#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
We're excited to be able to support the mission of Tonstarter in bringing #builders, #community and #capital together to accelerate the growth of #TON ecosystem.
Let's keep working towards building a future for TON together! ✨
Full announcement here.
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About Tonstarter:
▫️Tonstarter is the first TON-native launchpad, enabling crypto projects to raise capital in a decentralized, safe, and user-friendly environment.
Find out more here.
Congratulations Tonstarter on closing a $1.5 million investment seed round! 🎉
We're proud to support your mission to unite #builders, #community, and #capital to accelerate the #growth of TON ecosystem ⚡
It's exciting to be building a bright future together 🫡
Full announcement here.
🚀 Market Conditions Present Opportunities for Strategic Investments, Says DWF Labs Co-Founder
The cryptocurrency market is currently experiencing a "very boring" phase, according to ChainCatcher. DWF Labs Co-Founder Andrei Grachev expressed on social media that while participants may engage in discussions or humor, significant activities such as financing, trading, investing, and business expansion are quietly underway.
Grachev noted that the current market environment poses challenges for major projects, exchanges, and companies to make new listings or significant announcements, as high-profile actions may not be effective at this time. He advised maintaining patience in investment portfolios and waiting for more opportune moments.
He emphasized that the market is not in decline but rather offers opportunities for seemingly mundane activities, such as buying and holding Bitcoin long-term or engaging in altcoin speculation. Grachev concluded that there is still much to do for builders and investors, while smaller investors should focus on learning, avoid lamenting losses, and enjoy the market they have chosen to enter.
#cryptocurrency#marketconditions#investmentopportunities#DWF Labs #AndreiGrachev#bitcoin#altcoin#longtermholding#speculation#investors#builders#patience#learning#BTC