#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
🌍 The Prime Meridian, set at 0° longitude, runs through Greenwich, England. Before 1884, over 20 different countries used their own starting meridian, making navigation confusing worldwide. ✨
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🌍 The line of longitude at 180°, known as the antimeridian, is mostly ocean but zigzags to avoid splitting island nations. This creates the International Date Line’s famous bends and detours. ✨
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🌍 The 180th meridian, a line of longitude, is opposite the Prime Meridian and mostly runs through the Pacific Ocean. It’s where calendar days officially change, creating the famous International Date Line. ✨
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🌍 The Equator is the longest line of latitude, stretching over 40,000 kilometers around Earth. By contrast, lines of longitude meet at the poles and are shortest where they cross the Arctic and Antarctic. ✨
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🌍 The geographic coordinates of the North Pole are always 90° north latitude, but its longitude can technically be any value—every line of longitude meets at this single icy point. ✨
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🌍 The Greenwich Meridian and 180th meridian form a pair of opposite lines that together define Earth's zero point for both longitude and geographic coordinates worldwide. ✨
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🌍 The Greenwich Meridian, which runs through London, is the starting point for measuring longitude. All other longitudes, east or west, are measured from this invisible line. ✨
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