#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
🌍 Time zones are not always set by longitude—some countries, like China, use one time zone nationwide despite spanning five natural zones, affecting daily life from sunrise to sunset across vast distances. ✨
#timezones⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Some time zones offset by just 15 or 30 minutes exist, like India’s UTC+5:30 and Newfoundland’s UTC−3:30. These unusual divisions reflect local choices instead of sticking to whole hours. ✨
#timezones⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Some countries adjust their time zones by just a single minute. Venezuela, for example, once set its clocks to UTC−4:30, then shifted to UTC−4:00 for efficiency, creating rare minute-level changes. ✨
#timezone⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Spain's Canary Islands, though just west of Africa, use the same time zone as mainland Spain. Their clocks are always one hour behind the rest of the country, bridging continents by time. ✨
#timezone⚡#islands⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Some Antarctic research stations use New Zealand’s time zone, while others choose the time of their home country. This means clocks at the South Pole can show different times—sometimes up to 12 hours apart. ✨
#timezones⚡#antarctica⚡#clocks⚡#geography⚡#nature⚡#earth
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🌍 Nepal is one of the few countries that advances its clocks by 45 minutes from standard time, using a unique offset of UTC+5:45 to better match local solar time. ✨
#timezones⚡#Nepal⚡#clocks⚡#geography⚡#nature⚡#earth
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