#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
#tailwindCss#frontend
Tailwind bilan animatsiyalarni yanada chiroyli qiling!
CSS’da murakkab easing funksiyalarini yozib o‘tirish shart emas. Origin UI sizga 20+ tayyor animatsiya sinflarini taqdim etadi.
✅ Faqat kerakli klassni nusxalaysiz va loyihangizga qo‘shib qo‘yasiz — hammasi tayyor!
Frontend loyihalaringizni jonlantirish uchun juda qulay.
🔗 Ko‘rib chiqing: originui.com/easings
💻@dasturlash_hayoti— Dasturchilar uchun eng kerakli maslahatlar va foydali kontent
#typescript#svelte#sveltekit#tailwindcss#tauri
Epicenter is a free, open-source set of local-first apps that let you own and control your data by storing everything—notes, transcripts, chats—in one simple folder using plain text and SQLite. You can use any AI model you want, customize tools, and access your data anywhere without relying on cloud services. Key apps include Whispering, which transcribes your speech locally, and epicenter.sh, a personal assistant that helps you search and interact with your data. This setup gives you privacy, flexibility, and full control over your information, avoiding locked, siloed apps and data traps. It’s great for anyone who values data ownership and open software.
https://github.com/epicenter-so/epicenter