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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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Venture Village Wall 🦄

@venturevillagewall · Post #3743 · 12/29/2024, 10:00 AM

Bitcoin Price Peak Expected in 2025 The founder of Pantera, whose Bitcoin fund saw a staggering 130,000% return, forecasts August 2025 as the peak for this cycle, anticipating a bull market in 2025 followed by a decline in 2026. He believes Bitcoin could increase tenfold over the next 5-10 years. Meanwhile, in mining news, Foundry USA Pool mistakenly refunded an erroneous transaction fee of 8.18 BTC (about $777,000), which was 91,127 times higher than normal. Additionally, Volatility Shares has applied to launch futures-based Solana ETFs, signaling potential market interest despite the absence of a current trading platform for these products. #Bitcoin#Pantera#Crypto#ETF#Solana#Mining#Forecast#BullMarket#BearMarket#Foundry#VolatilityShares#BTC#CryptoNews#Investing#MarketTrends#Blockchain#TransactionFee#Finance#Cryptocurrency #2025 #2026