import torch
from torchmetrics.audio import ComplexScaleInvariantSignalNoiseRatio
metric = ComplexScaleInvariantSignalNoiseRatio()
values = [ ]
for _ in range(10):
    values.append(metric(torch.rand(1,257,100,2), torch.rand(1,257,100,2)))
fig_, ax_ = metric.plot(values)