#python#large_language_models#machine_learning_systems#natural_language_processing
Flash Linear Attention (FLA) is a fast, memory-efficient library for advanced linear attention models used in transformers, written in PyTorch and Triton, and compatible with NVIDIA, AMD, and Intel GPUs. It offers many state-of-the-art linear attention models and fused modules that speed up training and reduce memory use. You can easily replace standard attention layers in your models with FLA’s efficient versions, improving training and inference speed, especially for long sequences. FLA supports hybrid models mixing linear and standard attention, and integrates with Hugging Face Transformers for easy use and evaluation. This helps you train and run large language models faster and with less memory, making your AI projects more efficient and scalable.
https://github.com/fla-org/flash-linear-attention
If you have $10 in your wallet and no debt, you have more wealth than 25% of Americans.
Not because you’re rich… but because debt has so many people buried.
A reminder that sometimes, financial peace isn’t about how much you have—
It’s about how little you owe. 💡
Stay grounded. Stay grateful ❤️
#Countries
🔔@Everything_Science
Chinese government takes its officials and members of their families on prison tours on a regular basis to give officials an introduction to what awaits them if they should engage in corruption.
The tours include meet-and-greets with former government officials who were caught for corruption.
#Countries
🔔@Everything_Science
In Finland, the official World Wife-Carrying Championships have been held since 1992. In this competition, men carry their wives as fast as possible through a long obstacle course. In the end, the winner gets a beer for his wife's weight.
#Countries
🔔@Everything_Science
🌍 Monaco is the most densely populated country on Earth, with over 25,000 people per square kilometer. This tiny city-state squeezes more residents into each square mile than anywhere else. ✨
#population⚡#density⚡#Monaco⚡#countries⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography🌍
https://django-localflavor.readthedocs.io/en/latest/
#django- #localflavor is a collection of assorted pieces of code that are useful for particular #countries or #cultures. These are called the “local flavor” add-ons and live in the localflavor package.
🇿🇦🌍South Africa is the 25th largest country in the world.
It borders Namibia, Botswana, Zimbabwe, Mozambique, Eswatini (formerly Swaziland), and Lesotho.
🌊 On the west, South Africa is washed by the Atlantic Ocean, while to the south and southeast it is bordered by the Indian Ocean.
📏 Its area is about 1.21 million sq. km — roughly twice the size of France or three times the size of Germany.
🏞 The country consists of nine provinces.
#Geography#SouthAfrica#Africa#Countries#Facts#DidYouKnow
Lesson 20 of my Uzbek self-study course with audio is here! Learn how to say countries, nationalities and languages in Uzbek. The lesson includes exercises, tables, a crossword puzzle and clear grammar explanations.
https://yep.uz/en/2025/09/lesson-20-countries-nationalities-languages-uzbek/
#uzbeklanguage#learnuzbek#uzbeklesson#languages#nationalities#countries#selfstudy#languagelearning