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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 #3795 · 01/05/2025, 10:00 AM

Gold and Bitcoin Gain Structural Significance JPMorgan analysts predict lasting inflation hedging strategies as gold and Bitcoin solidify their roles in investor portfolios. They deem 2024 pivotal for the crypto market with a projected influx of $78 billion. Notably, the share of gold investments among private investors is also on the rise. Read more: ForkLog #JPMorgan#Bitcoin#Gold#Crypto#Investing#Inflation#MarketTrends#Finance#WealthManagement#InvestmentStrategies #2024 #CapitalFlow#DigitalAssets#PortfolioManagement#Cryptocurrency#Hedging#FinancialInsights

Journey to Fluency

@fluencyinenglish · Post #7900 · 10/03/2025, 01:15 PM

در IELTS Speaking، خصوصاً Part 3، نمره شما بر اساس مهارت زبانی (Fluency & Coherence, Lexical Resource, Grammatical Range & Accuracy, Pronunciation) داده می‌شود، نه میزان اطلاعات عمومی یا صحت factual. ✅ راهکارهای عملی 1. از تردید کردن نترسید و صادق باشید جملاتی مثل: “I’m not an expert in this field, but I think…” “I don’t know much about this, although it seems that…” به شما اجازه می‌دهد بدون توقف ادامه دهید. 2. استفاده از speculation یا حدس منطقی وقتی نمی‌دانید، می‌توانید با حدس منطقی نظر بدهید: “It might be because…” “Perhaps this will lead to…” 3. مثال شخصی یا تجربه روزمره بیاورید “From my own experience…” یا “In my city/school…” حتی اگر اطلاعات عمومی کم باشد، مثال شخصی به طولانی‌تر شدن پاسخ و انسجام کمک می‌کند. 4. تمرکز روی انسجام و روانی صحبت از ضمیرها و ربط‌دهنده‌ها (this, that, these, however, on the other hand) استفاده کنید تا جمله‌ها به هم وصل شوند. 5. استفاده از واژگان پیشرفته و ساختارهای گرامری متنوع به جای تکیه روی اطلاعات، از واژگان دقیق و اصطلاحات متداول آیلتس استفاده کنید: “plays a pivotal role” “poses a significant challenge” “from my perspective” 🔹 نمونه پاسخ با speculation Q: Do you think governments should invest more in renewable energy? > “I’m not fully aware of all the policies, but I think governments should invest more in renewable energy. It might help reduce pollution and create new jobs. For example, building more solar farms could provide electricity for many households. Although I don’t know all the details, it seems like a positive step for the future.” #IELTS#IELTSSpeaking#SpeakingTips#Hedging#Speculation#Fluency#Coherence#LexicalResource#Band8#آیلتس#Part3#EnglishSpeaking#LanguageTips#AdvancedEnglish#Pronunciation