowerbound::Pair, upperbound::Pair)
    lwLimit, lwReplace = lowerbound
    upLimit, upReplace = upperbound
    if v < lwLimit
        v = lwReplace
    elseif v > upLimit
        v = upReplace
    else
    end
    return v
 end
 """ ELEMENT-wise multiply of each slice of 3D input matrix ,a, to all slice of 3D another matrix ,b, and 
    concatenate at the 4th dimension. 
    Example
    julia> input = rand(32, 32, 128)    # batch at 3rd dim   
    julia> weight = rand(32, 32, 1024)
    julia> r = matMul_3Dto3D_manyTo1batch(input, weight);
    julia> size(r)
    (32, 32, 1024, 128)
 """
 function matMul_3Dto3D_manyTo1batch(a::Array, b::Array; resultStorage::Union{Array, Nothing}=nothing)
    asize = [size(a)...]
    bsize = [size(b)...]
    if resultStorage === nothing
        resultStorage = similar(a, eltype(b), bsize[1], bsize[2], bsize[3], asize[3])
    end
    c = [slice .* b for slice in eachslice(a, dims=3)]
    resultStorage .= cat(c..., dims=4)
    return resultStorage
 end
 """ GPU version of batchMatEleMul
    Example
    julia> using Flux, CUDA
    julia> device = Flux.CUDA.functional() ? gpu : cpu
    julia> if device == gpu    CUDA.device!(0) end 
    julia> input = rand(32, 32, 128)    |> gpu      # 128-batches
    julia> weight = rand(32, 32, 1024)  |> gpu      # 1-batch
    julia> r = batchMatEleMul_gpu(input, weight);
    julia> size(r)
    (32, 32, 1024, 128)
 """
 function matMul_3Dto3D_manyTo1batch(a::CuArray, b::CuArray; 
                        resultStorage::Union{CuArray, Nothing}=nothing, threads=128)
    asize = [size(a)...]
    bsize = [size(b)...]
    if resultStorage === nothing
        resultStorage = similar(a, eltype(b), bsize[1], bsize[2], bsize[3], asize[3]) |> gpu
    end
    CUDA.@sync begin
        @cuda threads=threads matMul_3Dto3D_manyTo1batch_gpu!(a, b, resultStorage)
    end
    return resultStorage
 end
 function matMul_3Dto3D_manyTo1batch_gpu!(a::CuArray, b::CuArray, resultStorage::CuArray)
    _, _, _, p = size(resultStorage)
    index = threadIdx().x    # this example only requires linear indexing, so just use `x`
    stride = blockDim().x
    for i in index:stride:p
        view(resultStorage, :, :, :, i) .= view(a, :, :, i) .* b
    end
    return nothing
 end
 """ ELEMENT-wise multiply of each slice of 3D input matrix ,a, to all batch of another 4D matrix ,b, and 
    concatenate at the 4th dimension.
    Example
    julia>
    julia> a = rand(2,2,3)      # 3-batches
    julia> b = rand(2,2,4,3)    # 3-batches
    julia> r = GeneralUtils.matMul_3Dto4D_batchwise(a, b);
    julia> size(r)
    (2, 2, 4, 3)
 """
 function matMul_3Dto4D_batchwise(a::Array, b::Array; resultStorage::Union{Array, Nothing}=nothing)
    asize = [size(a)...]
    bsize = [size(b)...]
    if asize[end] != bsize[end]
        error("batch number of a and b must be equal")
    end
    if resultStorage === nothing
        resultStorage = zeros(bsize[1], bsize[2], bsize[3], asize[3])
    end
    for i in 1:asize[3]
        view(resultStorage, :, :, :, i) .= a[:, :, i] .* b[:, :, :, i]
    end
    return resultStorage
 end
 #TODO
 function matMul_4Dto4D_batchwise(a::Array, b::Array; 
                                            resultStorage::Union{Array, Nothing}=nothing)
    error("this function is under constrution")
    asize = [size(a)...]
    bsize = [size(b)...]
    if asize[end] != bsize[end]
        error("batch number of a and b must be equal")
    end
    if resultStorage === nothing
        resultStorage = zeros(bsize[1], bsize[2], bsize[3], asize[3])
    end
 end
 """ assign matrix b to matrix a according to matrix b's CartesianIndex
 """
 cartesianAssign!(a::CuArray, b::CuArray) = @cuda cartesianAssign!(a, b)
 function cartesianAssign!(a, b)
    for (i, v) in enumerate(b)
        a[CartesianIndices(b)[i].I...] = v
    end    
    return nothing
 end
 function sumAlongDim3(a::Array)
    totalDim = length(size(a))
    if totalDim == 3
        d1, d2, d3 = size(a)
        r = zeros(1, 1, d3)
        for i in 1:d3
            view(r, 1, 1, i) .= sum(a[:, :, i])
        end
    elseif totalDim == 4
        d1, d2, d3, d4 = size(a)
        r = zeros(1, 1, d3, d4)
        for j in 1:d4
            for i in 1:d3
                view(r, 1, 1, i, j) .= sum(a[:, :, i, j])
            end
        end
    else
        error("this condition is not define yet")
    end
    return r
 end
 end # module
@@ -1,911 +0,0 @@
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@@ -1,11 +0,0 @@
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 CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
 DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
@@ -1,81 +0,0 @@
 module GeneralUtils
 export noNegative!, randomWithProb, randomChoiceWithProb, findIndex, limitvalue
 include("interface.jl")
 using .interface
 #------------------------------------------------------------------------------------------------100
 """ version 0.0.2
    Todo:
        - [] 
    Change from version:
        - 
    All features
 """
 end # generalUtils
@@ -1,841 +0,0 @@
 module interface
 export noNegative!, randomWithProb, randomChoiceWithProb, findIndex, limitvalue, replaceMoreThan,
        replaceLessThan, cartesianAssign!, sumAlongDim3, matMul_3Dto3D_manyTo1batch,
        matMul_3Dto4D_batchwise
 using JSON3, DataStructures, Distributions, Flux, CUDA
 #------------------------------------------------------------------------------------------------100
 noNegative!(a::AbstractVector) = replace!(x -> x < 0 ? 0 : x, a)
 findNotZero(x::AbstractVector) = findall( (!iszero).(x) )
 replaceMoreThan(i, target) = i > target ? target : i
 replaceLessThan(i, target) =  i < target ? target : i
 precision(x::Array{<:Array}) = ( std(mean.(x)) / mean(mean.(x)) ) * 100
 precision(x::Array) = std(x) / mean(x) * 100
 replaceAt!(x::AbstractVector, ind::Number, value::Number) = x[ind] = value
 notZero(x::AbstractVector) = (!iszero).(x)
 Zero(x::AbstractVector) = iszero.(x)
 isNan(x::AbstractVector) = isnan.(x)
 isInf(x::Number) = abs(x) === Inf
 isInf(x::AbstractVector) = isinf.(x)
 isLess(x::AbstractVector, target::Number) = isless.(x, target)
 isMore(x::Number, target::Number) = x > target
 isMore(x::AbstractVector, target::Number) = isMore.(x, target)
 absolute(x::AbstractVector) = abs.(x)
 vecEleMul(x::AbstractVector, y::AbstractVector) = x .* y
 vecEleMul(x::Number, y::AbstractVector) = x .* y
 expDecay(initialValue::Number, decayFactor::Number, timePass::Number) = 
                                initialValue * (1 - decayFactor)^timePass
 mul!(x::AbstractVector, y::AbstractVector) = x .*= y
 mul(x::AbstractVector, y::AbstractVector) = x .* y
 ReLu(x::Number) = max(0, x)
 updateVector!(x::AbstractVector, target::Number) = x .= target 
 updateVector!(x::AbstractVector, target::AbstractArray) = x .= target 
 function selectAdd!(x::AbstractVector, ind::AbstractVector, value::AbstractVector)
    @. x = x + (ind * value)
 end
 """ findIndex(input::String, target::Char)
    Find target index inside a collection. 
    Return      1) Bool array of matched target 
                2) CartesianIndex of every matched target
 """
 function findIndex(input::String, target::Char)
    match_position = []
    for i in input
        if i == target
            append!(match_position, 1)
        else
            append!(match_position, 0)
        end
    end
    match_index = findall(isequal.(match_position, 1))
    return match_position, match_index
 end
 function findIndex(input::Array, target::Number)
    match_position = isequal.(input, target)
    match_index = findall(match_position)
    return match_position, match_index
 end
 # function findIndex(input::Array, target::Array)
 #     match_position = isone.(zeros(length(input)))
 #     for i in target
 #         match_position = match_position + isequal.(input, i)
 #     end
 #     match_position = replaceMoreThan.(match_position, 1)
 #     match_index = findall(isone.(match_position))   # Findall donot work with Int64 vector [1, 0, 0, 1]. 
 #                                                         # It only works with BitVector. isone() converts Int64 vector [1, 0, 0, 1] into 
 #                                                         # BitVector [1, 0, 0, 1]
 #     return match_position, match_index
 # end
 function findIndex(input::Array, target::Symbol)
    match_position = isequal.(input, target)
    match_index = findall(match_position)
    return match_position, match_index
 end
 function findIndex(collection::Array{String}, target::String)
    match_position = isequal.(collection, target)
    match_index = findall(match_position)
    return match_position, match_index
 end
 function findIndex(collection::Array{String}, target::Array{String})
    match_position = nothing
    match_index = nothing
    for i in target
      match_pos = isequal.(collection, i)
      match_ind = findall(match_pos)
      if match_position === nothing
        match_position = match_pos
      else
        match_position = hcat(match_position, match_pos)
      end
      if match_index === nothing
        match_index = match_ind
      else
        match_index = hcat(match_index, match_ind)
      end
    end
    return match_position, match_index
 end
 function findIndex(collection::OrderedDict, target::Symbol)
    collection_keys = keys(collection)
    collection_keys_array = [i for i in collection_keys]
    match_position = isequal.(collection_keys_array, target)
    match_index = findall(match_position)
    return match_position, match_index
 end
 function findMax(collection::AbstractVector)
    maxValue, maxIndex = findmax(collection)
    matchPosition = isequal.(collection, maxValue)
    return maxValue, maxIndex, matchPosition
 end
 """ read_textfile_by_index(folder_path::String, read_file_number::Integer=1)
    with multiple text file in a folder,
    this function read x_th text file in a folder (filename is sorted by OS)
    # Example
        utils.read_textfile_by_index(cleaned_data_path, 2)
    read 2nd txt file in a folder
 """
 function read_textfile_by_index(folder_path::String, read_file_number::Integer=1)
    if isdir(folder_path)
        filenumber = length(readdir(folder_path))
        if read_file_number > filenumber
            error("you specified read_file_number = $read_file_number which is out 
            of range, the cleaned data folder has only $filenumber files")
            return nothing, nothing, nothing
        else
            content = 0
            # open each file in the directory and read
            filename = readdir(folder_path, join=true, sort=false)[read_file_number]
            f = open(filename)
                content = readlines(f)
                # content = read(f)
            close(f)
        end
        return read_file_number, filename, content
    else
        error("ERROR no file or folder at $folder_path")
        return nothing, nothing, nothing
    end
 end
 #------------------------------------------------------------------------------------------------100
 """ Array_to_JSON3_str(data::AbstractArray)
    encode Array to JSON3 String
    # Example
        a = [1.23 4.7889; 9987.1 -123.07; -0.0027 -6.75]
        json3_str = Array_to_JSON3_str(a)
        json3_str = {"Array":[1.23,9987.1,-0.0027,4.7889,-123.07,-6.75],"size":[3,2]}
 """
 function Array_to_JSON3_str(data::AbstractArray)
    d = Dict("Array"=> data, "size"=>size(data))
    json3_str = JSON3.write(d)
    return json3_str
 end
 #------------------------------------------------------------------------------------------------100
 """ JSON3_str_to_Array(json3_str::String)
    decode JSON3 String to Array
    # Example
        json3_str = {"Array":[1.23,9987.1,-0.0027,4.7889,-123.07,-6.75],"size":[3,2]}
        a = JSON3_str_to_Array(json3_str)
        a = [1.23 4.7889; 9987.1 -123.07; -0.0027 -6.75]
 """
 function JSON3_str_to_Array(json3_str::String)
    d = JSON3.read(json3_str)
    array = reshape(Array(d.Array), (d.size[1], d.size[2]))
    return array
 end
 #------------------------------------------------------------------------------------------------100
 """ Convert JSON3.read object to OrderedDict
    # Example
        dict = dictionary(["a"=>4, "b"=>6])
        OrDict = OrderedDict(dict)
        jsonString = JSON3.write(OrDict)    # use jsonString to exchange. One can save it to file or send it thru pub/sub
        jsonObject = JSON3.read(jsonString)
        OrDict2 = JSON3read_to_OrDict(jsonObject)   # example here
        Adict2 = dictionary(OrDict2)
    Andyferris's github https://github.com/andyferris/Dictionaries.jl
 """
 function JSON3read_to_OrDict(x)
    dict = OrderedDict()
    for (k, v) in x
        k = string(k)
        dict[k] = v
    end
    return dict
 end
 #------------------------------------------------------------------------------------------------100
 """
    print time of cpu executtion at the line inwhich this macro is used
 """
 macro timeline(expr)
    quote
        print("line ", $(__source__.line), ": ")
        @time $(esc(expr))
    end
 end
 batchindex(batch_counter::Number, batch_size::Number; offset=0) = 
            (offset + (batch_counter-1) * batch_size + 1) : offset + (batch_counter * batch_size)
 function flip_true_false(x::Bool)
    if x == true
        x = false
    elseif x == false
        x = true
    else
        error("undefined condition line $(@__LINE__)")
    end
    return x
 end
 function flip_true_false(x::Int)
    if x == 1
        x = 0
    elseif x == 0
        x = 1
    else
        throw("not define input of type $(typeof(x)) yet")
    end
    return x
 end
 """
    Return drawed index
    # Example
        drawed_index = randomWithProb([0.5, 0.2, 0.3])
 """
 randomWithProb(probability::AbstractVector) = rand(Distributions.Categorical(probability)) # return drawed index
 """ 
    Draw from choices according to its probability.
    Probability range is 0.0 to 1.0 and all probability must summed up to 1
    (may get probability from NNlib's softmax function)
    # Example
    draw = draw_choices([true, false, nothing], [0.5, 0.2, 0.3])
 """
 function randomChoiceWithProb(choices::Array, probability::Array)
    if length(choices) != length(probability)
        error("random is not possible, choices array length != probability array length")
    elseif  sum(probability) != 1.0
        error("probability does not sum to 1.0")
    end
    return choices[randomWithProb(probability)]
 end
 function randomChoiceOnTarget(target::Number, targetMatch::Number, choices::AbstractVector, 
                            probability::AbstractVector)
    if length(choices) != length(probability)
        throw("random is not possible, choices array length != probability array length")
    end
    return target == targetMatch ? randomChoiceWithProb(choices, probability) : target
    # dist = Distributions.Categorical(probability)
    # draw_result = choices[rand(dist)]
 end
 function randomChoiceOnTarget(target::AbstractVector, choiceList::AbstractVector, 
                        probability::AbstractVector)
    return randomChoiceOnTarget.(target, 1, (choiceList,), (probability,))
 end 
 function linearly_weighted_avg(a::Array)
    total = 0.0
    for (i, v) in enumerate(a)
        total = total + (i * v)
    end
    return total / sum(a)
 end
 """ Convert String that is holded inside a variable to Symbol
 # Example
 x = "hello"     # x is a variable holding String "hello" \n
 y = variable_to_symbol(x)   # y holds :hello
 """
 function variable_str_to_symbol(variable)
    semi = :($variable)
    symbol = Symbol(semi)
    return symbol
 end
 """ get useable type of specified fieldname inside a composite struct
    # Example
    julia>  @Base.kwdef mutable struct some_struct       
                a::Union{Bool, Nothing} = nothing       
                b::Union{Float64, Nothing} = nothing    
                c::Union{Int64, AbstractFloat} = 3.5      
                d::Union{String, Nothing} = nothing     
            end                                         
    julia> a = some_struct()
    julia> fieldname_useable_type(some_struct, :c) =result=> [Int64, Float64]
 """
 function fieldname_useable_type(somestruct, fieldname::Symbol;
                test_types=[2.0, 2, true, :h, "str", 'c', missing, nothing])::Vector{DataType}
    new_instance = somestruct()
    useable_type = []
    for i in test_types
        try
            new_instance.:($fieldname) = i
            type = typeof(new_instance.:($fieldname))
            if type ∉ useable_type
                push!(useable_type, type)
            end
        catch
        end
    end
    return useable_type
 end
 function randomNoRepeat(drawOptions::Array, draw_number::Integer; 
                            exclude_list::Union{AbstractArray,Nothing}=nothing)
    draw_option = copy(drawOptions)
    draw_option = isnothing(exclude_list) ? draw_option : 
                                            filter!(x -> x ∉ exclude_list, draw_option)
    shuffle!(draw_option)
    drawed_items = []
    while length(drawed_items) < draw_number
        push!(drawed_items, pop!(draw_option))
    end
    return drawed_items
 end
 """ using cron to schedule backup job  by 
    1.  sudo nano /etc/crontab     <<< this is a system-wide cron file
    2.  to execute julia file @ 2.00am everyday add the following line at the buttom of the file      
            0 2 * * * root julia-1.7 /home/syncthing_backup_script.jl 
    Requirements    using Dates
 """
 function folderBackup(sourceFolderAbsolutePath::String,   # absolute path to folder to be backuped 
                    backupFolderAbsolutePath::String;  # absolute path to folder used to store backup file
                    totalBackupFiles::Integer=7,  # total backup file, the oldest will be deleted
                    containerName::Union{Array{String}, Nothing}=nothing)  # container using source_folder  
    sep = (Sys.iswindows() ? "\\" : '/')
    if sourceFolderAbsolutePath[end] == sep
        sourceFolderAbsolutePath = sourceFolderAbsolutePath[1:end-1]
    end
    if backupFolderAbsolutePath[end] != sl
        backupFolderAbsolutePath = backupFolderAbsolutePath * sep
    end
    if isdir(backupFolderAbsolutePath)
    else
        mkpath(backupFolderAbsolutePath)
    end
    # stop running docker container service
    if containerName !== nothing
        println("stop running services")
        for i in containerName
            try run(`docker stop $i`)  catch; end
            sleep(10)   # wait for services to stop
        end
    end
    # do backup
    println("doing backup now")
    timestamp = string(Dates.now())
    name = split(sourceFolderAbsolutePath, sep)[end] * "--"
    filename = name * timestamp * ".zip"       # resulting compressed filename
    run(`chmod -R a+rwx $sourceFolderAbsolutePath`)
    # zip -r [destination+filename] [source folder to be zipped]
    run(`zip -r $(backupFolderAbsolutePath * filename) $sourceFolderAbsolutePath`)
    # check if total backup file is more than user specified, if yes, delete the oldest backup
    backupFiles = readdir(backupFolderAbsolutePath)
    while length(backupFiles) > totalBackupFiles
        run(`rm $(backupFolderAbsolutePath * backupFiles[1])`)
        backupFiles = readdir(backupFolderAbsolutePath)
    end
    # start docker services
    if containerName !== nothing
        println("start services")
        for i in containerName
            try run(`docker start $i`)  catch; end
            sleep(10)   # wait for services to stop
        end
    end
 end
 function lowerclip!(data::AbstractVector, lowerbound::Number)
    replace!(x -> x < lowerbound ? lowerbound : x, data)
 end
 function upperclip!(data::AbstractVector, upperbound::Number)
    replace!(x -> x > upperbound ? upperbound : x, data)
 end
 function normalise(x::AbstractArray, mu, std)
    ϵ = oftype(x[1], 1e-5)
    μ = mu
      #   σ = std(x, dims=dims, mean=μ, corrected=false) # use this when Zygote#478 gets merged
    σ = std
    return (x .- μ) ./ (σ .+ ϵ)
 end
 function minMaxScaler(x::AbstractVector)
    min = findmin(x)[1]
    max = findmax(x)[1]
    scaler(a::Number, min::Number, max::Number) = (a-min) / (max-min)
    return scaler.(x, min, max)
 end
 """ a = [-1e200, -1e-200, 1e200, 1e-200] \n
    result = vtclamp.(a, 1e-6, 1e6, -1e6, -1e-6)
 """
 function customclamp(x::Number, poslo::Number, poshi::Number, 
                    neglo::Number, neghi::Number)
    signx = sign(x)
    if signx == -1
        if neghi < x < 0
            return neghi
        elseif x < neglo
            return neglo
        else
            return x
        end
    elseif signx == +1
        if poshi < x
            return poshi
        elseif 0 < x < poslo
            return poslo
        else
            return x
        end
    end
 end
 function unitVec(x::AbstractVector)
    y = √(sum(x.^2))
    return x./y
 end
 function replaceAt!(x::AbstractVector, ind::AbstractVector, value::Number)
    for i in ind
        x[i] = value
    end
 end
 function signbitVec(x::AbstractVector)
    sign = signbit.(x) * 1
    signVec = replace(s -> s == 0 ? -1 : s, sign)
    return signVec
 end
 function deleteall!(x::AbstractVector)
    for i in 1:length(x)
        deleteat!(x, 1)
    end
 end
 """ Select specific range of vectors in a dict, return a new dict
 # Example
 dict = Dict(:a => [1:5...],
            :b => [6:10...])
 call -> selectRange(dict, 1:3)
 return -> Dict{Any, Any} with 2 entries:
            :a => [1, 2, 3]
            :b => [6, 7, 8]
 """
 function selectRange(d::Dict{Symbol, <:AbstractVector}, range)
    newDict = Dict{Symbol, AbstractVector}()
    for (k, v) in d
        newDict[k] = v[range]
    end
    return newDict
 end
 """ Assign value to a given Dict by array of keys
    # Example 
    d = Dict(
        :a1=> Dict(:c=> 5),
        :a2=> Dict(
            :k=> 10,
            :b=> Dict(
                :s=> "target",
            )
        )
    )
    index = [:a2, :b, :s] \n
    assignDict!(d, [:a2, :b, :s], "wow")
    return 1 if no target key in a given dict.
 """
 function assignDict!(dict::Dict, accessArray::Array{Symbol}, valueToAssign)
    wd = nothing
    for i in accessArray
        println(i)
        if i != accessArray[end]
            if wd === nothing && haskey(dict, i)
                wd = Ref(dict[i])
            elseif wd.x !== nothing && haskey(wd.x, i)
                wd = Ref(wd.x[i])
            else
                return 1    # error, no target key in a given dict.
            end
        else
            wd.x[i] = valueToAssign
            return 0
        end
    end
 end
 """ convert hour(0-23), minute(0-59) into julia time object
 # Example
    time
 """
 function iTime(h::Integer, m::Integer)
    if h == 0
        h = 12
        ampm = "am"
    elseif 1 <= h <= 11
        ampm = "am"
    elseif h == 12
        ampm = "pm"
    elseif 13 <= h <= 23
        h = h - 12
        ampm = "pm"
    else
        error("hour out of range")
    end
    m = m < 10 ? "0$m" : m
    t = "$h:$m$ampm"
    return Time(t, "HH:MMp")
 end
 """ replace a number according to the limit 
    if value is lower than lowerbound return lowerbound replacement value
    if value is more than upperbound return upperbound replacement value
    # Example
    limitvalue(4, (-5 => 0), (5 => 5))
 """
 function limitvalue(v::Number, lowerbound::Pair, upperbound::Pair)
    lwLimit, lwReplace = lowerbound
    upLimit, upReplace = upperbound
    if v < lwLimit
        v = lwReplace
    elseif v > upLimit
        v = upReplace
    else
    end
    return v
 end
 """ assign matrix b to matrix a according to matrix b's CartesianIndex
 """
 cartesianAssign!(a::CuArray, b::CuArray) = @cuda cartesianAssign!(a, b)
 function cartesianAssign!(a, b)
    for (i, v) in enumerate(b)
        a[CartesianIndices(b)[i].I...] = v
    end    
    return nothing
 end
 function sumAlongDim3(a::Array)
    totalDim = length(size(a))
    if totalDim == 3
        d1, d2, d3 = size(a)
        r = zeros(1, 1, d3)
        for i in 1:d3
            view(r, 1, 1, i) .= sum(a[:, :, i])
        end
    elseif totalDim == 4
        d1, d2, d3, d4 = size(a)
        r = zeros(1, 1, d3, d4)
        for j in 1:d4
            for i in 1:d3
                view(r, 1, 1, i, j) .= sum(a[:, :, i, j])
            end
        end
    else
        error("this condition is not define yet")
    end
    return r
 end
 """ ELEMENT-wise multiply of each slice of 3D input matrix ,a, to all slice of 3D another matrix ,b, and 
    concatenate at the 4th dimension. 
    Example
    julia> input = rand(32, 32, 128)    # batch at 3rd dim   
    julia> weight = rand(32, 32, 1024)
    julia> r = matMul_3Dto3D_manyTo1batch(input, weight);
    julia> size(r)
    (32, 32, 1024, 128)
 """
 function matMul_3Dto3D_manyTo1batch(a::Array, b::Array; resultStorage::Union{Array, Nothing}=nothing)
    asize = [size(a)...]
    bsize = [size(b)...]
    if resultStorage === nothing
        resultStorage = similar(a, eltype(b), bsize[1], bsize[2], bsize[3], asize[3])
    end
    c = [slice .* b for slice in eachslice(a, dims=3)]
    resultStorage .= cat(c..., dims=4)
    return resultStorage
 end
 # function matMul_3Dto3D_manyTo1batch(a::CuArray, b::CuArray; # XXX working code
 #                         resultStorage::Union{CuArray, Nothing}=nothing, threads=256)
 #     asize = [size(a)...]
 #     bsize = [size(b)...]
 #     if resultStorage === nothing
 #         resultStorage = similar(a, eltype(b), bsize[1], bsize[2], bsize[3], asize[3]) |> gpu
 #     end
 #     CUDA.@sync begin
 #         @cuda threads=threads matMul_3Dto3D_manyTo1batch_gpu!(a, b, resultStorage)
 #     end
 #     return resultStorage
 # end
 # function matMul_3Dto3D_manyTo1batch_gpu!(a, b, resultStorage)   # XXX working code
 #     _, _, _, p = size(resultStorage)
 #     index = threadIdx().x    # this example only requires linear indexing, so just use `x`
 #     stride = blockDim().x
 #     for i in index:stride:p
 #         view(resultStorage, :, :, :, i) .= view(a, :, :, i) .* b
 #     end
 #     return nothing
 # end
 """ GPU kernel
 """
 function matMul_3Dto3D_manyTo1batch_gpu!(a, b, resultStorage)
    _, _, batch = size(a)   # This kernel use 1 thread per batch 
    i = (blockIdx().x - 1) * blockDim().x + threadIdx().x
    if i <= batch   # guard against unused threads to accessing memory out of bound
        # @cuprintln("thread $i")
        view(resultStorage, :, :, :, i) .= view(a, :, :, i) .* b
    end
    return nothing
 end
 """ GPU version of batchMatEleMul
    Example
    julia> using Flux, CUDA
    julia> device = Flux.CUDA.functional() ? gpu : cpu
    julia> if device == gpu    CUDA.device!(0) end 
    julia> input = rand(32, 32, 128)    |> gpu;      # 128-batches
    julia> weight = rand(32, 32, 1024)  |> gpu;      # 1-batch
    julia> r = matMul_3Dto3D_manyTo1batch(input, weight);
    julia> size(r)
    (32, 32, 1024, 128)
 """
 function matMul_3Dto3D_manyTo1batch(a::CuArray, b::CuArray; 
                        resultStorage::Union{CuArray, Nothing}=nothing)
    asize = [size(a)...]
    bsize = [size(b)...]
    if resultStorage === nothing
        resultStorage = similar(a, eltype(b), bsize[1], bsize[2], bsize[3], asize[3]) |> gpu
    end
    kernel = @cuda launch=false matMul_3Dto3D_manyTo1batch_gpu!(a, b, resultStorage)
    config = launch_configuration(kernel.fun)
    # threads to be launched. Since one can't launch exact thread number the kernel needs, 
    # one just launch threads more than this kernel needs then use a guard inside the kernel
    # to prevent unused threads to access memory. 
    threads = min(1024, config.threads)    # most NVIDIA gpu has 1024 threads per block
    blocks = cld(asize[3], threads)     # This kernel use 1 thread per batch 
    CUDA.@sync begin
        kernel(a, b, resultStorage; threads, blocks)
    end
    return resultStorage
 end
 """ ELEMENT-wise multiply of each slice of 3D input matrix ,a, to all batch of another 4D matrix ,b, and 
    concatenate at the 4th dimension.
    Example
    julia>
    julia> a = rand(2,2,3)      # 3-batches
    julia> b = rand(2,2,4,3)    # 3-batches
    julia> r = GeneralUtils.matMul_3Dto4D_batchwise(a, b);
    julia> size(r)
    (2, 2, 4, 3)
 """
 function matMul_3Dto4D_batchwise(a::Array, b::Array; resultStorage::Union{Array, Nothing}=nothing)
    asize = [size(a)...]
    bsize = [size(b)...]
    if asize[end] != bsize[end]
        error("batch number of a and b must be equal")
    end
    if resultStorage === nothing
        resultStorage = zeros(bsize[1], bsize[2], bsize[3], asize[3])
    end
    for i in 1:asize[3]
        view(resultStorage, :, :, :, i) .= a[:, :, i] .* b[:, :, :, i]
    end
    return resultStorage
 end
 end # module
@@ -1,911 +0,0 @@
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@@ -1,12 +0,0 @@
 name = "GeneralUtils"
 uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
 authors = ["tonaerospace <tonaerospace.etc@gmail.com>"]
 version = "0.1.0"
 [deps]
 CUDA = "052768ef-5323-5732-b1bb-66c8b64840ba"
 DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
 Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
 Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
 JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"
 Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c"
@@ -1,81 +0,0 @@
 module GeneralUtils
 export noNegative!, randomWithProb, randomChoiceWithProb, findIndex, limitvalue
 include("interface.jl")
 using .interface
 #------------------------------------------------------------------------------------------------100
 """ version 0.0.3
    Todo:
        - [*1] cartesianAssign for different matrix dimension
    Change from version: 0.0.2
        - 
    All features
 """
 end # generalUtils
@@ -2,7 +2,7 @@ module GeneralUtils
 export  # struct
-        mqttClientInstance,
+        # mqttClientInstance,
        # function
        noNegative!, randomWithProb, randomChoiceWithProb, findIndex, limitvalue 
@@ -24,16 +24,7 @@ using .interface
 #------------------------------------------------------------------------------------------------100
 """ version 0.0.4
    Todo:
        - [*1] cartesianAssign for different matrix dimension
    Change from version: 0.0.3
        - 
    All features
 """
@@ -2,13 +2,45 @@ module dbUtil
 export dictToPostgresKeyValueString, generateInsertSQL, generateUpdateSQL
-using JSON3, DataStructures, Distributions, Random, Dates, UUIDs, MQTTClient, DataFrames,
+using JSON, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames,
      SHA
 using ..util
-
+#[PENDING] update code to use JSON
 # ---------------------------------------------- 100 --------------------------------------------- #
 """
 dictToPostgresKeyValueString - Convert dictionary to PostgreSQL key-value string format
 This function takes a dictionary and converts it into a PostgreSQL-compatible key-value string
 format suitable for storage in a TEXT field. The output format uses curly braces with comma-separated
 key-value pairs, where string values are quoted.
 # Function Workflow:
 1. Iterates through dictionary key-value pairs
 2. Handles nested dictionaries by recursively converting them
 3. Wraps string values in double quotes
 4. Formats numeric and other values without quotes
 5. Returns a PostgreSQL-compatible key-value string enclosed in curly braces
 # Arguments:
  - `dict::Dict` - Dictionary containing key-value pairs to convert
 # Return:
  - A String in PostgreSQL key-value format: "{key1: value1, key2: \"value2\", ...}"
 # Example
 ```jldoctest
 julia> data = Dict{String, Any}(
           "name" => "John",
           "age" => 30,
           "city" => "New York"
       );
 julia> dictToPostgresKeyValueString(data)
 "{\"name\": \"John\", \"age\": 30, \"city\": \"New York\"}"
 ```
 """
 function dictToPostgresKeyValueString(dict)
  parts = []
  for (k, v) in dict
@@ -26,61 +58,71 @@ end
-""" Get characters between specified characters.
+""" generateInsertSQL - Generate SQL INSERT statement from dictionary data
-# Arguments
+This function constructs a SQL INSERT statement by extracting values for specified columns
-  - `text::T`
+from a dictionary and formatting them into a valid PostgreSQL INSERT query.
-    a text being searched
+
-  - `startChar::Char`
+# Function Workflow:
-    start character
+1. Iterates through the dictionary key-value pairs
-  - `endChar::Char`
+2. Filters keys to only include those present in `columnToInsert`
-    end character
+3. Collects column names and their corresponding values
-# Keyword Arguments
+4. Constructs the final SQL INSERT statement
-  - `endCharLocation::String`
+
-    end character position after startChar. Can be "next" or "end". "next" means the closed 
+# Arguments:
-    endChar just after startChar. "end" means the furthest endChar. 
+  - `table_name::String` - Name of the database table to insert into
-  - `includeChar::Bool` 
+  - `columnToInsert::Vector{Symbol}` - List of column names to include in the INSERT statement
-    whether to include the startChar and endChar. Default is true
+  - `data::Dict{Symbol, Any}` - Dictionary containing column-value pairs for the insert
-# Return
+
-  the characters between specified characters.
+# Return:
  - A String containing the SQL INSERT statement
 # Example
 ```jldoctest
-julia> using Revise
+julia> using UUIDs
 julia> using GeneralUtils
 julia> insert_data = Dict(
      :grape => "NA",
      :acidity => "0",
      :tannin => "0",
      :country => "NA",
      :description => "NA",
      :region => "NA",
      :winery => "ccc",
      :intensity => "0",
      :sweetness => "0",
      :tasting_notes => "NA",
      :wine_name => "new_wine",
      :wine_id => "9e1deb6a-d57f-4d2c-abbe-da813f4e91ad",
      :wine_type => "NA",
      :other_attributes => "{\"attribute3\":{\"attribute5\":666,\"attribute4\":\"text\"},\"attribute1\":\"hello world\",\"attribute2\":555}",
      :fizziness => "0",
      :serving_temperature => "0",
      :additional_search_term => "{NA1,NA2}")
 ```
 # TODO
  - [] update docs
-# Signature
+# Insert a single record with specific columns
 table_name = "wine"
 columnToInsert = [:acidity, :tannin, :country, :region, :winery]
 data = Dict{Symbol, Any}(
    :grape => "Cabernet Sauvignon",
    :acidity => "medium",                 # using descriptive scale (low/medium/full)
    :tannin => "medium-plus",             # common wine descriptor
    :country => "France",
    :description => "A rich and structured red wine with notes of blackcurrant, cedar, and subtle oak.",
    :region => "Bordeaux",
    :winery => "Château Margaux",
    :intensity => "medium",               # intensity is usually low/medium/full
    :sweetness => "dry",                  # dry/medium-dry/medium/medium-sweet/sweet
    :tasting_notes => "Blackberry, graphite, tobacco, vanilla, and subtle earth.",
    :wine_name => "Château Margaux Grand Cru",
    :wine_id => "8f3c7a2e-1b4d-4a9f-9c2e-4a8b3d6e5f7a",  # UUID-like (valid hex)
    :wine_type => "Red",
    :other_attributes => Dict{String, Any}(
        "vintage" => 2018,
        "alcohol_percent" => 13.5,
        "ph" => 3.6,
        " aging_years" => 24,              # years in barrel
        " producer_code" => "CM-GRAND"
    ),
    :fizziness => "still",
    :serving_temperature => "16–18°C",
    :additional_search_term => ["Cabernet", "Bordeaux red", "premium wine", "CabSav"]
 )
 julia> generateInsertSQL(table_name, columnToInsert, data)
 "INSERT INTO wine (acidity, tannin, country, region, winery) VALUES ('medium', 'medium-plus', 'France', 'Bordeaux', 'Château Margaux');"
 ```
 """
-function generateInsertSQL(table_name::String, columnToInsert::Vector{Symbol}, 
+function generateInsertSQL(table_name::String, columnToInsert::Vector{Symbol}, data::Dict{Symbol, Any})
  insert_data::Dict{Symbol, Any})
  columns = String[]
  values = String[]
-  for (key, value) in insert_data
+  for (key, value) in data
    if key ∈ columnToInsert
      push!(columns, string(key))
-      push!(values, "'$value'") #[] number should not wrapped in ''
+      value_str = isa(value, AbstractString) ? "'$value'" : "$value"
      push!(values, value_str)
    end
  end
@@ -89,113 +131,101 @@ function generateInsertSQL(table_name::String, columnToInsert::Vector{Symbol},
  return "INSERT INTO $table_name ($columns_str) VALUES ($values_str);"
 end
 # function generateInsertSQL(table_name::String, insert_data::Dict{Symbol, Any})
 #   columns = String[]
 #   values = String[]
 #   for (key, value) in insert_data
 #       push!(columns, string(key))
 #       if key == :other_attributes
 #           push!(values, "'$value'")
 #       else
 #           push!(values, "'$value'")
 #       end
 #   end
 #   columns_str = join(columns, ", ")
 #   values_str = join(values, ", ")
 #   return "INSERT INTO $table_name ($columns_str) VALUES ($values_str);"
 # end
-  
+function generateInsertSQL(table_name::String, data::AbstractDict{String, Any})
  columns = String[]
  values = String[]
-
+  for (key, value) in data
-
+    push!(columns, string(key))
-"""
+    value_str = isa(value, AbstractString) ? "'$value'" : "$value"
-example:
+    push!(values, value_str)
 insert_data = Dict(
    :grape => "NA",
    :acidity => "0",
    :tannin => "0",
    :country => "NA",
    :description => "NA",
    :region => "NA",
    :winery => "ccc",
    :intensity => "0",
    :sweetness => "0",
    :tasting_notes => "NA",
    :wine_name => "new_wine",
    :wine_id => "9e1deb6a-d57f-4d2c-abbe-da813f4e91ad",
    :wine_type => "NA",
    :other_attributes => "{\"attribute3\":{\"attribute5\":666,\"attribute4\":\"text\"},\"attribute1\":\"hello world\",\"attribute2\":555}",
    :fizziness => "0",
    :serving_temperature => "0",
    :additional_search_term => "{NA1,NA2}")
 id_keys is the primary key columns
 """
 # function generateUpdateSQL(table_name::String, update_data::Dict{Symbol, Any}, id_keys::Vector{Symbol})
 #   set_clauses = String[]
 #   where_clauses = String[]
 #   for (key, value) in update_data
 #       if key in id_keys
 #           push!(where_clauses, "$key = '$value'")
 #       else
 #           if key == :other_attributes
 #               push!(set_clauses, "$key = '$value'")
 #           else
 #               push!(set_clauses, "$key = '$value'")
 #           end
 #       end
 #   end
 #   set_clause = join(set_clauses, ", ")
 #   where_clause = join(where_clauses, " AND ")
 #   return "UPDATE $table_name SET $set_clause WHERE $where_clause;"
 # end
 function generateUpdateSQL(table_name::String, columnToUpdate::Vector{Symbol}, 
  updatedata::Dict{Symbol, Any}, id_keys::Vector{Symbol})
  set_clauses = String[]
  where_clauses = String[]
  for (key, value) in updatedata
      if key in id_keys
          push!(where_clauses, "$key = '$value'")
      else
        if key ∈ columnToUpdate # update only specified columns
          push!(set_clauses, "$key = '$value'")
        end
      end
  end
-  set_clause = join(set_clauses, ", ")
+  columns_str = join(columns, ", ")
-  where_clause = join(where_clauses, " AND ")
+  values_str = join(values, ", ")
-  
+    
-  return "UPDATE $table_name SET $set_clause WHERE $where_clause;"
+    return "INSERT INTO $table_name ($columns_str) VALUES ($values_str);"
 end
 # ---------------------------------------------- 100 --------------------------------------------- #
 """ generateUpdateSQL - Generate SQL UPDATE statement from dictionary data
 This function constructs a SQL UPDATE statement by updating multiple columns
 based on a primary key condition.
 # Arguments:
  - `table_name::String` - Name of the database table to update
  - `pk_column::Symbol` - The primary key column name
  - `pk_value` - The primary key value (used in WHERE clause)
  - `data::Dict{Symbol, Any}` - Dictionary containing column-value pairs to update
 # Return:
  - A String containing the SQL UPDATE statement
 # Example
 ```jldoctest
 julia> using UUIDs
 # Update multiple columns using a dictionary
 table_name = "wine"
 pk_column = :wine_id
 pk_value = "8f3c7a2e-1b4d-4a9f-9c2e-4a8b3d6e5f7a"
 data = Dict{Symbol, Any}(
    :acidity => "full",
    :tannin => "medium",
    :country => "Italy"
 )
 julia> generateUpdateSQL(table_name, pk_column, pk_value, data)
 "UPDATE wine SET acidity = 'full', tannin = 'medium', country = 'Italy' WHERE wine_id = '8f3c7a2e-1b4d-4a9f-9c2e-4a8b3d6e5f7a';"
 ```
 """
 function generateUpdateSQL(table_name::String, pk_column::String, pk_value, 
                          data::AbstractDict{String, Any})
    # Build SET clause
    set_parts = String[]
    for (key, value) in data
        if key ∉ [pk_column]
          value_str = isa(value, AbstractString) ? "'$value'" : "$value"
          push!(set_parts, "$(string(key)) = $value_str")
        end
    end
    set_clause = join(set_parts, ", ")
    # Handle primary key value
    pk_val_str = isa(pk_value, AbstractString) ? "'$pk_value'" : "$pk_value"
    return "UPDATE $table_name SET $set_clause WHERE $pk_column = $pk_val_str;"
 end
-
+function generateUpdateSQL(table_name::String, pk_dict::AbstractDict{String, Any}, 
-
+                          data::AbstractDict{String, Any})
-
+    # Build SET clause
-
+    set_parts = String[]
-
+    for (key, value) in data
-
+        if key ∉ keys(pk_dict)
-
+            value_str = isa(value, AbstractString) ? "'$value'" : "$value"
            push!(set_parts, "$(string(key)) = $value_str")
        end
    end
    set_clause = join(set_parts, ", ")
    # Build WHERE clause for composite keys
    where_parts = String[]
    for (col, val) in pk_dict
        val_str = isa(val, AbstractString) ? "'$val'" : "$val"
        push!(where_parts, "$(string(col)) = $val_str")
    end
    where_clause = join(where_parts, " AND ")
    return "UPDATE $table_name SET $set_clause WHERE $where_clause;"
 end
 end   # module
@@ -1,12 +1,13 @@
 module llmUtil
-export formatLLMtext, formatLLMtext_llama3instruct, jsoncorrection
+export formatLLMtext, formatLLMtext_llama3instruct, jsoncorrection, deFormatLLMtext, extractthink,
        checkAgentResponse_JSON, clean_json_response
-using UUIDs, JSON3, Dates
+using UUIDs, JSON, Dates
 using GeneralUtils
 # ---------------------------------------------- 100 --------------------------------------------- #
-
+#[PENDING] update code to use JSON
 """ Convert a single chat dictionary into LLM model instruct format.
@@ -42,7 +43,8 @@ julia> formattedtext = YiemAgent.formatLLMtext_llama3instruct(d[:name], d[:text]
 Signature
 """
-function formatLLMtext_llama3instruct(name::T, text::T) where {T<:AbstractString}
+function formatLLMtext_llama3instruct(name::T, text::T;
  assistantStarter::Bool=false) where {T<:AbstractString}
  formattedtext = 
  if name == "system"
    """
@@ -58,38 +60,133 @@ function formatLLMtext_llama3instruct(name::T, text::T) where {T<:AbstractString
    """
  end
  if assistantStarter
    formattedtext *=
      """
      <|start_header_id|>assistant<|end_header_id|>
      """
  end
  return formattedtext
 end
 # function formatLLMtext_llama3instruct(name::T, text::T) where {T<:AbstractString}
 #   formattedtext = 
 #   if name == "system"
 #     """
 #     <|begin_of_text|>
 #     <|start_header_id|>$name<|end_header_id|>
 #     $text
 #     <|eot_id|>
 #     """
 #   else
 #     """
 #     <|start_header_id|>$name<|end_header_id|>
 #     $text
 #     <|eot_id|>
 #     """
 #   end
-#   return formattedtext
+
-# end
+function formatLLMtext_qwen(name::T, text::T;
  assistantStarter::Bool=false) where {T<:AbstractString}
  formattedtext = 
  if name == "system"
    """
    <|im_start|>$name
    $text
    <|im_end|>
    """
  else
    """
    <|im_start|>$name
    $text
    <|im_end|>
    """
  end
  if assistantStarter
    formattedtext *=
      """
      <|im_start|>assistant
      """
  end
  return formattedtext
 end
 function formatLLMtext_qwen3(name::T, text::T;
  assistantStarter::Bool=false) where {T<:AbstractString}
  formattedtext = 
  if name == "system"
    """
    <|im_start|>$name
    $text
    <|im_end|>
    """
  else
    """
    <|im_start|>$name
    $text
    <|im_end|>
    """
  end
  if assistantStarter
    formattedtext *=
      """
      <|im_start|>assistant
      """
  end
  return formattedtext
 end
 function formatLLMtext_phi4(name::T, text::T;
  assistantStarter::Bool=false) where {T<:AbstractString}
  formattedtext = 
  if name == "system"
    """
    <|system|>
    $text
    <|end|>
    """
  else
    """
    <|assistant|>
    $text
    <|end|>
    """
  end
  if assistantStarter
    formattedtext *=
      """
      <|assistant|>
      """
  end
  return formattedtext
 end
 function formatLLMtext_granite3(name::T, text::T;
  assistantStarter::Bool=false) where {T<:AbstractString}
  formattedtext = 
  if name == "system"
    """
    <|start_of_role|>system<|end_of_role|>{$text}<|end_of_text|>
    """
  else
    """
    <|start_of_role|>$name<|end_of_role|>{$text}<|end_of_text|>
    """
  end
  if assistantStarter
    formattedtext *=
      """
      <|start_of_role|>assistant<|end_of_role|>{
      """
  end
  return formattedtext
 end
-""" Convert a chat messages in vector of dictionary into LLM model instruct format.
+""" Convert a vector of chat message dictionaries into LLM model instruct format.
 # Arguments
  - `messages::Vector{Dict{Symbol, T}}`
-    message owner name e.f. "system", "user" or "assistant"
+    A vector of dictionaries where each dictionary contains the keys `:name` (the name of the message owner) and `:text` (the text of the message).
  - `formatname::T`
-    format name to be used
+    The name of the format to be used for converting the chat messages.
 # Return
  - `formattedtext::String`
    text formatted to model format
@@ -106,34 +203,137 @@ julia> chatmessage = [
 julia> formattedtext = YiemAgent.formatLLMtext(chatmessage, "llama3instruct")
 "<|begin_of_text|>\n  <|start_header_id|>system<|end_header_id|>\n  You are a helpful, respectful and honest assistant.\n  <|eot_id|>\n  <|start_header_id|>user<|end_header_id|>\n  list me all planets in our solar system.\n  <|eot_id|>\n  <|start_header_id|>assistant<|end_header_id|>\n  I'm sorry. I don't know. You tell me.\n  <|eot_id|>\n"
 ```
 # Signature
 """
-function formatLLMtext(messages::Vector{Dict{Symbol, T}}; formatname::String="llama3instruct"
+function formatLLMtext(messages::Vector{Dict{Symbol, T}}, formatname::String
-  )::String where {T<:Any}
+  )::String where {T<:AbstractString}
-  f = if formatname == "llama3instruct"
+  f = 
-    formatLLMtext_llama3instruct
+    if formatname == "llama3instruct"
-  elseif formatname == "mistral"
+      formatLLMtext_llama3instruct
-    # not define yet
+    elseif formatname == "mistral"
-  elseif formatname == "phi3instruct"
+      # not define yet
-    formatLLMtext_phi3instruct
+    elseif formatname == "phi3instruct"
-  else
+      # not define yet
-    error("$formatname template not define yet")
+    elseif formatname == "qwen"
-  end
+      formatLLMtext_qwen
    elseif formatname == "qwen3"
      formatLLMtext_qwen3
    elseif formatname == "phi4"
      formatLLMtext_phi4
    elseif formatname == "granite3"
      formatLLMtext_granite3
    else
      error("$formatname template not define yet")
    end
  str = ""
-  for t in messages
+  for (i, t) in enumerate(messages)
-    str *= f(t[:name], t[:text])
+    if i < length(messages)
-  end
+      str *= f(t[:name], t[:text])
-
+    else
-  # add <|assistant|> so that the model don't generate it and I don't need to clean it up later
+      str *= f(t[:name], t[:text]; assistantStarter=true)
-  if formatname == "phi3instruct"
+    end
    str *= "<|assistant|>\n"
  end
  return str
 end
 """ Revert LLM-format response back into regular text.
 # Arguments
  - `text::String`
    The LLM formatted string to be converted.
 # Return
  - `normalText::String`
    The original plain text extracted from the given LLM-formatted string.
 # Example
 ```jldoctest
 julia> using Revise
 julia> using YiemAgent
 julia> response = "<|begin_of_text|>This is a sample system instruction.<|eot_id|>"
 julia> normalText = YiemAgent.deFormatLLMtext(response, "granite3")
 "This is a sample system instruction."
 ```
 """
 function deFormatLLMtext(text::String, formatname::String; includethink::Bool=false
  )::String
  f = 
    if formatname == "granite3"
      deFormatLLMtext_granite3
    elseif formatname == "qwen3"
      deFormatLLMtext_qwen3
    else
      error("$formatname template not define yet")
    end
  r = f(text)
  result = r === nothing ? text : r
  return result
 end
 """ Revert LLM-format response back into regular text for Granite 3 format.
 # Arguments
  - `text::String`
    The LLM formatted string to be converted.
 # Return
  - `normalText::Union{Nothing, String}`
    The original plain text extracted from the given LLM-formatted string.
    Returns nothing if the text is not in Granite 3 format.
 # Example
 ```jldoctest
 julia> using Revise
 julia> using YiemAgent
 julia> response = "{This is a sample LLM response.}"
 julia> normalText = YiemAgent.deFormatLLMtext(response, "granite3")
 "This is a sample LLM response."
 """
 function deFormatLLMtext_granite3(text::String)::Union{Nothing, String}
  # check if '{' and '}' are in the text because it's a special format for the LLM response
  if contains(text, "<|im_start|>assistant")
    # get the text between '{' and '}'
    text_between_braces = GeneralUtils.extractTextBetweenCharacter(text, '{', '}')[1]
    return text_between_braces
  elseif text[end] == '}'
    text = "{$text"
    text_between_braces = GeneralUtils.extractTextBetweenCharacter(text, '{', '}')[1]
  else
    return nothing
  end
 end
 function deFormatLLMtext_qwen3(text::String)::Union{Nothing, String}
  return text
 end
 # function deFormatLLMtext_qwen3(text::String; includethink::Bool=false)::Union{Nothing, String}
 #   think = nothing
 #   str = nothing
 #   if occursin("<think>", text)
 #     r = GeneralUtils.extractTextBetweenString(text, "<think>", "</think>")
 #     if r[:success]
 #       think = r[:text]
 #     end
 #     str = string(split(text, "</think>")[2])
 #   end
 #   if includethink == true && occursin("<think>", text)
 #     result = "ModelThought: $think $str"
 #     return result
 #   elseif includethink == false && occursin("<think>", text)
 #     result = str
 #     return result
 #   else
 #     return text
 #   end
 # end
 """ Attemp to correct LLM response's incorrect JSON response.
@@ -224,9 +424,130 @@ function jsoncorrection(config::T1, input::T2, correctJsonExample::T3;
 end
 function extractthink(text::String)
  think = nothing
  str = nothing
  if occursin("<think>", text)
    r = GeneralUtils.extractTextBetweenString(text, "<think>", "</think>")
    if r[:success]
      think = r[:text]
    end
    str = string(split(text, "</think>")[2])
  else
    str = text
  end
  return think, str
 end
 """ Validate that an agent's JSON response contains all required keys and no extra keys.
 The function checks if `responsedict` contains exactly the keys specified in `requiredKeys`
 with no duplicates and no missing keys. It is designed to validate structured agent responses
 against an expected schema.
 # Arguments
 - `responsedict::Dict`
  A dictionary containing the agent's JSON response. Must be a plain `Dict` or
  dictionary-like object with String keys.
 - `requiredKeys::T` where `T<:Array{String}`
  An array of required key names that must be present in `responsedict`.
 # Return
 - `Tuple{Bool, Union{String, Nothing}}`
  A tuple where the first element indicates whether validation passed (`true`) or failed (`false`),
  and the second element contains an error message if validation failed, or `nothing` if it passed.
 # Details
 The validation logic checks:
 1. **Duplicate keys**: If `responsedict` contains more keys than `requiredKeys`, validation fails
   because the agent included extra/unexpected keys.
 2. **Missing keys**: If any key in `requiredKeys` is absent from `responsedict`, validation fails
   and the specific missing keys are listed in the error message.
 3. **Valid response**: If all required keys are present and no extra keys exist, validation passes.
 # Example
 ```julia
 julia> using YiemAgent
 julia> requiredKeys = ["wine_name", "price", "rating"]
 julia> response = Dict("wine_name"=>"Château Margaux", "price"=>250.0, "rating"=>98)
 julia> YiemAgent.checkAgentResponse_JSON(response, requiredKeys)
 (true, nothing)
 julia> response_missing = Dict("wine_name"=>"Château Margaux", "price"=>250.0)
 julia> YiemAgent.checkAgentResponse_JSON(response_missing, requiredKeys)
 (false, "rating are missing from your previous response")
 julia> response_extra = Dict("wine_name"=>"Château Margaux", "price"=>250.0, "rating"=>98, "extra_field"=>"data")
 julia> YiemAgent.checkAgentResponse_JSON(response_extra, requiredKeys)
 (false, "Your previous attempt has duplicated points according to the required response format")
 ```
 """
 function checkAgentResponse_JSON(responsedict::T1, requiredKeys::T2
  )::Tuple where {T1<:AbstractDict, T2<:Array{String}}
  _responsedictKey = keys(responsedict)
  responsedictKey = [i for i in _responsedictKey] # convert into a list
  is_requiredKeys_in_responsedictKey = [i ∈ responsedictKey for i in requiredKeys]
  ispass = false
  errormsg = nothing
  if length(is_requiredKeys_in_responsedictKey) > length(requiredKeys)
    errormsg = "Your previous attempt has duplicated points according to the required response format"
    ispass = false
  elseif !all(is_requiredKeys_in_responsedictKey)
    zeroind = findall(x -> x == 0, is_requiredKeys_in_responsedictKey)
    missingkeys = [requiredKeys[i] for i in zeroind]
    errormsg = "$missingkeys are missing from your previous response"
    ispass = false
  else
    ispass = true
  end
  return (ispass, errormsg)
 end
 """ Convert a plain text string containing key-value pairs into a JSON-formatted string.
 This function takes text containing key-value pairs (typically extracted from LLM responses)
 and wraps them in proper JSON braces to create a valid JSON string. It cleans the input
 by removing common formatting artifacts like braces, code block markers, and language
 specifiers before wrapping the content.
 # Arguments
 - `text::String`
  A string containing key-value pairs, typically in the format `key: value, key: value`.
  May contain leading/trailing braces, code block markers (```), or language specifiers
  (e.g., `json`) that will be removed.
 # Return
 - `String`
  A JSON-formatted string with the key-value pairs wrapped in `{}` braces.
 # Notes
 - The function removes `{`, `}`, `````, and `json` from the input before wrapping.
 - The output is always wrapped in curly braces to create valid JSON structure.
 - This is typically used to sanitize LLM responses that contain key-value data
  but may include formatting artifacts.
 # Examples
 ```jldoctest
 julia> text = "thought: Hello, action: CHATBOX, input: How can I help?"
 julia> clean_json_response(text)
 "{thought: Hello, action: CHATBOX, input: How can I help?}"
 julia> text = "{thought: Hello, action: CHATBOX}"
 julia> clean_json_response(text)
 "{thought: Hello, action: CHATBOX}"
 julia> text = "```json{thought: Hello, action: CHATBOX}```"
 julia> clean_json_response(text)
 "{thought: Hello, action: CHATBOX}"
 ```
 """
 function clean_json_response(text::String)
  removelist = ["{", "}", "```", "json", "\n"]
  return '{' * removestring(text, removelist) * '}'
 end
@@ -1,45 +1,52 @@
 module util
 export timedifference, showstracktrace, findHighestIndexKey, uuid4snakecase, replaceDictKeys,
-        findMatchingDictKey, textToDict, randstring, randstrings, timeout,
+        findMatchingDictKey, randstring, randstrings, timeout,
        dataframeToCSV, dfToVectorDict, disintegrate_vectorDict, getDataFrameValue, dfRowtoString, 
-        dfToString, dataframe_to_json_list, dict_to_string, extract_triple_backtick_text, 
+        dfToString, dataframe_to_json_list, dictToString, dictToString_noKey, issomething,
-        countGivenWords, remove_french_accents, detect_keyword
+        dictToString_numbering, extract_triple_backtick_text, 
        countGivenWords, remove_french_accents, removestring,
        extractTextBetweenCharacter, extractTextBetweenString, 
        convertCamelSnakeKebabCase, fitrange, recentElementsIndex, nonRecentElementsIndex
-using JSON3, DataStructures, Distributions, Random, Dates, UUIDs, MQTTClient, DataFrames
+using JSON, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames
 # ---------------------------------------------- 100 --------------------------------------------- #
-""" Compute time different between start time and stop time in a given unit. 
+""" Computes the time difference between two `DateTime` values and returns the
- Unit can be "milliseconds", "seconds", "minutes", "hours".
+result in a specified unit: milliseconds, seconds, minutes, or hours.
 # Arguments
-  - `starttime::DateTime` 
+- `starttime::DateTime`
-    start time
+  The starting `DateTime` value.
-  - `stoptime::DateTime`  
+- `stoptime::DateTime`
-    stop time
+  The ending `DateTime` value.
-  - `unit::String`  
+- `unit::String`
-    unit of time difference
+  The unit for the result. Must be one of: `"milliseconds"`, `"seconds"`,
  `"minutes"`, `"hours"`.
 # Return
-  - time difference in given unit
+- `Integer`: The time difference converted to the specified unit.
-# Example
+# Notes
 - The function computes `stoptime - starttime` and converts the result to the
  requested unit using integer division.
 - Errors with `ArgumentError` if an invalid unit is specified.
 # Examples
 ```jldoctest
 julia> using Revise
 julia> using GeneralUtils, Dates
 julia> a = Dates.now()
-julia> b = a + Dates.Day(5) # add 5 days
+julia> b = a + Dates.Day(5)
-julia> GeneralUtils.timedifference(a, b, "hours")
+julia> timedifference(a, b, "hours")
 120
 ```
 # Signature
 """
 function timedifference(starttime::DateTime, stoptime::DateTime, unit::String)::Integer
  diff = stoptime - starttime
  unit = lowercase(unit)
    # Check the unit and calculate the time difference accordingly
  if unit == "milliseconds"
      return diff.value
  elseif unit == "seconds"
@@ -180,21 +187,27 @@ end
-""" Get uuid4 with snake case
+""" Generates a UUID4 (version 4) identifier and converts it to snake case by
-  
+replacing hyphens with underscores.
 # Return
  - `uuid4::String`
    uuid4 with snake case
-# Example
+# Arguments
 - This function takes no arguments.
 # Return
 - `String`: A UUID4 string with underscores instead of hyphens (e.g.,
  `"0f6e4f_568c_4df4_8c79_1d7a58072f4a"`).
 # Notes
 - Uses the `uuid4()` function from the UUIDs standard library to generate a
  random UUID.
 - The underscore character replaces all hyphens in the UUID string.
 # Examples
 ```jldoctest
 julia> using Revise
 julia> using GeneralUtils
-julia> GeneralUtils.uuid4snakecase()
+julia> uuid4snakecase()
 "0f6e4f_568c_4df4_8c79_1d7a58072f4a"
 ```
 # Signature
 """
 function uuid4snakecase()::String
  _id = string(uuid4())
@@ -203,32 +216,37 @@ function uuid4snakecase()::String
 end
-""" Replace a dictionary key with the new key
+""" Replaces keys in a dictionary according to a mapping, returning a new
 dictionary with updated keys while preserving the original values.
 # Arguments
-  - `d::Dict` 
+- `d::Dict`
-    The input dictionary that you want to modify
+  The input dictionary to modify.
-  - `replacementMap::Dict`
+- `replacementMap::Dict`
-    A dictionary that maps old keys to new keys
+  A dictionary mapping old keys to new keys. Keys not present in this map are
  left unchanged.
 # Return
-  - `newDict::Dict`
+- `Dict`: A new dictionary with replaced keys. Values are preserved from the
-    new dictionary with the replaced keys
+  original dictionary.
-# Example
+# Notes
 - The function creates a new dictionary rather than modifying the input in
  place.
 - Keys not found in `replacementMap` are copied to the result with their
  original keys unchanged.
 # Examples
 ```jldoctest
 julia> using Revise
 julia> using GeneralUtils
 julia> d = Dict(:a => 1, :b => 2, :c => 3)
 julia> replacement_map = Dict(:a => :x, :b => :y)
-julia> new_dict = GeneralUtils.replaceDictKeys(d, replacement_map)
+julia> replaceDictKeys(d, replacement_map)
 Dict{Any, Any} with 3 entries:
  :y => 2
  :c => 3
  :x => 1
 ```
 # Signature
 """
 function replaceDictKeys(d::Dict, replacementMap::Dict)::Dict
  newDict = Dict()
@@ -240,98 +258,6 @@ function replaceDictKeys(d::Dict, replacementMap::Dict)::Dict
 end
 """ Convert text into a dictionary with a given keywords. This function use keywords to slice
  a given text into the following format: KW1|kw1_text|KW2|kw2_text|KW3|kw3_text.
  The left most string which has no keyword will be discarded. WARNING, ordering is important
 # Arguments
  - `text::String`
    A text to be converted.
  - `keywords::Vector{String}`
    A list of keywords to be used to slice the text. 
    These keywords also be the resulting dict keys.
 # Keyword Arguments
  - `rightmarker::String`
    A maker used to make a word to be unique. Ex, A keyword "plan" with rightmarker ":", 
    the function will search for "plan:" otherwise the function will search for "plan".
    The marker will not be in the resulting dict keys.
  - `symbolkey::Bool`
    If true, resulting dict's key will be Symbols, otherwise string.
  - `lowercasekey::Bool`
    set resulting dict's key to be lowercase
 # Return
  - `d::OrderedDict`
 # Example
 ```jldoctest
 julia> text = "TODAY thought: what to do plan: wake up and going out action: 1. wake up 2. eat 3. sleep"
 julia> sample_keywords = ["thought", "plan", "action"]
 julia> resultdict = GeneralUtils.textToDict(text, sample_keywords; rightmarker=":", symbolkey=true)
 julia> println(resultdict)
 OrderedCollections.OrderedDict{Any, Any}(:thought => "what to do", 
                                        :plan => "wake up and going out", 
                                        :action => "1. wake up 2. eat 3. sleep")
 ```
 # Signature
 """
 function textToDict(text::String, keywords::Vector{String}; 
    rightmarker::Union{String, Nothing}=nothing, symbolkey::Bool=false, lowercasekey::Bool=false
    )::OrderedDict
  # make sure this function detect variation of a work e.g. agent, Agent, AGENT
  kw = []
  # use for loop and detect_keyword function to get the exact variation of each keyword in the text then push to kw list
  for keyword in keywords
    detected = detect_keyword(keyword, text)
    if detected !== nothing
      push!(kw, detected)
    end
  end
  od1, od2 =
  if symbolkey
    OrderedDict{Symbol, Any}(), OrderedDict{Symbol, Any}()
  else
    OrderedDict{String, Any}(), OrderedDict{String, Any}()
  end
  remainingtext = text
  for keyword in reverse(kw)
    mkeyword = rightmarker !== nothing ? keyword * rightmarker : keyword
    # Find the position of the keyword in the text
    keywordidx = findlast(mkeyword, remainingtext)
    if keywordidx !== nothing
      substr = remainingtext[keywordidx[end]+1:end]
      str = string(strip(substr))  # Removes both leading and trailing whitespace.
      _key = lowercasekey == true ? lowercase(keyword) : keyword
      key = symbolkey == true ? Symbol(_key) : _key
      od1[key] = str
      remainingtext = remainingtext[1:keywordidx[1]-1]
    else
      error("""keyword "$keyword" not found in the provided text""")
    end
  end
  kw = lowercasekey == true ? lowercase.(kw) : kw
  # correct the order
  for keyword in kw
    key = symbolkey == true ? Symbol(keyword) : keyword
    od2[key] = od1[key]
  end
  return od2
 end
 """ Generate a random string
 # Arguments
@@ -382,36 +308,43 @@ end
-""" Execute a function with timer.
+""" Executes a function with a timeout mechanism. If the function does not
 complete within the specified time, it is interrupted and a timeout message
 is returned.
 # Arguments
-  - `f::Function`
+- `f::Function`
-      a function to run
+  The function to execute.
-  - `timeoutwindow::Integer``
+- `timeoutwindow::Integer`
-      timeout in seconds
+  The timeout duration in seconds.
-# Keyword Argument
+# Keyword Arguments
-  - `fargs`
+- `fargs`
-    arguments for the function
+  Arguments to pass to the function `f`. If `nothing`, the function is called
-  - `timeoutmsg::String`
+  without arguments.
-    time out message
+- `timeoutmsg::String`
  The message to return if the function times out. Defaults to `"task timed out"`.
 # Return
-  - task result otherwise timeout message
+- The result of the function if it completes within the timeout, otherwise the
  `timeoutmsg` string.
-# Example
+# Notes
-  ```jldoctest
+- Uses Julia's `@task`, `schedule`, and `Timer` to implement non-blocking
  execution with interruption via `Base.throwto`.
 - Errors with `InterruptException` if the function exceeds the timeout.
 # Examples
 ```jldoctest
 julia> function testfunc(x)
-          sleep(x)
+           sleep(x)
-          return "task done"
+           return "task done"
-        end
+       end
 julia> result = timeout(testfunc, 10; fargs=20)
 "task timed out"
 julia> result = timeout(testfunc, 20; fargs=10)
 "task done"
 ```
 #  Signature
 """
 function timeout(f::Function, timeoutwindow::Integer; fargs=nothing, timeoutmsg="task timed out")
  tsk = @task f(fargs)
@@ -428,23 +361,26 @@ end
-""" Convert a dataframe into CSV.
+""" Converts a DataFrame to a CSV string representation using the CSV.jl package.
 # Arguments
-  - `df::DataFrame`
+- `df::DataFrame`
-    A connection object to Postgres database
+  The DataFrame to convert to CSV format.
 # Return
  - `result::String`
-# Example
+# Return
 - `String`: The DataFrame contents as a CSV-formatted string.
 # Notes
 - Uses `CSV.write` with an `IOBuffer` to capture the output as a string.
 - The returned string contains the full CSV representation including headers.
 # Examples
 ```jldoctest
 julia> using DataFrames, GeneralUtils
 julia> df = DataFrame(A=1:3, B=5:7, fixed=1)
-julia> result = GeneralUtils.dataframeToCSV(df)
+julia> dataframeToCSV(df)
 "1,5,1\n2,6,1\n3,7,1\n"
 ```
 # Signature
 """
 function dataframeToCSV(df::DataFrame)
  # Create an IOBuffer to capture the output
@@ -466,7 +402,7 @@ end
 #  Example
  ```jldoctest
-  julia> using DataFrames, JSON3, GeneralUtils
+  julia> using DataFrames, GeneralUtils
  julia> df = DataFrame(A = [1, 2, 3], B = ["apple", "banana", "cherry"])
  julia> vectorDict = GeneralUtils.dfToVectorDict(df)
  [Dict{String, Any}("B" => "apple", "A" => 1), 
@@ -479,7 +415,7 @@ end
 function dfToVectorDict(df::DataFrame)
  vec = []
  for row in eachrow(df)
-      d = Dict{String, Any}()
+      d = DataStructures.OrderedDict{String, Any}()
      for col in names(df)
          d[col] = row[col]
      end
@@ -504,7 +440,7 @@ end
 # Example
  ```jldoctest
-  julia> using GeneralUtils, Dates, JSON3, UUIDs
+  julia> using GeneralUtils, Dates, UUIDs
  julia> vecDict = [Dict("a" => i) for i in 1:10]
  julia> d = GeneralUtils.disintegrate_vectorDict(vecDict, 3)
  julia> println(d[:data])
@@ -514,8 +450,6 @@ end
  3 => [Dict("a"=>7), Dict("a"=>8), Dict("a"=>9)]
  4 => [Dict("a"=>10)]
  ```
 # Signature
 """
 function disintegrate_vectorDict(data::Vector, partsize::Integer
  )
@@ -561,8 +495,6 @@ end
  julia> getDataFrameValue(df[1, :], :name)
  "Alice"
  ```
 # Signature
 """
 getDataFrameValue(row::DataFrameRow, key::Symbol) = row.:($key)
@@ -631,8 +563,6 @@ end
  julia> dfToString(df)
  "1) name: Alice, age: 25\n2) name: Bob, age: 30"
  ```
 # Signature
 """
 function dfToString(df::DataFrame)
  dfstr = ""
@@ -656,7 +586,7 @@ end
 # Example
  ```jldoctest
-  julia> using DataFrames
+  julia> using DataFrames, GeneralUtils
  julia> df = DataFrame(name=["Alice", "Bob"], age=[25, 30])
  2×2 DataFrame
@@ -666,13 +596,11 @@ end
   │ 1   │ Alice   25    
   │ 2   │ Bob     30    
-  julia> dataframe_to_json_list(df)
+  julia> GeneralUtils.dataframe_to_json_list(df)
  2-element Vector{String}:
  "{\"name\":\"Alice\",\"age\":25}"
  "{\"name\":\"Bob\",\"age\":30}"
  ```
 # Signature
 """
 function dataframe_to_json_list(df::DataFrame)::Vector{String}
  json_list = []
@@ -706,10 +634,16 @@ end
  julia> dict_to_string(od)
  "1) name: Alice, 2) age: 25"
  ```
 # Signature
 """
-function dict_to_string(od::T) where {T<:AbstractDict}
+function dictToString(od::T) where {T<:AbstractDict}
  items = []
  for (i, (key, value)) in enumerate(od)
      push!(items, "$key: $value")
  end
  return join(items, ", ")
 end
 function dictToString_numbering(od::T) where {T<:AbstractDict}
  items = []
  for (i, (key, value)) in enumerate(od)
      push!(items, "$i) $key: $value")
@@ -717,6 +651,14 @@ function dict_to_string(od::T) where {T<:AbstractDict}
  return join(items, ", ")
 end
 function dictToString_noKey(od::T) where {T<:AbstractDict}
  items = []
  for (i, (key, value)) in enumerate(od)
      push!(items, "$value")
  end
  return join(items, ", ")
 end
 """
    extract_triple_backtick_text(text::String) -> Vector{String}
@@ -724,13 +666,13 @@ end
 Extracts text enclosed within triple backticks (```) from the given string.
 # Arguments:
- `text::String`: The input string containing potential triple backtick blocks.
+- `text::String` The input string containing potential triple backtick blocks.
 # Returns:
- `Vector{String}`: A vector of strings, each representing a block of text enclosed within triple backticks found in the input string.
+- `Vector{String}` A vector of strings, each representing a block of text enclosed within triple backticks found in the input string.
 # Examples:
-  ```julia
+  ```jldoctest
  julia> extract_triple_backtick_text("Here is some text ```with a code block``` and more text.")
  1-element Vector{String}:
  "with a code block"
@@ -749,48 +691,19 @@ function extract_triple_backtick_text(input::String)::Vector{String}
 end
-"""
+wordwindow(word::String, startindex::Integer)::UnitRange = startindex:startindex + length(word) -1
    detect_keyword(keyword::String, text::String) -> Union{Nothing, String}
-Detects if a keyword exists in the text in different case variations (lowercase, uppercase first letter, or all uppercase).
+function cuttext(range, text)
-
+  # check whether range is outside text boundary
-# Arguments:
+  if range.start > length(text) || range.stop > length(text)
- `keyword::String`: The keyword to search for
+    return nothing
- `text::String`: The text to search in
+  else
-
+    return text[range]
 # Returns:
 - `Union{Nothing, String}`: Returns the matched keyword variation if found, otherwise returns nothing
 # Examples:
  ```julia
  julia> detect_keyword("test", "This is a Test case")
  "Test"
  julia> detect_keyword("error", "NO ERRORS FOUND")
  "ERRORS"
  julia> detect_keyword("missing", "complete data")
  nothing
  ```
 # Signature
 """
 function detect_keyword(keyword::String, text::String)::Union{Nothing, String}
  # Define the keyword variations to search for
  keyword_variations = [keyword, uppercasefirst(keyword), uppercase(keyword)]
  # Check if any of the keyword variations are in the text
  for variation in keyword_variations
      if occursin(variation, text)
          return variation
      end
  end
  # Return nothing if no variation is found
  return nothing
 end
 """
    countGivenWords(text::String, words::Vector{String}) -> Dict{String, Int}
@@ -798,13 +711,13 @@ Count the occurrences of each word in the given list within the provided text.
 # Arguments
 - `text::String`: The input text to search through.
- `words::Vector{String}`: A vector of words whose occurrences need to be counted.
+- `words::Vector{String}` A vector of words whose occurrences need to be counted.
 # Returns
- `Vector{Int64}`: Their respective counts in the `text`.
+- `Vector{Int64}` Their respective counts in the `text`.
 # Examples
-  ```julia
+  ```jldoctest
  julia> GeneralUtils.countGivenWords("hello world hello", ["hello", "world"])
  2-element Vector{Int64}:
    2
@@ -834,27 +747,39 @@ end
-"""
+""" Remove French accents from the given text.
    remove_french_accents(text::String) -> String
-Remove French accents from the given text.
+The function replaces accented French characters with their non-accented
 counterparts using a dictionary mapping. Supported accented characters
 include: à, â, ä, á, é, è, ê, ë, î, ï, í, ñ, ô, ö, ò, ó, ù, û, ü, ÿ, ç,
 and their uppercase variants. The apostrophe character `’` is removed
 completely.
 # Arguments
- `text::String`: The input string containing French accents.
+- `text::AbstractString`
  The input string containing French accented characters.
-# Returns
+# Return
- `String`: The input string with all French accents removed.
+- `AbstractString`: A new string with all French accents replaced by their
  non-accented equivalents.
 # Notes
 - The function creates a character list and replaces each accented character
  according to an internal dictionary mapping.
 - Does **not** mutate the input; it allocates a new string.
 # Examples
-  ```julia
+```jldoctest
-  julia> remove_french_accents("Café")
+julia> using GeneralUtils
-  "Cafe"
+julia> remove_french_accents("Café")
 "Cafe"
-  julia> remove_french_accents("L'été est beau.")
+julia> remove_french_accents("L'été est beau.")
-  "L'ete est beau."
+"L'ete est beau."
  ```
-# Signature
+julia> remove_french_accents("Noël, naïve, François")
 "Noel, naive, Francois"
 ```
 """
 function remove_french_accents(text::AbstractString)::AbstractString
  textcharlist = [i for i in text]
@@ -890,16 +815,362 @@ function remove_french_accents(text::AbstractString)::AbstractString
 end
 """
 Extracts and returns the text that is enclosed between two specified characters within a given string.
 # Arguments
 - `text::String` The input string from which to extract the text.
 - `startchar::Char` The starting character that marks the beginning of the desired text.
 - `endchar::Char` The ending character that marks the end of the desired text.
 # Returns
 - `String` The substring enclosed between `start_char` and `end_char`.
 # Examples
 ```jldoctest
 julia> text = "Hello [World]! [Yay]"
 julia> extracted_text = extractTextBetweenCharacter(text, '[', ']')
 2-element Vector{Any}:
 "World"
 "Yay"
 ```
 """
 function extractTextBetweenCharacter(text::String, startchar::Char, endchar::Char)
  result = []
  start_index = 0
  in_braces = false
  for (i, c) in enumerate(text)
      if c == startchar
          start_index = i + 1
          in_braces = true
      elseif c == endchar
          if in_braces
              push!(result, text[start_index:i-1])
              in_braces = false
          end
      end
  end
  return result
 end
 function extractTextBetweenString(text::String, startstr::String, endstr::String)
  # check whether startstr is in the text or not
  isStartStr = split(text, startstr)
  if length(isStartStr) > 2
    return (success=false, error="There are more than one occurrences of the start string '$startstr' in the text. Text must has only one start string", errorcode=2, result=nothing)
  elseif length(isStartStr) == 1
    return (success=false, error="There are no start string '$startstr' in the text. Text must has only one start string", errorcode=1, result=nothing)
  end
  # check whether endstr is in the text or not
  isEndStr = split(text, endstr)
  if length(isEndStr) > 2
    return (success=false, error="There are more than one occurrences of the end string '$endstr' in the text. Text must has only one end string", errorcode=3, result=nothing)
  elseif length(isStartStr) == 1
    return (success=false, error="There are no end string '$endstr' in the text. Text must has only one end string", errorcode=4, result=nothing)
  end
  s = string(split(isStartStr[2], endstr)[1])
  return (success=true, error=nothing, errorcode=0, text=s)
 end
 """
 Determines if the given string follows camel case naming convention.
 # Arguments:
 - `text::String` The input string to check for camel case.
 # Returns:
 - `Bool` True if the string is in camel case, False otherwise.
 # Examples:
 ```jldoctest
 julia> isCamelCase("helloWorld")
 true
 julia> isCamelCase("HelloWorld")
 false
 julia> isCamelCase("hello_world")
 false
 ```
 """
 function isCamelCase(text::String)
  # Regular expression to match camel case
  pattern = r"^[a-z]+(?:[A-Z][a-z]*)*$"
  return occursin(pattern, text)
 end
 """
  Splits a string at the boundaries of camel case words.
 # Arguments
 - `text::String` The input string to be split.
 # Returns
 - `Vector{String}` A vector containing the individual words from the camel case string.
 # Examples
 ```jldoctest
 julia> text = "splitCamelCaseFunction"
 julia> words = splitCamelCase(text)
 println(words) # Output: ["split", "Camel", "Case", "Function"]
 ```
 """
 function splitCamelCase(text::String)
  # Regular expression to match the boundaries of camel case words
  # split_pattern = r"(?<=.)(?=[A-Z])"
  split_pattern = r"(?<=[a-z])(?=[A-Z])|(?<=[A-Z])(?=[A-Z][a-z])"
  result = split(text, split_pattern)
  return result
 end
 """
  Converts a string between Camel Case, Snake Case, and Kebab Case.
 # Arguments
 - `text::String` The input string to be converted.
 - `tocase::Symbol` The target case format. Can be one of :camel, :snake, or :kebab.
 # Returns
 - `String` The converted string in the specified case format.
 # Examples
 ```jldoctest
 julia> text = "splitCamelCaseFunction"
 julia> converted_text = convertCamelSnakeKebabCase(text, :snake)
 println(converted_text) # Output: "split_camel_case_function"
 julia> converted_text = convertCamelSnakeKebabCase(text, :kebab)
 println(converted_text) # Output: "split-camel-case-function"
 julia> converted_text = convertCamelSnakeKebabCase(text, :camel)
 println(converted_text) # Output: "splitCamelCaseFunction"
 ```
 """
 function convertCamelSnakeKebabCase(text::T, tocase::Symbol)::String where {T<:AbstractString}
  # Check the current case format of the input text
  iscamel = isCamelCase(text)
  issnake = occursin('_', text)  # Check for snake case by looking for underscores
  iskebab = occursin('-', text)  # Check for kebab case by looking for hyphens
  if iscamel
    # Handle camel case input
    wordlist = splitCamelCase(text)
    if tocase == :camel
      return text  # Already in camel case, return as is
    elseif tocase == :snake
      wordlist = lowercase.(wordlist)  # Convert all words to lowercase
      return join(wordlist, '_')  # Join with underscores for snake case
    elseif tocase == :kebab
      wordlist = lowercase.(wordlist)  # Convert all words to lowercase
      return join(wordlist, '-')  # Join with hyphens for kebab case
    end
  elseif issnake
    # Handle snake case input
    wordlist = split(text, '_')  # Split at underscores
    if tocase == :camel
      wordlist = lowercase.(wordlist)
      wordlist = uppercasefirst.(wordlist)  # Capitalize first letter of each word
      wordlist[1] = lowercase(wordlist[1])  # First word should start with lowercase
      return join(wordlist)  # Join without separator for camel case
    elseif tocase == :snake
      return text  # Already in snake case, return as is
    elseif tocase == :kebab
      wordlist = lowercase.(wordlist)  # Convert all words to lowercase
      return join(wordlist, '-')  # Join with hyphens for kebab case
    end
  elseif iskebab
    # Handle kebab case input
    wordlist = split(text, '-')  # Split at hyphens
    if tocase == :camel
      wordlist = lowercase.(wordlist)
      wordlist = uppercasefirst.(wordlist)  # Capitalize first letter of each word
      wordlist[1] = lowercase(wordlist[1])  # First word should start with lowercase
      return join(wordlist)  # Join without separator for camel case
    elseif tocase == :snake
      wordlist = lowercase.(wordlist)  # Convert all words to lowercase
      return join(wordlist, '_')  # Join with underscores for snake case
    elseif tocase == :kebab
      return text  # Already in kebab case, return as is
    end
  else
    error("Undefined condition")  # Input text format not recognized
  end
 end
 """ Check if a value is not `nothing`.
 # Arguments
 - `x`: The value to check
 # Returns
 - `Bool`: `true` if `x` is not `nothing`, `false` otherwise
 # Examples
 ```jldoctest
 julia> issomething(1)
 true
 julia> issomething(nothing)
 false
 julia> issomething("test")
 true
 ````
 """
 function issomething(x)
  return x === nothing ? false : true
 end
 """ Adjust a given range to fit within the bounds of a vector's length.
 # Arguments
  - `v::T1`
    the input vector to check against
  - `range::UnitRange`
    the original range to be adjusted
 # Return
  - `adjusted_range::UnitRange`
    a range that is constrained to the vector's length, preventing out-of-bounds indexing
 # Example
 julia> v = [1, 2, 3, 4, 5]
 julia> fitrange(v, 3:10)
 3:5
 """
 function fitrange(v::T1, range::UnitRange) where {T1<:AbstractVector}
  totalelements = length(v)
  startind =
    # check if user put start range greater than total event
    if range.start > totalelements
      totalelements
    else
      range.start
    end
  stopind = 
    if range.stop > totalelements
      totalelements
    else
      range.stop
    end
  return startind:stopind
 end
 """ Find a unit range for a vector given a number of the most recent elements of interest.
 # Arguments
  - `vectorLength::Integer`
    the length of the vector to generate range from
  - `n::Integer`
    the number of most recent elements to include in range
 # Return
  - `UnitRange`
    a range representing the n most recent elements of a vector with length vectorLength
 # Example
 ```jldoctest
 julia> a = [1, 2, 3, 4, 5]
 julia> recentElementsIndex(length(a), 3)
 3:5
 julia> recentElementsIndex(length(a), 0)
 5:5
 ```
 """
 function recentElementsIndex(vectorlength::Integer, n::Integer; includelatest::Bool=false)
  if n == 0
    error("n must be greater than 0")
  end
  if includelatest
    start = max(1, vectorlength - n + 1)
    return start:vectorlength
  else
    startind = max(1, vectorlength - n)
    endind = vectorlength -1
    return startind:endind
  end
 end
 """ Find a unit range for a vector excluding the most recent elements.
 # Arguments
    - `vectorlength::Integer`
      the length of the vector to generate range from
    - `n::Integer`
      the number of most recent elements to exclude from range
 # Return
  - `UnitRange`
    a range representing the elements of the vector excluding the last `n` elements
 # Example
 ```jldoctest
 julia> a = [1, 2, 3, 4, 5]
 julia> nonRecentElementsIndex(length(a), 3)
 1:2
 julia> nonRecentElementsIndex(length(a), 1)
 1:4
 julia> nonRecentElementsIndex(length(a), 0)
 1:5
 ```
 """
 function nonRecentElementsIndex(vectorlength::Integer, n::Integer)
  if n < 0
      error("n must be non-negative")
  end
  if n > vectorlength
      return 1:0  # empty range
  end
  return 1:(vectorlength-n)
 end
 """ Remove specified substrings from text.
 Removes all occurrences of each string in `removelist` from the input text
 by repeatedly replacing them with empty strings until none remain.
 # Arguments
 - `text::String`
  The input string to modify.
 - `removelist::Vector{String}`
  A vector of substrings to remove from the text.
 # Return
 - `String`: The text with all specified substrings removed.
 # Examples
 ```jldoctest
 julia> using GeneralUtils
 julia> removestring("hello world", ["l", " "])
 "heoword"
 julia> removestring("foo bar baz", ["bar", " "])
 "foobaz"
 ```
 """
 function removestring(text::String, removelist::Vector{String})::String
  for i in removelist
    while occursin(i, text)
      text = replace(text, i => "")
    end
  end
  return string(text)
 end
@@ -0,0 +1,3 @@
 {
  "julia.environmentPath": "/appfolder/app/dev/GeneralUtils/test"
 }
@@ -0,0 +1,41 @@
 # 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"
@@ -0,0 +1,2 @@
 [deps]
 Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
@@ -1,44 +0,0 @@
 using Revise
 using GeneralUtils, MQTTClient, JSON3
 mqttMsgReceiveTopic = ["/receivetopic_1", "/receivetopic_2"]
 mqttMsgReceiveChannel = (ch1=Channel(8), ch2=Channel(32))
 keepaliveChannel = Channel(8)
 function onMsgCallback(topic, payload)
            jobj = JSON3.read(String(payload))
            incomingMqttMsg = copy(jobj)  # convert json object into julia dictionary recursively
            if occursin("topic_1", topic)
              put!(mqttMsgReceiveChannel[:ch1], incomingMqttMsg)
            elseif occursin("topic_2", topic)
              put!(mqttMsgReceiveChannel[:ch2], incomingMqttMsg)
            elseif occursin("keepalive", topic)
              put!(keepaliveChannel, incomingMqttMsg)
            else
              println("undefined condition ", @__FILE__, " ", @__LINE__)
            end
          end
 mqttInstance = GeneralUtils.mqttClientInstance_v2(
                          "mqtt.yiem.cc",
                          mqttMsgReceiveTopic,
                          mqttMsgReceiveChannel,
                          keepaliveChannel,
                          onMsgCallback
                        )
 _ = GeneralUtils.checkMqttConnection!(mqttInstance)
 println("GeneralUtils test done")
@@ -0,0 +1,39 @@
 using Test
 using GeneralUtils: detect_keyword
@testset "detect_keyword tests" begin
    @test detect_keyword(["test"], "this is a test") == Dict("test" => 1)
    @test detect_keyword(["hello", "world"], "hello world hello") == Dict("hello" => 2, "world" => 1)
    @test detect_keyword(["cat"], "category") == Dict("cat" => 1)
    @test detect_keyword(["cat"], "category"; mode="individual") == Dict("cat" => 0)
    @test detect_keyword(["dog"], "dogs and cats"; mode="individual", delimiter=[' ']) == Dict("dog" => 0)
    @test detect_keyword(["test"], "test.case"; mode="individual", delimiter=['.']) == Dict("test" => 1)
    @test detect_keyword(["word"], "") == Dict("word" => 0)
    @test detect_keyword(String[], "some text") == Dict{String, Integer}()
    @test detect_keyword(["a", "b"], "a.b\nc"; delimiter=['.', '\n']) == Dict("a" => 1, "b" => 1)
    multiline_text = """
    first line
    second line
    first word
    """
    @test detect_keyword(["first"], multiline_text) == Dict("first" => 2)
    @test detect_keyword(["word"], "word"; mode="individual") == Dict("word" => 1)
    @test detect_keyword(["test"], "testing.test.tester"; mode="individual", delimiter=['.']) == Dict("test" => 1)
 end
Author	SHA1	Message	Date
ton	c4eeb99aba	update	2026-07-12 10:48:01 +07:00
ton	bd5022c8bc	update compat	2026-07-05 17:37:41 +07:00
ton	db84b1c398	update	2026-07-05 07:05:11 +07:00
ton	f8f8410259	fix clean json	2026-07-04 09:09:56 +07:00
ton	956adf0b93	update	2026-07-03 20:54:16 +07:00
ton	0f2a33bcdd	update	2026-07-03 20:30:24 +07:00
ton	b8f84846bb	update	2026-07-03 18:33:45 +07:00
ton	adf6264061	fix dictify	2026-07-03 18:32:41 +07:00
ton	08f19f17a2	fix clean json response	2026-07-03 12:24:40 +07:00
ton	8a4e882dc1	add new func()	2026-06-30 22:02:17 +07:00
ton	fb7942a965	add new function	2026-06-30 21:02:25 +07:00
ton	e54454b099	update	2026-06-27 17:16:21 +07:00
ton	dac98ab38c	update	2026-06-27 17:15:36 +07:00
ton	1e8149aa6f	update	2026-06-27 17:09:27 +07:00
ton	8f12c29a78	update	2026-06-27 16:53:55 +07:00
ton	e3d09e6ebd	update docs	2026-06-27 16:00:31 +07:00
ton	f33f4f0790	up version	2026-06-24 12:55:40 +07:00
ton	fcf2044dd9	Merge pull request 'update' (#7 ) from v0.4.0-dictify_key into main Reviewed-on: #7	2026-06-24 05:33:31 +00:00
ton	05d8cb9c02	update	2026-06-24 12:29:01 +07:00
ton	13de2f90ff	update	2026-06-07 17:22:24 +07:00
ton	22fe810f63	update	2026-06-07 17:20:52 +07:00
ton	abdf6cf3b8	Merge pull request 'update' (#6 ) from add_generateupdateSQL into main Reviewed-on: #6	2026-06-07 09:32:41 +00:00
ton	f2ba243df0	update	2026-06-07 16:27:08 +07:00
ton	bb2851332a	Merge pull request 'update' (#5 ) from add_generateupdateSQL into main Reviewed-on: #5	2026-06-07 09:20:55 +00:00
ton	00225f3a06	update	2026-06-07 16:16:52 +07:00
ton	7cb0bd077f	Merge pull request 'update' (#4 ) from add_generateupdateSQL into main Reviewed-on: #4	2026-06-07 09:04:33 +00:00
ton	0ba2aa310e	update	2026-06-07 15:32:49 +07:00
ton	1916668c6e	Merge pull request 'add_generateupdateSQL' (#3 ) from add_generateupdateSQL into main Reviewed-on: #3	2026-06-07 06:57:28 +00:00
ton	919800da42	add generateUpdateSQL	2026-06-07 13:56:07 +07:00
ton	947580a2ec	update	2026-06-07 13:46:04 +07:00
ton	688b9a22b6	add generateUpdateSQL	2026-06-07 13:43:47 +07:00
ton	76ce0fc54f	Merge pull request 'usability' (#2 ) from usability into main Reviewed-on: #2	2026-05-29 04:17:51 +00:00
ton	b8bd06f386	update generateUpdateSQL	2026-05-29 11:16:34 +07:00
ton	e08b6ab54d	update	2026-02-28 11:40:35 +07:00
ton	830e9bcc5f	update	2026-02-22 18:24:52 +07:00
ton	52d991bbf3	Merge pull request 'v0.3.1' (#1 ) from v0.3.1 into main Reviewed-on: #1	2025-12-17 05:43:32 +00:00
ton	35c2b4c211	use JSON instead of JSON3	2025-12-17 12:39:18 +07:00
ton	170b0bad15	update	2025-11-22 10:45:08 +07:00
ton	fbedd507fc	update	2025-11-22 09:05:06 +07:00
ton	0e36b8db90	remove MQTT dependency	2025-08-01 06:04:17 +07:00
ton	13fcf06503	update	2025-07-23 07:10:28 +07:00
narawat lamaiin	066d72553f	update	2025-07-18 07:54:50 +07:00
narawat lamaiin	b3e8df7287	update	2025-07-17 11:48:16 +07:00
narawat lamaiin	c5f3fda2ba	update	2025-07-14 13:49:04 +07:00
narawat lamaiin	adab61dca8	update	2025-07-14 08:54:46 +07:00
narawat lamaiin	09615a6909	mark new version	2025-06-10 10:49:11 +07:00
ton	92c5930e9a	Merge pull request 'v0.3.0' (#6 ) from v0.3.0 into main Reviewed-on: #6	2025-06-10 03:39:42 +00:00
narawat lamaiin	5b4c1c1471	update	2025-06-10 10:38:51 +07:00
narawat lamaiin	fc3edd7b8f	update	2025-06-10 10:29:57 +07:00
narawat lamaiin	93aa0ee1ac	update	2025-06-10 10:16:31 +07:00
narawat lamaiin	42378714a0	mark new version	2025-06-10 09:31:00 +07:00
ton	759f022c98	Merge pull request 'v0.2.4' (#5 ) from v0.2.4 into main Reviewed-on: #5	2025-06-10 02:27:09 +00:00
narawat lamaiin	5af4d481f2	update	2025-06-10 09:25:41 +07:00
narawat lamaiin	221bb5beb7	update	2025-06-09 06:34:29 +07:00
narawat lamaiin	5a89e86120	update	2025-06-03 10:08:40 +07:00
narawat lamaiin	e351a92680	mark new version	2025-05-24 08:52:50 +07:00
ton	83cd0cfea3	Merge pull request 'v0.2.3' (#4 ) from v0.2.3 into main Reviewed-on: #4	2025-05-24 01:47:53 +00:00
narawat lamaiin	9e29f611df	update	2025-05-24 08:42:50 +07:00
narawat lamaiin	d8ea4b70a9	update	2025-05-04 20:56:36 +07:00
narawat lamaiin	150ddac2c0	add extractTextBetweenString	2025-04-30 12:59:14 +07:00
narawat lamaiin	5108ad1f6b	update	2025-04-25 21:12:14 +07:00
narawat lamaiin	14766ae171	update	2025-04-13 21:45:47 +07:00
narawat lamaiin	ccd91a7b6f	update	2025-04-07 05:20:05 +07:00
narawat lamaiin	a894ad85ba	update	2025-04-04 15:04:19 +07:00
narawat lamaiin	1da05f5cae	update	2025-03-31 21:30:29 +07:00
narawat lamaiin	562f528c01	update	2025-03-27 13:09:20 +07:00
narawat lamaiin	840b0e6205	update	2025-03-22 09:41:39 +07:00
tonaerospace	cb4d01c612	update	2025-03-20 16:05:39 +07:00
tonaerospace	e6344f1a92	mark new version	2025-03-17 09:54:32 +07:00
ton	3082c261c7	Merge pull request 'v0.2.2' (#3 ) from v0.2.2 into main Reviewed-on: #3	2025-03-14 12:17:37 +00:00
tonaerospace	abf1966b95	update	2025-03-14 19:15:13 +07:00
tonaerospace	d163105d93	update	2025-03-14 18:45:44 +07:00
tonaerospace	092215c3be	update	2025-03-14 05:07:14 +07:00
tonaerospace	d521bafd43	update	2025-03-14 04:41:53 +07:00
tonaerospace	491eb8fd31	update	2025-03-12 14:34:14 +07:00
tonaerospace	a35cb48bef	update	2025-03-12 14:09:13 +07:00
tonaerospace	512fa4fd9d	update	2025-03-11 00:14:51 +07:00
tonaerospace	25385c0798	update	2025-03-10 09:13:45 +07:00
tonaerospace	fa33531d5f	update	2025-03-09 22:06:33 +07:00
narawat lamaiin	ce1af8b382	update	2025-03-07 12:33:13 +07:00
narawat lamaiin	e8bee5c9db	update	2025-03-07 08:23:36 +07:00
narawat lamaiin	8ce9aece1a	update	2025-03-02 12:12:15 +07:00
narawat lamaiin	8b6d73f65e	mark new version	2025-03-02 08:29:31 +07:00
ton	6fb1c6dbff	Merge pull request 'WIP v0.2.1-dev' (#2 ) from v0.2.1-dev into main Reviewed-on: #2	2025-01-25 07:39:23 +00:00
narawat lamaiin	00d2173f26	update	2025-01-25 14:21:45 +07:00
narawat lamaiin	43ead8b8d5	update	2025-01-25 13:31:15 +07:00
narawat lamaiin	2700e594e4	update	2025-01-20 18:20:30 +07:00
narawat lamaiin	b51059d73f	update	2025-01-16 11:06:43 +07:00
narawat lamaiin	f3dc298ba7	update version number	2025-01-15 03:00:31 +07:00
ton	b942c2470a	Merge pull request 'v0.1.1-dev' (#1 ) from v0.1.1-dev into main Reviewed-on: #1	2025-01-14 01:05:38 +00:00
		`@@ -0,0 +1,2 @@`
							`[deps]`
							`Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"`