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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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Anarcho Gardening

@anarchogardening · Post #3148 · 03/20/2026, 01:44 PM

The richest 10% now receive 53% of global income 💰 and own 75% of all wealth 🌍, yet inequality alone does not cause unrest. A study of 120 countries (1996–2020) shows it becomes politically destabilizing only when internet use 📱 exceeds 50% of the population by increasing information and coordination. Read Full Article #Inequality#WealthDistribution#PoliticalStability#InternetImpact#GlobalEconomics

Venture Village Wall 🦄

@venturevillagewall · Post #4034 · 01/31/2025, 01:00 AM

Bitcoin Gains Ground as Fiat Weakens 🇺🇸 Vivek Ramaswamy discusses why Bitcoin surpasses fiat. New investors hold 50.2% of Bitcoin wealth, lower than past ATHs: 85% in 2018 and 74% in 2021. Tether integrates USDt into Bitcoin's ecosystem with new Lightning Network support, enhancing speed and decentralization. ApeChain joins Humanity Protocol's zkProofer network to improve digital identity. USDC Treasury burns 90 million USDC. SEC approves Bitwise Spot Bitcoin and Ethereum ETF. #Bitcoin#Tether#LightningNetwork#DeFi#USDC#ETFs#Crypto#Investment#DigitalIdentity#SEC#VivekRamaswamy#AdinRoss#WealthDistribution#Taproot#Security#Scalability#Finance#Treasury#USDT#ApeChain#zkProofer