Exploration

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

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)
../../_images/space_exploration.png
olympus.dashboard.plots.hyperparameter_exploration.scatter_matrix_plotly(data, columns)[source]