#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
🌍 Nearly half of all quinoa grown worldwide comes from just two regions in the Andes Mountains of Bolivia and Peru, where unique high-altitude conditions make large-scale farming possible. ✨
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🌍 Bananas are the world’s most-exported fruit, yet nearly all commercial bananas are genetic clones. This makes plantations worldwide vulnerable to the same diseases spreading rapidly. ✨
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🌍 Wheat is grown on more land than any other crop worldwide. Over 215 million hectares—from Russian steppes to Canadian prairies—are covered with wheat fields each year. ✨
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🌍 Palm oil plantations now cover over 19 million hectares worldwide, mainly in Indonesia and Malaysia. This rapid expansion has made Southeast Asia the top global supplier of edible vegetable oil. ✨
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