ManiDreams implements a planning paradigm where a virtual constraint (cage) bounds object states during action selection. At each timestep, the framework generates candidate actions, predicts outcomes ...
In modern software development, asynchronous programming has become essential for creating responsive, scalable applications. In C#, async/await is often the first tool that developers reach for when ...
These days even small devices like cellphone have multiple processors. Since the last 10–15 years, there is so much improvement in processors capability, RAM, SDD, CPU power and clock time. Which ...
Abstract: Work-stealing is a key component of many parallel task graph libraries such as Intel Threading Building Blocks (TBB) FlowGraph, Microsoft Task Parallel Library (TPL) Batch .Net, Cpp-Taskflow ...
In February, we announced DeepSpeed, an open-source deep learning training optimization library, and ZeRO (Zero Redundancy Optimizer), a novel memory optimization technology in the library, which ...
Deep learning describes a set of machine learning techniques that use stacked neural networks to extract complicated patterns from high-dimensional data 1. These techniques are widely used for image ...
The Embedded Multicore Building Blocks (EMB²) are an easy to use yet powerful and efficient C/C++ library for the development of parallel applications. EMB² has been specifically designed for embedded ...
Abstract: Parallel applications often store data in multiple task-local files, for example, to remember checkpoints, to circumvent memory limitations, or to record performance data. When operating at ...
It was an interface that launched a thousand hacks. Near trivial to program, enough I/O lines for useful work, and sufficiently fast for a multitude of applications: homebrew logic analyzers, chip ...