{"id":103181,"date":"2022-02-03T09:36:41","date_gmt":"2022-02-03T07:36:42","guid":{"rendered":"https:\/\/prohoster.info\/blog\/novosti-interneta\/deepmind-predstavil-sistemu-mashinnogo-obucheniya-dlya-generaczii-koda-po-tekstovomu-opisaniyu-zadachi"},"modified":"2022-02-03T09:36:41","modified_gmt":"2022-02-03T07:36:42","slug":"deepmind-predstavil-sistemu-mashinnogo-obucheniya-dlya-generaczii-koda-po-tekstovomu-opisaniyu-zadachi","status":"publish","type":"post","link":"https:\/\/prohoster.info\/hu\/blog\/news\/deepmind-predstavil-sistemu-mashinnogo-obucheniya-dlya-generaczii-koda-po-tekstovomu-opisaniyu-zadachi","title":{"rendered":"A DeepMind bemutatott egy g\u00e9pi tanul\u00e1son alapul\u00f3 rendszert, amely k\u00f3dot gener\u00e1l sz\u00f6veges feladatle\u00edr\u00e1s alapj\u00e1n.","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>A DeepMind, amely a mesters\u00e9ges intelligencia \u00e9s az emberi szint\u0171 sz\u00e1m\u00edt\u00f3g\u00e9pes \u00e9s t\u00e1rsasj\u00e1t\u00e9kokban val\u00f3 r\u00e9szv\u00e9telre k\u00e9pes neur\u00e1lis h\u00e1l\u00f3zatok fejleszt\u00e9s\u00e9vel v\u00e1lt ismertt\u00e9, bemutatta az AlphaCode projektet, amely egy g\u00e9pi tanul\u00e1si rendszert fejleszt a k\u00f3dgener\u00e1l\u00e1shoz. Ez a rendszer k\u00e9pes r\u00e9szt venni a Codeforces programoz\u00f3i versenyein, \u00e9s \u00e1tlagos teljes\u00edtm\u00e9nyt mutat. A fejleszt\u00e9s kulcsfontoss\u00e1g\u00fa jellemz\u0151je, hogy k\u00f3dot tud gener\u00e1lni Python vagy C++ nyelveken, angol nyelv\u0171 feladatmegfogalmaz\u00e1s alapj\u00e1n.     <\/p>\n<p>A rendszer tesztel\u00e9s\u00e9hez 10 \u00faj Codeforces versenyt v\u00e1lasztottak ki, amelyekben t\u00f6bb mint 5000 r\u00e9sztvev\u0151 indult, \u00e9s amelyek a g\u00e9pi tanul\u00e1si modell tr\u00e9ningje ut\u00e1n zajlottak. Az AlphaCode feladatainak elv\u00e9gz\u00e9s\u00e9nek eredm\u00e9nyei alapj\u00e1n a rendszer k\u00f6r\u00fclbel\u00fcl a versenyteljes\u00edtm\u00e9nyek k\u00f6z\u00e9pmez\u0151ny\u00e9ben helyezkedett el (54,3%-os teljes\u00edtm\u00e9nnyel). Az AlphaCode v\u00e1rhat\u00f3 \u00f6sszes\u00edtett pontsz\u00e1ma 1238 pont, ami a Codeforces \u00f6sszes r\u00e9sztvev\u0151j\u00e9nek legjobb 28%-\u00e1ba val\u00f3 beker\u00fcl\u00e9st jelenti, akik az elm\u00falt 6 h\u00f3napban legal\u00e1bb egyszer r\u00e9szt vettek versenyeken. Megjegyzik, hogy a projekt m\u00e9g kezdeti fejleszt\u00e9si szakaszban van, \u00e9s a j\u00f6v\u0151ben tervezik a gener\u00e1lt k\u00f3d min\u0151s\u00e9g\u00e9nek jav\u00edt\u00e1s\u00e1t, valamint az AlphaCode olyan rendszerekk\u00e9 t\u00f6rt\u00e9n\u0151 fejleszt\u00e9s\u00e9t, amelyek seg\u00edtik a k\u00f3d\u00edr\u00e1st vagy alkalmaz\u00e1sfejleszt\u0151 eszk\u00f6z\u00f6kk\u00e9 v\u00e1lnak, amelyeket programoz\u00e1si ismeretek n\u00e9lk\u00fcl is haszn\u00e1lhatnak az emberek.       <\/p>\n<p>A projekt a \u201eTransformer\u201d neur\u00e1lis h\u00e1l\u00f3zat architekt\u00far\u00e1j\u00e1t haszn\u00e1lja, kombin\u00e1lva mintav\u00e9telez\u00e9si \u00e9s sz\u0171r\u00e9si m\u00f3dszerekkel, amelyek lehet\u0151v\u00e9 teszik, hogy k\u00fcl\u00f6nb\u00f6z\u0151, kisz\u00e1m\u00edthatatlan k\u00f3dvari\u00e1nsokat gener\u00e1ljanak, amelyek megfelelnek a term\u00e9szetes nyelv\u0171 sz\u00f6vegnek. A sz\u0171r\u00e9s, klaszterez\u00e9s \u00e9s rangsorol\u00e1s ut\u00e1n a kialakul\u00f3 v\u00e1ltozatok \u00e1raml\u00e1s\u00e1b\u00f3l a legoptim\u00e1lisabb m\u0171k\u00f6d\u0151 k\u00f3dot v\u00e1lasztj\u00e1k ki, amelyet ezut\u00e1n ellen\u0151riznek a helyes eredm\u00e9ny el\u00e9r\u00e9s\u00e9nek \u00e9rdek\u00e9ben (minden versenyfeladatn\u00e1l meg van adva egy bel\u00e9p\u0151 adat p\u00e9lda \u00e9s a hozz\u00e1 tartoz\u00f3 eredm\u00e9ny, amelyet a program v\u00e9grehajt\u00e1sa ut\u00e1n kell kapni).        <center><img decoding=\"async\" alt=\"A DeepMind bemutatott egy g\u00e9pi tanul\u00e1son alapul\u00f3 rendszert, amely k\u00f3dot gener\u00e1l sz\u00f6veges feladatle\u00edr\u00e1s alapj\u00e1n.\" src=\"\/wp-content\/uploads\/2022\/02\/7823e02d1b4cc1efc23e1c8385b7faeb.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/center>      <\/p>\n<p>A g\u00e9pi tanul\u00e1si rendszer durva edz\u00e9s\u00e9hez az GitHub nyilv\u00e1nos repozit\u00f3riumaiban el\u00e9rhet\u0151 k\u00f3dalap volt haszn\u00e1lva. A kezdeti modell el\u0151k\u00e9sz\u00edt\u00e9se ut\u00e1n az optimaliz\u00e1l\u00e1si f\u00e1zis val\u00f3sult meg, amely egy k\u00f3dgy\u0171jtem\u00e9nyt alapul v\u00e9ve k\u00e9sz\u00fclt, amelyben a Codeforces, CodeChef, HackerEarth, AtCoder \u00e9s Aizu versenyeinek feladatmegold\u00e1si p\u00e9ld\u00e1it tal\u00e1lhat\u00f3k. \u00d6sszesen 715 GB GitHub k\u00f3dot \u00e9s t\u00f6bb mint egymilli\u00f3 tipikus versenyp\u00e9ldafeladat megold\u00e1s\u00e1t haszn\u00e1lt\u00e1k az edz\u00e9s sor\u00e1n. A k\u00f3dgener\u00e1l\u00e1s el\u0151tt a feladat sz\u00f6vege egy normaliz\u00e1l\u00f3 f\u00e1zison ment kereszt\u00fcl, amely sor\u00e1n minden felesleges r\u00e9szletet elt\u00e1vol\u00edtottak, \u00edgy csak a jelent\u0151s r\u00e9szek maradtak meg.      <center><img decoding=\"async\" alt=\"A DeepMind bemutatott egy g\u00e9pi tanul\u00e1son alapul\u00f3 rendszert, amely k\u00f3dot gener\u00e1l sz\u00f6veges feladatle\u00edr\u00e1s alapj\u00e1n.\" src=\"\/wp-content\/uploads\/2022\/02\/00f905c1e829dd557f8f7ea3cd0bc198.jpg\" style=\"display:block;margin: 0 auto;\" \/><\/center><br \/>\n<br \/>Forr\u00e1s: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/www.opennet.ru\/opennews\/art.shtml?num=56627\">opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f DeepMind, \u043f\u043e\u043b\u0443\u0447\u0438\u0432\u0448\u0430\u044f \u0438\u0437\u0432\u0435\u0441\u0442\u043d\u043e\u0441\u0442\u044c \u0441\u0432\u043e\u0438\u043c\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0430\u043c\u0438 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u043e\u0433\u043e \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0430 \u0438 \u043f\u043e\u0441\u0442\u0440\u043e\u0435\u043d\u0438\u044f \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u044b\u0445 \u0438\u0433\u0440\u0430\u0442\u044c \u0432 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043d\u044b\u0435 \u0438 \u043d\u0430\u0441\u0442\u043e\u043b\u044c\u043d\u044b\u0435 \u0438\u0433\u0440\u044b \u043d\u0430 \u0443\u0440\u043e\u0432\u043d\u0435 \u0447\u0435\u043b\u043e\u0432\u0435\u043a\u0430, \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u043f\u0440\u043e\u0435\u043a\u0442 Alpha\u0421ode, \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u044e\u0449\u0438\u0439 \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u0438 \u043a\u043e\u0434\u0430, \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u0443\u044e \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c \u0432 \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u043f\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u043d\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435 Codeforces \u0438 \u0434\u0435\u043c\u043e\u043d\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0441\u0440\u0435\u0434\u043d\u0438\u0439 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442. \u041a\u043b\u044e\u0447\u0435\u0432\u043e\u0439 \u043e\u0441\u043e\u0431\u0435\u043d\u043d\u043e\u0441\u0442\u044c\u044e \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u044f\u0432\u043b\u044f\u0435\u0442\u0441\u044f \u0441\u043f\u043e\u0441\u043e\u0431\u043d\u043e\u0441\u0442\u044c \u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u043a\u043e\u0434 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":103182,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-103181","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f DeepMind, 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