#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
🌍 Libya’s Libyan Desert holds sand seas with dunes reaching up to 180 meters tall. These giant dunes constantly shift with the wind, creating landscapes that can look completely different in just a few years. ✨
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🌍 In the Taklamakan Desert of China, some sand dunes reach up to 300 meters tall. Shifting winds keep these giant dunes moving, constantly reshaping the landscape year after year. ✨
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🌍 In Australia’s Simpson Desert, certain red sand dunes can “move” up to a meter each year as winds slowly push millions of grains, gradually shifting entire hills across the arid landscape. ✨
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🌍 The world's highest coastal dune towers 352 meters above sea level at Pilat Dune in France. This massive sand formation shifts yearly as Atlantic winds pile new layers along the shore. ✨
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🌍 The Namib Sand Sea is the only coastal desert made entirely of shifting sand dunes recognized as a UNESCO World Heritage site, with winds constantly sculpting waves of sand along the Atlantic coast. ✨
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