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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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@ethereumglobalnews · Post #929 · 10/12/2025, 04:58 AM
⚠️ 🤣以太區塊鏈新聞 📆 2025-10-12 🎁📲 EthereumGlobalNews ｜🇰🇷區塊鏈市場觀察 🇰🇷【#SouthKorea稅務局：逃漏稅將查扣冷錢包】 ： 為追蹤鏈上資金流，若懷疑資產藏離線，將依法執行查緝。韓國國稅廳（NTS）警告：若加密持有人未繳稅，將可能於家中搜查並扣押冷錢包、硬碟、電腦。 #冷錢包#稅務監管#區塊鏈追蹤#CryptoTax#NTS
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@CryptoM · Post #64567 · 04/09/2026, 08:32 AM
🚀 South Korea's Unclear Tax Standards for Crypto Income Raise Concerns South Korea's National Tax Service has yet to establish definitive tax guidelines for decentralized finance (DeFi), staking, lending, and other forms of cryptocurrency income ahead of the new virtual asset tax regime set to begin next January. According to NS3.AI, the agency, in a written response to lawmaker Song Eon-seog, indicated that it is currently gathering international legislative examples and expert opinions to inform its approach. The lack of clarity on taxing profits from overseas exchanges outside the 56 jurisdictions covered by the Crypto-Asset Reporting Framework could lead to issues of fairness and potential capital flight. #SouthKorea#CryptoTax#DeFi#Staking#Lending#VirtualAssets#TaxRegime#NationalTaxService#CapitalFlight#InternationalLegislation