Оч короткий TL;DR (всем рекомендую прочитать оригинал, он не длинный)
1. Maximize batch size and GPU utilization: 3D parallelism + gradient checkpointing 1. Overlap communication, e.g. while N-1th layer is computing backward, all GPUs with an Nth layer can all-reduce 1. Optimize for your GPU cluster network topology
1. Failure recovery, at 10k GPU scale, things fail all the time -- GPUs, NICs, cables, etc 1. At 10K scale bit flips actually become a problem and can cause loss explosions. Save your model state as frequently and as quickly as you can. To speed it up save it in shards and to CPU memory first and then in a seaprate thread write to disk
Оч короткий TL;DR (всем рекомендую прочитать оригинал, он не длинный)
1. Maximize batch size and GPU utilization: 3D parallelism + gradient checkpointing 1. Overlap communication, e.g. while N-1th layer is computing backward, all GPUs with an Nth layer can all-reduce 1. Optimize for your GPU cluster network topology
1. Failure recovery, at 10k GPU scale, things fail all the time -- GPUs, NICs, cables, etc 1. At 10K scale bit flips actually become a problem and can cause loss explosions. Save your model state as frequently and as quickly as you can. To speed it up save it in shards and to CPU memory first and then in a seaprate thread write to disk
During the meeting with TSE Minister Edson Fachin, Perekopsky also mentioned the TSE channel on the platform as one of the firm's key success stories. Launched as part of the company's commitments to tackle the spread of fake news in Brazil, the verified channel has attracted more than 184,000 members in less than a month. Select “New Channel” How to create a business channel on Telegram? (Tutorial) Earlier, crypto enthusiasts had created a self-described “meme app” dubbed “gm” app wherein users would greet each other with “gm” or “good morning” messages. However, in September 2021, the gm app was down after a hacker reportedly gained access to the user data. A Telegram channel is used for various purposes, from sharing helpful content to implementing a business strategy. In addition, you can use your channel to build and improve your company image, boost your sales, make profits, enhance customer loyalty, and more.
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