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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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NIDO Russia (НИДО)

@nido_russia · Post #1871 · 11/13/2024, 04:08 PM

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Supreme Court's decisions on Community/Estate Associations issue. Case Law: In the case of FAMAKINWA & ORS V. ODOFIN OLOJA ESTATE RESIDENTS ASSOCIATION & ORS (2016) LPELR-41066(SC), the Court ruled: 1. Residents are bound by rules of the estate association, even if they are not members. 2. Estate associations can make management & maintenance rules for the estate. 3. These rules are enforceable on all residents. The decision was on the following grounds: 1. Purchasing/renting property within the estate, implies consent to abide by the estate's rules. 2. Residents have a vested interest in maintaining the estate's amenities and services. 3. Allowing non-members to disregard estate rules would undermine the association's ability to maintain order & manage the estate effectively. The court also stressed that: 1. Estate association rules must be reasonable & not arbitrary or oppressive. 2. Residents must be given fair notice & opportunity to be heard before sanctions or penalties are imposed. https://t.me/nido_russia/1871 #realestate#tenancy#landlord#tenant#apartment#flat

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