#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
#Ko‘kalamzorlashtirish
"Mohi nur kommunal" BSK xodimlari tomonidan kompaniyaga biriktirilgan "Shuhrat" mahallasidagi ko‘pqavatli uylarning atrofidagi yerlarga ishlov berilib, tuprog‘i kam maydonlarga tuproq olib kelib yotqizilmoqda. Ishlov berilgan yashil maydonlarga esa rangbarang gullar ekilmoqda.
Shu o‘rinda "Shuhrat" mahallasida yashovchi tumandoshlarimizdan uylari atrofini toza tutishlarini, ekilgan gullar uy atrofini yanada go‘zal qilib turishi uchun atrof -muhitga yanada e’tiborli bo‘lishlarini, yashil maydondagi o‘simliklarni asrab-avaylashlarini so‘rab qolamiz.
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🌿''YUKSALISH'' KO'RSATUVINING BU GALGI SONI
SAMARQAND VILOYATIDA JOYLASHGAN MIRONSHOX SIHATGOHI FAOLIYATI HAQIDA
''YUKSALISH''KO'RSATUVIDA
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Dilbar kuy-qo‘shiqlar, qadimiy urf-odatlar va ko‘tarinki kayfiyat sizni kutmoqda! 🌞✨
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