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Новая диффузионная модель от Nvidia: Sana

Основные особенности:

— DC-AE энкрдер, (если интересно вот ссылка) который понижает в 32 раза, вместо привычных 8ми для vqVAE, без сильных потерь

— Линейный DiT: по сути ViT, где фьюз происходит не через аттеншен, а через марицу рангом d << n (где, n это количество image token’ов). Подробнее про метод у Яныка на ютубе. Имхо это не аттеншн, но называйте как хотите.

— Вместо T5 взяли small LLM (decoder only), не прошло и 2 лет…

— Кастомный сэмплер: Flow-DPM-Solver

Обещают может и не лучшее качество, но супер быструю скорость и резолюшн 4096х4096 (благодаря DC-AE).

💻 Code (будет тут)
📝 paper
😈 demo на градио

p.s.: погененрил в демо, 1024х1024 работает норм, но пишет с ошибками.

Мишин Лернинг 🇺🇦🇮🇱
Новая диффузионная модель от Nvidia: Sana

Основные особенности:

— DC-AE энкрдер, (если интересно вот ссылка) который понижает в 32 раза, вместо привычных 8ми для vqVAE, без сильных потерь

— Линейный DiT: по сути ViT, где фьюз происходит не через аттеншен, а через марицу рангом d << n (где, n это количество image token’ов). Подробнее про метод у Яныка на ютубе. Имхо это не аттеншн, но называйте как хотите.

— Вместо T5 взяли small LLM (decoder only), не прошло и 2 лет…

— Кастомный сэмплер: Flow-DPM-Solver

Обещают может и не лучшее качество, но супер быструю скорость и резолюшн 4096х4096 (благодаря DC-AE).

💻 Code (будет тут)
📝 paper
😈 demo на градио

p.s.: погененрил в демо, 1024х1024 работает норм, но пишет с ошибками.
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Spiking bond yields driving sharp losses in tech stocks

A spike in interest rates since the start of the year has accelerated a rotation out of high-growth technology stocks and into value stocks poised to benefit from a reopening of the economy. The Nasdaq has fallen more than 10% over the past month as the Dow has soared to record highs, with a spike in the 10-year US Treasury yield acting as the main catalyst. It recently surged to a cycle high of more than 1.60% after starting the year below 1%. But according to Jim Paulsen, the Leuthold Group's chief investment strategist, rising interest rates do not represent a long-term threat to the stock market. Paulsen expects the 10-year yield to cross 2% by the end of the year. A spike in interest rates and its impact on the stock market depends on the economic backdrop, according to Paulsen. Rising interest rates amid a strengthening economy "may prove no challenge at all for stocks," Paulsen said.

Новая диффузионная модель от Nvidia: Sana

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