#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
#Polygon
Polygon обошёл Ethereum по суточным комиссиям
Впервые сеть Polygon опередила Ethereum по ежедневным комиссиям:
— пятница: $407k против $212k,
— суббота: $303k против $285k.
Основной драйвер — рост активности на Polymarket. За неделю платформа принесла сети более $1 млн комиссий.
‼️ BREAKING: INDIA TO LAUNCH ARC STABLECOIN ☺️
🇮🇳 India plans to roll out ARC, a rupee-backed stablecoin in Q1 2026.
Built by 🟣#Polygon & Anq, ARC is designed to operate under Reserve Bank of India’s CBDC framework.
➡️ India is planning to launch ARC (Asset Reserve Certificate), a rupee-pegged stablecoin (1:1 backed by government securities like treasury bills, not just debt), developed by Polygon and fintech firm Anq. It's set for a tentative Q1 2026 debut under the RBI's CBDC framework, using a two-tier system (limited to corporate accounts initially) to boost domestic liquidity, cut outflows to USD stablecoins like USDT/USDC, and drive demand for Indian bonds. It'll use tech like Uniswap v4 for compliant trading on whitelisted addresses, keeping things sovereign and regulated—no wild speculation here. No official RBI announcement yet, but project docs and sources confirm it's moving forward amid India's crypto push.
🚨 American billionaire Mark Cuban (@mcuban) unstaked and deposited 2.82M $MATIC ($2.56M, price: $0.907) to #Coinbase ~6hrs ago.
Notably, Mark Cuban received 2.5M $MATIC (then $4.25M) from the #Polygon Ecosystem Growth on May 24, 2021 and then staked them to earn more $MATIC.
👉 More details: https://platform.spotonchain.ai/en/signal-details/mark-cuban-moved-matic-to-coinbase-10-14444
🚨🚨Republic Capital just moved 24.5M $MATIC at $1.11 (~$27.2M) to #Coinbase 6hrs ago.
They received the amount from #Polygon (Matic) Ecosystem Growth on Jan 18 at $0.97 as part of the vesting process.
Republic Capital is among investors in Polygon’s $450M private funding round early last year.
Wallet address: 0xc865a52c3894025e0070b180b0e6e4e4731ee799
🚨LayerX Capital and Whales deposited 12.53M $MATIC ($11.33M) to #Binance and #Coinbase in the past 10 hours.
1. LayerX Capital deposited 3.62M $MATIC ($3.31M) to Binance at $0.916 ~10hrs ago.
- The VC still stakes 7.18M $MATIC ($6.38M) with #Polygon.
- Estimated total loss: $17.5M (-58.1%).
2. Two whales 0x2e9 and 0xdb6 (likely one person) deposited 5.27M $MATIC ($4.80M) to Binance at $0.91 on avg ~9.5hrs ago.
- Estimated profit: $36.1K (+0.76%).
3. Whale 0x5d7 deposited 3.64M $MATIC ($3.22M) to Coinbase at $0.886 ~40 mins ago.
- Estimated profit: $521K (+19.3%).
👉 More details: https://platform.spotonchain.ai/signal-details/layerx-capital-and-whales-deposited-matic-to-binance-11022
🔥🚀$MATIC increased by 80% this year and people are still excited about the #Polygon zk rollup solution.
⁃ Whale "0xa205fd7" just received 17.1M $MATIC ($23.9M) from #binance 17 hours ago (price was $1.36).
⁃ This is the first receive since he sold all $MATIC to #coinbase one year ago.
👉More details: https://twitter.com/spotonchain/status/1628677718115250176
🚨Don’t miss the major DeFi launch of 2022
🚧MAXX Finance is a dual yield aggregator platform backed by validator nodes & protected by a gamified system to counter inflation to ensure a sustainable ecosystem. MAXX will be launching on #Polygon🚀, free of any CeFi dependencies such as price correlations & counterparty risk.
🚀 In the spirit of decentralization, MAXX team conducts launch in the fairest way possible with no ICO, IDO, or any VC backing (with a built-in system that prevents whale accumulation).
🔗Right now it’s the best time to enter their #whitelist & win BIG! Go visithttps://link.maxx.finance/dn & complete the form to get your bounties:
🏆Priority Access to MAXX Liquidity Amplifier (every entrant)
🏆 5,000 in $MATIC (shared by 100 winners)
🏆 200,000,000 in $MAXX (shared by 200 winners)
🔴 Join MAXX Finance Liquidity Amplifier waiting list & claim your place in the largest DeFi Dapp launch of 2022.
📈Polygon Ecosystem Token POL Drops 3.93% Amid Upbit Hard Fork Suspension
Polygon Ecosystem Token (POL) has experienced a nearly 4% price drop today, primarily driven by a significant operational update from major South Korean exchange Upbit regarding a hard fork and...
🔗Read Full Analysis
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#Cryptocurrency#Polygon#POL