Service API Example on Hartmann6¶

The Ax Service API is designed to allow the user to control scheduling of trials and data computation while having an easy to use interface with Ax.

The user iteratively:

Queries Ax for candidates
Schedules / deploys them however they choose
Computes data and logs to Ax
Repeat

In [1]:

from ax.service.ax_client import AxClient, ObjectiveProperties
from ax.utils.measurement.synthetic_functions import hartmann6
from ax.utils.notebook.plotting import init_notebook_plotting, render

init_notebook_plotting()

[INFO 09-23 20:24:39] ax.utils.notebook.plotting: Injecting Plotly library into cell. Do not overwrite or delete cell.

[INFO 09-23 20:24:39] ax.utils.notebook.plotting: Please see
    (https://ax.dev/tutorials/visualizations.html#Fix-for-plots-that-are-not-rendering)
    if visualizations are not rendering.