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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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#jupyter_notebook #chinese_llm #chinese_nlp #finetune #generative_ai #instruct_gpt #instruction_set #llama #llm #lora #open_models #open_source #open_source_models #qlora

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Etimologiya burchagi

@etimologiya_burchagi · Post #93 · 05/28/2024, 06:52 PM

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Tog’a va domla so’zlarining ildizidagi umumiylik #Dada(#doda) so’zining etimologiyasini ochiqlar ekan, katta ma’nosini bildiruvchi ta so’zi haqida aytib o’tdik. Bu so’z qarindosh-urug’chilik atamalaridan ota so’zidan tashqari og’a (ağa) so’ziga ham kelgan: ta+ağa. Huddi dada so’zida bo’lganidek bir a unlisi tushib qolishi natijasida tog’aga aylangan. Bu yergacha hammasi yetarlicha sodda, jo'n. Bilsangiz, Xorazmda #tog’a demaydilar, #doyideydilar. Shuningdek turkcha, ozarbayjoncha, turkmanchada ham dayı deyiladi. Bu ham tog’a so’zidan boshqasi emas. Bu so’zdagi evrilish quyidagicha bo’lgan: tağa so’ziga kichraytirish qo’shimchalaridan biri bo’lgan -y qo’shilgan. Bu qo’shimchaga yuqorida #boboy, #opoyo’rnaklari ham berildi. Tağay o'ziga +i qo’shimchasini olib kengaygan va tağayïga aylangan. O’g’uzlarning til xususiyatlaridan xabardor bo’lganlar biladiki, ularda so’z ichi va so’z oxiridagi ğ/g tovushlari tushib qoladi. Sarïğ o’rniga sarï, yalğan o’rniga yalan kabi. Qolaversa bizdagi so’z boshi t- o’g’uzlarda d-ga aylanadi. Natijada tağayï > taayï > dayı evrilishi yuzaga kelgan.

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#dada #doda #tog #doyi #boboy #opoy