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Source channel @githubtrending · Post #15141 · Sep 13

#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

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Nature Travel Vacation

@NatureTravelVacationPictures · Post #1201 · 05/13/2019, 06:30 AM

🌿❤️✨🍃 Perfect Timing📸 #Scenery#Nature#Clouds 💁Join Us ✅🔜@Discover_Nature 🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃

Amazing Geography 🌍

@amazingeo · Post #587 · 01/22/2026, 08:31 PM

🌍 Polar stratospheric clouds, also known as nacreous clouds, shimmer with pastel colors and only form in extremely cold conditions. They set the stage for both rare atmospheric optics and ozone loss. ✨ #aurora⚡#clouds⚡#atmosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #511 · 12/13/2025, 12:31 PM

🌍 The highest clouds on Earth are called noctilucent clouds. They glow at twilight and form up to 85 kilometers above ground, in the edge of space—far higher than any weather clouds. ✨ #meteorology⚡#clouds⚡#atmosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Interesting Planet 🌍

@interesting_planet_facts · Post #519 · 08/08/2025, 12:22 AM

🌎 The horseshoe vortex, or “smoke ring” in the sky, is a rare weather phenomenon where winds sculpt swirling, donut-shaped clouds. These dramatic rings form after volcanic eruptions, industrial blasts, or even lightning, showcasing nature’s surprising ability to twist air into geometric shapes. ✨ #atmosphere⚡#clouds⚡#weather 👉subscribe Interesting Planet

Universe Mysteries 🪐

@cosmomyst · Post #84 · 08/05/2025, 01:11 PM

🪐 In the atmosphere of the giant planet Neptune, astronomers have discovered clouds of methane ice drifting in bands, creating ghostly streaks against the blue background. These shimmering clouds form when sunlight breaks apart methane gas and turns it into icy crystals high above the planet’s swirling, windy storms. ✨ #Neptune⚡#planets⚡#clouds⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries

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