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Source channel @githubtrending · Post #15432 · Jan 23

#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

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Nature Travel Vacation

@NatureTravelVacationPictures · Post #1201 · 05/13/2019, 06:30 AM

🌿❤️✨🍃 Perfect Timing📸 #Scenery#Nature#Clouds 💁Join Us ✅🔜@Discover_Nature 🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃🍃

Amazing Geography 🌍

@amazingeo · Post #587 · 01/22/2026, 08:31 PM

🌍 Polar stratospheric clouds, also known as nacreous clouds, shimmer with pastel colors and only form in extremely cold conditions. They set the stage for both rare atmospheric optics and ozone loss. ✨ #aurora⚡#clouds⚡#atmosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Amazing Geography 🌍

@amazingeo · Post #511 · 12/13/2025, 12:31 PM

🌍 The highest clouds on Earth are called noctilucent clouds. They glow at twilight and form up to 85 kilometers above ground, in the edge of space—far higher than any weather clouds. ✨ #meteorology⚡#clouds⚡#atmosphere⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels ​

Interesting Planet 🌍

@interesting_planet_facts · Post #519 · 08/08/2025, 12:22 AM

🌎 The horseshoe vortex, or “smoke ring” in the sky, is a rare weather phenomenon where winds sculpt swirling, donut-shaped clouds. These dramatic rings form after volcanic eruptions, industrial blasts, or even lightning, showcasing nature’s surprising ability to twist air into geometric shapes. ✨ #atmosphere⚡#clouds⚡#weather 👉subscribe Interesting Planet

Universe Mysteries 🪐

@cosmomyst · Post #84 · 08/05/2025, 01:11 PM

🪐 In the atmosphere of the giant planet Neptune, astronomers have discovered clouds of methane ice drifting in bands, creating ghostly streaks against the blue background. These shimmering clouds form when sunlight breaks apart methane gas and turns it into icy crystals high above the planet’s swirling, windy storms. ✨ #Neptune⚡#planets⚡#clouds⚡#nasa⚡#galaxy⚡#stars⚡#astronomy⚡#universe⚡#cosmos⚡#space 👉subscribe Universe Mysteries

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