torchmetrics online with Winfy

We have hosted the application torchmetrics in order to run this application in our online workstations with Wine or directly.


Quick description about torchmetrics:

TorchMetrics is a collection of 80+ PyTorch metrics implementations and an easy-to-use API to create custom metrics. Your data will always be placed on the same device as your metrics. You can log Metric objects directly in Lightning to reduce even more boilerplate. The module-based metrics contain internal metric states (similar to the parameters of the PyTorch module) that automate accumulation and synchronization across devices! Automatic accumulation over multiple batches. Automatic synchronization between multiple devices. Metric arithmetic. Similar to torch.nn, most metrics have both a module-based and a functional version. The functional versions are simple python functions that as input take torch.tensors and return the corresponding metric as a torch.tensor.

Features:
  • A standardized interface to increase reproducibility
  • Reduces Boilerplate
  • Distributed-training compatible
  • Rigorously tested
  • Automatic accumulation over batches
  • Automatic synchronization between multiple devices


Programming Language: Python.
Categories:
Machine Learning

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