mlshell.plot¶
The mlshell.plot
includes utils to visualize results.
Classes
|
Visualize results. |
-
class
mlshell.plot.
Plotter
¶ Bases:
object
Visualize results.
Methods
plot
(pipeline, metrics, datasets, runs, …)Plot results.
-
plot
(pipeline, metrics, datasets, runs, validator, logger)¶ Plot results.
- Parameters
pipeline (
mlshell.Pipeline
) – Pipeline.metrics (list of class:mlshell.Metric) – Metrics to evaluate.
datasets (dict of class:mlshell.Dataset) – Datasets to evaluate on: {‘dataset_id’: dataset}. For classifier
dataset.meta
should containspos_labels_ind
key.runs (dict) – Resilts for pipeline-dataset pair: {‘dataset_id’: optimizer.update_best output}
validator (
mlshell.model_selection.Validator
) – Object to evaluate vectorized metrics:validator.validate( pipeline, metrics, datasets, logger, vector=True)
.logger (
logging.Logger
) – Logger.
-