Created
May 17, 2020 12:13
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projection 3d points to sphere
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# Reference: https://github.com/cvqluu/Angular-Penalty-Softmax-Losses-Pytorch/blob/master/plotting.py#L1 | |
import matplotlib.pyplot as plt | |
from matplotlib import cm, colors | |
from mpl_toolkits.mplot3d import Axes3D | |
import numpy as np | |
def plot(embeds, labels, fig_path='./example.pdf'): | |
fig = plt.figure(figsize=(10,10)) | |
ax = fig.add_subplot(111, projection='3d') | |
# Create a sphere | |
r = 1 | |
pi = np.pi | |
cos = np.cos | |
sin = np.sin | |
phi, theta = np.mgrid[0.0:pi:100j, 0.0:2.0*pi:100j] | |
x = r*sin(phi)*cos(theta) | |
y = r*sin(phi)*sin(theta) | |
z = r*cos(phi) | |
ax.plot_surface( | |
x, y, z, rstride=1, cstride=1, color='w', alpha=0.3, linewidth=0) | |
ax.scatter(embeds[:,0], embeds[:,1], embeds[:,2], c=labels, s=20) | |
ax.set_xlim([-1, 1]) | |
ax.set_ylim([-1, 1]) | |
ax.set_zlim([-1, 1]) | |
ax.set_aspect("equal") | |
plt.tight_layout() | |
plt.savefig(fig_path) |
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