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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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EKOLOG.UZ| ENG

@ekologuzenglish · Post #10684 · 12/08/2025, 08:05 AM

🌱 Why Is It Important to Use Eco Bags? Every day, when we go shopping, many of us still use single-use plastic bags — and they create an enormous amount of waste. Plastic takes thousands of years to decompose and causes serious harm to the environment: 💧 Pollutes rivers, lakes, and seas 🐢 Harms wildlife 🌫 Negatively affects air quality Eco bags, on the other hand: ✅ Reusable and reduce the amount of waste ✅ Do not harm water or air ✅ Help keep the environment clean for future generations ✅ Convenient and stylish — perfect for everyday use Make a small but important change — switch from plastic bags to eco bags! 🌿 #Ecology#ProtectNature#EcoBag#ReducePlastic ☘️ Follow the latest environmental news on @ekologuz. Subscribe and send us your suggestions via @eklguz_bot.