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.

109 schemasschema.rtemis.org index.json

Machine learning

108

Start here — configs you author

ClassificationMetricsResclassificationmetricsres

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.

ClusterConfigcluster

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

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.

DecomposeConfigdecompose

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

RegressionMetricsResregressionmetricsres

Regression metrics aggregated across resamples: each resample's metrics, plus their mean and standard deviation.

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.

SuperConfigsupervised

Components — composed into the configs above

ClassificationMetricsclassificationmetrics

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.

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

ClusteringConfigclustering

selected by algorithm

cmeansdbscanhardclkmeansneuralgas

DataFingerprintdatafingerprint

Identity of one dataset: a content hash plus the structural facts that make a mismatch diagnosable rather than merely detectable.

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

DecompositionConfigdecomposition

selected by algorithm

icaisomapnmfpcatsneumap

ExecutionConfigexecution

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

ExecutionConfigexecution

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

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.

PreprocessorConfigpreprocessor

Provenanceprovenance

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`.

RegressionMetricsregressionmetrics

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.

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

ResamplerConfigresampler

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

gridsearch

TunerConfigtuner

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

selected by type