import torch
from torchmetrics.nominal import TheilsU
metric = TheilsU(num_classes=10)
values = [ ]
for _ in range(10):
    values.append(metric(torch.randint(10, (10,)), torch.randint(10, (10,))))
fig_, ax_ = metric.plot(values)