import torch
from torchmetrics.wrappers import MinMaxMetric
from torchmetrics.classification import BinaryAccuracy
metric = MinMaxMetric(BinaryAccuracy())
metric.update(torch.randint(2, (20,)), torch.randint(2, (20,)))
fig_, ax_ = metric.plot()