Visualizations¶

import numpy as np
from ax import (
    Arm,
    ComparisonOp,
    RangeParameter,
    ParameterType,
    SearchSpace, 
    SimpleExperiment, 
    OutcomeConstraint, 
)

from ax.metrics.l2norm import L2NormMetric
from ax.modelbridge.cross_validation import cross_validate
from ax.modelbridge.registry import Models
from ax.plot.contour import interact_contour, plot_contour
from ax.plot.diagnostic import interact_cross_validation
from ax.plot.scatter import(
    interact_fitted,
    plot_objective_vs_constraints,
    tile_fitted,
)
from ax.plot.slice import plot_slice
from ax.utils.measurement.synthetic_functions import hartmann6
from ax.utils.notebook.plotting import render, init_notebook_plotting

init_notebook_plotting()