Schemas

Language-independent JSON Schema definitions for rtemis. The same config drives rtemis (R), rtemis-py and rtemislive — these documents are the contract between them.

42 schemasschema.rtemis.org index.json

Machine learning

Start here — configs you author

ClusterConfigcluster

Language-independent config for an rtemis clustering pipeline: a data reference, a `ClusteringConfig`, and an output directory.

DecomposeConfigdecompose

Language-independent config for an rtemis decomposition pipeline: a data reference, a `DecompositionConfig`, and an output directory.

SuperConfigsupervised

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.

Components — composed into the configs above

ClusteringConfigclustering

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.

selected by algorithm

cmeansdbscanhardclkmeansneuralgas

DecompositionConfigdecomposition

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.

selected by algorithm

icaisomapnmfpcatsneumap

ExecutionConfigexecution

Language-independent config for rtemis execution: sequential, parallel, or distributed. Mirrors the `ExecutionConfig` object / `setup_ExecutionConfig` arguments.

Hyperparametershyperparameters

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`.

selected by algorithm

cartgamglmglmnetisotoniclightcartlightgbmlightrflightrulefitlinearsvmradialsvmrangertabnet

PreprocessorConfigpreprocessor

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.

ResamplerConfigresampler

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.

selected by type

bootstrapcustomkfoldloocvstratbootstratsub

TunerConfigtuner

Language-independent config for rtemis hyperparameter tuning. Mirrors the `TunerConfig` object: a tuner type and a type-specific `config`.

selected by type

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