#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
⚡️Toncoin: TON Nominated for Best Developer Ecosystem
#TON#developers
Toncoin has announced that TON has been nominated for the Best Ecosystem Program for Developers at the BeInCrypto 100 Awards 2025. Enthusiasts and supporters can participate in public voting to support this achievement.
Source: link
@tonlines
EVAA Celebrates TON Mainnet Anniversary
#TON#developers
EVAA marks the anniversary of The Open Network Mainnet, launched on May 26, 2021. Over four years, the TON ecosystem has flourished with the contributions of active developers and TON Core.
Source: link
@tonlines
Tonnel Network: Telegram’s Financial Growth through Strategic Partnerships
#Telegram#developers
Tonnel Network highlights how Telegram’s financial stability has been strengthened through strategic partnerships with developers. These partnerships involve app and bot development, in-app purchases, and its advertising initiatives.
Source: link
@tonlines
We're a proud sponsor of the first Flow Hackathon – a global competition from 2/21–2/26 to push the limits of #web3#onFlow.
Beyond excited to be involved in the expansion of the #ecosystem and to provide an opportunity for developers to shine! 💡✨
This is what's up:
💰 $500K in prizes
🌐 Virtual & IRL events
📚 Education phase to learn more about building #onFlow
✨ Amazing speakers and judges
👨💻 Empowering #developers to do great things
Are you ready to build awesome innovations and earn prizes for your work?
Register today! 👇
https://hackathon.flow.com