{"id":106888,"date":"2023-02-21T12:48:20","date_gmt":"2023-02-21T10:48:20","guid":{"rendered":"https:\/\/prohoster.info\/?p=106888"},"modified":"2023-02-21T12:49:17","modified_gmt":"2023-02-21T10:49:17","slug":"flexgen-dvizhok-dlya-zapuska-ai-botov-pohozhih-na-chatgpt-na-sistemah-s-odnim-gpu","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/flexgen-dvizhok-dlya-zapuska-ai-botov-pohozhih-na-chatgpt-na-sistemah-s-odnim-gpu","title":{"rendered":"FlexGen \u2014 nj\u00eb motor p\u00ebr ekzekutimin e AI-bot\u00ebve t\u00eb ngjash\u00ebm me ChatGPT n\u00eb sisteme me nj\u00eb GPU.","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

\u0413\u0440\u0443\u043f\u043f\u0430 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0438\u0437 \u0421\u0442\u0435\u043d\u0434\u0444\u043e\u0440\u0434\u0441\u043a\u043e\u0433\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430, \u041a\u0430\u043b\u0438\u0444\u043e\u0440\u043d\u0438\u0439\u0441\u043a\u043e\u0433\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u0432 \u0411\u0435\u0440\u043a\u043b\u0438, \u0428\u0432\u0435\u0439\u0446\u0430\u0440\u0441\u043a\u043e\u0439 \u0432\u044b\u0441\u0448\u0435\u0439 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0448\u043a\u043e\u043b\u044b \u0426\u044e\u0440\u0438\u0445\u0430, \u0412\u044b\u0441\u0448\u0435\u0439 \u0448\u043a\u043e\u043b\u044b \u044d\u043a\u043e\u043d\u043e\u043c\u0438\u043a\u0438, \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0430 \u041a\u0430\u0440\u043d\u0435\u0433\u0438 — \u041c\u0435\u043b\u043b\u043e\u043d\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0439 Yandex \u0438 Meta, \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0430 \u0438\u0441\u0445\u043e\u0434\u043d\u044b\u0435 \u0442\u0435\u043a\u0441\u0442\u044b \u0434\u0432\u0438\u0436\u043a\u0430 \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u043a\u0440\u0443\u043f\u043d\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043d\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0430\u0445 \u0441 \u043e\u0433\u0440\u0430\u043d\u0438\u0447\u0435\u043d\u043d\u044b\u043c\u0438 \u0440\u0435\u0441\u0443\u0440\u0441\u0430\u043c\u0438. \u041d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0434\u0432\u0438\u0436\u043e\u043a \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0444\u0443\u043d\u043a\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438, \u043d\u0430\u043f\u043e\u043c\u0438\u043d\u0430\u044e\u0449\u0435\u0439 ChatGPT \u0438 Copilot, \u0447\u0435\u0440\u0435\u0437 \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u0435 \u0433\u043e\u0442\u043e\u0432\u043e\u0439 \u043d\u0430\u0442\u0440\u0435\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0439 \u043c\u043e\u0434\u0435\u043b\u0438 OPT-175B, \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0449\u0435\u0439 175 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u043e\u0432 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043e\u0432, \u043d\u0430 \u043e\u0431\u044b\u0447\u043d\u043e\u043c \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u0435 \u0441 \u0438\u0433\u0440\u043e\u0432\u043e\u0439 \u0432\u0438\u0434\u0435\u043e\u043a\u0430\u0440\u0442\u043e\u0439 NVIDIA RTX3090, \u043e\u0441\u043d\u0430\u0449\u0451\u043d\u043d\u043e\u0439 24GB \u0432\u0438\u0434\u0435\u043e\u043f\u0430\u043c\u044f\u0442\u0438. \u041a\u043e\u0434 \u043d\u0430\u043f\u0438\u0441\u0430\u043d \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 Python, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442 \u0444\u0440\u0435\u0439\u043c\u0432\u043e\u0440\u043a PyTorch \u0438 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u0435\u0442\u0441\u044f \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 Apache 2.0. <\/p>\n

\u0412 \u0441\u043e\u0441\u0442\u0430\u0432 \u0432\u0445\u043e\u0434\u0438\u0442 \u043f\u0440\u0438\u043c\u0435\u0440 \u0441\u043a\u0440\u0438\u043f\u0442\u0430 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0431\u043e\u0442\u043e\u0432, \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0449\u0435\u0433\u043e \u0437\u0430\u0433\u0440\u0443\u0437\u0438\u0442\u044c \u043e\u0434\u043d\u0443 \u0438\u0437 \u043f\u0443\u0431\u043b\u0438\u0447\u043d\u043e \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u044b\u0445 \u044f\u0437\u044b\u043a\u043e\u0432\u044b\u0445 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0438 \u0441\u0440\u0430\u0437\u0443 \u043d\u0430\u0447\u0430\u0442\u044c \u043e\u0431\u0449\u0435\u043d\u0438\u0435 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432\u044b\u043f\u043e\u043b\u043d\u0438\u0432 \u043a\u043e\u043c\u0430\u043d\u0434\u0443 «python apps\/chatbot.py —model facebook\/opt-30b — -percent 0 100 100 0 100 0»). \u0412 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0435 \u0431\u0430\u0437\u043e\u0432\u043e\u0439 \u043f\u0440\u0435\u0434\u043b\u0430\u0433\u0430\u0435\u0442\u0441\u044f \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u0443\u044e Facebook \u043a\u0440\u0443\u043f\u043d\u0443\u044e \u044f\u0437\u044b\u043a\u043e\u0432\u0443\u044e \u043c\u043e\u0434\u0435\u043b\u044c, \u043e\u0431\u0443\u0447\u0435\u043d\u043d\u0443\u044e \u043d\u0430 \u043a\u043e\u043b\u043b\u0435\u043a\u0446\u0438\u044f\u0445 BookCorpus (10 \u0442\u044b\u0441\u044f\u0447 \u043a\u043d\u0438\u0433), CC-Stories, Pile (OpenSubtitles, Wikipedia, DM Mathematics, HackerNews \u0438 \u0442.\u043f.), Pushshift.io (\u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 Reddit) \u0438 CCNewsV2 (\u0430\u0440\u0445\u0438\u0432 \u043d\u043e\u0432\u043e\u0441\u0442\u0435\u0439). \u041c\u043e\u0434\u0435\u043b\u044c \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u0435\u0442 \u043e\u043a\u043e\u043b\u043e 180 \u043c\u0438\u043b\u043b\u0438\u0430\u0440\u0434\u043e\u0432 \u0442\u043e\u043a\u0435\u043d\u043e\u0432 (800 \u0413\u0411 \u0434\u0430\u043d\u043d\u044b\u0445). \u041d\u0430 \u0442\u0440\u0435\u043d\u0438\u0440\u043e\u0432\u043a\u0443 \u043c\u043e\u0434\u0435\u043b\u0438 \u0431\u044b\u043b\u043e \u043f\u043e\u0442\u0440\u0430\u0447\u0435\u043d\u043e 33 \u0434\u043d\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u043a\u043b\u0430\u0441\u0442\u0435\u0440\u0430 \u0441 992 GPU NVIDIA A100 80GB. <\/p>\n

N\u00eb ekzekutimin e modelit OPT-175B n\u00eb nj\u00eb sistem me nj\u00eb GPU NVIDIA T4 (16GB), motori FlexGen demonstroi performanc\u00eb deri n\u00eb 100 her\u00eb m\u00eb t\u00eb lart\u00eb se zgjidhjet e propozuara m\u00eb par\u00eb, duke e b\u00ebr\u00eb p\u00ebrdorimin e modeleve t\u00eb m\u00ebdha gjuh\u00ebsore m\u00eb t\u00eb aksesueshme dhe duke lejuar ekzekutimin e tyre n\u00eb sisteme pa akcelerator\u00eb t\u00eb specializuar. Po ashtu, FlexGen mund t\u00eb shkall\u00ebzohet p\u00ebr t\u00eb parallelizuar llogaritjet n\u00eb prani t\u00eb disa GPU-ve. P\u00ebr t\u00eb zvog\u00ebluar madh\u00ebsin\u00eb e modelit, aplikohet gjithashtu nj\u00eb skem\u00eb e ve\u00e7ant\u00eb e kompresimit t\u00eb parametrave dhe nj\u00eb mekaniz\u00ebm t\u00eb ruajtjes s\u00eb modeleve. <\/p>\n

Aktualisht, FlexGen mb\u00ebshtet vet\u00ebm modelet gjuh\u00ebsore OPT, por n\u00eb t\u00eb ardhmen zhvilluesit gjithashtu premtojn\u00eb t\u00eb shtojn\u00eb mb\u00ebshtetje p\u00ebr modelet BLOOM (176 miliard\u00eb parametra, mb\u00ebshtet 46 gjuh\u00eb dhe 13 gjuh\u00eb programuese), CodeGen (mund t\u00eb gjeneroj\u00eb kod n\u00eb 22 gjuh\u00eb programuese) dhe GLM. Nj\u00eb shembull dialogu me nj\u00eb robot t\u00eb bazuar n\u00eb FlexGen dhe modelin OPT-30B: <\/p>\n

\n

Njeri: \u00c7do quhet mali m\u00eb i lart\u00eb n\u00eb bot\u00eb? <\/p>\n

Asistent: Everest. <\/p>\n

Njeri: Po planifikoj nj\u00eb udh\u00ebtim p\u00ebr p\u00ebrvjetorin ton\u00eb. \u00c7far\u00eb gj\u00ebrash mund t\u00eb b\u00ebjm\u00eb? <\/p>\n

Asistent: Epo, ka disa gj\u00ebra q\u00eb mund t\u00eb b\u00ebni p\u00ebr p\u00ebrvjetorin tuaj. S\u00eb pari, mund t\u00eb luani letra. S\u00eb dyti, mund t\u00eb shkoni p\u00ebr nj\u00eb ecje. S\u00eb treti, mund t\u00eb shkoni n\u00eb nj\u00eb muze. <\/p><\/blockquote>\n

Burimi: opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"

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