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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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@giiveaways · Post #3191 · 09/24/2024, 07:14 PM

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@Giiveaways · Post #1993 · 06/06/2024, 08:49 PM

📣 Catizens! We are about to welcome the next update, includes: Still worried about not being able to automatically buy the highest-grade airdrop cats? 📦 · The auto-buy function is coming soon! #Free your hands! 🚀 · At the same time, the offline #rewards have also been greatly advanced! This will make it easier for players to level up their cats, make #Catizen a real idle casual game! 😻 · Catizen has also adjusted the play experience of #SPIN(Increased randomness and reduced difficulty), don’t forget to try it again! https:://t.me/catizenbot/👈 #crypto#ton#game

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@fluencyinenglish · Post #7911 · 02/21/2026, 06:08 AM

Spin (verb)/(noun) Verb: to present information in a favorable or strategic way Noun: a biased or strategic way of presenting information Example (verb): The government tried to spin the economic data as a success. دولت تلاش کرد داده‌های اقتصادی را به‌گونه‌ای ارائه کند که موفقیت‌آمیز به نظر برسد. Example (noun): The press secretary put a positive spin on the policy failure. سخنگوی مطبوعاتی به شکست سیاست، تفسیر مثبتی داد. Put a spin on : present something strategically She put a positive spin on the election results. او نتایج انتخابات را به شکل مثبتی تفسیر کرد. Spin doctor : political advisor who manages public perception The spin doctor tried to downplay the scandal. مشاور سیاسی سعی کرد رسوایی را کم‌اهمیت جلوه دهد. #idioms #discourseanalysis #criticalthinking #spin #framing #ielts#cae#fce