#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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🚀 Enhanced Labs Secures $1 Million in Pre-Seed Funding for DeFi Expansion
DeFi solutions provider Enhanced Labs has announced the successful completion of a $1 million pre-seed funding round. According to Odaily, the round was led by Maximum Frequency Ventures, with participation from GSR, Selini, Flowdesk, and a group of angel investors. The newly acquired funds are expected to support product development and operations, as well as expand options-based yield strategies to a broader range of on-chain assets, including tokenized real-world assets.
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Bidask: $RAFF & $WEB3 Listings, MyTonWallet & DeWallet Integration + Meme Contest
🏴Two new tokens are now live on Bidask:
• $RAFF — from the Ton Raffles ecosystem
• $WEB3 — from the .ton domain ecosystem
Both are now tradable in pairs against #TON. The WEB3/TON pool features boosted farming through August 5, with up to ~44% APR — rewards in $WEB3 scale based on daily trading volume:
➖ $12.5/day if volume > $10,000
➖ $25/day if volume > $15,000
➖ $37.5/day if volume > $18,000
➖ $50/day if volume > $20,000
➖ $67.5/day if volume > $23,000
➖ $75/day if volume > $25,000
🏆Bidask Meme Contest
Create a meme about Bidask Protocol, post it on X (Twitter) with the hashtag #BidaskMemeContest, and share it in the contest thread in the “meme contest thread” in the Bidask chat.
Only memes posted in both X and the chat thread will qualify.
Contest runs through August 7. Prizes include:
🥇 1st — Toy Bear #52238
🥈 2nd — Record Player #10315
🥉 3rd — Crystal Ball #3932
🏅 4th — Light Sword #7136
🏅 5th — Light Sword #72658
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#MyTonWallet and DeWallet (by DFC ecosystem) have added Bidask DEX support — making it even easier to swap and farm.
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