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How to Train Really Large Models on Many GPUs?

[Updated on 2022-03-13: add expert choice routing.] [Updated on 2022-06-10]: Greg and I wrote a shorted and upgraded version of this post, published on OpenAI Blog: “Techniques for Training Large Neural Networks” In recent years, we are seeing better results on many NLP benchmark tasks with larger pre-trained language models. How to train large and deep neural networks is challenging, as it demands a large amount of GPU memory and a long horizon of training time.
Adafactor Shazeer Narang Micikevicius Gshard Lepikhin Gpipe Huang Efficient Training Of Giant Neural Networks Techniques For Training Large Neural Networks

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NVIDIA, Microsoft Create 'Megatron' Language Processor That Can 'Naturally' Complete Sentences, Answer Questions, And 'Reason'

NVIDIA, in partnership with Microsoft, has created a language processor that can, according to them, 'naturally complete' sentences, perform reasoning, and answer questions as naturally as possible.
Tech Times Megatron Turing Natural Language Generation Switch Transformer Getty Images Tell Your Preference Attractive Faces Through Machine Learning

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