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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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@shadowtraderfx · Post #4141 · 08/20/2025, 03:39 PM

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🚀BITCOIN H3 SCENARIO – Bullish Case Strengthening From both a technical and fundamental perspective, Bitcoin is showing strong signs of bullish continuation: 📊Technical Outlook: • Price is consolidating just above the $113K–114K demand zone, where buyers have repeatedly stepped in. • A clean breakout above $118K could trigger momentum toward the $123K–124K resistance zone, in line with previous liquidity sweeps. • Current market structure favors a bullish push if higher lows hold. 🌍Fundamental Outlook: • Recent institutional inflows into Bitcoin ETFs continue to provide upside momentum. • The weakening USD Index (DXY) supports risk-on sentiment across major assets. • Market participants are also pricing in expectations of a more dovish Fed stance, boosting demand for Bitcoin as a hedge. ⚡️Scenario: If buyers defend the $113K–114K base, probability remains high for a retest of $123K+. However, sustained rejection below $113K could invalidate this setup. 💬 Which side do you think will win — bulls or bears? Comment below! 👉 Subscribe for more high-probability setups & real-time insights. #Bitcoin#CryptoTrading#TechnicalAnalysis#FundamentalAnalysis#BTC

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