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Source channel @githubtrending · Post #15432 · Jan 23

#jupyter_notebook#chinese_llm#chinese_nlp#finetune#generative_ai#instruct_gpt#instruction_set#llama#llm#lora#open_models#open_source#open_source_models#qlora AirLLM is a tool that lets you run very large AI models on computers with limited memory by using a smart layer-by-layer loading technique instead of traditional compression methods. You can run a 70-billion-parameter model on just 4GB of GPU memory, or even a 405-billion-parameter model on 8GB, without losing model quality. The benefit is that you can use powerful AI models on affordable hardware without expensive upgrades, and the tool also offers optional compression features that can speed up performance by up to 3 times while maintaining accuracy. https://github.com/lyogavin/airllm

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Teach For Uzbekistan | Official

@teachforuzbekistan · Post #272 · 07/23/2025, 02:34 PM

♻️ Yozgi institut ishtirokchilari ekologiyani asrash g‘oyasini real hayotda sinab ko‘rishlari uchun Ecology Day o‘tkazildi. 🗳 Ular oddiy qog‘oz, karton va plastik idishlardan hayratlanarli ijodiy ishlarni yasashdi. 🌍 Kimdir chiroyli guldon yasagan bo‘lsa, 🔧 kimdir foydali uy jihozi yoki o‘yinchoq, 🏠 yana kimdir qushlar uchun chiroyli uycha yasadi. 👥 Jarayonning o‘zi ham juda quvonarli va do‘stona muhitda o‘tdi. 💚 Ijodiy ishlarda ishtirok etganlar yashil kelajak uchun mas’uliyat hissi va jamoaviylikni yanada mustahkamladilar. 💬💬💬🗣 ♻️ To experience environmental care in action, our participants celebrated Ecology Day by turning everyday materials like paper, cardboard, and plastic bottles into creative and useful items. 🎨 Some made beautiful vases, 🛠 others created handy household items or toys, 🏡 and a few even crafted birdhouses! 👥 The entire process took place in a joyful, friendly atmosphere. 💚 Those who took part strengthened their sense of responsibility for a greener future and the value of teamwork. #EcologyDay#GreenFuture#SummerInstitute#TeachForUzbekistan#Sustainability#RecycleAndCreate