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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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TONlines – News

@tonlines · Post #7105 · 05/08/2025, 12:14 PM

TapSwap Community: Share Your Ideas for the Beta #TapSwapBeta#Web3Gaming TapSwap is inviting community members to contribute ideas for their beta version. Participants can suggest game ideas, features to test, or provide feedback on existing elements. Successful ideas may be implemented in the final release. Source: link @tonlines

TONlines – News

@tonlines · Post #6981 · 04/30/2025, 11:55 AM

⚡️TapSwap Community: Major News Incoming Tomorrow! #TapSwapBeta#SkillGaming#Web3Games TapSwap Community announces a major update about their private beta launching tomorrow, featuring three exclusive skill-based games in Telegram. Limited spots are available, and interested participants should prepare to apply using a Google form link with their Telegram handle. Source: link @tonlines