Quickstart

This page tracks one run end to end on a local database, with no server and no extra packages. For remote logging see Log from a remote client.

Open the local database. It is created on first use.

using DearDiary
DearDiary.initialize_database()

Create a project and an experiment to hold your runs.

julia> project_id, _ = create_project("Iris classification")(id = 1, status = DearDiary.Created)
julia> experiment_id, _ = create_experiment(project_id, DearDiary.IN_PROGRESS, "Decision-tree sweep")(id = 1, status = DearDiary.Created)

Open an iteration and log parameters and metrics. with_iteration marks the iteration SUCCEEDED on a clean return or FAILED on a throw, and snapshots the environment.

julia> with_iteration(experiment_id) do iter
           create_parameter(iter.id, "max_depth", 7)
           create_metric(iter.id, "accuracy", 0.96)
       end(id = 1, status = DearDiary.Created)

Read the logged data back.

julia> iteration = last(get_iterations(experiment_id))DearDiary.Iteration
 ├ id = 1
 ├ experiment_id = 1
 ├ notes = ""
 ├ created_date = 2026-06-23T18:15:05.528
 ├ end_date = 2026-06-23T18:15:05.845
 ├ parent_iteration_id = nothing
 ├ status_id = 2
 ├ error_message = ""
 ├ julia_version = "1.12.6"
 ├ git_sha = "8aba6a9fb5e303d76908bfce5877228738ff9cf7"
 ├ git_dirty = false
 ├ entrypoint = "docs/make.jl"
 ├ project_toml = "[deps]\nBcrypt = \"137488db-d2e6-4fb9-97f3-1e40a263e83c\"\nCompat = \"34da2185-b29b-5c13-b0c7-acf172513d20\"\nDataFrames = \"a93c6f00-e57d-5684-b7b6-d8193f3e46c0\"\nDearDiary = \"bcf306fc-d39d-4f25-b732-26abcc96baf2\"\nDocumenter = \"e30172f5-a6a5-5a46-863b-614d45cd2de4\"\nHTTP = \"cd3eb016-35fb-5094-929b-558a96fad6f3\"\nJLSO = \"9da8a3cd-07a3-59c0-a743-3fdc52c30d11\"\nJWTs = \"d850fbd6-035d-5a70-a269-1ca2e636ac6c\"\nMLJ = \"add582a8-e3ab-11e8-2d5e-e98b27df1bc7\"\nMLJDecisionTreeInterface = \"c6f25543-311c-4c74-83dc-3ea6d1015661\"\nMemoize = \"c03570c3-d221-55d1-a50c-7939bbd78826\"\nOxygen = \"df9a0d86-3283-4920-82dc-4555fc0d1d8b\"\n"
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[deps.Adapt.extensions]\n    AdaptSparseArraysExt = \"SparseArrays\"\n    AdaptStaticArraysExt = \"StaticArrays\"\n\n[[deps.AliasTables]]\ndeps = [\"PtrArrays\", \"Random\"]\ngit-tree-sha1 = \"9876e1e164b144ca45e9e3198d0b689cadfed9ff\"\nuuid = \"66dad0bd-aa9a-41b7-9441-69ab47430ed8\"\nversion = \"1.1.3\"\n\n[[deps.ArgTools]]\nuuid = \"0dad84c5-d112-42e6-8d28-ef12dabb789f\"\nversion = \"1.1.2\"\n\n[[deps.Artifacts]]\nuuid = \"56f22d72-fd6d-98f1-02f0-08ddc0907c33\"\nversion = \"1.11.0\"\n\n[[deps.Atomix]]\ndeps = [\"UnsafeAtomics\"]\ngit-tree-sha1 = \"b8651b2eb5796a386b0398a20b519a6a6150f75c\"\nuuid = \"a9b6321e-bd34-4604-b9c9-b65b8de01458\"\nversion = \"1.1.3\"\n\n    [deps.Atomix.extensions]\n    AtomixCUDAExt = \"CUDA\"\n    AtomixMetalExt = \"Metal\"\n    AtomixOpenCLExt = \"OpenCL\"\n    AtomixoneAPIExt = \"oneAPI\"\n\n    [deps.Atomix.weakdeps]\n    CUDA = \"052768ef-5323-5732-b1bb-66c8b64840ba\"\n    Metal = \"dde4c033-4e86-420c-a63e-0dd931031962\"\n    OpenCL = 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\"Future\", \"Missings\", \"Printf\", \"Requires\", \"Statistics\", \"Unicode\"]\ngit-tree-sha1 = \"20ff1463035a170b25eba2ef9823bb9ad51635e4\"\nuuid = \"324d7699-5711-5eae-9e2f-1d82baa6b597\"\nversion = \"1.1.1\"\n\n    [deps.CategoricalArrays.extensions]\n    CategoricalArraysArrowExt = \"Arrow\"\n    CategoricalArraysJSONExt = \"JSON\"\n    CategoricalArraysRecipesBaseExt = \"RecipesBase\"\n    CategoricalArraysSentinelArraysExt = \"SentinelArrays\"\n    CategoricalArraysStatsBaseExt = \"StatsBase\"\n    CategoricalArraysStructTypesExt = \"StructTypes\"\n\n    [deps.CategoricalArrays.weakdeps]\n    Arrow = \"69666777-d1a9-59fb-9406-91d4454c9d45\"\n    JSON = \"682c06a0-de6a-54ab-a142-c8b1cf79cde6\"\n    RecipesBase = \"3cdcf5f2-1ef4-517c-9805-6587b60abb01\"\n    SentinelArrays = \"91c51154-3ec4-41a3-a24f-3f23e20d615c\"\n    StatsBase = \"2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91\"\n    StructTypes = \"856f2bd8-1eba-4b0a-8007-ebc267875bd4\"\n\n[[deps.CategoricalDistributions]]\ndeps = [\"CategoricalArrays\", \"Distributions\", \"Missings\", \"OrderedCollections\", \"Random\", \"Reexport\", \"ScientificTypes\"]\ngit-tree-sha1 = \"8d8a4e27199f2e961a85ea6fe768c050fb60d6d9\"\nuuid = \"af321ab8-2d2e-40a6-b165-3d674595d28e\"\nversion = \"0.2.2\"\n\n    [deps.CategoricalDistributions.extensions]\n    UnivariateFiniteDisplayExt = \"UnicodePlots\"\n\n    [deps.CategoricalDistributions.weakdeps]\n    UnicodePlots = \"b8865327-cd53-5732-bb35-84acbb429228\"\n\n[[deps.ChainRulesCore]]\ndeps = [\"Compat\", \"LinearAlgebra\"]\ngit-tree-sha1 = \"12177ad6b3cad7fd50c8b3825ce24a99ad61c18f\"\nuuid = \"d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4\"\nversion = \"1.26.1\"\nweakdeps = [\"SparseArrays\"]\n\n    [deps.ChainRulesCore.extensions]\n    ChainRulesCoreSparseArraysExt = \"SparseArrays\"\n\n[[deps.CodecZlib]]\ndeps = [\"TranscodingStreams\", \"Zlib_jll\"]\ngit-tree-sha1 = \"962834c22b66e32aa10f7611c08c8ca4e20749a9\"\nuuid = \"944b1d66-785c-5afd-91f1-9de20f533193\"\nversion = 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\"ChainRulesCore\"\n\n[[deps.StableRNGs]]\ndeps = [\"Random\"]\ngit-tree-sha1 = \"4f96c596b8c8258cc7d3b19797854d368f243ddc\"\nuuid = \"860ef19b-820b-49d6-a774-d7a799459cd3\"\nversion = \"1.0.4\"\n\n[[deps.StaticArrays]]\ndeps = [\"LinearAlgebra\", \"PrecompileTools\", \"Random\", \"StaticArraysCore\"]\ngit-tree-sha1 = \"246a8bb2e6667f832eea063c3a56aef96429a3db\"\nuuid = \"90137ffa-7385-5640-81b9-e52037218182\"\nversion = \"1.9.18\"\nweakdeps = [\"ChainRulesCore\", \"Statistics\"]\n\n    [deps.StaticArrays.extensions]\n    StaticArraysChainRulesCoreExt = \"ChainRulesCore\"\n    StaticArraysStatisticsExt = \"Statistics\"\n\n[[deps.StaticArraysCore]]\ngit-tree-sha1 = \"6ab403037779dae8c514bad259f32a447262455a\"\nuuid = \"1e83bf80-4336-4d27-bf5d-d5a4f845583c\"\nversion = \"1.4.4\"\n\n[[deps.StatisticalMeasures]]\ndeps = [\"CategoricalArrays\", \"CategoricalDistributions\", \"Distributions\", \"LearnAPI\", \"LinearAlgebra\", \"MacroTools\", \"OrderedCollections\", \"PrecompileTools\", \"REPL\", \"ScientificTypesBase\", \"StatisticalMeasuresBase\", \"Statistics\", \"StatsBase\"]\ngit-tree-sha1 = \"15dbc26c442c94197c78a5f02eb45b515b3dc3cd\"\nuuid = \"a19d573c-0a75-4610-95b3-7071388c7541\"\nversion = \"0.3.6\"\n\n    [deps.StatisticalMeasures.extensions]\n    LossFunctionsExt = \"LossFunctions\"\n    ScientificTypesExt = \"ScientificTypes\"\n\n    [deps.StatisticalMeasures.weakdeps]\n    LossFunctions = \"30fc2ffe-d236-52d8-8643-a9d8f7c094a7\"\n    ScientificTypes = \"321657f4-b219-11e9-178b-2701a2544e81\"\n\n[[deps.StatisticalMeasuresBase]]\ndeps = [\"CategoricalArrays\", \"InteractiveUtils\", \"MLUtils\", \"MacroTools\", \"OrderedCollections\", \"PrecompileTools\", \"ScientificTypesBase\", \"Statistics\"]\ngit-tree-sha1 = \"b833adc23afcdaf47029eb2dc7cde8e9d7aceedd\"\nuuid = \"c062fc1d-0d66-479b-b6ac-8b44719de4cc\"\nversion = \"0.1.4\"\n\n[[deps.StatisticalTraits]]\ndeps = [\"ScientificTypesBase\"]\ngit-tree-sha1 = \"89f86d9376acd18a1a4fbef66a56335a3a7633b8\"\nuuid = \"64bff920-2084-43da-a3e6-9bb72801c0c9\"\nversion = \"3.5.0\"\n\n[[deps.Statistics]]\ndeps = [\"LinearAlgebra\"]\ngit-tree-sha1 = \"ae3bb1eb3bba077cd276bc5cfc337cc65c3075c0\"\nuuid = \"10745b16-79ce-11e8-11f9-7d13ad32a3b2\"\nversion = \"1.11.1\"\nweakdeps = [\"SparseArrays\"]\n\n    [deps.Statistics.extensions]\n    SparseArraysExt = [\"SparseArrays\"]\n\n[[deps.StatsAPI]]\ndeps = [\"LinearAlgebra\"]\ngit-tree-sha1 = \"178ed29fd5b2a2cfc3bd31c13375ae925623ff36\"\nuuid = \"82ae8749-77ed-4fe6-ae5f-f523153014b0\"\nversion = \"1.8.0\"\n\n[[deps.StatsBase]]\ndeps = [\"AliasTables\", \"DataAPI\", \"DataStructures\", \"IrrationalConstants\", \"LinearAlgebra\", \"LogExpFunctions\", \"Missings\", \"Printf\", \"Random\", \"SortingAlgorithms\", \"SparseArrays\", \"Statistics\", \"StatsAPI\"]\ngit-tree-sha1 = \"e4d7a1a0edc20af42689ea6f4f3587a2175d50ee\"\nuuid = \"2913bbd2-ae8a-5f71-8c99-4fb6c76f3a91\"\nversion = \"0.34.12\"\n\n[[deps.StatsFuns]]\ndeps = [\"HypergeometricFunctions\", \"IrrationalConstants\", \"LogExpFunctions\", \"Reexport\", \"Rmath\", \"SpecialFunctions\"]\ngit-tree-sha1 = \"770240df9a3b8888065046948f7a09b4e0f997d5\"\nuuid = \"4c63d2b9-4356-54db-8cca-17b64c39e42c\"\nversion = \"2.2.0\"\n\n    [deps.StatsFuns.extensions]\n    StatsFunsChainRulesCoreExt = \"ChainRulesCore\"\n    StatsFunsInverseFunctionsExt = \"InverseFunctions\"\n\n    [deps.StatsFuns.weakdeps]\n    ChainRulesCore = \"d360d2e6-b24c-11e9-a2a3-2a2ae2dbcce4\"\n    InverseFunctions = \"3587e190-3f89-42d0-90ee-14403ec27112\"\n\n[[deps.StringManipulation]]\ndeps = [\"PrecompileTools\"]\ngit-tree-sha1 = \"d05693d339e37d6ab134c5ab53c29fce5ee5d7d5\"\nuuid = \"892a3eda-7b42-436c-8928-eab12a02cf0e\"\nversion = \"0.4.4\"\n\n[[deps.StructTypes]]\ndeps = [\"Dates\", \"UUIDs\"]\ngit-tree-sha1 = \"159331b30e94d7b11379037feeb9b690950cace8\"\nuuid = \"856f2bd8-1eba-4b0a-8007-ebc267875bd4\"\nversion = \"1.11.0\"\n\n[[deps.StructUtils]]\ndeps = [\"Dates\", \"UUIDs\"]\ngit-tree-sha1 = \"82bee338d650aa515f31866c460cb7e3bcef90b8\"\nuuid = \"ec057cc2-7a8d-4b58-b3b3-92acb9f63b42\"\nversion = \"2.8.2\"\nweakdeps = [\"Measurements\", \"StaticArraysCore\", \"Tables\"]\n\n    [deps.StructUtils.extensions]\n    StructUtilsMeasurementsExt = [\"Measurements\"]\n    StructUtilsStaticArraysCoreExt = [\"StaticArraysCore\"]\n    StructUtilsTablesExt = [\"Tables\"]\n\n[[deps.StyledStrings]]\nuuid = \"f489334b-da3d-4c2e-b8f0-e476e12c162b\"\nversion = \"1.11.0\"\n\n[[deps.SuiteSparse]]\ndeps = [\"Libdl\", \"LinearAlgebra\", \"Serialization\", \"SparseArrays\"]\nuuid = \"4607b0f0-06f3-5cda-b6b1-a6196a1729e9\"\n\n[[deps.SuiteSparse_jll]]\ndeps = [\"Artifacts\", \"Libdl\", \"libblastrampoline_jll\"]\nuuid = \"bea87d4a-7f5b-5778-9afe-8cc45184846c\"\nversion = \"7.8.3+2\"\n\n[[deps.TOML]]\ndeps = [\"Dates\"]\nuuid = \"fa267f1f-6049-4f14-aa54-33bafae1ed76\"\nversion = \"1.0.3\"\n\n[[deps.TableOperations]]\ndeps = [\"SentinelArrays\", \"Tables\", \"Test\"]\ngit-tree-sha1 = \"e383c87cf2a1dc41fa30c093b2a19877c83e1bc1\"\nuuid = \"ab02a1b2-a7df-11e8-156e-fb1833f50b87\"\nversion = \"1.2.0\"\n\n[[deps.TableTraits]]\ndeps = [\"IteratorInterfaceExtensions\"]\ngit-tree-sha1 = \"c06b2f539df1c6efa794486abfb6ed2022561a39\"\nuuid = \"3783bdb8-4a98-5b6b-af9a-565f29a5fe9c\"\nversion = \"1.0.1\"\n\n[[deps.Tables]]\ndeps = [\"DataAPI\", \"DataValueInterfaces\", \"IteratorInterfaceExtensions\", \"OrderedCollections\", \"TableTraits\"]\ngit-tree-sha1 = \"f2c1efbc8f3a609aadf318094f8fc5204bdaf344\"\nuuid = \"bd369af6-aec1-5ad0-b16a-f7cc5008161c\"\nversion = \"1.12.1\"\n\n[[deps.Tar]]\ndeps = [\"ArgTools\", \"SHA\"]\nuuid = \"a4e569a6-e804-4fa4-b0f3-eef7a1d5b13e\"\nversion = \"1.10.0\"\n\n[[deps.Test]]\ndeps = [\"InteractiveUtils\", \"Logging\", \"Random\", \"Serialization\"]\nuuid = \"8dfed614-e22c-5e08-85e1-65c5234f0b40\"\nversion = \"1.11.0\"\n\n[[deps.ThreadPools]]\ndeps = [\"Printf\", \"RecipesBase\", \"Statistics\"]\ngit-tree-sha1 = \"50cb5f85d5646bc1422aa0238aa5bfca99ca9ae7\"\nuuid = \"b189fb0b-2eb5-4ed4-bc0c-d34c51242431\"\nversion = \"2.1.1\"\n\n[[deps.TranscodingStreams]]\ngit-tree-sha1 = \"0c45878dcfdcfa8480052b6ab162cdd138781742\"\nuuid = \"3bb67fe8-82b1-5028-8e26-92a6c54297fa\"\nversion = \"0.11.3\"\n\n[[deps.URIs]]\ngit-tree-sha1 = \"bef26fb046d031353ef97a82e3fdb6afe7f21b1a\"\nuuid = \"5c2747f8-b7ea-4ff2-ba2e-563bfd36b1d4\"\nversion = \"1.6.1\"\n\n[[deps.UUIDs]]\ndeps = [\"Random\", \"SHA\"]\nuuid = \"cf7118a7-6976-5b1a-9a39-7adc72f591a4\"\nversion = \"1.11.0\"\n\n[[deps.UnPack]]\ngit-tree-sha1 = \"387c1f73762231e86e0c9c5443ce3b4a0a9a0c2b\"\nuuid = \"3a884ed6-31ef-47d7-9d2a-63182c4928ed\"\nversion = \"1.0.2\"\n\n[[deps.Unicode]]\nuuid = \"4ec0a83e-493e-50e2-b9ac-8f72acf5a8f5\"\nversion = \"1.11.0\"\n\n[[deps.UnsafeAtomics]]\ngit-tree-sha1 = \"0f30765c32d66d58e41f4cb5624d4fc8a82ec13b\"\nuuid = \"013be700-e6cd-48c3-b4a1-df204f14c38f\"\nversion = \"0.3.1\"\n\n    [deps.UnsafeAtomics.extensions]\n    UnsafeAtomicsLLVM = [\"LLVM\"]\n\n    [deps.UnsafeAtomics.weakdeps]\n    LLVM = \"929cbde3-209d-540e-8aea-75f648917ca0\"\n\n[[deps.WeakRefStrings]]\ndeps = [\"DataAPI\", \"InlineStrings\", \"Parsers\"]\ngit-tree-sha1 = \"0716e01c3b40413de5dedbc9c5c69f27cddfddfc\"\nuuid = \"ea10d353-3f73-51f8-a26c-33c1cb351aa5\"\nversion = \"1.4.3\"\n\n[[deps.WidgetsBase]]\ndeps = [\"Observables\"]\ngit-tree-sha1 = \"30a1d631eb06e8c868c559599f915a62d55c2601\"\nuuid = \"eead4739-05f7-45a1-878c-cee36b57321c\"\nversion = \"0.1.4\"\n\n[[deps.Zlib_jll]]\ndeps = [\"Libdl\"]\nuuid = \"83775a58-1f1d-513f-b197-d71354ab007a\"\nversion = \"1.3.1+2\"\n\n[[deps.libblastrampoline_jll]]\ndeps = [\"Artifacts\", \"Libdl\"]\nuuid = \"8e850b90-86db-534c-a0d3-1478176c7d93\"\nversion = \"5.15.0+0\"\n\n[[deps.nghttp2_jll]]\ndeps = [\"Artifacts\", \"Libdl\"]\nuuid = \"8e850ede-7688-5339-a07c-302acd2aaf8d\"\nversion = \"1.64.0+1\"\n\n[[deps.p7zip_jll]]\ndeps = [\"Artifacts\", \"CompilerSupportLibraries_jll\", \"Libdl\"]\nuuid = \"3f19e933-33d8-53b3-aaab-bd5110c3b7a0\"\nversion = \"17.7.0+0\"\n"
julia> get_parameters(iteration.id)1-element Vector{DearDiary.Parameter}:
DearDiary.Parameter
 ├ id = 1
 ├ iteration_id = 1
 ├ key = "max_depth"
 └ value = "7"
julia> get_metrics(iteration.id)1-element Vector{DearDiary.Metric}:
DearDiary.Metric
 ├ id = 1
 ├ iteration_id = 1
 ├ key = "accuracy"
 ├ value = 0.96
 ├ step = 0
 └ recorded_at = 2026-06-23T18:15:05.843