- The APIs described in this tutorial are deprecated in 2.8 and will be removed in 2.9. - The decoding and encoding capabilities of PyTorch for both audio and video ...

Abstract: The past few years have witnessed the flourishing of large-scale deep neural network models with ever-growing parameter numbers. Training such large-scale models typically requires massive ...

Abstract: Simultaneous tensor communication can effectively improve the scalability of distributed deep learning on large clusters. However, a fixed number of tensor blocks communicated concurrently ...

Moreover, we discuss strategies for metadata selection and human evaluation to ensure the quality and effectiveness of ITDs. By integrating these elements, this tutorial provides a structured ...