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PyTorch Lightning is an open-source Python library that provides a high-level interface for PyTorch, a popular deep learning framework. [1] It is a lightweight and high-performance framework that organizes PyTorch code to decouple research from engineering, thus making deep learning experiments easier to read and reproduce.
Features include mixed precision training, single-GPU, multi-GPU, and multi-node training as well as custom model parallelism. The DeepSpeed source code is licensed under MIT License and available on GitHub. [5] The team claimed to achieve up to a 6.2x throughput improvement, 2.8x faster convergence, and 4.6x less communication. [6]
In September 2022, Meta announced that PyTorch would be governed by the independent PyTorch Foundation, a newly created subsidiary of the Linux Foundation. [ 24 ] PyTorch 2.0 was released on 15 March 2023, introducing TorchDynamo , a Python-level compiler that makes code run up to 2x faster, along with significant improvements in training and ...
The torch package also simplifies object-oriented programming and serialization by providing various convenience functions which are used throughout its packages. The torch.class(classname, parentclass) function can be used to create object factories ().
Cooper DeJean took an interception to the house, Zack Baun made a pick in his old professional home and the Eagles so thoroughly thrashed Patrick Mahomes that by the time Kendrick Lamar had ...
Similar to the Lightning's playoff defeat in 2019, top-seeded Virginia was defeated in their opening game by a 16th seed in the 2018 national tournament, the first such occurrence of a 16 vs. 1 upset in the history of the NCAA Division I men's basketball tournament. One year later, Virginia won the national championship.
Allyson Felix — the most decorated track and field athlete in history with seven Olympic gold medals among her trophy haul — continues to elevate women’s sports off the field.
From January 2008 to April 2011, if you bought shares in companies when David Owen joined the board, and sold them when she left, you would have a -7.3 percent return on your investment, compared to a -7.1 percent return from the S&P 500.