{"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\/et\/blog\/news\/deepmind-predstavil-sistemu-mashinnogo-obucheniya-dlya-generaczii-koda-po-tekstovomu-opisaniyu-zadachi","title":{"rendered":"DeepMind esitles tekstip\u00f5hise \u00fclesande kirjelduse p\u00f5hjal koodi genereerimise masin\u00f5ppes\u00fcsteemi","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

DeepMind, mis on tuntud oma tehisintellekti ja n\u00e4rviv\u00f5rkude arenduste poolest, mis suudavad m\u00e4ngida arvuti- ja lauam\u00e4nge inimtasemel, esitles projekti AlphaCode, mis arendab masin\u00f5ppes\u00fcsteemi koodi genereerimiseks, mis suudab osaleda programmeerimiskonkurssidel Codeforces platvormil ja n\u00e4idata keskmisi tulemusi. Arenduse peamiseks omaduseks on v\u00f5ime genereerida koodi Pythonis v\u00f5i C++-s, kasutades sisendi tekstina ingliskeelset \u00fclesannet. <\/p>\n

S\u00fcsteemi testimiseks valiti 10 uut Codeforces konkurssi, millel osales \u00fcle 5000 osaleja, mis toimusid p\u00e4rast masin\u00f5ppemudeli koolituse l\u00f5ppu. \u00dclesannete t\u00e4itmise tulemused v\u00f5imaldasid AlphaCode'il j\u00f5uda antud konkursside edetabelis ligikaudu keskmisele tasemele (54,3%). Prognoositav \u00fcldine reiting AlphaCode\u2019ile on 1238 punkti, mis tagab sisenemise 28% parima hulka k\u00f5igi Codeforces'i osalejate seas, kes on viimase 6 kuu jooksul v\u00e4hemalt korra konkurssidel osalenud. M\u00e4\u00e4ratletakse, et projekt on hetkel arendamise algfaasis ja tulevikus on plaanis parandada genereeritud koodi kvaliteeti ning arendada AlphaCode'i suunas s\u00fcsteemide, mis aitavad koodi kirjutamisel, v\u00f5i rakendus arendusvahendite poole, mida saavad kasutada inimesed, kellel ei ole programmeerimise oskusi. <\/p>\n

Projektis kasutatakse neuraalv\u00f5rgu arhitektuuri \"Transformer\" koos proovisampling'u ja filtreerimise meetoditega, mis v\u00f5imaldavad genereerida erinevaid ettearvamatuid koodivariante, mis vastavad loomuliku keele tekstile. Filtreerimise, klasterdamise ja reastamise j\u00e4rel valitakse genereeritud variantide voost parim t\u00f6\u00f6v\u00f5imeline kood, mida seej\u00e4rel kontrollitakse \u00f5igete tulemuste saamiseks (iga v\u00f5istluse \u00fclesandes on n\u00e4idatud sisendandmed ja vastav tulemus, mis peaks olema saadud programmi t\u00e4itmisel).

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

Masin\u00f5ppe s\u00fcsteemi esialgseks treeninguks kasutati avalikes GitHubi repositorios saadaolevat koodibaasi. P\u00e4rast esialgse mudeli ettevalmistamist viidi l\u00e4bi optimeerimisetapp, mis tugines koodikogumile, kus oli n\u00e4iteid probleemidest ja lahendustest, mida pakuti Codeforces, CodeChef, HackerEarth, AtCoder ja Aizu konkurside osalistele. Kokku kasutati treenimiseks 715 GB GitHubi koodi ja rohkem kui miljon lahenduse n\u00e4idet t\u00fc\u00fcpiliste konkursite \u00fclesannete osas. Enne koodi genereerimise etappi l\u00e4bis \u00fclesande tekst normaliseerimise, kus k\u00f5rvaldatakse k\u00f5ik \u00fcleliigne ja j\u00e4etakse alles vaid olulised osad.

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

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[…]<\/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\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 tutvustas masin\u00f5ppes\u00fcsteemi, mis genereerib koodi tekstilise \u00fclesande kirjelduse alusel | ProHoster","description":"DeepMind, mis sai tuntuks oma tehisintellekti ja n\u00e4rviv\u00f5rkude arendustega, mis suudavad m\u00e4ngida arvuti- ja lauam\u00e4nge inimtasemel, tutvustas 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