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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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Crypto News & Web3 Events | TON Ecosystem

@tonevents_en · Post #1442 · 04/21/2025, 01:04 PM

USDE by 👍XBANKING — A Next-Generation Decentralized Stablecoin XBANKING has launched USDE, a new stablecoin built specifically for DeFi, trading, and everyday payments. USDE blends stability, decentralization, and yield — offering 8% APR just for holding. Built on the 🤑 Solana blockchain. 💰USDE minting is now live ➡️app.xbanking.org 👍 1 USDE = 1 USD — always. It’s backed 1:1 by liquid assets — USDT and USDC, with real-time reserves exceeding 101%. 🔎Why hold USDE? ✔️ Earn 8% APR simply by holding — the yield is built into the token. ✔️ No need to chase DeFi protocols or calculate risks — USDE starts earning immediately. ✔️ Use it like any other stablecoin: trade, add to liquidity pools, lend, or borrow. ✔️ 100%+ backed by USDT and USDC — no liquidation risks like with collateralized stablecoins. ✔️ Runs on Solana — fast, cheap, and user-friendly. 😀How does it work? • Users deposit USDT or USDC into the XBANKING smart contract • In return, they receive USDE at a 1:1 ratio • The deposited stablecoins are allocated to DeFi strategies (liquidity pools, farming, etc.) • The yield is distributed among all USDE holders 💼What you can do with USDE ✔️ Hold to earn 8% APR ✔️ Swap to USDT or USDC with zero fees ✔️ Trade on DEXs (available on Raydium) ✔️ Provide liquidity ✔️ Lend and borrow 🛡 What makes USDE stand out? • Backed only by $USDT and $USDC • Reserves exceed 100% • 8% APR just for holding • Minting and burning are controlled via smart contracts • No liquidation mechanisms — unlike collateralized stablecoins • Includes a token freeze function as an additional safeguard against phishing or exploits 📌Where to use USDE — Mint: app.xbanking.org — Smart contract: 8dt9fQhoRKuWCSAsYweG2UMF3rbcG9xzNCTWXXSmdmEi — View on Solscan — DEX: Raydium USDE by XBANKING — a hybrid stablecoin designed for active DeFi use and long-term yield. #USDE#Xbanking#Stablecoin#DeFi#Solana#Raydium#CryptoUX