default evaluation-handler-fn

Default sequence of key paths to remove from evaluation results.

Removes large data objects (datasets, model internals) while preserving metrics, options, and essential model metadata. Removes:

• Dataset objects from fit/train/test contexts
• Target and feature datasets from model
• Smile-specific model internals (serialized bytes, dataframes)

Used by default-result-dissoc-in-fn to clean results for storage/analysis.

Creates an evaluation result handler that serializes results to Nippy format.

• files - Atom to track generated file paths
• output-dir - Directory path for output files
• result-reduce-fn - Function to apply to results after serialization

Returns a handler function that removes non-freezable data (:pipe-fn, :metric-fn), serializes the result to a UUID-named .nippy file, and applies result-reduce-fn.

See also: scicloj.metamorph.ml/evaluate-pipelines

Creates metadata about a pipeline including function sources and classpath.

• qualified-pipe-decl - Pipeline declaration with fully-qualified keywords
• pipe-ns - Namespace symbol for the pipeline
• pipeline-source-file - Path to the source file containing the pipeline

Returns a map with :fn-sources (source code of all pipeline functions) and :classpath (JVM classpath at evaluation time).

evaluation-handler-fn which keeps only train-metric, test-metric and the fitted model map, which contains as well the model object as byte array (amon other things)

evaluation-handler-fn which keeps only train-metric, test-metric and and the options

evaluation-handler-fn which keeps only train-metric, test-metric

Converts unqualified keywords in a pipeline declaration to fully-qualified form.

• pipe-decl - Pipeline declaration (nested data structure)
• pipe-ns - Namespace symbol for keyword resolution

Returns the pipeline declaration with all resolvable keywords converted to namespace-qualified keywords (e.g., :fn-name becomes :my.ns/fn-name).

Used to make pipeline declarations portable across namespaces.

Qualifies all keywords in a sequence of pipeline declarations.

• pipe-decls - Sequence of pipeline declarations
• pipe-ns - Namespace symbol for keyword resolution

Returns a vector of qualified pipeline declarations. Applies qualify-keywords to each pipeline in the sequence.

See also: scicloj.metamorph.ml.evaluation-handler/qualify-keywords

Maximum cleanup: removes almost everything except core metrics and model type.

Removes:

• contexts
• timing data
• probability distributions
• pipeline declarations
• functions
• source information

Keeps only the essential metric values and model type.

Most aggressive cleanup option. Used by result-dissoc-in-seq--all-fn.

evaluation-handler-fn which removes all :ctx

Sequence of paths to remove all context objects from evaluation results.

Removes fit, train, and test contexts entirely, keeping only metrics and metadata. More aggressive cleanup than default-result-dissoc-in-seq.

Used by result-dissoc-in-seq-ctx-fn.

evaluation-handler-fn which removes all :ctx