Source code for pymoo.visualization.radviz
from pymoo.docs import parse_doc_string
from pymoo.core.plot import Plot
from pymoo.util.misc import set_if_none_from_tuples
from pymoo.visualization.util import plot_circle, plot_radar_line, plot_axis_labels, equal_axis, no_ticks, \
get_uniform_points_around_circle
[docs]
class Radviz(Plot):
def __init__(self, endpoint_style={}, **kwargs):
"""
Radviz Plot
Parameters
----------
axis_style : {axis_style}
endpoint_style : dict
Endpoints are drawn at each extreme point of an objective. This style can be modified.
labels : {labels}
Other Parameters
----------------
figsize : {figsize}
title : {title}
legend : {legend}
tight_layout : {tight_layout}
cmap : {cmap}
"""
super().__init__(**kwargs)
# set the default axis style
set_if_none_from_tuples(self.axis_style, ("color", "black"), ("linewidth", 1), ("alpha", 0.75))
self.endpoint_style = endpoint_style
set_if_none_from_tuples(self.endpoint_style, ("color", "black"), ("s", 70), ("alpha", 0.3))
def _do(self):
# initial a figure with a single plot
self.init_figure()
# equal axis length and no ticks
equal_axis(self.ax)
no_ticks(self.ax)
V = get_uniform_points_around_circle(self.n_dim)
plot_axis_labels(self.ax, V, self.get_labels(), **self.axis_label_style)
# draw the outer circle and radar lines
plot_circle(self.ax, **self.axis_style)
plot_radar_line(self.ax, V, **self.axis_style)
# draw the endpoints of each objective
if self.endpoint_style:
self.ax.scatter(V[:, 0], V[:, 1], **self.endpoint_style)
# plot all the points
for k, (F, kwargs) in enumerate(self.to_plot):
N = (F[..., None] * V).sum(axis=1) / F.sum(axis=1)[:, None]
self.ax.scatter(N[:, 0], N[:, 1], **kwargs)
parse_doc_string(Radviz.__init__)