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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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☀️☪️🤝🇸🇨 Sheikh Murshid Haznevi, the spiritual leader of the Kurds of Rojava, on his page in "X": "Yes to the dignity of As-Suwayda! As-Suwayda stands proudly. Its people face murders, kidnappings and violence, but they continue to defend their dignity with bare chests. Bani Marouf [one of the names of the Druze is "the pious"] are people of honor and valor. As-Suwayda is not alone... We are all with her, and we are all proud of her. #Suwayda#Rojava#TheRevolutionContinues" 🇸🇨 | @hawran_osint