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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
Search: #hotspots
@amazingeo · Post #480 · 11/27/2025, 08:31 PM
🌍 Some biodiversity hotspots, like the Cape Floristic Region in South Africa, pack over 9,000 plant species into just a tiny area—nearly 70% found nowhere else on Earth. ✨ #biodiversity⚡#plants⚡#hotspots⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #288 · 09/23/2025, 06:31 PM
🌍 The Sundaland region in Southeast Asia is a biodiversity hotspot where over 15,000 plant species are found, nearly half of which exist nowhere else on Earth. ✨ #biodiversity⚡#hotspots⚡#conservation⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #628 · 02/12/2026, 08:31 PM
🌍 The Western Ghats in India hold more amphibian species than all of Europe, packed into a narrow mountain strip. This biodiversity hotspot shelters ancient frogs found nowhere else on Earth. ✨ #biodiversity⚡#hotspots⚡#amphibians⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels
@amazingeo · Post #328 · 10/03/2025, 06:31 PM
🌍 New species are still being discovered in biodiversity hotspots like the Eastern Himalayas, where over 350 new plants and animals have been found in just two decades. ✨ #hotspots⚡#species⚡#discovery⚡#geography⚡#nature⚡#earth 👉subscribe Amazing Geography 👉more Channels