#python#deep_learning#inference#llm#nlp#pytorch#transformer
Nano-vLLM is a small, fast, and easy-to-understand tool for running large language models offline. It matches the speed of bigger systems like vLLM but uses only about 1,200 lines of clean Python code, making it simple to read and modify. It includes smart features like prefix caching and tensor parallelism to boost performance. You can install it easily and run models like Qwen3-0.6B on your own GPU. This tool is great if you want fast, efficient AI inference without complex setups, ideal for learning, research, or small deployments on limited hardware.
https://github.com/GeeeekExplorer/nano-vllm
🌎 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.