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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 #11063 · 01/05/2026, 01:02 AM

🏢 The State Duma warns residents about the risk of rodent infestations 🐀 If there are no cats in the basements, “attacking wildlife” can appear. By sealing vents and boarding up basements, management companies violate government regulations and common sense. Vladimir Burmatov, First Deputy Chairman of the State Duma Committee on Ecology, noted that this does not help residents — on the contrary, it creates a threat. It is important for cats to have a safe place to shelter from the cold and naturally control rodent populations. Protect your homes and the environment! 🐾 #Ecology#AnimalProtection#Responsibility#RodentControl ☘️Read the latest environmental news on the @ekologuz page. Follow us and send your suggestions and wishes via @eklguz_bot Instagram | Facebook | Twitter | Sayt | Youtube.