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Пока я готовлю некоторый основательный материал по распределенному обучению (вот, теперь я вам его пообещал, придется сделать...), можете посмотреть отличную библиотеку picotron с реализацией 4-D параллелизма на чистом torch.distributed от Huggingface,

Кроме того, это все сопровождается ongoing серией видео-туториалов от основного разработчика на его канале [ссылка на плейлист].

А еще есть более хардкорная версия 3-D параллелизма - nanotron, так же от HF.



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Пока я готовлю некоторый основательный материал по распределенному обучению (вот, теперь я вам его пообещал, придется сделать...), можете посмотреть отличную библиотеку picotron с реализацией 4-D параллелизма на чистом torch.distributed от Huggingface,

Кроме того, это все сопровождается ongoing серией видео-туториалов от основного разработчика на его канале [ссылка на плейлист].

А еще есть более хардкорная версия 3-D параллелизма - nanotron, так же от HF.

BY NLP Wanderer




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Since January 2022, the SC has received a total of 47 complaints and enquiries on illegal investment schemes promoted through Telegram. These fraudulent schemes offer non-existent investment opportunities, promising very attractive and risk-free returns within a short span of time. They commonly offer unrealistic returns of as high as 1,000% within 24 hours or even within a few hours. In 2014, Pavel Durov fled the country after allies of the Kremlin took control of the social networking site most know just as VK. Russia's intelligence agency had asked Durov to turn over the data of anti-Kremlin protesters. Durov refused to do so. But Telegram says people want to keep their chat history when they get a new phone, and they like having a data backup that will sync their chats across multiple devices. And that is why they let people choose whether they want their messages to be encrypted or not. When not turned on, though, chats are stored on Telegram's services, which are scattered throughout the world. But it has "disclosed 0 bytes of user data to third parties, including governments," Telegram states on its website. Telegram, which does little policing of its content, has also became a hub for Russian propaganda and misinformation. Many pro-Kremlin channels have become popular, alongside accounts of journalists and other independent observers. Official government accounts have also spread fake fact checks. An official Twitter account for the Russia diplomatic mission in Geneva shared a fake debunking video claiming without evidence that "Western and Ukrainian media are creating thousands of fake news on Russia every day." The video, which has amassed almost 30,000 views, offered a "how-to" spot misinformation.
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