{"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\/cs\/blog\/news\/deepmind-predstavil-sistemu-mashinnogo-obucheniya-dlya-generaczii-koda-po-tekstovomu-opisaniyu-zadachi","title":{"rendered":"DeepMind p\u0159edstavila syst\u00e9m strojov\u00e9ho u\u010den\u00ed pro generaci k\u00f3du na z\u00e1klad\u011b textov\u00e9ho popisu \u00fakolu","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

Spole\u010dnost DeepMind, kter\u00e1 z\u00edskala popularitu d\u00edky sv\u00fdm v\u00fdvoj\u016fm v oblasti um\u011bl\u00e9 inteligence a vytv\u00e1\u0159en\u00ed neuronov\u00fdch s\u00edt\u00ed schopn\u00fdch hr\u00e1t po\u010d\u00edta\u010dov\u00e9 a deskov\u00e9 hry na \u00farovni \u010dlov\u011bka, p\u0159edstavila projekt AlphaCode, kter\u00fd rozv\u00edj\u00ed syst\u00e9m strojov\u00e9ho u\u010den\u00ed pro generaci k\u00f3du, schopn\u00fd \u00fa\u010dastnit se sout\u011b\u017e\u00ed v programov\u00e1n\u00ed na platform\u011b Codeforces a dosahovat pr\u016fm\u011brn\u00fdch v\u00fdsledk\u016f. Kl\u00ed\u010dovou vlastnost\u00ed v\u00fdvoje je schopnost generovat k\u00f3d v programovac\u00edch jazyc\u00edch Python nebo C++, p\u0159i\u010dem\u017e p\u0159ij\u00edm\u00e1 text s popisem \u00fakolu v anglick\u00e9m jazyce. <\/p>\n

Pro testov\u00e1n\u00ed syst\u00e9mu bylo vybr\u00e1no 10 nov\u00fdch sout\u011b\u017e\u00ed Codeforces s v\u00edce ne\u017e 5000 \u00fa\u010dastn\u00edky, kter\u00e9 prob\u011bhly po dokon\u010den\u00ed tr\u00e9nov\u00e1n\u00ed modelu strojov\u00e9ho u\u010den\u00ed. V\u00fdsledky pln\u011bn\u00ed \u00fakol\u016f umo\u017enily syst\u00e9mu AlphaCode um\u00edstit se p\u0159ibli\u017en\u011b uprost\u0159ed \u017eeb\u0159\u00ed\u010dku uveden\u00fdch sout\u011b\u017e\u00ed (54,3 %). O\u010dek\u00e1van\u00e9 celkov\u00e9 hodnocen\u00ed AlphaCode dos\u00e1hlo 1238 bod\u016f, co\u017e zaji\u0161\u0165uje za\u0159azen\u00ed do Top 28 % mezi v\u0161emi \u00fa\u010dastn\u00edky Codeforces, kte\u0159\u00ed se alespo\u0148 jednou z\u00fa\u010dastnili sout\u011b\u017e\u00ed v posledn\u00edch 6 m\u011bs\u00edc\u00edch. Je t\u0159eba poznamenat, \u017ee projekt je zat\u00edm v po\u010d\u00e1te\u010dn\u00ed f\u00e1zi v\u00fdvoje a pl\u00e1nuje se v budoucnu zv\u00fd\u0161it kvalitu generovan\u00e9ho k\u00f3du a tak\u00e9 rozv\u00edjet AlphaCode sm\u011brem k syst\u00e9m\u016fm, kter\u00e9 pom\u00e1haj\u00ed p\u0159i psan\u00ed k\u00f3du, nebo n\u00e1stroj\u016fm pro v\u00fdvoj aplikac\u00ed, kter\u00e9 budou moci pou\u017e\u00edvat lid\u00e9 bez znalosti programov\u00e1n\u00ed. <\/p>\n

V projektu je pou\u017eita architektura neuronov\u00e9 s\u00edt\u011b \u201eTransformer\u201c v kombinaci s metodami vzorkov\u00e1n\u00ed a filtrov\u00e1n\u00ed, kter\u00e9 umo\u017e\u0148uj\u00ed generovat r\u016fzn\u00e9 nep\u0159edv\u00eddateln\u00e9 varianty k\u00f3du odpov\u00eddaj\u00edc\u00ed textu v p\u0159irozen\u00e9m jazyce. Po filtrov\u00e1n\u00ed, klasifikaci a \u0159azen\u00ed se z formovan\u00e9ho toku variant vyb\u00edr\u00e1 nejoptim\u00e1ln\u011bj\u0161\u00ed funk\u010dn\u00ed k\u00f3d, kter\u00fd je pot\u00e9 ov\u011b\u0159en, zda poskytuje spr\u00e1vn\u00fd v\u00fdsledek (v ka\u017ed\u00e9m \u00fakolu sout\u011b\u017ee je uveden p\u0159\u00edklad vstupn\u00edch dat a odpov\u00eddaj\u00edc\u00ed v\u00fdsledky, kter\u00e9 by m\u011bly b\u00fdt z\u00edsk\u00e1ny po proveden\u00ed programu).

\"DeepMind<\/center> <\/p>\n

Pro hrub\u00fd tr\u00e9nink syst\u00e9mu strojov\u00e9ho u\u010den\u00ed byla vyu\u017eita k\u00f3dov\u00e1 z\u00e1kladna dostupn\u00e1 v ve\u0159ejn\u00fdch repozit\u00e1\u0159\u00edch GitHub. Po p\u0159\u00edprav\u011b po\u010d\u00e1te\u010dn\u00edho modelu prob\u00edhala f\u00e1ze optimalizace, realizovan\u00e1 na z\u00e1klad\u011b kolekce k\u00f3du s p\u0159\u00edklady \u00faloh a \u0159e\u0161en\u00edmi nab\u00edzen\u00fdmi \u00fa\u010dastn\u00edk\u016fm sout\u011b\u017e\u00ed Codeforces, CodeChef, HackerEarth, AtCoder a Aizu. Celkem bylo pro tr\u00e9nink pou\u017eito 715 GB k\u00f3du z GitHubu a v\u00edce ne\u017e milion p\u0159\u00edklad\u016f \u0159e\u0161en\u00ed typick\u00fdch \u00faloh sout\u011b\u017e\u00ed. P\u0159ed p\u0159echodem k generov\u00e1n\u00ed k\u00f3du text \u00falohy proch\u00e1zel f\u00e1z\u00ed normalizace, b\u011bhem kter\u00e9 bylo odstran\u011bno v\u0161e zbyte\u010dn\u00e9 a z\u016fstaly pouze v\u00fdznamn\u00e9 \u010d\u00e1sti.

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

\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 […]<\/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\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\t\t\n\n","aioseo_head_json":{"title":"\ud83e\udd47DeepMind p\u0159edstavil syst\u00e9m strojov\u00e9ho u\u010den\u00ed pro generov\u00e1n\u00ed k\u00f3du na z\u00e1klad\u011b textov\u00e9ho popisu \u00falohy | ProHoster","description":"Spole\u010dnost DeepMind, zn\u00e1m\u00e1 sv\u00fdmi v\u00fdvoji v oblasti um\u011bl\u00e9 inteligence a vytv\u00e1\u0159en\u00edm neuronov\u00fdch s\u00edt\u00ed schopn\u00fdch hr\u00e1t po\u010d\u00edta\u010dov\u00e9 a deskov\u00e9 hry na \u00farovni \u010dlov\u011bka, p\u0159edstavila projekt.","canonical_url":"https:\/\/prohoster.info\/cs\/blog\/news\/deepmind-predstavil-sistemu-mashinnogo-obucheniya-dlya-generaczii-koda-po-tekstovomu-opisaniyu-zadachi","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"cs_CZ","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\udd47DeepMind \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u043b \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 \u043f\u043e \u0442\u0435\u043a\u0441\u0442\u043e\u0432\u043e\u043c\u0443 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u044e \u0437\u0430\u0434\u0430\u0447\u0438 | ProHoster","og:description":"\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.","og:url":"https:\/\/prohoster.info\/cs\/blog\/news\/deepmind-predstavil-sistemu-mashinnogo-obucheniya-dlya-generaczii-koda-po-tekstovomu-opisaniyu-zadachi","og:image":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:secure_url":"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg","og:image:width":350,"og:image:height":350,"article:published_time":"2022-02-03T07:36:42+00:00","article:modified_time":"2022-02-03T07:36:42+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":{"post_id":"103181","title":null,"description":null,"keywords":null,"keyphrases":null,"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":null,"og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"seo_analyzer_scan_date":null,"breadcrumb_settings":null,"limit_modified_date":false,"reviewed_by":null,"ai":null,"created":"2022-02-03 07:37:52","updated":"2022-09-28 18:00:26","focus_keyword":null,"additional_keywords":null,"truseo_locale":null},"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/posts\/103181","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/comments?post=103181"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/posts\/103181\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/media\/103182"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/media?parent=103181"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/categories?post=103181"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/cs\/wp-json\/wp\/v2\/tags?post=103181"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}