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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 M - Crypto News

@CryptoM · Post #64742 · 04/09/2026, 05:17 PM

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🚀 TON's Catchain 2.0 Upgrade Enhances Speed and Validator Rewards TON has announced the implementation of its Catchain 2.0 consensus upgrade, which significantly improves transaction speed and validator incentives. According to NS3.AI, the upgrade reduces block times to 400 milliseconds and accelerates payment settlement to approximately one second. Additionally, the change is expected to increase annual inflation to 3.6%, up from around 0.6%, as the faster block production boosts rewards for validators. #TON#Catchain2.0 #Blockchain#ConsensusUpgrade#TransactionSpeed#ValidatorRewards#Cryptocurrency#CryptoNews#BlockchainTechnology#DeFi

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Crypto M - Crypto News

@CryptoM · Post #64902 · 04/10/2026, 08:17 AM

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🚀 TON Declines Over 24% Year-to-Date Despite Wallet Accumulation and Network Upgrade TON has experienced a decline of over 24% since the beginning of the year. According to NS3.AI, despite this downturn, the top 100 wallets have accumulated an additional 189,730 TON in the past three months. This week, TON implemented the Catchain 2.0 upgrade, which has reduced confirmation times to less than one second for Telegram mini-apps, payments, and high-frequency activities. The network's seven-phase roadmap includes plans for future fee reductions. #TON#cryptocurrency#blockchain#wallets#networkupgrade#Catchain2#Telegram#cryptoaccumulation#feereduction#highfrequencytransactions

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