I just check that, you're right! The iteration and metrics are definitely the same (same epoch, metric is "debug_samples" ), but the variant was initially different (it was a simple f"{batch}{elem}" ). The bug started showing up when I started using the variant (or series) to show the label as text. As a consequences, I end up with samples from the same batch, with the same label being reported with the same iteration+metric+variant.