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 ...

Learn how Network in Network (NiN) architectures work and how to implement them using PyTorch. This tutorial covers the concept, benefits, and step-by-step coding examples to help you build better ...

Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with content, and download exclusive resources. Cory Benfield discusses the evolution of ...

According to DeepLearning.AI (@DeepLearningAI), the new PyTorch for Deep Learning Professional Certificate, led by Laurence Moroney, provides in-depth, practical training on building, optimizing, and ...

A monthly overview of things you need to know as an architect or aspiring architect. Unlock the full InfoQ experience by logging in! Stay updated with your favorite authors and topics, engage with ...

Meta has open-sourced CTran, the tech giant’s custom transport stack used to perform in-house optimizations. Detailed in a PyTorch blog post, first picked up by SemiAnalysis, CTran contains multiple ...

ABSTRACT: Since transformer-based language models were introduced in 2017, they have been shown to be extraordinarily effective across a variety of NLP tasks including but not limited to language ...

At the core of Transformers, a set of input activations is multiplied by a learned weight matrix to produce a new set of output activations. When the weight matrix is updated during training, the ...

Robbie has been an avid gamer for well over 20 years. During that time, he's watched countless franchises rise and fall. He's a big RPG fan but dabbles in a little bit of everything. Writing about ...

Abstract: EDDIS is a novel distributed deep learning library designed to efficiently utilize heterogeneous GPU resources for training deep neural networks (DNNs), addressing scalability and ...

pytorch_tutorial_build_worker (1, 15, linux.g5.12xlarge.nvidia.gpu) pytorch_tutorial_build_worker (2, 15, linux.g5.4xlarge.nvidia.gpu) pytorch_tutorial_build_worker ...