{"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\/it\/blog\/novosti-interneta\/flexgen-dvizhok-dlya-zapuska-ai-botov-pohozhih-na-chatgpt-na-sistemah-s-odnim-gpu","title":{"rendered":"FlexGen — un motore per l'esecuzione di bot AI simili a ChatGPT su sistemi con una sola 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

Eseguendo il modello OPT-175B su un sistema con una GPU NVIDIA T4 (16 GB), il motore FlexGen ha dimostrato prestazioni fino a 100 volte superiori rispetto alle soluzioni precedentemente disponibili, rendendo l'uso di grandi modelli linguistici pi\u00f9 accessibile e consentendo di eseguirli su sistemi privi di acceleratori specializzati. Inoltre, FlexGen pu\u00f2 scalare per parallelizzare i calcoli in presenza di pi\u00f9 GPU. Per ridurre la dimensione del modello, viene applicato anche un proprio schema di compressione dei parametri e un meccanismo di caching dei modelli. <\/p>\n

Attualmente, FlexGen supporta solo i modelli linguistici OPT, ma in futuro gli sviluppatori promettono anche di aggiungere il supporto per i modelli BLOOM (176 miliardi di parametri, supporta 46 lingue e 13 linguaggi di programmazione), CodeGen (pu\u00f2 generare codice in 22 linguaggi di programmazione) e GLM. Un esempio di dialogo con un assistente virtuale basato su FlexGen e sul modello OPT-30B: <\/p>\n

\n

Human: Qual \u00e8 il nome della montagna pi\u00f9 alta del mondo? <\/p>\n

Assistant: Everest. <\/p>\n

Human: Sto pianificando un viaggio per il nostro anniversario. Cosa possiamo fare? <\/p>\n

Assistant: Beh, ci sono molte cose che puoi fare per il tuo anniversario. Prima di tutto, puoi giocare a carte. In secondo luogo, puoi fare un'escursione. In terzo luogo, puoi andare a un museo. <\/p><\/blockquote>\n

Fonte: opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"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 […]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-106888","post","type-post","status-publish","format-standard","hentry","category-novosti-interneta"],"aioseo_notices":[],"aioseo_head":"\n\t\t\n\t\n\t\n\t\n\t\n\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\t\t\n\n","aioseo_head_json":{"title":"\ud83e\udd47FlexGen \u2014 motore per l'esecuzione di bot AI simili a ChatGPT su sistemi con una sola GPU | ProHoster","description":"Un gruppo di ricercatori dell'Universit\u00e0 di Stanford, dell'Universit\u00e0 della California a Berkeley, dell'\u00c9cole Polytechnique F\u00e9d\u00e9rale de Zurich, della Scuola Superiore di Economia, dell'Universit\u00e0 Carnegie Mellon e delle aziende Yandex e Meta ha pubblicato i codici sorgente di un motore per la realizzazione di modelli linguistici di grande dimensione su sistemi con risorse limitate. Ad esempio, il motore offre la possibilit\u00e0 di creare funzionalit\u00e0 simili a ChatGPT e Copilot tramite l'esecuzione di modelli pre-addestrati.","canonical_url":"https:\/\/prohoster.info\/it\/blog\/novosti-interneta\/flexgen-dvizhok-dlya-zapuska-ai-botov-pohozhih-na-chatgpt-na-sistemah-s-odnim-gpu","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"it_IT","og:site_name":"ProHoster | \u041a\u0443\u043f\u0438\u0442\u044c \u043d\u0430\u0434\u0435\u0436\u043d\u044b\u0439 \u0445\u043e\u0441\u0442\u0438\u043d\u0433 \u0434\u043b\u044f \u0441\u0430\u0439\u0442\u043e\u0432 \u0441 \u0437\u0430\u0449\u0438\u0442\u043e\u0439 \u043e\u0442 DDoS, VPS VDS \u0441\u0435\u0440\u0432\u0435\u0440\u044b","og:type":"article","og:title":"\ud83e\udd47FlexGen \u2014 \u0434\u0432\u0438\u0436\u043e\u043a \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 AI-\u0431\u043e\u0442\u043e\u0432, \u043f\u043e\u0445\u043e\u0436\u0438\u0445 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