#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
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📅 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
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🌐Birinchi raqamli Windows Blog | #windows11
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📆 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
👉🏼Birinchi raqamli Windows Blog | #windows11
🫣Windows 11 2001-yilda qanday ko'rinishga ega bo'lardi
📆 Agar Microsfot Windows 11 ni 22 yil oldin ishlab chiqqanida taxminan uning dizayni shu ko'rinishda bo'lardi.Bu siz uchun hunuk ko'rinishi mumkin ammo ushbu dizayn 2001-yil uchun supper!
👉🏼Birinchi raqamli Windows Blog | #windows11