#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
🐄🐄 𝘿𝙄𝙂𝙀𝙎𝙏𝙄𝙊𝙉 𝙄𝙉 🐄𝙍𝙐𝙈𝙄𝙉𝘼𝙉𝙏𝙎 🐄🐮
👉All herbivores (plant-eating mammals) are called ruminants.
👉They rechew the cud to break down plant matter and stimulate digestion.
👉The stomach is divided into four chambers- rumen, reticulum, omasum, and abomasum.
🐄🐮 𝙋𝙧𝙤𝙘𝙚𝙨𝙨 𝙊𝙛 𝘿𝙞𝙜𝙚𝙨𝙩𝙞𝙤𝙣 🐄🐮
👉Ruminants quickly swallow the food and store it in the rumen.
👉Once the rumen is filled, food is passed into the second chamber (reticulum).
👉In the reticulum, digestive juices partially digest the food.
👉Partially digested food is called cud.
👉Now when mammals are resting, bring the cud back into the mouth for rechewing.
👉After cud is chewed food is passed to the omasum and the abomasum.
👉Symbiotic bacteria in the caecum brought complete digestion of cellulose.
#digestion
https://t.me/starvetbooks