{"id":34491,"date":"2019-10-31T21:58:39","date_gmt":"2019-10-31T18:58:39","guid":{"rendered":"https:\/\/prohoster.info\/blog\/intel-rabotaet-nad-opticheskimi-chipami-dlya-bolee-effektivnogo-ii\/"},"modified":"2019-10-31T21:58:39","modified_gmt":"2019-10-31T18:58:39","slug":"intel-rabotaet-nad-opticheskimi-chipami-dlya-bolee-effektivnogo-ii","status":"publish","type":"post","link":"https:\/\/prohoster.info\/pl\/blog\/news\/intel-rabotaet-nad-opticheskimi-chipami-dlya-bolee-effektivnogo-ii","title":{"rendered":"Intel pracuje nad optycznymi chipami dla bardziej efektywnego AI","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Fotonyczne uk\u0142ady scalone lub chipy optyczne maj\u0105 potencjalnie wiele zalet w por\u00f3wnaniu do ich elektronicznych odpowiednik\u00f3w, takich jak zmniejszone zu\u017cycie energii i obni\u017cenie op\u00f3\u017anienia obliczeniowego. Dlatego wielu badaczy uwa\u017ca, \u017ce mog\u0105 okaza\u0107 si\u0119 niezwykle skuteczne w zadaniach uczenia maszynowego i tworzenia sztucznej inteligencji (AI). Firma Intel r\u00f3wnie\u017c dostrzega du\u017ce mo\u017cliwo\u015bci zastosowania fotoniki krzemowej w tym kierunku. Grupa jej badaczy w <noindex><a rel=\"nofollow\" href=\"https:\/\/www.osapublishing.org\/oe\/abstract.cfm?uri=oe-27-10-14009\">artyku\u0142 naukowy<\/a><\/noindex> szczeg\u00f3\u0142owo opisuje nowe metody, kt\u00f3re mog\u0105 przybli\u017cy\u0107 optyczne sieci neuronowe o krok bli\u017cej do rzeczywisto\u015bci.<\/p>\n<p><img decoding=\"async\" alt=\"Intel pracuje nad optycznymi chipami dla bardziej efektywnego AI\" src=\"\/wp-content\/uploads\/2019\/05\/327e64a9cf5d367cd37ad8dc7b650840.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/p>\n<p>W niedawnej <noindex><a rel=\"nofollow\" href=\"https:\/\/www.intel.ai\/optical-neural-networks\/\" style=\"outline-width: 0px !important; user-select: auto !important;\">publikacji blogowej Intela<\/a><\/noindex>, po\u015bwi\u0119cona uczeniu maszynowemu, opisuje, jak rozpocz\u0119\u0142y si\u0119 badania nad optycznymi sieciami neuronowymi. Prace naukowe Davida Millera (David A. B. Miller) i Michaela Reck'a (Michael Reck) wykaza\u0142y, \u017ce typ \u0142a\u0144cucha fotonowego znany jako interferometr Mach-Zehndera (MZI) mo\u017ce by\u0107 skonfigurowany do wykonywania mno\u017cenia macierzy o rozmiarze 2 \u00d7 2, przy czym umieszczaj\u0105c MZI w tr\u00f3jk\u0105tnej siatce do mno\u017cenia wi\u0119kszych macierzy, mo\u017cna uzyska\u0107 schemat realizuj\u0105cy algorytm mno\u017cenia macierzy przez wektor \u2014 podstawowe obliczenie u\u017cywane w uczeniu maszynowym.<\/p>\n<p>Nowe badanie Intel skupi\u0142o si\u0119 na analizie tego, co dzieje si\u0119, gdy pojawiaj\u0105 si\u0119 r\u00f3\u017cne defekty, na kt\u00f3re nara\u017cone s\u0105 optyczne chipy podczas produkcji (poniewa\u017c obliczeniowa fotonika jest z natury analogowa), co prowadzi do r\u00f3\u017cnic w precyzji oblicze\u0144 pomi\u0119dzy r\u00f3\u017cnymi chipami tego samego typu. Chocia\u017c podobne badania by\u0142y ju\u017c prowadzone, w przesz\u0142o\u015bci koncentrowano si\u0119 g\u0142\u00f3wnie na optymalizacji po produkcji w celu wyeliminowania ewentualnych nie\u015bcis\u0142o\u015bci. Jednak takie podej\u015bcie ma s\u0142ab\u0105 skalowalno\u015b\u0107, poniewa\u017c sieci staj\u0105 si\u0119 coraz wi\u0119ksze, co prowadzi do wzrostu mocy obliczeniowej potrzebnej do regulacji optycznych sieci. Zamiast optymalizacji po produkcji, Intel rozwa\u017cy\u0142 mo\u017cliwo\u015b\u0107 jednorazowego szkolenia chip\u00f3w przed produkcj\u0105 dzi\u0119ki zastosowaniu architektury odpornej na zak\u0142\u00f3cenia. Referencyjna optyczna sie\u0107 neuronowa zosta\u0142a wytrenowana jednorazowo, a nast\u0119pnie parametry nauki zosta\u0142y rozdzielone na kilka wytworzonych egzemplarzy sieci z r\u00f3\u017cnicami w ich komponentach.<\/p>\n<p><center><\/center><\/p>\n<p>Zesp\u00f3\u0142 Intel rozwa\u017cy\u0142 dwie architektury do budowy system\u00f3w sztucznej inteligencji opartych na MZI: GridNet i FFTNet. GridNet przewidywalnie rozmieszcza MZI w siatce, podczas gdy FFTNet umieszcza je w postaci \u201emotyli\u201d. Po przeszkoleniu obu w modelowaniu w standardowym zadaniu g\u0142\u0119bokiego uczenia rozpoznawania r\u0119cznie pisanych cyfr (MNIST), badacze odkryli, \u017ce GridNet osi\u0105gn\u0119\u0142a wy\u017csz\u0105 dok\u0142adno\u015b\u0107 ni\u017c FFTNet (98% w por\u00f3wnaniu do 95%), ale architektura FFTNet okaza\u0142a si\u0119 \u201eznacznie bardziej niezawodna\u201d. W rzeczywisto\u015bci wydajno\u015b\u0107 GridNet spad\u0142a poni\u017cej 50% przy dodaniu sztucznego szumu (zak\u0142\u00f3ce\u0144 imituj\u0105cych mo\u017cliwe wady w produkcji optycznych chip\u00f3w), podczas gdy dla FFTNet pozosta\u0142a prawie sta\u0142a.<\/p>\n<p>Naukowcy twierdz\u0105, \u017ce ich badania k\u0142ad\u0105 podwaliny pod metody uczenia sztucznej inteligencji, kt\u00f3re pomog\u0105 wyeliminowa\u0107 konieczno\u015b\u0107 drobnej regulacji optycznych chip\u00f3w po ich produkcji, oszcz\u0119dzaj\u0105c cenny czas i zasoby.<\/p>\n<p>\u201eJak w ka\u017cdym procesie produkcyjnym, pojawiaj\u0105 si\u0119 pewne wady, kt\u00f3re oznaczaj\u0105, \u017ce mi\u0119dzy uk\u0142adami scalonymi b\u0119d\u0105 ma\u0142e r\u00f3\u017cnice, a one wp\u0142yn\u0105 na dok\u0142adno\u015b\u0107 oblicze\u0144\u201d, pisze starszy dyrektor grupy produkt\u00f3w Intel AI, Kazimir Wierzy\u0144ski (Casimir Wierzynski). \u201eJe\u015bli optyczne neurony stan\u0105 si\u0119 \u017cywotn\u0105 cz\u0119\u015bci\u0105 sprz\u0119towego ekosystemu sztucznej inteligencji, b\u0119d\u0105 musia\u0142y przej\u015b\u0107 na wi\u0119ksze uk\u0142ady scalone i technologie produkcji przemys\u0142owej. Nasze badania pokazuj\u0105, \u017ce wyb\u00f3r odpowiedniej architektury z g\u00f3ry mo\u017ce znacznie zwi\u0119kszy\u0107 prawdopodobie\u0144stwo, \u017ce uzyskane uk\u0142ady scalone osi\u0105gn\u0105 po\u017c\u0105dane wyniki nawet przy istniej\u0105cych wariacjach produkcyjnych.\u201d<\/p>\n<p>Jednocze\u015bnie, podczas gdy Intel g\u0142\u00f3wnie prowadzi badania, kandydat nauk fizycznych z Massachusetts Institute of Technology, Yichen Shen, za\u0142o\u017cy\u0142 startup Lightelligence z siedzib\u0105 w Bostonie, kt\u00f3ry pozyska\u0142 finansowanie venture capital w wysoko\u015bci 10,7 miliona dolar\u00f3w ameryka\u0144skich i <noindex><a rel=\"nofollow\" href=\"https:\/\/venturebeat.com\/2019\/04\/15\/lightelligence-releases-prototype-of-its-optical-ai-accelerator-chip\/\">niedawno zaprezentowa\u0142<\/a><\/noindex> prototyp optycznego uk\u0142adu scalonego do uczenia maszynowego, kt\u00f3ry jest 100 razy szybszy ni\u017c wsp\u00f3\u0142czesne uk\u0142ady elektroniczne, a tak\u017ce znacz\u0105co obni\u017ca zu\u017cycie energii, co jeszcze raz wyra\u017anie pokazuje mo\u017cliwo\u015bci technologii fotonowych.<\/p>\n<p><center><\/p>\n<p><\/center><\/p>\n<p>\t\t\t\t<center><br \/>\n\t\t\t\t\t\t\t\t<\/center><br \/>\u0179r\u00f3d\u0142o: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/3dnews.ru\/987992\">3dnews.ru<\/a><\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0424\u043e\u0442\u043e\u043d\u043d\u044b\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0445\u0435\u043c\u044b \u0438\u043b\u0438 \u043e\u043f\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0447\u0438\u043f\u044b \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043e\u0431\u043b\u0430\u0434\u0430\u044e\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e\u043c \u043f\u0440\u0435\u0438\u043c\u0443\u0449\u0435\u0441\u0442\u0432 \u043f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u043d\u044b\u043c\u0438 \u0430\u043d\u0430\u043b\u043e\u0433\u0430\u043c\u0438, \u0442\u0430\u043a\u0438\u043c\u0438 \u043a\u0430\u043a \u0441\u043d\u0438\u0436\u0435\u043d\u0438\u0435 \u044d\u043d\u0435\u0440\u0433\u043e\u043f\u043e\u0442\u0440\u0435\u0431\u043b\u0435\u043d\u0438\u044f \u0438 \u0443\u043c\u0435\u043d\u044c\u0448\u0435\u043d\u0438\u0435 \u0437\u0430\u0434\u0435\u0440\u0436\u043a\u0438 \u0432 \u0432\u044b\u0447\u0438\u0441\u043b\u0435\u043d\u0438\u044f\u0445. \u0412\u043e\u0442 \u043f\u043e\u0447\u0435\u043c\u0443 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0435\u0439 \u0441\u0447\u0438\u0442\u0430\u044e\u0442, \u0447\u0442\u043e \u043e\u043d\u0438 \u043c\u043e\u0433\u0443\u0442 \u043e\u043a\u0430\u0437\u0430\u0442\u044c\u0441\u044f \u043a\u0440\u0430\u0439\u043d\u0435 \u044d\u0444\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u044b \u0432 \u0437\u0430\u0434\u0430\u0447\u0430\u0445 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 (\u0418\u0418). \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f Intel \u0442\u0430\u043a\u0436\u0435 \u0432\u0438\u0434\u0438\u0442 \u0431\u043e\u043b\u044c\u0448\u0438\u0435 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u044b \u0434\u043b\u044f \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u043a\u0440\u0435\u043c\u043d\u0438\u0435\u0432\u043e\u0439 \u0444\u043e\u0442\u043e\u043d\u0438\u043a\u0438 \u0432 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":25984,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-34491","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.1.1 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u0424\u043e\u0442\u043e\u043d\u043d\u044b\u0435 \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u043b\u044c\u043d\u044b\u0435 \u0441\u0445\u0435\u043c\u044b \u0438\u043b\u0438 \u043e\u043f\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0447\u0438\u043f\u044b \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u043e \u043e\u0431\u043b\u0430\u0434\u0430\u044e\u0442 \u043c\u043d\u043e\u0436\u0435\u0441\u0442\u0432\u043e\u043c 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