Properties

experiment_id UUID of the original Experiment that generated this Model
datasets List of (ModelDataSchema) with ids, names, and repartition of DatasetVersion used by original Experiment
parameters Parameters used by original Experiment to generated Model

Methods

get_infos()

Description

Retrieve some infos about this context

Examples

get_infos()

Returns

A (dict) with some infos

retrieve_experiment()

Description

get_experiment()

Description

Retrieve source experiment of this context

It will raise an exception if this context has no experiment source

Examples

exp = model_context.get_experiment()

Returns

An Experiment object

get_dataset_version(
   name: str
)

Description

Retrieve dataset used to train or evaluate the model, by the name given when attached experiment and dataset.

It will raise an exception if this context has no dataset attached with given name.

Examples

dataset_version = model_context.retrieve_dataset("train")

Returns

A DatasetVersion object

retrieve_datasets()

Description

Retrieve datasets used to train and evaluate (or else) the model

It will raise an exception if this context has no data

Examples

dataset_versions = model_context.retrieve_datasets()

Returns

A list of DatasetVersion objects