#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
⭐️ FPS – bu nima va nega muhim?
FPS — bu “Frames Per Second”, ya’ni sekundiga ko‘rsatilayotgan kadrlar soni degani. Ekranda qancha ko‘p kadr ko‘rsatilsa, tasvir shunchalik silliq, jonli va tabiiy ko‘rinadi.
📊 FPS darajalari nimani bildiradi?
24 FPS bu - kino va filmlar uchun standart. Kadrlar soni kamroq, lekin ko‘z ko‘nikib ketadi.
30 FPS bu - telefon va oddiy kompyuter o‘yinlarida keng tarqalgan. O‘rtacha silliqlik.
60 FPS bu - silliq harakatlar, o‘yinlar va video uchun ideal daraja.
120 FPS+ bu - professional gamerlar va yuqori darajadagi monitorlar uchun. Ultra silliqlik!
🖥 FPS nima uchun muhim?
✅ O‘yinlarda yuqori FPS — tez javob, aniq nishonga olish va “lag”siz o‘ynash demak.
✅ Video tahrirlashda — harakatlar real ko‘rinadi, ayniqsa sport yoki aksiyalarni ko‘rsatganda.
✅ Virtual haqiqat (VR) texnologiyalarida esa past FPS bosh aylanishi va ko‘z charchog‘iga sabab bo‘ladi.
✅ Xulosa:
FPS — bu oddiy raqam emas. U sizning o‘yin yoki videodagi qulaylik, aniqlik va silliqlik darajangizni belgilaydi. Ayniqsa gamerlar uchun bu juda muhim ko‘rsatkich!
👉Bizning barcha loyihalar | #fps
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