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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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Nothing Phone (2) | Updates

@NothingPhone2Updates · Post #334 · 06/28/2024, 01:40 PM

👩‍💻Android 15 Official Developer Preview | Beta 2 | Nothing Phone (2) ❗️DIsclaimer: - This build of Android 15 is still in an early stage of development and some features might be missing or not working. The build is primarily for developers and other advanced users who wanna test their app compatibility with A15. Installation is not recommended for ordinary users. - This is not Nothing OS! - Your device storage will be formatted, and all of your data will be erased. Take backup before proceeding! - Once the rollback package is used, reverting to Developer Preview is not possible. - Future betas are exclusive to pixel devices only. - Bootloader unlocked users can rollback / update by flashing the stock rom directly via fastboot ⚠️ Issues: - Using recorder to play audio keeps crashing - Settings crash sometimes - No pop-up notification when low battery (<10%) - No Glyph Menu in Settings - No vibration effect - Face unlock/Fingerprint/App Locker/Clone apps/Pop-up view does not work 🔽 Downloads: Incremental update over : NOS 2.5.6 | Dev Preview (Beta- 1) ⚙ Rollback Package: Here ✍️ Feedback Link: Here ⚙️ Instructions: Here 🔖 Tags: #Android15#DeveloperPreview#NothingPhone2 🔔 Updates: @NothingPhone2Updates 💬 Chat: @NothingPhone2