#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
🌎 In the Mariana Trench, the deepest part of the ocean, researchers have found strange microbial life living over 10,900 meters below the surface. These microbes survive by breaking down chemicals from rocks, not sunlight, and help recycle nutrients in this harsh environment. ✨
#ocean⚡#trench⚡#microbes
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🌍 Some bacteria and fungi live deep in rocks of the lithosphere, far below where sunlight reaches. These life forms connect the biosphere to Earth's rocky layer in ways once thought impossible. ✨
#lithosphere⚡#biosphere⚡#microbes⚡#geography⚡#nature⚡#earth
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🌍 Earth’s spheres aren’t fixed—they overlap at microbe level. Extremophiles, tiny life forms, live deep underground rocks, linking the biosphere to the lithosphere in some of Earth's harshest zones. ✨
#lithosphere⚡#biosphere⚡#microbes⚡#geography⚡#nature⚡#earth
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🌎 Vibrant hot springs in Yellowstone glow with brilliant colors thanks to heat-loving bacteria called thermophiles. These microbes produce pigments that create beautiful bands of green, yellow, and orange around the steaming pools. ✨
#Yellowstone⚡#microbes⚡#geology
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🌎 The salt-loving halophiles of California’s pink Lake Hillier thrive where few others survive. These tiny microbes give the lake its vivid color by producing pigments that protect them from extreme salt and sunlight—turning the water a bubblegum pink! ✨
#microbes⚡#pigment⚡#lakes
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After death, human microbes survive in soil and help break down the body. They work with soil microbes to speed up decomposition and recycle nitrogen, which plants need to grow. These microbes can live in the soil for months or years, turning dead bodies into nutrients that support new life. 🌱🦠💀
[Source]
@googlefactss#Decomposition#Microbes#Soil#NitrogenCycle#Ecosystem