#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
🪐 In the galaxy SDSS J1356+1026, astronomers have witnessed a colossal bubble of gas over 30,000 light-years wide being blown outward from the galaxy’s core. This bubble is powered by fierce winds from a supermassive black hole as it devours material, creating giant outflows that glow in X-ray and optical light—a real-life example of black holes shaping their host galaxies through dramatic, large-scale eruptions. ✨
#blackhole⚡#outflow⚡#phenomena⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space
👉subscribe Universe Mysteries
👉more Channels
Hyperliquid Faces Major Fund Exodus
🔵 Hyperliquid experienced a massive outflow of approximately $250 million following claims from a researcher about hacks allegedly linked to North Korea. Despite this, Hyperliquid reassured that user funds are secure and no vulnerabilities were found.
Source
#Hyperliquid#Outflow#Hack#NorthKorea#Funds#Security#Crypto#Web3
🚀 XRP Spot ETF Experiences Significant Outflow
According to Odaily, data from SoSoValue indicates that on April 9, Eastern Time, the XRP spot ETF saw a net outflow of $661,200. The 21Shares XRP ETF (TOXR) was the only fund to experience this outflow, contributing to a historical total net outflow of $25.845 million.
As of the time of reporting, the total net asset value of the XRP spot ETF stands at $955 million, with an XRP net asset ratio of 1.15%. The historical cumulative net inflow has reached $1.21 billion.
#XRP#SpotETF#Outflow#Cryptocurrency#21Shares#TOXR#NetAssetValue#CryptoNews
🚀 XRP Spot ETFs See Significant Inflows and Outflows
XRP spot ETFs experienced notable financial movements last week, with a net inflow of $11.75 million, according to Odaily. The data, sourced from SoSoValue, covers the trading days from April 6 to April 10 (Eastern Time).
The Bitwise ETF XRP led the inflows, attracting $9.5154 million, bringing its historical total net inflow to $388 million. Following this, the Franklin ETF XRPZ saw a weekly net inflow of $2.8987 million, with its historical total reaching $324 million.
Conversely, the 21Shares ETF TOXR recorded the highest net outflow, amounting to $661,200, with its historical total net outflow standing at $25.85 million.
As of the latest update, the total net asset value of XRP spot ETFs is $968 million, with an ETF net asset ratio of 1.16% compared to XRP's total market capitalization. The cumulative historical net inflow has reached $1.22 billion.
#XRP#ETFs#Crypto#Inflow#Outflow#Bitwise#Franklin#21Shares#NetAssetValue#MarketCap