Kompania Google prezantoi publikimin e mjetit Magika 1.0, t\u00eb dizajnuar p\u00ebr t\u00eb p\u00ebrcaktuar llojin e p\u00ebrmbajtjes n\u00eb baz\u00eb t\u00eb analiz\u00ebs s\u00eb t\u00eb dh\u00ebnave t\u00eb pranishme n\u00eb skedar. Magika mund t\u00eb p\u00ebrcaktoj\u00eb me sakt\u00ebsi gjuh\u00ebt e programimit t\u00eb p\u00ebrdorura n\u00eb p\u00ebrmbajtje, metodat e kompresimit, paketat instalues, kodin ekzekutiv, llojet e sh\u00ebnjave, formatet e z\u00ebrit, videos, dokumenteve dhe imazheve. Mjeti dhe modeli i gatsh\u00ebm i m\u00ebsimit t\u00eb makinerive q\u00eb lidhen me projektin shp\u00ebrndahen n\u00ebn licenc\u00ebn Apache 2.0. Nd\u00ebrlidh\u00ebsit jan\u00eb p\u00ebrgatitur p\u00ebr gjuh\u00ebt Rust, Python, JavaScript\/TypeScript dhe Go. <\/p>\n
Ndryshe nga projektet e ngjashme q\u00eb p\u00ebrcaktojn\u00eb MIME-tipe bazuar n\u00eb p\u00ebrmbajtje, Magika dallohet p\u00ebr p\u00ebrdorimin e metodave t\u00eb m\u00ebsimit t\u00eb makinerive, performanc\u00eb m\u00eb t\u00eb lart\u00eb.<\/a> dhe sakt\u00ebsis\u00eb s\u00eb p\u00ebrcaktimit. Modeli \u00ebsht\u00eb trajnuar me p\u00ebrdorimin e korniz\u00ebs Keras me 100 milion shembuj skedar\u00ebsh (madh\u00ebsia e grupit t\u00eb t\u00eb dh\u00ebnave \u00ebsht\u00eb m\u00eb shum\u00eb se 3 TB) dhe mb\u00ebshtet njohjen e 200 llojeve t\u00eb t\u00eb dh\u00ebnave me sakt\u00ebsi jo m\u00eb pak se 99%. Modeli \u00ebsht\u00eb kompozuar n\u00eb formatin ONNX dhe ka madh\u00ebsi t\u00eb vet\u00ebm disa megabajt. P\u00ebrdorimi i metodave t\u00eb m\u00ebsimit t\u00eb thell\u00eb t\u00eb makinerive ka lejuar nj\u00eb rritje t\u00eb sakt\u00ebsis\u00eb s\u00eb p\u00ebrcaktimit me 50% krahasuar me sistemin e m\u00ebparsh\u00ebm t\u00eb Google q\u00eb bazohej n\u00eb rregulla t\u00eb dh\u00ebna manualisht. <\/p>\n N\u00eb Google, sistemi p\u00ebrdoret p\u00ebr klasifikimin e skedar\u00ebve n\u00eb sh\u00ebrbimet Gmail, Drive, Insight t\u00eb Kodit dhe Shfletimin e Siguris\u00eb gjat\u00eb kryerjes s\u00eb kontrolleve t\u00eb siguris\u00eb dhe p\u00ebrputhshm\u00ebris\u00eb me rregullat e sh\u00ebrbimeve. \u00cbsht\u00eb siguruar integrimi i Magika n\u00eb platformat VirusTotal dhe abuse.ch si nj\u00eb nyje p\u00ebr filtrimin fillestar t\u00eb skedar\u00ebve para se t\u00eb kryhen analizat specifike. Konfigurimi i zhvilluar n\u00eb infrastruktur\u00ebn e Google siguron skanimin e disa milion skedar\u00ebve n\u00eb sekond\u00eb dhe disa qindra miliard skedar\u00ebve n\u00eb jav\u00eb. Pas ngarkimit t\u00eb modelit, koha e formimit t\u00eb daljes \u00ebsht\u00eb 5 ms gjat\u00eb testimit n\u00eb nj\u00eb b\u00ebrtham\u00eb CPU. Koha e p\u00ebrcaktimit pothuajse nuk varet nga madh\u00ebsia e skedarit. <\/p>\n P\u00ebr t\u00eb p\u00ebrdorur Magika n\u00eb projektet tuaja, jan\u00eb p\u00ebrgatitur nj\u00eb utilitare n\u00eb linj\u00eb komande, paketa p\u00ebr Python, Rust dhe Go, si dhe nj\u00eb bibliotek\u00eb JavaScript q\u00eb mund t\u00eb funksionoj\u00eb n\u00eb shfletues ose n\u00eb projekte t\u00eb bazuara n\u00eb Node.js. Nd\u00ebrfaqja e linj\u00ebs s\u00eb komand\u00ebs dhe API mb\u00ebshtesin ekzekutimin e operacioneve n\u00eb modin e paketave, pra lejojn\u00eb verifikimin e disa skedar\u00ebve me nj\u00eb k\u00ebrkes\u00eb. Ka nj\u00eb mod t\u00eb skanimit rekurziv t\u00eb t\u00eb gjith\u00eb p\u00ebrmbajtjes s\u00eb katalogut dhe tri m\u00ebnyra parashikimi p\u00ebr t\u00eb konfiguruar q\u00ebndrueshm\u00ebrin\u00eb ndaj gabimeve (siguri e lart\u00eb, siguri mesatare dhe supozimi m\u00eb i mir\u00eb). <\/p>\n Fillimi i projektit u realizua n\u00eb gjuh\u00ebn Python, por gjat\u00eb p\u00ebrgatitjes s\u00eb l\u00ebshimit 1.0, motorin p\u00ebr identifikimin e llojeve t\u00eb p\u00ebrmbajtjes e kemi ripar\u00eb n\u00eb gjuh\u00ebn Rust, duke arritur k\u00ebshtu nj\u00eb performanc\u00eb m\u00eb t\u00eb lart\u00eb, duke ruajtur nj\u00eb nivel t\u00eb duhur sigurie t\u00eb kodit. P\u00ebr realizimin e modelit t\u00eb m\u00ebsimit t\u00eb makineris\u00eb u p\u00ebrdor framework-u ONNX Runtime, dhe p\u00ebr p\u00ebrpunimin paralel asinkron t\u00eb k\u00ebrkesave \u2014 biblioteka Tokio. N\u00eb MacBook Pro (M4) performanca e motorit lejon p\u00ebrpunimin e rreth 1000 skedar\u00ebve n\u00eb sekond\u00eb. <\/p>\n P\u00ebrve\u00e7 motorit t\u00eb ri, n\u00eb l\u00ebshimin 1.0, theksohen ndryshime si zgjerimi i numrit t\u00eb llojeve t\u00eb mb\u00ebshtetura nga rreth 100 n\u00eb 200; shtimi i nj\u00eb klienti t\u00eb ri n\u00eb linj\u00eb komande, t\u00eb shkruar n\u00eb Rust; p\u00ebrmir\u00ebsimi i sakt\u00ebsis\u00eb s\u00eb identifikimit t\u00eb formateve t\u00eb tekstit, t\u00eb tilla si skedar\u00ebt e konfigurimit dhe kodet; rip\u00ebrpunimi i moduleve p\u00ebr Python dhe TypeScript p\u00ebr t\u00eb thjeshtuar integrimin e tyre me projekte t\u00eb tjera. Mez mb\u00ebshtetjes s\u00eb llojeve t\u00eb reja t\u00eb p\u00ebrmbajtjes: formate t\u00eb p\u00ebrdorura n\u00eb m\u00ebsimin e makineris\u00eb dhe AI; gjuh\u00ebt e programimit Swift, Kotlin, TypeScript, Dart, Solidity (solidity), Web Assembly dhe Zig; komponent\u00ebt e DevOps (Dockerfiles, TOML, HashiCorp, skedar\u00eb nd\u00ebrtimi Bazel dhe rregullat YARA); DB SQLite; skedar\u00eb AutoCAD (dwg, dxf), Adobe Photoshop (psd) dhe fonte (woff, woff2). \u00cbsht\u00eb p\u00ebrmir\u00ebsuar ndarja e kodit n\u00eb C++ dhe C, JavaScript dhe TypeScript. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f Google \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u0440\u0435\u043b\u0438\u0437 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f Magika 1.0, \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u043e\u0433\u043e \u0434\u043b\u044f \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0442\u0438\u043f\u0430 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u0433\u043e \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0435 \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438\u043c\u0435\u044e\u0449\u0438\u0445\u0441\u044f \u0432 \u0444\u0430\u0439\u043b\u0435 \u0434\u0430\u043d\u043d\u044b\u0445. Magika \u043c\u043e\u0436\u0435\u0442 \u0442\u043e\u0447\u043d\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c \u0432 \u0441\u043e\u0434\u0435\u0440\u0436\u0438\u043c\u043e\u043c \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c\u044b\u0435 \u044f\u0437\u044b\u043a\u0438 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f, \u043c\u0435\u0442\u043e\u0434\u044b \u0441\u0436\u0430\u0442\u0438\u044f, \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043e\u0447\u043d\u044b\u0435 \u043f\u0430\u043a\u0435\u0442\u044b, \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u043a\u043e\u0434, \u0432\u0438\u0434\u044b \u0440\u0430\u0437\u043c\u0435\u0442\u043a\u0438, \u0444\u043e\u0440\u043c\u0430\u0442\u044b \u0437\u0432\u0443\u043a\u0430, \u0432\u0438\u0434\u0435\u043e, \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u043e\u0432 \u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u0439. \u0421\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0439 \u0441 \u043f\u0440\u043e\u0435\u043a\u0442\u043e\u043c \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u0438 \u0433\u043e\u0442\u043e\u0432\u0430\u044f \u043c\u043e\u0434\u0435\u043b\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u043f\u043e\u0434 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u0435\u0439 Apache […]<\/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-147635","post","type-post","status-publish","format-standard","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\udd47Google publikoi Magika 1.0, nj\u00eb instrument p\u00ebr identifikimin e llojit t\u00eb p\u00ebrmbajtjes s\u00eb skedar\u00ebve | ProHoster","description":"Kompania Google publikoi l\u00ebshimin e instrumentit Magika 1.0, i dedikuar p\u00ebr identifikimin e llojit t\u00eb p\u00ebrmbajtjes mbi baz\u00ebn e analiz\u00ebs s\u00eb t\u00eb dh\u00ebnave t\u00eb pranishme n\u00eb 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Burimi: opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"