{
  "name": "rtemis schema registry",
  "base": "https://schema.rtemis.org/",
  "count": 111,
  "families": [
    {
      "id": "ml",
      "title": "Machine learning",
      "count": 110
    },
    {
      "id": "domain",
      "title": "Domain formats",
      "count": 1
    }
  ],
  "schemas": [
    {
      "id": "https://schema.rtemis.org/classificationmetricsres/v1/schema.json",
      "path": "classificationmetricsres/v1/schema.json",
      "sha256": "175c4840823eaf5e01163dc057acd962f0856b7684194a5ee2041f0d6411a556",
      "family": "ml",
      "kind": "root",
      "namespace": "classificationmetricsres",
      "name": "classificationmetricsres",
      "version": "v1",
      "record": false,
      "title": "rtemis ClassificationMetricsRes",
      "description": "Classification metrics aggregated across resamples: each resample's metrics, the aggregate confusion matrix in long form, and the mean and standard deviation of the overall metrics.",
      "refs": [
        "https://schema.rtemis.org/classificationmetrics/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/cluster/v1/record.json",
      "path": "cluster/v1/record.json",
      "sha256": "68ffc8d66fcd7e738d826ac30f94f772c729235c967f6b29b20c8f6e3d53a863",
      "family": "ml",
      "kind": "root",
      "namespace": "cluster",
      "name": "cluster",
      "version": "v1",
      "record": true,
      "title": "rtemis ClusterConfig",
      "description": "Language-independent config for an rtemis clustering pipeline: a data reference, a `ClusteringConfig`, and an output directory.",
      "refs": [
        "https://schema.rtemis.org/clustering/v1/record.json",
        "https://schema.rtemis.org/provenance/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/cluster/v1/schema.json",
      "path": "cluster/v1/schema.json",
      "sha256": "49c588f27cd39615e77b7dc2b7d0cf29ae1b992a759070226ffeab9f7d2fa2ac",
      "family": "ml",
      "kind": "root",
      "namespace": "cluster",
      "name": "cluster",
      "version": "v1",
      "record": false,
      "title": "rtemis ClusterConfig",
      "description": "Language-independent config for an rtemis clustering pipeline: a data reference, a `ClusteringConfig`, and an output directory.",
      "refs": [
        "https://schema.rtemis.org/clustering/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/decompose/v1/record.json",
      "path": "decompose/v1/record.json",
      "sha256": "d8586c10f69ad70f2c6f8eb01a6aaa9b0c0a62222f536017e4356eb8f9f8e3c7",
      "family": "ml",
      "kind": "root",
      "namespace": "decompose",
      "name": "decompose",
      "version": "v1",
      "record": true,
      "title": "rtemis DecomposeConfig",
      "description": "Language-independent config for an rtemis decomposition pipeline: a data reference, a `DecompositionConfig`, and an output directory.",
      "refs": [
        "https://schema.rtemis.org/decomposition/v1/record.json",
        "https://schema.rtemis.org/provenance/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/decompose/v1/schema.json",
      "path": "decompose/v1/schema.json",
      "sha256": "7b521836f69dca42ce51a21710ef623454db772dd6ed061534db92fa55a29b44",
      "family": "ml",
      "kind": "root",
      "namespace": "decompose",
      "name": "decompose",
      "version": "v1",
      "record": false,
      "title": "rtemis DecomposeConfig",
      "description": "Language-independent config for an rtemis decomposition pipeline: a data reference, a `DecompositionConfig`, and an output directory.",
      "refs": [
        "https://schema.rtemis.org/decomposition/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/regressionmetricsres/v1/schema.json",
      "path": "regressionmetricsres/v1/schema.json",
      "sha256": "2fbf7c4d760224744c797049f4c90883f3b80fc1ffffcb0c54e8ebcd58e3c36c",
      "family": "ml",
      "kind": "root",
      "namespace": "regressionmetricsres",
      "name": "regressionmetricsres",
      "version": "v1",
      "record": false,
      "title": "rtemis RegressionMetricsRes",
      "description": "Regression metrics aggregated across resamples: each resample's metrics, plus their mean and standard deviation.",
      "refs": [
        "https://schema.rtemis.org/regressionmetrics/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/supervised/v1/record.json",
      "path": "supervised/v1/record.json",
      "sha256": "ef127357a6a897a034cd87fbaebf6855e171ce431639f59442c84615a84cb1af",
      "family": "ml",
      "kind": "root",
      "namespace": "supervised",
      "name": "supervised",
      "version": "v1",
      "record": true,
      "title": "rtemis SuperConfig",
      "description": "Language-independent config for an rtemis supervised-learning run. Mirrors the `SuperConfig` object: data references, optional preprocessing / decomposition, an algorithm with hyperparameters, optional tuning and outer resampling, and execution settings. The same config drives rtemis (R), rtemis-py, and rtemislive.",
      "refs": [
        "https://schema.rtemis.org/classificationmetrics/v1/schema.json",
        "https://schema.rtemis.org/decomposition/v1/record.json",
        "https://schema.rtemis.org/execution/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/v1/record.json",
        "https://schema.rtemis.org/preprocessor/v1/record.json",
        "https://schema.rtemis.org/provenance/v1/schema.json",
        "https://schema.rtemis.org/regressionmetrics/v1/schema.json",
        "https://schema.rtemis.org/resampler/v1/record.json",
        "https://schema.rtemis.org/tuner/v1/record.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/supervised/v1/schema.json",
      "path": "supervised/v1/schema.json",
      "sha256": "cb1f88436fd97bdf3d4d38a1ba1e9e68f5d0d34db1daa4299cc322dfe27f8653",
      "family": "ml",
      "kind": "root",
      "namespace": "supervised",
      "name": "supervised",
      "version": "v1",
      "record": false,
      "title": "rtemis SuperConfig",
      "description": "Language-independent config for an rtemis supervised-learning run. Mirrors the `SuperConfig` object: data references, optional preprocessing / decomposition, an algorithm with hyperparameters, optional tuning and outer resampling, and execution settings. The same config drives rtemis (R), rtemis-py, and rtemislive.",
      "refs": [
        "https://schema.rtemis.org/decomposition/v1/schema.json",
        "https://schema.rtemis.org/execution/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/v1/schema.json",
        "https://schema.rtemis.org/preprocessor/v1/schema.json",
        "https://schema.rtemis.org/resampler/v1/schema.json",
        "https://schema.rtemis.org/tuner/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/classificationmetrics/v1/schema.json",
      "path": "classificationmetrics/v1/schema.json",
      "sha256": "654071e3514615ad4e52384699bf5fdb660e286e46ae5ce9ab4803c91dd20f69",
      "family": "ml",
      "kind": "component",
      "namespace": "classificationmetrics",
      "name": "classificationmetrics",
      "version": "v1",
      "record": false,
      "title": "rtemis ClassificationMetrics",
      "description": "Classification metrics for one sample: the confusion matrix in long form (one row per cell), overall metrics, and per-class metrics. Which overall columns are present depends on the task, so only the invariant ones are required.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/clustering/v1/record.json",
      "path": "clustering/v1/record.json",
      "sha256": "f4f34a9259f6892985b8a418475ee8d58c48041b70005912df37c72cbe7fae89",
      "family": "ml",
      "kind": "component",
      "namespace": "clustering",
      "name": "clustering",
      "version": "v1",
      "record": true,
      "title": "rtemis ClusteringConfig",
      "description": "Language-independent config for an rtemis clustering run. Mirrors the `ClusteringConfig` object: an algorithm name and an algorithm-specific `config`. The same config drives rtemis (R), rtemis-py, and rtemislive to identical output.",
      "refs": [
        "https://schema.rtemis.org/clustering/cmeans/v1/record.json",
        "https://schema.rtemis.org/clustering/dbscan/v1/record.json",
        "https://schema.rtemis.org/clustering/hardcl/v1/record.json",
        "https://schema.rtemis.org/clustering/kmeans/v1/record.json",
        "https://schema.rtemis.org/clustering/neuralgas/v1/record.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/clustering/v1/schema.json",
      "path": "clustering/v1/schema.json",
      "sha256": "fbfffe6590758b211374ddd68ef5efaa47f4f67bc2faef647799311e95d92b53",
      "family": "ml",
      "kind": "component",
      "namespace": "clustering",
      "name": "clustering",
      "version": "v1",
      "record": false,
      "title": "rtemis ClusteringConfig",
      "description": "Language-independent config for an rtemis clustering run. Mirrors the `ClusteringConfig` object: an algorithm name and an algorithm-specific `config`. The same config drives rtemis (R), rtemis-py, and rtemislive to identical output.",
      "refs": [
        "https://schema.rtemis.org/clustering/cmeans/v1/schema.json",
        "https://schema.rtemis.org/clustering/dbscan/v1/schema.json",
        "https://schema.rtemis.org/clustering/hardcl/v1/schema.json",
        "https://schema.rtemis.org/clustering/kmeans/v1/schema.json",
        "https://schema.rtemis.org/clustering/neuralgas/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/datafingerprint/v1/schema.json",
      "path": "datafingerprint/v1/schema.json",
      "sha256": "1042b09b4a51ba70a5a46c14798c9c86f33abd99590a5aaaf7d8d595b944a16c",
      "family": "ml",
      "kind": "component",
      "namespace": "datafingerprint",
      "name": "datafingerprint",
      "version": "v1",
      "record": false,
      "title": "rtemis DataFingerprint",
      "description": "Identity of one dataset: a content hash plus the structural facts that make a mismatch diagnosable rather than merely detectable.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/decomposition/v1/record.json",
      "path": "decomposition/v1/record.json",
      "sha256": "b71f94a365be8e00e09c3ed88bc56c96c540ce59c8dc05dece83a05e356610d0",
      "family": "ml",
      "kind": "component",
      "namespace": "decomposition",
      "name": "decomposition",
      "version": "v1",
      "record": true,
      "title": "rtemis DecompositionConfig",
      "description": "Language-independent config for an rtemis decomposition (dimensionality reduction). Mirrors the `DecompositionConfig` object: an algorithm name, an algorithm-specific `config`, and an optional feature subset. The same config drives rtemis (R), rtemis-py, and rtemislive to identical output.",
      "refs": [
        "https://schema.rtemis.org/decomposition/ica/v1/record.json",
        "https://schema.rtemis.org/decomposition/isomap/v1/record.json",
        "https://schema.rtemis.org/decomposition/nmf/v1/record.json",
        "https://schema.rtemis.org/decomposition/pca/v1/record.json",
        "https://schema.rtemis.org/decomposition/tsne/v1/record.json",
        "https://schema.rtemis.org/decomposition/umap/v1/record.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/decomposition/v1/schema.json",
      "path": "decomposition/v1/schema.json",
      "sha256": "c6d7f373d5806cb6dc9e2540463dc8a2e095743d87bb977d699bfb62acc54956",
      "family": "ml",
      "kind": "component",
      "namespace": "decomposition",
      "name": "decomposition",
      "version": "v1",
      "record": false,
      "title": "rtemis DecompositionConfig",
      "description": "Language-independent config for an rtemis decomposition (dimensionality reduction). Mirrors the `DecompositionConfig` object: an algorithm name, an algorithm-specific `config`, and an optional feature subset. The same config drives rtemis (R), rtemis-py, and rtemislive to identical output.",
      "refs": [
        "https://schema.rtemis.org/decomposition/ica/v1/schema.json",
        "https://schema.rtemis.org/decomposition/isomap/v1/schema.json",
        "https://schema.rtemis.org/decomposition/nmf/v1/schema.json",
        "https://schema.rtemis.org/decomposition/pca/v1/schema.json",
        "https://schema.rtemis.org/decomposition/tsne/v1/schema.json",
        "https://schema.rtemis.org/decomposition/umap/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/execution/v1/record.json",
      "path": "execution/v1/record.json",
      "sha256": "0cc39723c0cb5b0a2f4e5f1c37289205f4358590e3b8026555b27801e5dde89f",
      "family": "ml",
      "kind": "component",
      "namespace": "execution",
      "name": "execution",
      "version": "v1",
      "record": true,
      "title": "rtemis ExecutionConfig",
      "description": "Language-independent config for rtemis execution: sequential, parallel, or distributed. Mirrors the `ExecutionConfig` object / `setup_ExecutionConfig` arguments.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/execution/v1/schema.json",
      "path": "execution/v1/schema.json",
      "sha256": "121fd5d02ca1a0e6ca2d94423c6c54f94959baf1b688b4388a3844c35388de5d",
      "family": "ml",
      "kind": "component",
      "namespace": "execution",
      "name": "execution",
      "version": "v1",
      "record": false,
      "title": "rtemis ExecutionConfig",
      "description": "Language-independent config for rtemis execution: sequential, parallel, or distributed. Mirrors the `ExecutionConfig` object / `setup_ExecutionConfig` arguments.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/hyperparameters/v1/record.json",
      "path": "hyperparameters/v1/record.json",
      "sha256": "12a5a973990a799e74c9420ef49166f5e13b37e4fe0bd989a66c94ea93729e31",
      "family": "ml",
      "kind": "component",
      "namespace": "hyperparameters",
      "name": "hyperparameters",
      "version": "v1",
      "record": true,
      "title": "rtemis Hyperparameters",
      "description": "Language-independent algorithm hyperparameters: an algorithm name and an algorithm-specific `hyperparameters` object, validated per-algorithm against schema.rtemis.org/hyperparameters/<algorithm>/v1. Mirrors the `{algorithm, hyperparameters}` wire format consumed by `.list_to_Hyperparameters`.",
      "refs": [
        "https://schema.rtemis.org/hyperparameters/bart/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/cart/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/conditionalsuperlearner/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/gam/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/glm/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/glmnet/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/hal/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/isotonic/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/knn/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/lightcart/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/lightgbm/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/lightrf/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/lightrulefit/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/linearsvm/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/mars/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/mlp/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/modalitystacking/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/monotonichal/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/nnls/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/radialsvm/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/ranger/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/spls/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/superlearner/v1/record.json",
        "https://schema.rtemis.org/hyperparameters/tabnet/v1/record.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/hyperparameters/v1/schema.json",
      "path": "hyperparameters/v1/schema.json",
      "sha256": "d944006bf57542694139610fe00ffeb700ffdf25af0fb71752456c6a68369aea",
      "family": "ml",
      "kind": "component",
      "namespace": "hyperparameters",
      "name": "hyperparameters",
      "version": "v1",
      "record": false,
      "title": "rtemis Hyperparameters",
      "description": "Language-independent algorithm hyperparameters: an algorithm name and an algorithm-specific `hyperparameters` object, validated per-algorithm against schema.rtemis.org/hyperparameters/<algorithm>/v1. Mirrors the `{algorithm, hyperparameters}` wire format consumed by `.list_to_Hyperparameters`.",
      "refs": [
        "https://schema.rtemis.org/hyperparameters/bart/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/cart/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/conditionalsuperlearner/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/gam/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/glm/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/glmnet/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/hal/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/isotonic/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/knn/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/lightcart/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/lightgbm/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/lightrf/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/lightrulefit/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/linearsvm/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/mars/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/mlp/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/modalitystacking/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/monotonichal/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/nnls/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/radialsvm/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/ranger/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/spls/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/superlearner/v1/schema.json",
        "https://schema.rtemis.org/hyperparameters/tabnet/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/preprocessor/v1/record.json",
      "path": "preprocessor/v1/record.json",
      "sha256": "2c6a50d3a4ca0358ac9b1383108b58476d11bf13ea6127fa4c01b9188d8b48db",
      "family": "ml",
      "kind": "component",
      "namespace": "preprocessor",
      "name": "preprocessor",
      "version": "v1",
      "record": true,
      "title": "rtemis PreprocessorConfig",
      "description": "Language-independent config for rtemis preprocessing. Mirrors the `PreprocessorConfig` object / `setup_Preprocessor` arguments. The same config drives rtemis (R), rtemis-py, and rtemislive to identical output.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/preprocessor/v1/schema.json",
      "path": "preprocessor/v1/schema.json",
      "sha256": "04c4721819a9d4bb67f0f0bc83974f41236f092680ced30a3e49d4a335486245",
      "family": "ml",
      "kind": "component",
      "namespace": "preprocessor",
      "name": "preprocessor",
      "version": "v1",
      "record": false,
      "title": "rtemis PreprocessorConfig",
      "description": "Language-independent config for rtemis preprocessing. Mirrors the `PreprocessorConfig` object / `setup_Preprocessor` arguments. The same config drives rtemis (R), rtemis-py, and rtemislive to identical output.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/provenance/v1/schema.json",
      "path": "provenance/v1/schema.json",
      "sha256": "ceebfc5c49088c1d80efc127dc7ce1d123ac1043b2cdf36e94a2484c17314890",
      "family": "ml",
      "kind": "component",
      "namespace": "provenance",
      "name": "provenance",
      "version": "v1",
      "record": false,
      "title": "rtemis Provenance",
      "description": "What produced a run record: package and language versions, platform, timing, how the run ended, and a fingerprint of each dataset used. Referenced by every `<family>/v1/record.json`.",
      "refs": [
        "https://schema.rtemis.org/datafingerprint/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/regressionmetrics/v1/schema.json",
      "path": "regressionmetrics/v1/schema.json",
      "sha256": "6faf85d1628fdcc6f30e6d144cf7a020cdd298567c2a722f64e659d9669eb603",
      "family": "ml",
      "kind": "component",
      "namespace": "regressionmetrics",
      "name": "regressionmetrics",
      "version": "v1",
      "record": false,
      "title": "rtemis RegressionMetrics",
      "description": "Regression metrics for one sample: a single-row table of mean absolute error, mean squared error, root mean squared error and R-squared. Every cell is nullable, a metric being genuinely undefined for some samples.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/resampler/v1/record.json",
      "path": "resampler/v1/record.json",
      "sha256": "8523f403df5f000c51bf20286506e417f547b0312cf423c4121d32cd169f7b2c",
      "family": "ml",
      "kind": "component",
      "namespace": "resampler",
      "name": "resampler",
      "version": "v1",
      "record": true,
      "title": "rtemis ResamplerConfig",
      "description": "Language-independent config for an rtemis resampler. Mirrors the `ResamplerConfig` object: a resampler type plus its type-specific settings. The same config drives rtemis (R), rtemis-py, and rtemislive to identical resamples.",
      "refs": [
        "https://schema.rtemis.org/resampler/bootstrap/v1/record.json",
        "https://schema.rtemis.org/resampler/custom/v1/record.json",
        "https://schema.rtemis.org/resampler/kfold/v1/record.json",
        "https://schema.rtemis.org/resampler/loocv/v1/record.json",
        "https://schema.rtemis.org/resampler/stratboot/v1/record.json",
        "https://schema.rtemis.org/resampler/stratsub/v1/record.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/resampler/v1/schema.json",
      "path": "resampler/v1/schema.json",
      "sha256": "da605a1bf60ebae52c879575f17bbcb6bb3b6c7deb1f3abe1663997e42fcd3dc",
      "family": "ml",
      "kind": "component",
      "namespace": "resampler",
      "name": "resampler",
      "version": "v1",
      "record": false,
      "title": "rtemis ResamplerConfig",
      "description": "Language-independent config for an rtemis resampler. Mirrors the `ResamplerConfig` object: a resampler type plus its type-specific settings. The same config drives rtemis (R), rtemis-py, and rtemislive to identical resamples.",
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        "https://schema.rtemis.org/resampler/kfold/v1/schema.json",
        "https://schema.rtemis.org/resampler/loocv/v1/schema.json",
        "https://schema.rtemis.org/resampler/stratboot/v1/schema.json",
        "https://schema.rtemis.org/resampler/stratsub/v1/schema.json"
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      "description": "Language-independent config for rtemis hyperparameter tuning. Mirrors the `TunerConfig` object: a tuner type and a type-specific `config`.",
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      "description": "Language-independent config for rtemis hyperparameter tuning. Mirrors the `TunerConfig` object: a tuner type and a type-specific `config`.",
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      "title": "rtemis CMeansConfig",
      "description": "Fuzzy c-means clustering. See setup_CMeans.",
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      "title": "rtemis DBSCANConfig",
      "description": "DBSCAN density-based clustering. See setup_DBSCAN.",
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      "title": "rtemis DBSCANConfig",
      "description": "DBSCAN density-based clustering. See setup_DBSCAN.",
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      "version": "v1",
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      "title": "rtemis HardCLConfig",
      "description": "Hard competitive learning. See setup_HardCL.",
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      "description": "K-means clustering. See setup_KMeans.",
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      "description": "K-means clustering. See setup_KMeans.",
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      "namespace": "clustering",
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      "title": "rtemis NeuralGasConfig",
      "description": "Neural Gas clustering. See setup_NeuralGas.",
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    {
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      "title": "rtemis ICAConfig",
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    {
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      "description": "Independent Component Analysis. See setup_ICA.",
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      "version": "v1",
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      "description": "Isomap. See setup_Isomap.",
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      "title": "rtemis IsomapConfig",
      "description": "Isomap. See setup_Isomap.",
      "refs": []
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    {
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      "family": "ml",
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      "namespace": "decomposition",
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      "version": "v1",
      "record": true,
      "title": "rtemis NMFConfig",
      "description": "Non-negative Matrix Factorization. See setup_NMF.",
      "refs": []
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      "record": false,
      "title": "rtemis NMFConfig",
      "description": "Non-negative Matrix Factorization. See setup_NMF.",
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      "title": "rtemis PCAConfig",
      "description": "Principal Component Analysis. See setup_PCA.",
      "refs": []
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      "record": false,
      "title": "rtemis PCAConfig",
      "description": "Principal Component Analysis. See setup_PCA.",
      "refs": []
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    {
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      "path": "decomposition/tsne/v1/record.json",
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      "title": "rtemis tSNEConfig",
      "description": "t-Distributed Stochastic Neighbor Embedding. See setup_tSNE.",
      "refs": []
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      "title": "rtemis tSNEConfig",
      "description": "t-Distributed Stochastic Neighbor Embedding. See setup_tSNE.",
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      "record": true,
      "title": "rtemis UMAPConfig",
      "description": "Uniform Manifold Approximation and Projection. See setup_UMAP.",
      "refs": []
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      "title": "rtemis UMAPConfig",
      "description": "Uniform Manifold Approximation and Projection. See setup_UMAP.",
      "refs": []
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    {
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      "version": "v1",
      "record": true,
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      "refs": []
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      "refs": []
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      "refs": []
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      "refs": []
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      "description": "Elastic net (glmnet). See `setup_GLMNET`.",
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      "description": "Elastic net (glmnet). See `setup_GLMNET`.",
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      "record": true,
      "title": "rtemis KFoldConfig",
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      "title": "rtemis KFoldConfig",
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      "refs": []
    },
    {
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      "record": true,
      "title": "rtemis LOOCVConfig",
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      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/resampler/loocv/v1/schema.json",
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      "record": false,
      "title": "rtemis LOOCVConfig",
      "description": "Leave-one-out cross-validation. See setup_Resampler.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/resampler/stratboot/v1/record.json",
      "path": "resampler/stratboot/v1/record.json",
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      "record": true,
      "title": "rtemis StratBootConfig",
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      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/resampler/stratboot/v1/schema.json",
      "path": "resampler/stratboot/v1/schema.json",
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      "family": "ml",
      "kind": "variant",
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      "name": "stratboot",
      "version": "v1",
      "record": false,
      "title": "rtemis StratBootConfig",
      "description": "Stratified bootstrap. See setup_Resampler.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/resampler/stratsub/v1/record.json",
      "path": "resampler/stratsub/v1/record.json",
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      "family": "ml",
      "kind": "variant",
      "namespace": "resampler",
      "name": "stratsub",
      "version": "v1",
      "record": true,
      "title": "rtemis StratSubConfig",
      "description": "Stratified subsampling. See setup_Resampler.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/resampler/stratsub/v1/schema.json",
      "path": "resampler/stratsub/v1/schema.json",
      "sha256": "801e32632b87e6a73a9e759ca22e8f692c5d905eb02a5e4785ae1ac1bbb9bfcf",
      "family": "ml",
      "kind": "variant",
      "namespace": "resampler",
      "name": "stratsub",
      "version": "v1",
      "record": false,
      "title": "rtemis StratSubConfig",
      "description": "Stratified subsampling. See setup_Resampler.",
      "refs": []
    },
    {
      "id": "https://schema.rtemis.org/tuner/gridsearch/v1/record.json",
      "path": "tuner/gridsearch/v1/record.json",
      "sha256": "b1a7c2c99381ddfb926b607daca2b9858c5a3ff294bf27b8fc79cf6ed4e296cc",
      "family": "ml",
      "kind": "variant",
      "namespace": "tuner",
      "name": "gridsearch",
      "version": "v1",
      "record": true,
      "title": "rtemis GridSearchConfig",
      "description": "Grid search over hyperparameter combinations. See setup_GridSearch.",
      "refs": [
        "https://schema.rtemis.org/resampler/v1/record.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/tuner/gridsearch/v1/schema.json",
      "path": "tuner/gridsearch/v1/schema.json",
      "sha256": "aed1f05d14218dcf980587a8f6a14f3ad72e94e302a5031d18ed17a4a932a747",
      "family": "ml",
      "kind": "variant",
      "namespace": "tuner",
      "name": "gridsearch",
      "version": "v1",
      "record": false,
      "title": "rtemis GridSearchConfig",
      "description": "Grid search over hyperparameter combinations. See setup_GridSearch.",
      "refs": [
        "https://schema.rtemis.org/resampler/v1/schema.json"
      ]
    },
    {
      "id": "https://schema.rtemis.org/a3/v1/schema.json",
      "path": "a3/v1/schema.json",
      "sha256": "e171a8875d78b609c33a2fbe2a42096a51cdd4c326d3bed254e6c1953693f0a1",
      "family": "domain",
      "kind": "root",
      "namespace": "a3",
      "name": "a3",
      "version": "v1",
      "record": false,
      "title": "A3",
      "description": "Amino Acid Annotation (A3) format — structured annotation of amino acid sequences.",
      "refs": []
    }
  ]
}