use JSON instead of JSON3

Reviewed-on: #6

Manifest.toml

@@ -1,8 +1,8 @@
 # This file is machine-generated - editing it directly is not advised
 
-julia_version = "1.11.2"
+julia_version = "1.12.1"
 manifest_format = "2.0"
-project_hash = "75c6a269a13b222c106479d2177b05facfa23f74"
+project_hash = "c7a2fd47754abe433f089d6232e90fcb82c87f85"
 
 [[deps.AliasTables]]
 deps = ["PtrArrays", "Random"]
@@ -10,10 +10,6 @@ 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 +18,54 @@ 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.CSV]]
 deps = ["CodecZlib", "Dates", "FilePathsBase", "InlineStrings", "Mmap", "Parsers", "PooledArrays", "PrecompileTools", "SentinelArrays", "Tables", "Unicode", "WeakRefStrings", "WorkerUtilities"]
 git-tree-sha1 = "deddd8725e5e1cc49ee205a1964256043720a6c3"
 uuid = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
 version = "0.10.15"
 
+[[deps.CodeTracking]]
+deps = ["InteractiveUtils", "UUIDs"]
+git-tree-sha1 = "9ce926a33a8608421a4d45c012884165b3fcd3ee"
+uuid = "da1fd8a2-8d9e-5ec2-8556-3022fb5608a2"
+version = "2.0.2"
+
+[[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.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.Crayons]]
 git-tree-sha1 = "249fe38abf76d48563e2f4556bebd215aa317e15"
@@ -61,15 +79,15 @@ 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 = "d8928e9169ff76c6281f39a659f9bca3a573f24c"
 uuid = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
-version = "1.7.0"
+version = "1.8.1"
 
 [[deps.DataStructures]]
-deps = ["Compat", "InteractiveUtils", "OrderedCollections"]
-git-tree-sha1 = "1d0a14036acb104d9e89698bd408f63ab58cdc82"
+deps = ["OrderedCollections"]
+git-tree-sha1 = "e357641bb3e0638d353c4b29ea0e40ea644066a6"
 uuid = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-version = "0.18.20"
+version = "0.19.3"
 
 [[deps.DataValueInterfaces]]
 git-tree-sha1 = "bfc1187b79289637fa0ef6d4436ebdfe6905cbd6"
@@ -81,16 +99,11 @@ 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"]
-git-tree-sha1 = "3101c32aab536e7a27b1763c0797dba151b899ad"
+git-tree-sha1 = "3bc002af51045ca3b47d2e1787d6ce02e68b943a"
 uuid = "31c24e10-a181-5473-b8eb-7969acd0382f"
-version = "0.25.113"
+version = "0.25.122"
 
     [deps.Distributions.extensions]
     DistributionsChainRulesCoreExt = "ChainRulesCore"
@@ -103,21 +116,15 @@ version = "0.25.113"
     Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"
 
 [[deps.DocStringExtensions]]
-deps = ["LibGit2"]
-git-tree-sha1 = "2fb1e02f2b635d0845df5d7c167fec4dd739b00d"
+git-tree-sha1 = "7442a5dfe1ebb773c29cc2962a8980f47221d76c"
 uuid = "ffbed154-4ef7-542d-bbb7-c09d3a79fcae"
-version = "0.9.3"
-
-[[deps.Downloads]]
-deps = ["ArgTools", "FileWatching", "LibCURL", "NetworkOptions"]
-uuid = "f43a241f-c20a-4ad4-852c-f6b1247861c6"
-version = "1.6.0"
+version = "0.9.5"
 
 [[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"
@@ -133,9 +140,9 @@ version = "1.11.0"
 
 [[deps.FillArrays]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "6a70198746448456524cb442b8af316927ff3e1a"
+git-tree-sha1 = "5bfcd42851cf2f1b303f51525a54dc5e98d408a3"
 uuid = "1a297f60-69ca-5386-bcde-b61e274b549b"
-version = "1.13.0"
+version = "1.15.0"
 weakdeps = ["PDMats", "SparseArrays", "Statistics"]
 
     [deps.FillArrays.extensions]
@@ -148,16 +155,27 @@ deps = ["Random"]
 uuid = "9fa8497b-333b-5362-9e8d-4d0656e87820"
 version = "1.11.0"
 
+[[deps.GeneralUtils]]
+deps = ["CSV", "DataFrames", "DataStructures", "Dates", "Distributions", "JSON", "NATS", "PrettyPrinting", "Random", "SHA", "UUIDs"]
+path = "."
+uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
+version = "0.3.1"
+
+[[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"
@@ -173,14 +191,14 @@ uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240"
 version = "1.11.0"
 
 [[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 +207,27 @@ version = "1.0.0"
 
 [[deps.JLLWrappers]]
 deps = ["Artifacts", "Preferences"]
-git-tree-sha1 = "be3dc50a92e5a386872a493a10050136d4703f9b"
+git-tree-sha1 = "0533e564aae234aff59ab625543145446d8b6ec2"
 uuid = "692b3bcd-3c85-4b1f-b108-f13ce0eb3210"
-version = "1.6.1"
+version = "1.7.1"
+
+[[deps.JSON]]
+deps = ["Dates", "Logging", "Parsers", "PrecompileTools", "StructUtils", "UUIDs", "Unicode"]
+git-tree-sha1 = "5b6bb73f555bc753a6153deec3717b8904f5551c"
+uuid = "682c06a0-de6a-54ab-a142-c8b1cf79cde6"
+version = "1.3.0"
+
+    [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 +235,36 @@ version = "1.14.1"
     [deps.JSON3.weakdeps]
     ArrowTypes = "31f734f8-188a-4ce0-8406-c8a06bd891cd"
 
+[[deps.JuliaInterpreter]]
+deps = ["CodeTracking", "InteractiveUtils", "Random", "UUIDs"]
+git-tree-sha1 = "b6c76964c65ebf8309460fb8f0f437b4a59d809b"
+uuid = "aa1ae85d-cabe-5617-a682-6adf51b2e16a"
+version = "0.10.7"
+
+[[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 +273,13 @@ 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 = "13ca9e2586b89836fd20cccf56e57e2b9ae7f38f"
 uuid = "2ab3a3ac-af41-5b50-aa03-7779005ae688"
-version = "0.3.28"
+version = "0.3.29"
 
     [deps.LogExpFunctions.extensions]
     LogExpFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -264,25 +295,28 @@ version = "0.3.28"
 uuid = "56ddb016-857b-54e1-b83d-db4d58db5568"
 version = "1.11.0"
 
-[[deps.MQTTClient]]
-deps = ["Distributed", "Random", "Sockets"]
-git-tree-sha1 = "f2597b290d4bf17b577346153cd2ddf9accb5c26"
-uuid = "985f35cc-2c3d-4943-b8c1-f0931d5f0959"
-version = "0.3.1"
-weakdeps = ["PrecompileTools"]
-
-    [deps.MQTTClient.extensions]
-    PrecompileMQTT = "PrecompileTools"
+[[deps.LoweredCodeUtils]]
+deps = ["CodeTracking", "Compiler", "JuliaInterpreter"]
+git-tree-sha1 = "e24491cb83551e44a69b9106c50666dea9d953ab"
+uuid = "6f1432cf-f94c-5a45-995e-cdbf5db27b0b"
+version = "3.4.4"
 
 [[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 = "c067a280ddc25f196b5e7df3877c6b226d390aaf"
+uuid = "739be429-bea8-5141-9913-cc70e7f3736d"
+version = "1.1.9"
+
 [[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 +330,65 @@ version = "1.11.0"
 
 [[deps.MozillaCACerts_jll]]
 uuid = "14a3606d-f60d-562e-9121-12d972cd8159"
-version = "2023.12.12"
+version = "2025.5.20"
+
+[[deps.NATS]]
+deps = ["Base64", "BufferedStreams", "CodecBase", "Dates", "DocStringExtensions", "JSON3", "MbedTLS", "NanoDates", "Random", "ScopedValues", "Sockets", "Sodium", "StructTypes", "URIs"]
+git-tree-sha1 = "d9d9a189fb9155a460e6b5e8966bf6a66737abf8"
+uuid = "55e73f9c-eeeb-467f-b4cc-a633fde63d2a"
+version = "0.1.0"
+
+[[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 = "3.5.1+0"
 
 [[deps.OpenSpecFun_jll]]
-deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl", "Pkg"]
-git-tree-sha1 = "13652491f6856acfd2db29360e1bbcd4565d04f1"
+deps = ["Artifacts", "CompilerSupportLibraries_jll", "JLLWrappers", "Libdl"]
+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 = "05868e21324cede2207c6f0f466b4bfef6d5e7ee"
 uuid = "bac558e1-5e72-5ebc-8fee-abe8a469f55d"
-version = "1.7.0"
+version = "1.8.1"
 
 [[deps.PDMats]]
 deps = ["LinearAlgebra", "SparseArrays", "SuiteSparse"]
-git-tree-sha1 = "949347156c25054de2db3b166c52ac4728cbad65"
+git-tree-sha1 = "d922b4d80d1e12c658da7785e754f4796cc1d60d"
 uuid = "90014a1f-27ba-587c-ab20-58faa44d9150"
-version = "0.11.31"
+version = "0.11.36"
+weakdeps = ["StatsBase"]
+
+    [deps.PDMats.extensions]
+    StatsBaseExt = "StatsBase"
 
 [[deps.Parsers]]
 deps = ["Dates", "PrecompileTools", "UUIDs"]
-git-tree-sha1 = "8489905bcdbcfac64d1daa51ca07c0d8f0283821"
+git-tree-sha1 = "7d2f8f21da5db6a806faf7b9b292296da42b2810"
 uuid = "69de0a69-1ddd-5017-9359-2bf0b02dc9f0"
-version = "2.8.1"
-
-[[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"
+version = "2.8.3"
 
 [[deps.PooledArrays]]
 deps = ["DataAPI", "Future"]
@@ -354,15 +398,15 @@ version = "1.4.3"
 
 [[deps.PrecompileTools]]
 deps = ["Preferences"]
-git-tree-sha1 = "5aa36f7049a63a1528fe8f7c3f2113413ffd4e1f"
+git-tree-sha1 = "07a921781cab75691315adc645096ed5e370cb77"
 uuid = "aea7be01-6a6a-4083-8856-8a6e6704d82a"
-version = "1.2.1"
+version = "1.3.3"
 
 [[deps.Preferences]]
 deps = ["TOML"]
-git-tree-sha1 = "9306f6085165d270f7e3db02af26a400d580f5c6"
+git-tree-sha1 = "0f27480397253da18fe2c12a4ba4eb9eb208bf3d"
 uuid = "21216c6a-2e73-6563-6e65-726566657250"
-version = "1.4.3"
+version = "1.5.0"
 
 [[deps.PrettyPrinting]]
 git-tree-sha1 = "142ee93724a9c5d04d78df7006670a93ed1b244e"
@@ -370,10 +414,10 @@ uuid = "54e16d92-306c-5ea0-a30b-337be88ac337"
 version = "0.4.2"
 
 [[deps.PrettyTables]]
-deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "Reexport", "StringManipulation", "Tables"]
-git-tree-sha1 = "1101cd475833706e4d0e7b122218257178f48f34"
+deps = ["Crayons", "LaTeXStrings", "Markdown", "PrecompileTools", "Printf", "REPL", "Reexport", "StringManipulation", "Tables"]
+git-tree-sha1 = "c5a07210bd060d6a8491b0ccdee2fa0235fc00bf"
 uuid = "08abe8d2-0d0c-5749-adfa-8a2ac140af0d"
-version = "2.4.0"
+version = "3.1.2"
 
 [[deps.Printf]]
 deps = ["Unicode"]
@@ -381,15 +425,15 @@ uuid = "de0858da-6303-5e67-8744-51eddeeeb8d7"
 version = "1.11.0"
 
 [[deps.PtrArrays]]
-git-tree-sha1 = "77a42d78b6a92df47ab37e177b2deac405e1c88f"
+git-tree-sha1 = "1d36ef11a9aaf1e8b74dacc6a731dd1de8fd493d"
 uuid = "43287f4e-b6f4-7ad1-bb20-aadabca52c3d"
-version = "1.2.1"
+version = "1.3.0"
 
 [[deps.QuadGK]]
 deps = ["DataStructures", "LinearAlgebra"]
-git-tree-sha1 = "cda3b045cf9ef07a08ad46731f5a3165e56cf3da"
+git-tree-sha1 = "9da16da70037ba9d701192e27befedefb91ec284"
 uuid = "1fd47b50-473d-5c70-9696-f719f8f3bcdc"
-version = "2.11.1"
+version = "2.11.2"
 
     [deps.QuadGK.extensions]
     QuadGKEnzymeExt = "Enzyme"
@@ -397,6 +441,11 @@ 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 +456,29 @@ git-tree-sha1 = "45e428421666073eab6f2da5c9d310d99bb12f9b"
 uuid = "189a3867-3050-52da-a836-e630ba90ab69"
 version = "1.2.2"
 
+[[deps.Requires]]
+deps = ["UUIDs"]
+git-tree-sha1 = "62389eeff14780bfe55195b7204c0d8738436d64"
+uuid = "ae029012-a4dd-5104-9daa-d747884805df"
+version = "1.3.1"
+
+[[deps.Revise]]
+deps = ["CodeTracking", "FileWatching", "JuliaInterpreter", "LibGit2", "LoweredCodeUtils", "OrderedCollections", "REPL", "Requires", "UUIDs", "Unicode"]
+git-tree-sha1 = "85d94c2be31f58728cd69d13f2e0bdd7ecf6dfe9"
+uuid = "295af30f-e4ad-537b-8983-00126c2a3abe"
+version = "3.12.1"
+
+    [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"]
@@ -423,11 +490,17 @@ version = "0.5.1+0"
 uuid = "ea8e919c-243c-51af-8825-aaa63cd721ce"
 version = "0.7.0"
 
+[[deps.ScopedValues]]
+deps = ["HashArrayMappedTries", "Logging"]
+git-tree-sha1 = "c3b2323466378a2ba15bea4b2f73b081e022f473"
+uuid = "7e506255-f358-4e82-b7e4-beb19740aa63"
+version = "1.5.0"
+
 [[deps.SentinelArrays]]
 deps = ["Dates", "Random"]
-git-tree-sha1 = "d0553ce4031a081cc42387a9b9c8441b7d99f32d"
+git-tree-sha1 = "712fb0231ee6f9120e005ccd56297abbc053e7e0"
 uuid = "91c51154-3ec4-41a3-a24f-3f23e20d615c"
-version = "1.4.7"
+version = "1.4.8"
 
 [[deps.Serialization]]
 uuid = "9e88b42a-f829-5b0c-bbe9-9e923198166b"
@@ -437,22 +510,28 @@ 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 = "64d974c2e6fdf07f8155b5b2ca2ffa9069b608d9"
 uuid = "a2af1166-a08f-5f64-846c-94a0d3cef48c"
-version = "1.2.1"
+version = "1.2.2"
 
 [[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 = "f2685b435df2613e25fc10ad8c26dddb8640f547"
 uuid = "276daf66-3868-5448-9aa4-cd146d93841b"
-version = "2.4.0"
+version = "2.6.1"
 
     [deps.SpecialFunctions.extensions]
     SpecialFunctionsChainRulesCoreExt = "ChainRulesCore"
@@ -472,21 +551,21 @@ weakdeps = ["SparseArrays"]
 
 [[deps.StatsAPI]]
 deps = ["LinearAlgebra"]
-git-tree-sha1 = "1ff449ad350c9c4cbc756624d6f8a8c3ef56d3ed"
+git-tree-sha1 = "9d72a13a3f4dd3795a195ac5a44d7d6ff5f552ff"
 uuid = "82ae8749-77ed-4fe6-ae5f-f523153014b0"
-version = "1.7.0"
+version = "1.7.1"
 
 [[deps.StatsBase]]
-deps = ["DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
-git-tree-sha1 = "5cf7606d6cef84b543b483848d4ae08ad9832b21"
+deps = ["AliasTables", "DataAPI", "DataStructures", "LinearAlgebra", "LogExpFunctions", "Missings", "Printf", "Random", "SortingAlgorithms", "SparseArrays", "Statistics", "StatsAPI"]
+git-tree-sha1 = "064b532283c97daae49e544bb9cb413c26511f8c"
 uuid = "2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91"
-version = "0.34.3"
+version = "0.34.8"
 
 [[deps.StatsFuns]]
 deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "b423576adc27097764a90e163157bcfc9acf0f46"
+git-tree-sha1 = "91f091a8716a6bb38417a6e6f274602a19aaa685"
 uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.3.2"
+version = "1.5.2"
 
     [deps.StatsFuns.extensions]
     StatsFunsChainRulesCoreExt = "ChainRulesCore"
@@ -498,9 +577,9 @@ version = "1.3.2"
 
 [[deps.StringManipulation]]
 deps = ["PrecompileTools"]
-git-tree-sha1 = "a6b1675a536c5ad1a60e5a5153e1fee12eb146e3"
+git-tree-sha1 = "725421ae8e530ec29bcbdddbe91ff8053421d023"
 uuid = "892a3eda-7b42-436c-8928-eab12a02cf0e"
-version = "0.4.0"
+version = "0.4.1"
 
 [[deps.StructTypes]]
 deps = ["Dates", "UUIDs"]
@@ -508,6 +587,24 @@ git-tree-sha1 = "159331b30e94d7b11379037feeb9b690950cace8"
 uuid = "856f2bd8-1eba-4b0a-8007-ebc267875bd4"
 version = "1.11.0"
 
+[[deps.StructUtils]]
+deps = ["Dates", "UUIDs"]
+git-tree-sha1 = "79529b493a44927dd5b13dde1c7ce957c2d049e4"
+uuid = "ec057cc2-7a8d-4b58-b3b3-92acb9f63b42"
+version = "2.6.0"
+
+    [deps.StructUtils.extensions]
+    StructUtilsMeasurementsExt = ["Measurements"]
+    StructUtilsTablesExt = ["Tables"]
+
+    [deps.StructUtils.weakdeps]
+    Measurements = "eff96d63-e80a-5855-80a2-b1b0885c5ab7"
+    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 +612,7 @@ 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 +627,20 @@ version = "1.0.1"
 
 [[deps.Tables]]
 deps = ["DataAPI", "DataValueInterfaces", "IteratorInterfaceExtensions", "OrderedCollections", "TableTraits"]
-git-tree-sha1 = "598cd7c1f68d1e205689b1c2fe65a9f85846f297"
+git-tree-sha1 = "f2c1efbc8f3a609aadf318094f8fc5204bdaf344"
 uuid = "bd369af6-aec1-5ad0-b16a-f7cc5008161c"
-version = "1.12.0"
-
-[[deps.Tar]]
-deps = ["ArgTools", "SHA"]
-uuid = "a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e"
-version = "1.10.0"
+version = "1.12.1"
 
 [[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"
@@ -567,19 +664,15 @@ 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 = ["Artifacts", "Libdl"]
-uuid = "8e850ede-7688-5339-a07c-302acd2aaf8d"
-version = "1.59.0+0"
-
-[[deps.p7zip_jll]]
-deps = ["Artifacts", "Libdl"]
-uuid = "3f19e933-33d8-53b3-aaab-bd5110c3b7a0"
-version = "17.4.0+2"
+[[deps.libsodium_jll]]
+deps = ["Artifacts", "JLLWrappers", "Libdl"]
+git-tree-sha1 = "011b0a7331b41c25524b64dc42afc9683ee89026"
+uuid = "a9144af2-ca23-56d9-984f-0d03f7b5ccf8"
+version = "1.0.21+0"

Project.toml

@@ -1,7 +1,7 @@
 name = "GeneralUtils"
 uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
+version = "0.3.1"
 authors = ["tonaerospace <tonaerospace.etc@gmail.com>"]
-version = "0.1.1"
 
 [deps]
 CSV = "336ed68f-0bac-5ca0-87d4-7b16caf5d00b"
@@ -9,9 +9,15 @@ 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"
-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]
+JSON = "1.3.0"
+NATS = "0.1.0"
+Revise = "3.12.1"

README.md

@@ -0,0 +1,5 @@
+Todo:
+  - [WORKING] update with JSON
+
+  Change from previous version:
+  - replace JSON3 with JSON

codesnippet/nats.jl

@@ -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))
+
+
+
+
+

previousVersion/0.0.1/Manifest.toml

@@ -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]]
-uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f"
-version = "1.1.1"
-
-[[deps.Artifacts]]
-uuid = "56f22d72-fd6d-98f1-02f0-08ddc0907c33"
-
-[[deps.Atomix]]
-deps = ["UnsafeAtomics"]
-git-tree-sha1 = "c06a868224ecba914baa6942988e2f2aade419be"
-uuid = "a9b6321e-bd34-4604-b9c9-b65b8de01458"
-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"
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previousVersion/0.0.1/Project.toml

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-name = "GeneralUtils"
-uuid = "c6c72f09-b708-4ac8-ac7c-2084d70108fe"
-authors = ["tonaerospace <tonaerospace.etc@gmail.com>"]
-version = "0.1.0"
-
-[deps]
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-DataStructures = "864edb3b-99cc-5e75-8d2d-829cb0a9cfe8"
-Distributions = "31c24e10-a181-5473-b8eb-7969acd0382f"
-Flux = "587475ba-b771-5e3f-ad9e-33799f191a9c"
-JSON3 = "0f8b85d8-7281-11e9-16c2-39a750bddbf1"

previousVersion/0.0.1/src/GeneralUtils.jl

@@ -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
-        
-"""
-
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-end # generalUtils

previousVersion/0.0.1/src/interface.jl

@@ -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
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
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-
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-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-end # module

previousVersion/0.0.2/Manifest.toml

@@ -1,911 +0,0 @@
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-uuid = "4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5"
-
-[[deps.UnsafeAtomics]]
-git-tree-sha1 = "6331ac3440856ea1988316b46045303bef658278"
-uuid = "013be700-e6cd-48c3-b4a1-df204f14c38f"
-version = "0.2.1"
-
-[[deps.UnsafeAtomicsLLVM]]
-deps = ["LLVM", "UnsafeAtomics"]
-git-tree-sha1 = "ea37e6066bf194ab78f4e747f5245261f17a7175"
-uuid = "d80eeb9a-aca5-4d75-85e5-170c8b632249"
-version = "0.1.2"
-
-[[deps.Zlib_jll]]
-deps = ["Libdl"]
-uuid = "83775a58-1f1d-513f-b197-d71354ab007a"
-version = "1.2.13+0"
-
-[[deps.Zygote]]
-deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
-git-tree-sha1 = "5be3ddb88fc992a7d8ea96c3f10a49a7e98ebc7b"
-uuid = "e88e6eb3-aa80-5325-afca-941959d7151f"
-version = "0.6.62"
-
-    [deps.Zygote.extensions]
-    ZygoteColorsExt = "Colors"
-    ZygoteDistancesExt = "Distances"
-    ZygoteTrackerExt = "Tracker"
-
-    [deps.Zygote.weakdeps]
-    Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
-    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"

previousVersion/0.0.2/Project.toml

@@ -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"

previousVersion/0.0.2/src/GeneralUtils.jl

@@ -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
-        
-"""
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
-
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-
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-
-
-
-
-
-end # generalUtils

previousVersion/0.0.2/src/interface.jl

@@ -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
-
-
-
-
-
-
-
-
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-
-
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-
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-
-
-
-
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-
-
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-
-
-
-end # module

previousVersion/0.0.3/Manifest.toml

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-
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-
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-
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-
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-version = "0.34.0"
-
-[[deps.StatsFuns]]
-deps = ["HypergeometricFunctions", "IrrationalConstants", "LogExpFunctions", "Reexport", "Rmath", "SpecialFunctions"]
-git-tree-sha1 = "f625d686d5a88bcd2b15cd81f18f98186fdc0c9a"
-uuid = "4c63d2b9-4356-54db-8cca-17b64c39e42c"
-version = "1.3.0"
-
-    [deps.StatsFuns.extensions]
-    StatsFunsChainRulesCoreExt = "ChainRulesCore"
-    StatsFunsInverseFunctionsExt = "InverseFunctions"
-
-    [deps.StatsFuns.weakdeps]
-    ChainRulesCore = "d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4"
-    InverseFunctions = "3587e190-3f89-42d0-90ee-14403ec27112"
-
-[[deps.StructArrays]]
-deps = ["Adapt", "DataAPI", "GPUArraysCore", "StaticArraysCore", "Tables"]
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-
-[[deps.StructTypes]]
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-
-[[deps.SuiteSparse]]
-deps = ["Libdl", "LinearAlgebra", "Serialization", "SparseArrays"]
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-
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-
-[[deps.TOML]]
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-
-[[deps.TableTraits]]
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-
-[[deps.Tables]]
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-
-[[deps.Tar]]
-deps = ["ArgTools", "SHA"]
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-
-[[deps.Test]]
-deps = ["InteractiveUtils", "Logging", "Random", "Serialization"]
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-
-[[deps.TimerOutputs]]
-deps = ["ExprTools", "Printf"]
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-
-[[deps.Transducers]]
-deps = ["Adapt", "ArgCheck", "BangBang", "Baselet", "CompositionsBase", "DefineSingletons", "Distributed", "InitialValues", "Logging", "Markdown", "MicroCollections", "Requires", "Setfield", "SplittablesBase", "Tables"]
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-
-    [deps.Transducers.extensions]
-    TransducersBlockArraysExt = "BlockArrays"
-    TransducersDataFramesExt = "DataFrames"
-    TransducersLazyArraysExt = "LazyArrays"
-    TransducersOnlineStatsBaseExt = "OnlineStatsBase"
-    TransducersReferenceablesExt = "Referenceables"
-
-    [deps.Transducers.weakdeps]
-    BlockArrays = "8e7c35d0-a365-5155-bbbb-fb81a777f24e"
-    DataFrames = "a93c6f00-e57d-5684-b7b6-d8193f3e46c0"
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-
-[[deps.UUIDs]]
-deps = ["Random", "SHA"]
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-
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-
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-
-[[deps.Zygote]]
-deps = ["AbstractFFTs", "ChainRules", "ChainRulesCore", "DiffRules", "Distributed", "FillArrays", "ForwardDiff", "GPUArrays", "GPUArraysCore", "IRTools", "InteractiveUtils", "LinearAlgebra", "LogExpFunctions", "MacroTools", "NaNMath", "PrecompileTools", "Random", "Requires", "SparseArrays", "SpecialFunctions", "Statistics", "ZygoteRules"]
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-
-    [deps.Zygote.extensions]
-    ZygoteColorsExt = "Colors"
-    ZygoteDistancesExt = "Distances"
-    ZygoteTrackerExt = "Tracker"
-
-    [deps.Zygote.weakdeps]
-    Colors = "5ae59095-9a9b-59fe-a467-6f913c188581"
-    Distances = "b4f34e82-e78d-54a5-968a-f98e89d6e8f7"
-    Tracker = "9f7883ad-71c0-57eb-9f7f-b5c9e6d3789c"
-
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-
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previousVersion/0.0.3/Project.toml

@@ -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"

previousVersion/0.0.3/src/GeneralUtils.jl

@@ -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
-        
-"""
-
-
-
-
-
-
-
-
-
-
-
-
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-
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-
-
-
-
-
-
-
-
-
-
-
-
-end # generalUtils

src/GeneralUtils.jl

@@ -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
-        
-"""
 
 
 

src/dbUtil.jl

@@ -2,10 +2,10 @@ 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 --------------------------------------------- #
 
 

src/interface.jl

@@ -6,9 +6,9 @@ export noNegative!, randomWithProb, randomChoiceWithProb, findIndex, limitvalue,
         matMul_3Dto4D_batchwise, isNotEqual, linearToCartesian, vectorMax, findMax,
         multiply_last, multiplyRandomElements, replaceElements, replaceElements!, isBetween,
         isLess, allTrue, getStringBetweenCharacters, JSON3read_stringKey, mkDictPath!, 
-        getDictPath
+        getDictPath, detectKeywordVariation, textToDict, dictify, ordereddictify
 
-using JSON3, DataStructures, Distributions, Random, Dates, UUIDs, MQTTClient, DataFrames, CSV
+using JSON, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames, CSV
 using ..util, ..communication
 
 # ---------------------------------------------- 100 --------------------------------------------- #
@@ -148,7 +148,7 @@ function findMax(collection::AbstractVector)
     return maxValue, maxIndex, matchPosition
 end
 
-
+# ---------------------------------------------- 100 --------------------------------------------- #
 
 """ read_textfile_by_index(folder_path::String, read_file_number::Integer=1)
 
@@ -185,65 +185,214 @@ function read_textfile_by_index(folder_path::String, read_file_number::Integer=1
     
 end
 
+
+""" Recursively convert dictionary-like variable (e.g. JSON.Object) into a dictionary.
+
+# What it does
+  - Walks any nested structure composed of `AbstractDict` (e.g., `JSON.Object`,
+    `Dict`, `OrderedDict`) and `AbstractArray` and produces a new tree where
+    every dictionary-like node is a plain `Dict` and every array-like node is a
+    `Vector{Any}`. Scalar values (numbers, strings, booleans, `nothing`, etc.)
+    are returned unchanged.
+  - Does **not** mutate the input; it always allocates new containers.
+
+# Arguments
+- `x`
+  Any Julia value. If `x` is an `AbstractDict` it will be converted to a `Dict`;
+  if it is an `AbstractArray` its elements will be processed recursively.
+
+# Keyword Arguments
+- `stringkey::Bool=false`
+  If `true`, every dictionary key is converted to `String` via `string(k)`.
+  If `false`, original key objects are preserved (useful when keys are already
+  `String`, `Symbol`, or other types you want to keep).
+
+# Return
+- A newly allocated nested structure composed of `Dict{Any,Any}` and
+  `Vector{Any}` that mirrors the input shape but uses plain Julia containers.
+
+# Notes
+- The function treats any `AbstractDict` as a mapping source, so it works with
+  `JSON.Object`, `Dict`, `OrderedDict`, etc.
+- Arrays are returned as `Vector{Any}` with their elements processed
+  recursively.
+
+# Examples
+```jldoctest
+julia> using JSON
+julia> d = Dict(
+            "a" => 4,
+            "b" => 6,
+            "c" => Dict(
+                    "d"=>7, 
+                    :e=>Dict(
+                      "f"=>"hey", 
+                      "g"=>Dict(
+                        "world"=>[1, "2", 3, Dict(:dd=>4.7)]
+                        )
+                      )
+                    )
+          )
+
+julia jsonstring = JSON.json(d)
+julia> A1 = JSON.parse(jsonstring)  # A1 type is JSON.Object
+julia> A2 = dictify(A1)
+Dict{Any,Any} with 3 entries:
+  "a" => 4
+  "b" => 6
+  "c" => Dict("d"=>7, "e"=>Dict("f"=>"hey", "g"=>Dict("world"=>[1, "2", 3, 4.7])))
+
+julia> A3 = dictify(A1; stringkey=false)  # preserves original key objects
+julia> B1 = dictify(d; stringkey=true)  # convert all keys in to string
+Dict{Any, Any} with 3 entries:
+  "c" => Dict{Any, Any}("e"=>Dict{Any, Any}("f"=>"hey", "g"=>Dict{Any, Any}("world"=>Any[1, "2", 3, Dict{Any, Any}("dd"=>4.7)])), "d"=>7)
+  "b" => 6
+  "a" => 4
+```
+"""
+function dictify(x; stringkey::Bool=false)
+    # Dict-like objects
+    if x isa AbstractDict
+        # choose output key type container (String keys when requested)
+        out = Dict{Any,Any}()
+        for (k,v) in x
+            newk = stringkey ? string(k) : k
+            out[newk] = dictify(v; stringkey=stringkey)
+        end
+        return out
+    # Arrays / vectors: map elements recursively and return a Vector{Any}
+    elseif x isa AbstractArray
+        return [dictify(element; stringkey=stringkey) for element in x]
+    # everything else: return as-is (primitives, numbers, strings, etc.)
+    else
+        return x
+    end
+end
+
+
+
+
 # ---------------------------------------------- 100 --------------------------------------------- #
 
-""" Array_to_JSON3_str(data::AbstractArray)
+""" Array_to_JSON_str(data::AbstractArray)
 
-    encode Array to JSON3 String
+    encode Array to JSON 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]}
+        jsonStr = Array_to_JSON_str(a)
+        jsonStr = "{\"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
+function Array_to_JSON_str(data::AbstractArray)
+  d = Dict("Array"=> data, "size"=>size(data))
+  jsonStr = JSON.json(d)
+  return jsonStr
 end
 
 # ---------------------------------------------- 100 --------------------------------------------- #
 
-""" JSON3_str_to_Array(json3_str::String)
+""" JSON_str_to_Array(json_str::String)
 
-    decode JSON3 String to Array
+    decode JSON 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)
+        jsonStr = "{\"Array\":[[1.23,9987.1,-0.0027],[4.7889,-123.07,-6.75]],\"size\":[3,2]}"
+        a = JSON_str_to_Array(jsonStr)
 
-        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]))
+function JSON_str_to_Array(jsonStr::String)
+    jsonObj = JSON.parse(jsonStr)
+    a = Array(jsonObj.Array)
+    array = hcat(a...)
     return array
 end
  
 # ---------------------------------------------- 100 --------------------------------------------- #
 
-""" Convert JSON3.read object to OrderedDict
+""" Recursively convert dictionary-like variable (e.g. JSON.Object) into a dictionary.
 
-    # 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)
+# What it does
+  - Walks any nested structure composed of AbstractDict (e.g., JSON.Object,
+    Dict, OrderedDict) and AbstractArray and produces a new tree where
+    every dictionary-like node is an OrderedDict{Any,Any} and every array-like
+    node is a Vector{Any}. Scalar values (numbers, strings, booleans,
+    nothing, etc.) are returned unchanged.
+  - Does **not** mutate the input; it always allocates new containers.
 
-    Andyferris's github https://github.com/andyferris/Dictionaries.jl
+# Arguments
+- `x`
+  Any Julia value. If x is an AbstractDict it will be converted to an
+  OrderedDict{Any,Any}. if it is an AbstractArray its elements will be
+  processed recursively.
+
+# Keyword Arguments
+- `stringkey::Bool=false`
+  If `true`, every dictionary key is converted to `String` via `string(k)`.
+  If `false`, original key objects are preserved (useful when keys are already
+  `String`, `Symbol`, or other types you want to keep).
+
+# Return
+- A newly allocated nested structure composed of `OrderedDict{Any,Any}` and
+  `Vector{Any}` that mirrors the input shape but uses ordered Julia containers.
+
+# Notes
+- The function treats any `AbstractDict` as a mapping source, so it works with
+  `JSON.Object`, `Dict`, `OrderedDict`, etc.
+- Arrays are returned as `Vector{Any}` with their elements processed recursively.
+
+# Examples
+```jldoctest
+julia> using JSON
+julia> d = Dict(
+            "a" => 4,
+            "b" => 6,
+            "c" => Dict(
+                    "d"=>7, 
+                    :e=>Dict(
+                      "f"=>"hey", 
+                      "g"=>Dict(
+                        "world"=>[1, "2", 3, Dict(:dd=>4.7)]
+                        )
+                      )
+                    )
+          )
+
+julia jsonstring = JSON.json(d)
+julia> A1 = JSON.parse(jsonstring)  # A1 type is JSON.Object
+julia> A2 = OrderedDict(A1)
+Dict{Any,Any} with 3 entries:
+  "a" => 4
+  "b" => 6
+  "c" => Dict("d"=>7, "e"=>Dict("f"=>"hey", "g"=>Dict("world"=>[1, "2", 3, 4.7])))
+
+julia> A3 = OrderedDict(A1; stringkey=false)  # preserves original key objects
+julia> B1 = OrderedDict(d; stringkey=true)  # convert all keys in to string
+Dict{Any, Any} with 3 entries:
+  "c" => Dict{Any, Any}("e"=>Dict{Any, Any}("f"=>"hey", "g"=>Dict{Any, Any}("world"=>Any[1, "2", 3, Dict{Any, Any}("dd"=>4.7)])), "d"=>7)
+  "b" => 6
+  "a" => 4
+```
+Ref. https://github.com/andyferris/Dictionaries.jl
 """
-function JSON3read_to_OrDict(x)
-    dict = OrderedDict()
-    for (k, v) in x
-        k = string(k)
-        dict[k] = v
+function ordereddictify(x; stringkey::Bool=false)
+    # Dict-like objects
+    if x isa AbstractDict
+        # choose output key type container (String keys when requested)
+        out = OrderedDict{Any,Any}()
+        for (k,v) in x
+            newk = stringkey ? string(k) : k
+            out[newk] = ordereddictify(v; stringkey=stringkey)
+        end
+        return out
+    # Arrays / vectors: map elements recursively and return a Vector{Any}
+    elseif x isa AbstractArray
+        return [ordereddictify(element; stringkey=stringkey) for element in x]
+    # everything else: return as-is (primitives, numbers, strings, etc.)
+    else
+        return x
     end
-    return dict
 end
 
 #------------------------------------------------------------------------------------------------100
@@ -1150,9 +1299,197 @@ end
 
 
 
+"""
+    detectKeywordVariation(keywords::AbstractVector{String}, text::String) -> Dict{String, Union{Array, Nothing}}
+
+Detects and collects all case-variant occurrences of multiple keywords in the text. 
+This function processes each keyword individually and returns an array of matched variations for each keyword.
+
+# Arguments
+- `keywords::AbstractVector{String}` Vector of keywords to search for
+- `text::String` The text to search in
+
+# Returns
+- `Dict{String, Array}` Returns a dictionary mapping each keyword to an array of matched variations found in the text
+
+# Examples
+  ```jldoctest
+  julia> detectKeywordVariation(["test", "example", "cat"], "This is a Test EXAMPLE")
+  Dict{String, Array}("test" => ["Test"], "example" => ["EXAMPLE"], "cat" => nothing)
+"""
+function detectKeywordVariation(keywords::T, text::String)::Dict{String, Union{Array, Nothing}} where {T<:AbstractVector}
+  kw = Dict{String, Union{Array, Nothing}}()
+  
+  # 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
+    ws = detectKeywordVariation.(keyword, text)
+    total = sum(issomething.(ws))
+    if total != 0
+      kw[keyword] = ws
+    else
+      kw[keyword] = nothing
+    end
+  end
+  return kw
+end
 
 
+"""
+    detectKeywordVariation(keyword::String, text::String) -> Union{Nothing, Array{String}}
 
+Detects if a keyword exists in the text in different case variations (lowercase, uppercase first letter, or all uppercase).
+
+# Arguments:
+- `keyword::String` The keyword to search for
+- `text::String` The text to search in
+
+# Returns:
+- `Union{Nothing, Array{String}}` Returns an array of matched keyword variations if found, otherwise returns nothing
+
+# Examples:
+  ```jldoctest
+  julia> detectKeywordVariation("test", "This is a Test case")
+  ["Test"]
+
+  julia> detectKeywordVariation("error", "NO ERRORS FOUND")
+  ["ERRORS"]
+
+  julia> detectKeywordVariation("missing", "complete data")
+  nothing
+  ```
+"""
+function detectKeywordVariation(keyword::String, text::String)::Union{Nothing, Array{String}}
+  # Define the keyword variations to search for
+  wordVariations = [uppercasefirst(keyword), uppercase(keyword), lowercase(keyword)]
+  # wordVariations may duplicate keyword
+  keyword_variations = [keyword]
+  for i in wordVariations
+    i != keyword ? push!(keyword_variations, i) : nothing
+  end
+
+  _splittext = string.(strip.(split(text, " ")))
+  splittext = String[]
+  # remove . after a word
+  for i in _splittext
+    if length(i) != 0 && i[end] ∈ ['.']
+      word = string(i[1:end-1])
+      push!(splittext, word)
+    else
+      push!(splittext, i)
+    end
+  end
+
+  result = String[]
+  for variation in keyword_variations
+    # if length of both word is equals then it is a whole word otherwise it is part of part of other word
+    r = findIndex(splittext, variation)
+
+    if isempty(r[2])
+      # skip
+    else
+      # if variation > 1 add them all so this function detect duplicate keyword
+      variations = [variation for i in eachindex(r[2])]
+      result = vcat(result, variations)
+    end
+  end
+  return result
+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, detectKeywords::Vector{String}; 
+    dictKey::Union{Vector{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 detectKeywords
+    detected = detectKeywordVariation(keyword, text)
+    if detected !== nothing
+      push!(kw, detected)
+    else
+      error("Keyword $keyword not found in text: $text")
+    end
+  end
+  if typeof(kw[1]) <: AbstractArray
+    kw = reduce(vcat, kw)
+  end
+
+  od1, od2 =
+  if symbolkey
+    OrderedDict{Symbol, Any}(), OrderedDict{Symbol, Any}()
+  else
+    OrderedDict{String, Any}(), OrderedDict{String, Any}()
+  end
+
+  remainingtext = text
+  dictKey_ = reverse(dictKey)
+  
+  # process text from back to front
+  rkw = reverse(kw)
+  for (i,keyword) in enumerate(rkw)
+    # Find the position of the keyword in the text
+    keywordidx = findlast(keyword, remainingtext)
+    dKey = dictKey_[i]
+    
+    if keywordidx !== nothing
+      substr = remainingtext[keywordidx[end]+1:end]
+      str = string(strip(substr))  # Removes both leading and trailing whitespace.
+      _key = lowercasekey == true ? lowercase(dKey) : dKey
+      key = symbolkey == true ? Symbol(_key) : _key
+      od1[key] = str
+      remainingtext = remainingtext[1:keywordidx[1]-1]
+    else
+      error("""keyword "$keyword" not found in the provided text: $text </end of error note>""")
+    end
+  end
+
+  # correct the order
+  ks = reverse([i for i in keys(od1)])
+  for k in ks
+    k = symbolkey == true ? Symbol(k) : k
+    od2[k] = od1[k]
+  end
+  
+  return od2
+end
 
 
 

src/llmUtil.jl

@@ -1,12 +1,12 @@
 module llmUtil
 
-export formatLLMtext, formatLLMtext_llama3instruct, jsoncorrection
+export formatLLMtext, formatLLMtext_llama3instruct, jsoncorrection, deFormatLLMtext, extractthink
 
-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 +42,8 @@ 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 +59,133 @@ 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 +202,137 @@ 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"
-  )::String where {T<:Any}
-  f = if formatname == "llama3instruct"
-    formatLLMtext_llama3instruct
-  elseif formatname == "mistral"
-    # not define yet
-  elseif formatname == "phi3instruct"
-    formatLLMtext_phi3instruct
-  else
-    error("$formatname template not define yet")
-  end
+function formatLLMtext(messages::Vector{Dict{Symbol, T}}, formatname::String
+  )::String where {T<:AbstractString}
+  f = 
+    if formatname == "llama3instruct"
+      formatLLMtext_llama3instruct
+    elseif formatname == "mistral"
+      # not define yet
+    elseif formatname == "phi3instruct"
+      # not define yet
+    elseif formatname == "qwen"
+      formatLLMtext_qwen
+    elseif formatname == "qwen3"
+      formatLLMtext_qwen3
+    elseif formatname == "phi4"
+      formatLLMtext_phi4
+    elseif formatname == "granite3"
+      formatLLMtext_granite3
+    else
+      error("$formatname template not define yet")
+    end
 
   str = ""
-  for t in messages
-    str *= f(t[:name], t[:text])
-  end
-
-  # add <|assistant|> so that the model don't generate it and I don't need to clean it up later
-  if formatname == "phi3instruct"
-    str *= "<|assistant|>\n"
+  for (i, t) in enumerate(messages)
+    if i < length(messages)
+      str *= f(t[:name], t[:text])
+    else
+      str *= f(t[:name], t[:text]; assistantStarter=true)
+    end
   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.
 
@@ -224,7 +423,20 @@ 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
 
 
 

src/util.jl

@@ -1,12 +1,15 @@
 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, 
-        countGivenWords, remove_french_accents, detect_keyword
+        dfToString, dataframe_to_json_list, dictToString, dictToString_noKey, issomething,
+        dictToString_numbering, extract_triple_backtick_text, 
+        countGivenWords, remove_french_accents, 
+        extractTextBetweenCharacter, extractTextBetweenString, 
+        convertCamelSnakeKebabCase, fitrange, recentElementsIndex, nonRecentElementsIndex
 
-using JSON3, DataStructures, Distributions, Random, Dates, UUIDs, MQTTClient, DataFrames
+using JSON, DataStructures, Distributions, Random, Dates, UUIDs, DataFrames
 
 # ---------------------------------------------- 100 --------------------------------------------- #
 
@@ -40,6 +43,7 @@ function timedifference(starttime::DateTime, stoptime::DateTime, unit::String)::
   diff = stoptime - starttime
   unit = lowercase(unit)
   
+    # Check the unit and calculate the time difference accordingly
   if unit == "milliseconds"
       return diff.value
   elseif unit == "seconds"
@@ -240,98 +244,6 @@ 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
@@ -466,7 +378,7 @@ 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 +391,7 @@ 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 +416,7 @@ 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])
@@ -656,7 +568,7 @@ end
 
 # Example
   ```jldoctest
-  julia> using DataFrames
+  julia> using DataFrames, GeneralUtils
 
   julia> df = DataFrame(name=["Alice", "Bob"], age=[25, 30])
   2×2 DataFrame
@@ -666,7 +578,7 @@ 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}"
@@ -709,7 +621,15 @@ end
 
 # 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 +637,14 @@ 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 +652,13 @@ 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 +677,19 @@ function extract_triple_backtick_text(input::String)::Vector{String}
 end
 
 
-"""
-    detect_keyword(keyword::String, text::String) -> Union{Nothing, String}
+wordwindow(word::String, startindex::Integer)::UnitRange = startindex:startindex + length(word) -1
 
-Detects if a keyword exists in the text in different case variations (lowercase, uppercase first letter, or all uppercase).
-
-# Arguments:
-- `keyword::String`: The keyword to search for
-- `text::String`: The text to search in
-
-# 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
+function cuttext(range, text)
+  # check whether range is outside text boundary
+  if range.start > length(text) || range.stop > length(text)
+    return nothing
+  else
+    return text[range]
   end
-  
-  # Return nothing if no variation is found
-  return nothing
 end
 
 
+
 """
     countGivenWords(text::String, words::Vector{String}) -> Dict{String, Int}
 
@@ -798,13 +697,13 @@ 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
@@ -840,13 +739,13 @@ end
 Remove French accents from the given text.
 
 # Arguments
-- `text::String`: The input string containing French accents.
+- `text::String` The input string containing French accents.
 
 # Returns
-- `String`: The input string with all French accents removed.
+- `String` The input string with all French accents removed.
 
 # Examples
-  ```julia
+  ```jldoctest
   julia> remove_french_accents("Café")
   "Cafe"
 
@@ -890,12 +789,329 @@ 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
 
 
 

test/.vscode/settings.json

@@ -0,0 +1,3 @@
+{
+  "julia.environmentPath": "/appfolder/app/dev/GeneralUtils/test"
+}

test/Manifest.toml

@@ -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"

test/Project.toml

@@ -0,0 +1,2 @@
+[deps]
+Test = "8dfed614-e22c-5e08-85e1-65c5234f0b40"

test/runtest.jl

@@ -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")
-
-
-
-
-
-
-
-
-
-
-

test/runtests.jl

@@ -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
+
+
+
+
+
+