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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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Teach For Uzbekistan | Official

@teachforuzbekistan · Post #272 · 07/23/2025, 02:34 PM

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♻️ Yozgi institut ishtirokchilari ekologiyani asrash g‘oyasini real hayotda sinab ko‘rishlari uchun Ecology Day o‘tkazildi. 🗳 Ular oddiy qog‘oz, karton va plastik idishlardan hayratlanarli ijodiy ishlarni yasashdi. 🌍 Kimdir chiroyli guldon yasagan bo‘lsa, 🔧 kimdir foydali uy jihozi yoki o‘yinchoq, 🏠 yana kimdir qushlar uchun chiroyli uycha yasadi. 👥 Jarayonning o‘zi ham juda quvonarli va do‘stona muhitda o‘tdi. 💚 Ijodiy ishlarda ishtirok etganlar yashil kelajak uchun mas’uliyat hissi va jamoaviylikni yanada mustahkamladilar. 💬💬💬🗣 ♻️ To experience environmental care in action, our participants celebrated Ecology Day by turning everyday materials like paper, cardboard, and plastic bottles into creative and useful items. 🎨 Some made beautiful vases, 🛠 others created handy household items or toys, 🏡 and a few even crafted birdhouses! 👥 The entire process took place in a joyful, friendly atmosphere. 💚 Those who took part strengthened their sense of responsibility for a greener future and the value of teamwork. #EcologyDay#GreenFuture#SummerInstitute#TeachForUzbekistan#Sustainability#RecycleAndCreate

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