Exploration

olympus.dashboard.plots.hyperparameter_exploration.scatter_matrix_altair(configs, columns, color='epoch')

Plots hyper-parameter space exploration

Parameters:

configs: List[dict]

A list of configuration tried by the hyper-parameter

columns: List[str]

A list of the hyper-parameters

color: str

Dimension to use to color each points

Examples

>>> columns = ['a', 'b', 'c']
>>> data = [
...     dict(a=1, b=2, c=3, epoch=1),
...        dict(a=2, b=1, c=1, epoch=2),
...        dict(a=3, b=3, c=2, epoch=3),
... ]
>>> chart = scatter_matrix_altair(data, columns, color='epoch')

olympus.dashboard.plots.hyperparameter_exploration.scatter_matrix_plotly(data, columns)

Examples

>>> columns = ['a', 'b', 'c']
>>> data = [
...     dict(a=1, b=2, c=3, epoch=1),
...        dict(a=2, b=1, c=1, epoch=2),
...        dict(a=3, b=3, c=2, epoch=3),
... ]
>>> chart = scatter_matrix_plotly(data, columns)