#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
🌎 Off the coast of Australia, the mysterious "pink lakes" like Lake Hillier owe their color to the algae Dunaliella salina, which produce red pigments in salty environments. Lake Hillier’s pink hue remains stable even when bottled, due to the unique chemistry of its saline water. ✨
#ocean⚡#mystery⚡#algae
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🌎 Red tides sometimes turn the ocean a rusty red or brown—caused by massive blooms of algae packed with pigments. These blooms can release toxins that harm fish and even impact local air quality, making ocean color changes a sign of dramatic ecological shifts. ✨
#ocean⚡#algae⚡#pigments
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🌎 Red rain fell in the Indian state of Kerala in 2001, coloring streets and clothing. Scientists found the cause was airborne spores from local algae cells. Some showers were bright red for up to two months. ✨
#phenomena⚡#weather⚡#algae
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