#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
Havo so‘nggi kunlarda sezilarli darajada og‘irlashdi. ❗️
Raqamlar endi faqat statistika emas, hammamiz nafas olayotgan havo.
Shu bois shu kunlarda hushyor boʼlib, ochiq havodagi faoliyatingizni imkon qadar qisqartirishingizni, tashqariga chiqqanda niqob taqishingizni tavsiya etamiz.
@avtoradio.uz — nafaqat musiqa, balki hammamiz uchun umum masalalar muhokama etiladigan, yechim sari intiladigan manzil. Jamiyat sifatida har dam bir bo‘lsak, natija albatta bo‘ladi. 🌿
#ToshkentHavosi#AvtoRadio#HavoIfoslanishi#AtrofMuhit#HavoSifatiniSaqlaymiz#Ekologiya#SoglomHayot#Chang#Smog#ToshkentBugun#HammaBirga
Havo so‘nggi kunlarda sezilarli darajada og‘irlashdi. ❗️
Raqamlar endi faqat statistika emas, hammamiz nafas olayotgan havo.
Shu bois shu kunlarda hushyor boʼlib, ochiq havodagi faoliyatingizni imkon qadar qisqartirishingizni, tashqariga chiqqanda niqob taqishingizni tavsiya etamiz.
@avtoradio.uz — nafaqat musiqa, balki hammamiz uchun umum masalalar muhokama etiladigan, yechim sari intiladigan manzil. Jamiyat sifatida har dam bir bo‘lsak, natija albatta bo‘ladi. 🌿
#ToshkentHavosi#AvtoRadio#HavoIfoslanishi#AtrofMuhit#HavoSifatiniSaqlaymiz#Ekologiya#SoglomHayot#Chang#Smog#ToshkentBugun#HammaBirga