"""The AlgoPerf: Training Algorithms benchmark evaluates the time training required for different training algorithms across multiple realistic deep learning workloads when running on a fixed hardware configuration.
Scoring involved over 4000 individual training runs across the 14 workloads used in the benchmark."""
Было два бенчмарка.
Первый - с возможностью external tuning. Победила команда с сабмитом "Distributed Shampoo" из Meta и Samsung AI. Второй - чисто self-tuning. Из всех сабмитов только один побил бейзлайн - "Schedule Free AdamW" от Meta.
По факту это звучит довольно круто - оптимизатор, который можно успешно использовать без scheduler. [Код](https://github.com/facebookresearch/schedule_free) доступен. Дефолтная реализация на PyTorch, но есть и вариант на Jax.
"""The AlgoPerf: Training Algorithms benchmark evaluates the time training required for different training algorithms across multiple realistic deep learning workloads when running on a fixed hardware configuration.
Scoring involved over 4000 individual training runs across the 14 workloads used in the benchmark."""
Было два бенчмарка.
Первый - с возможностью external tuning. Победила команда с сабмитом "Distributed Shampoo" из Meta и Samsung AI. Второй - чисто self-tuning. Из всех сабмитов только один побил бейзлайн - "Schedule Free AdamW" от Meta.
По факту это звучит довольно круто - оптимизатор, который можно успешно использовать без scheduler. [Код](https://github.com/facebookresearch/schedule_free) доступен. Дефолтная реализация на PyTorch, но есть и вариант на Jax.
The news also helped traders look past another report showing decades-high inflation and shake off some of the volatility from recent sessions. The Bureau of Labor Statistics' February Consumer Price Index (CPI) this week showed another surge in prices even before Russia escalated its attacks in Ukraine. The headline CPI — soaring 7.9% over last year — underscored the sticky inflationary pressures reverberating across the U.S. economy, with everything from groceries to rents and airline fares getting more expensive for everyday consumers. Either way, Durov says that he withdrew his resignation but that he was ousted from his company anyway. Subsequently, control of the company was reportedly handed to oligarchs Alisher Usmanov and Igor Sechin, both allegedly close associates of Russian leader Vladimir Putin. At its heart, Telegram is little more than a messaging app like WhatsApp or Signal. But it also offers open channels that enable a single user, or a group of users, to communicate with large numbers in a method similar to a Twitter account. This has proven to be both a blessing and a curse for Telegram and its users, since these channels can be used for both good and ill. Right now, as Wired reports, the app is a key way for Ukrainians to receive updates from the government during the invasion. In February 2014, the Ukrainian people ousted pro-Russian president Viktor Yanukovych, prompting Russia to invade and annex the Crimean peninsula. By the start of April, Pavel Durov had given his notice, with TechCrunch saying at the time that the CEO had resisted pressure to suppress pages criticizing the Russian government. Such instructions could actually endanger people — citizens receive air strike warnings via smartphone alerts.
from us
