#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
🌎 High atop the Pacific Northwest, Mount St. Helens’ 1980 eruption was so powerful it removed over 400 meters from the volcano’s summit, reshaping the landscape dramatically in just minutes. Ash spread across 11 states, making it one of the most significant volcanic events in U.S. history. ✨
#volcano⚡#eruption⚡#geology
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🌍 Mount St. Helens in the United States grew a new lava dome inside its crater after erupting in 1980. This ongoing dome-building is a rare case of a volcano rebuilding itself after collapse. ✨
#volcano⚡#mountains⚡#eruption⚡#geography⚡#nature⚡#earth
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🌍 The Tonga eruption in 2022 sent shockwaves around the globe so powerful they circled Earth several times. Its volcanic plume was the tallest ever recorded, reaching almost 58 kilometers high. ✨
#volcano⚡#eruption⚡#disasters⚡#geography⚡#nature⚡#earth
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🌍 Earth’s largest volcanic eruption in the past 70,000 years was Toba in Indonesia. Its explosion formed a lake-filled crater 100 kilometers wide and sent ash around the globe. ✨
#disasters⚡#volcano⚡#eruption⚡#geography⚡#nature⚡#earth
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🌍 In 2015, Chile’s Calbuco volcano erupted after 43 years of silence, blasting ash over 15 kilometers high. Its sudden activity disrupted air travel and blanketed towns in thick volcanic dust. ✨
#volcano⚡#disaster⚡#eruption⚡#geography⚡#nature⚡#earth
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#Philippines#volcano#eruption#ecology#weather#climate#destruction#anomaly#climatechange
🇵🇭Мощное извержение вулкана Майон (2 мая 2026 года)
🌋 Мощное извержение вулкана Майон произошло в провинции Альбай на острове Лусон, Филиппины. Вулканическая активность сопровождалась выбросами пепла и потоками лавы, представляя угрозу для близлежащих сообществ.
🌫 Пепловые облака могут ухудшить качество воздуха и повлиять на транспорт, включая авиацию.
Подобные природные явления являются частью геологической активности региона, но их воздействие на людей и окружающую среду может быть значительным.