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Source channel @githubtrending · Post #15141 · Sep 13

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#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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Suxrob Xurramov | Blog

@suxrobblog · Post #577 · 04/19/2025, 09:48 AM

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Gradient Yaqinda bir nechta dizaynerlarning ishini ko‘rgandim, background’ning har joyiga gradient berib qo‘yishgan, natijada dizayn ko‘zga yoqimsiz ko‘rinishga kelib qolgan ekan. Aslida dizaynda gradient ishlatish yaxshi. Lekin gradientni ham o‘rnida va eplab ishlatish kerak. Aksiga olib, gradientsiz holatda taqdimot qilishganda ham ko‘zga yoqimliroq ko‘rinar edi, nazarimda. Umuman olganda, UI dizaynida gradientlar bilan ishlashda o'tkir va keskin ranglardan ko‘ra, sokinlikni ifodalovchi, yumshoq va bilinmas gradientlardan foydalanish maqsadga muvofiq. Bu esa ko‘rish uchun yoqimliroq taassurot qoldiradi. — Tavsiya, gradient ustidan qora rangli matn yoki qora rangli elementlar ishlatmaslikka harakat qiling. Uni oʻrniga gradient ustiga ishlatadigan matnlaringiz boʻlsa oq rangda qoʻllashga moslashtiring. Odatda gradient bilan uning ustidagi qora ranglar chiqishmaydi, yoinki yoqimsiz koʻrinadi. @suxrobblog | #fikrlar#gradient

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The Devs

@thedevs · Post #1549 · 08/01/2019, 12:43 PM

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Gradient Magic, a gallery of fantastic and unique CSS gradients. #resources#design#gradient @thedevs https://kutt.it/LvqsXU

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Behzod Otajonov visual artist

@behzod_otajonov · Post #1942 · 04/19/2025, 09:55 AM

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Gradient Yaqinda bir nechta dizaynerlarning ishini ko‘rgandim, background’ning har joyiga gradient berib qo‘yishgan, natijada dizayn ko‘zga yoqimsiz ko‘rinishga kelib qolgan ekan. Aslida dizaynda gradient ishlatish yaxshi. Lekin gradientni ham o‘rnida va eplab ishlatish kerak. Aksiga olib, gradientsiz holatda taqdimot qilishganda ham ko‘zga yoqimliroq ko‘rinar edi, nazarimda. Umuman olganda, UI dizaynida gradientlar bilan ishlashda o'tkir va keskin ranglardan ko‘ra, sokinlikni ifodalovchi, yumshoq va bilinmas gradientlardan foydalanish maqsadga muvofiq. Bu esa ko‘rish uchun yoqimliroq taassurot qoldiradi. — Tavsiya, gradient ustidan qora rangli matn yoki qora rangli elementlar ishlatmaslikka harakat qiling. Uni oʻrniga gradient ustiga ishlatadigan matnlaringiz boʻlsa oq rangda qoʻllashga moslashtiring. Odatda gradient bilan uning ustidagi qora ranglar chiqishmaydi, yoinki yoqimsiz koʻrinadi. @suxrobblog | #fikrlar#gradient

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