#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
🌍 Atmospheric rivers—narrow bands of moisture in the sky—can carry more water than the Amazon River. When these “rivers in the air” hit land, they unleash heavy rains and reshape water cycles. ✨
#hydrology⚡#rainfall⚡#climate⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography
👉more Channels
🌍 The equatorial climate zone gets nearly the same amount of daylight all year, making temperatures steady and rainfall high—some spots see over 200 wet days annually with barely any seasonal change. ✨
#climate⚡#equator⚡#rainfall⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography🌍
🌍 In the world’s subtropical climate zones, some deserts like the Sahara and Arabian receive less than 2 centimeters of rain a year—making them among the driest places on Earth. ✨
#climatezones⚡#deserts⚡#rainfall⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography🌍
🌍 Some climate zones, like the monsoon zone, see one season bringing almost all their annual rain in just a few weeks. This sudden wet season shapes ecosystems and water supplies for millions. ✨
#climatezones⚡#monsoon⚡#rainfall⚡#geography⚡#nature⚡#earth
👉subscribe Amazing Geography
👉more Channels