{"id":169833,"date":"2026-04-23T12:24:35","date_gmt":"2026-04-23T10:24:35","guid":{"rendered":"https:\/\/prohoster.info\/blog\/novosti-interneta\/vypusk-nuitka-4-0-kompilyatora-dlya-yazyka-python-progress-razvitiya-jit-v-cpython"},"modified":"2026-04-23T12:24:35","modified_gmt":"2026-04-23T10:24:35","slug":"vypusk-nuitka-4-0-kompilyatora-dlya-yazyka-python-progress-razvitiya-jit-v-cpython","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/vypusk-nuitka-4-0-kompilyatora-dlya-yazyka-python-progress-razvitiya-jit-v-cpython","title":{"rendered":"Dalja e Nuitka 4.0, nj\u00eb kompilator p\u00ebr gjuh\u00ebn Python. Progresi i zhvillimit JIT n\u00eb CPython","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Disponibel \u00ebsht\u00eb versioni i projektit Nuitka 4.0, q\u00eb zhvillon kompajlerin p\u00ebr t\u00eb p\u00ebrkthyer skenar\u00ebt n\u00eb gjuh\u00ebn Python n\u00eb nj\u00eb p\u00ebrfaq\u00ebsim n\u00eb gjuh\u00ebn C, i cili m\u00eb pas mund t\u00eb kompilohet n\u00eb nj\u00eb sked\u00eb ekzekutiv\u00eb, duke p\u00ebrdorur libpython p\u00ebr t\u00eb siguruar p\u00ebrputhshm\u00ebrin\u00eb maksimale me CPython (p\u00ebrdoren mjete t\u00eb zakonshme CPython p\u00ebr menaxhimin e objekteve). Ka p\u00ebrputhshm\u00ebri t\u00eb plot\u00eb me versionet aktuale t\u00eb Python 2.6, 2.7, 3.4 - 3.13. N\u00eb krahasim me CPython, skenar\u00ebt e kompjuruar tregojn\u00eb n\u00eb testet pystone nj\u00eb rritje t\u00eb performanc\u00ebs prej 335%. Kodi i projektit shp\u00ebrndahet n\u00ebn licenc\u00ebn Apache.     <\/p>\n<p>N\u00eb k\u00ebt\u00eb version t\u00eb ri:  <\/p>\n<ul>\n<li class=\"l\"> Jan\u00eb b\u00ebr\u00eb ndryshime p\u00ebr t\u00eb p\u00ebrmir\u00ebsuar p\u00ebrputhshm\u00ebrin\u00eb me Python 3.12, 3.13 dhe 3.14, p\u00ebr shembull, u shtua mb\u00ebshtetje p\u00ebr trajtimin e vonuar t\u00eb anoteve dhe sintaks\u00ebs s\u00eb re t\u00eb anoteve p\u00ebr klasat dhe funksionet e p\u00ebrgjithshme.\n<li class=\"l\"> U shtua nj\u00eb mund\u00ebsi eksperimentale p\u00ebr t\u00eb p\u00ebrdorur kompilatorin Zig (zig cc) si backend t\u00eb kompilatorit C n\u00eb Nuitka.\n<li class=\"l\"> U ofrua mb\u00ebshtetje paraprake p\u00ebr optimizimet LTO me p\u00ebrdorimin e kompilatorit Clang.\n<li class=\"l\"> \u00cbsht\u00eb propozuar dekoratori \u00ab@nuitka_ignore\u00bb p\u00ebr t\u00eb p\u00ebrjashtuar kompaktimin e funksioneve.\n<li class=\"l\"> Jan\u00eb implementuar opsionet: \u00ab--project\u00bb p\u00ebr nd\u00ebrtim duke p\u00ebrdorur cil\u00ebsimet nga skedari pyproject.toml, \u00ab--devel-profile-compilation\u00bb p\u00ebr profilizimin gjat\u00eb faz\u00ebs s\u00eb nd\u00ebrtimit, \u00ab--debug-self-forking\u00bb p\u00ebr t\u00eb debuguar forkuar bombat, \u00ab--include-windows-runtime-dlls\u00bb p\u00ebr menaxhimin e p\u00ebrfshirjes s\u00eb DLL-ve t\u00eb C runtime n\u00eb Windows, \u00ab--qt-debug-plugins\u00bb p\u00ebr diagnostikimin e ngarkimit t\u00eb plugin-eve Qt.\n<li class=\"l\"> Sht\u00eb shtuar mb\u00ebshtetje p\u00ebr versionet aktuale t\u00eb pakove oracledb, win32ctypes, dask, dataparser, puremagic, pygments.lexers, tomli, av, sentry_sdk, jedi, parso, line_profiler dhe pandas.    <\/ul>\n<p>Gjithashtu mund t\u00eb theksohet raporti mbi p\u00ebrparimin e zhvillimit t\u00eb JIT-kompilatorit n\u00eb CPython. Zhvilluesit kan\u00eb vendosur objektivin p\u00ebr t\u00eb rritur performanc\u00ebn e JIT deri n\u00eb l\u00ebshimin e CPython 3.15 me 5%, dhe deri n\u00eb l\u00ebshimin e 3.16 p\u00ebr t\u00eb rritur performanc\u00ebn me 10% dhe p\u00ebr t\u00eb realizuar mund\u00ebsin\u00eb e p\u00ebrdorimit t\u00eb JIT n\u00eb modin Free-threading (pa bllokim global). N\u00eb gjendjen aktuale, p\u00ebrdorimi i JIT n\u00eb alfa-nd\u00ebrtimet e CPython 3.15 tashm\u00eb tregon nj\u00eb p\u00ebrshpejtim mesatar prej 11-12% n\u00eb platform\u00ebn macOS AArch64 dhe 5-6% n\u00eb platform\u00ebn x86_64 Linux n\u00eb krahasim me interpretuesin standard. Nd\u00ebrkoh\u00eb, n\u00eb teste t\u00eb caktuara kur aktivizohet JIT, ndryshimi i performanc\u00ebs varion nga nj\u00eb p\u00ebrshpejtim m\u00eb shum\u00eb se 100%, deri n\u00eb ngadal\u00ebsim me 20%.        <center><img decoding=\"async\" alt=\"Dalja e Nuitka 4.0, nj\u00eb kompilator p\u00ebr gjuh\u00ebn Python. Progresi i zhvillimit JIT n\u00eb CPython\" src=\"\/wp-content\/uploads\/2026\/04\/d5bfb854a0fa96af00648383bcc97187.png\" style=\"display:block;margin: 0 auto;\" \/><\/center><br \/>\n<br \/>Burimi: <a content=\"nofollow\" rel=\"nofollow\" href=\"https:\/\/www.opennet.ru\/opennews\/art.shtml?num=65271\">opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>\u0414\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0432\u044b\u043f\u0443\u0441\u043a \u043f\u0440\u043e\u0435\u043a\u0442\u0430 Nuitka 4.0, \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u044e\u0449\u0435\u0433\u043e \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u0434\u043b\u044f \u0442\u0440\u0430\u043d\u0441\u043b\u044f\u0446\u0438\u0438 \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432 \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 Python \u0432 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 C, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0437\u0430\u0442\u0435\u043c \u043c\u043e\u0436\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u0444\u0430\u0439\u043b, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0439 libpython \u0434\u043b\u044f \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0441 CPython (\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0448\u0442\u0430\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 CPython \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438). \u041e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430 \u043f\u043e\u043b\u043d\u0430\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0441 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u043c\u0438 Python 2.6, 2.7, 3.4 &#8212; 3.13. \u041f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441 [&hellip;]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":8,"featured_media":169834,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-169833","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-novosti-interneta"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - 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3.13. \u041f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/vypusk-nuitka-4-0-kompilyatora-dlya-yazyka-python-progress-razvitiya-jit-v-cpython\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/prohoster.info\/wp-content\/uploads\/2021\/11\/logo-350.jpg\" \/>\n\t\t<meta property=\"og:image:width\" content=\"350\" \/>\n\t\t<meta property=\"og:image:height\" content=\"350\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-04-23T10:24:35+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-04-23T10:24:35+00:00\" \/>\n\t\t<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<meta property=\"article:author\" content=\"https:\/\/www.facebook.com\/prohoster\" \/>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\ud83e\udd47Versioni Nuitka 4.0, kompilator p\u00ebr gjuh\u00ebn Python. Progresi i zhvillimit t\u00eb JIT n\u00eb CPython | ProHoster","description":"Versioni e projektit Nuitka 4.0 \u00ebsht\u00eb n\u00eb dispozicion, q\u00eb zhvillon nj\u00eb kompilator p\u00ebr t\u00eb p\u00ebrkthyer skriptet n\u00eb gjuh\u00ebn Python n\u00eb nj\u00eb p\u00ebrfaq\u00ebsim n\u00eb gjuh\u00ebn C, i cili m\u00eb pas mund t\u00eb komponohet n\u00eb nj\u00eb skedar ekzekutiv q\u00eb p\u00ebrdor libpython p\u00ebr t\u00eb siguruar p\u00ebrputhshm\u00ebri maksimale me CPython (p\u00ebrdoren mjete standarde CPython p\u00ebr menaxhimin e objekteve). P\u00ebrdoren t\u00eb gjitha versionet aktuale t\u00eb Python 2.6, 2.7, 3.4 - 3.13. N\u00eb krahasim me","canonical_url":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/vypusk-nuitka-4-0-kompilyatora-dlya-yazyka-python-progress-razvitiya-jit-v-cpython","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":null,"og:locale":"sq_AL","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\udd47\u0412\u044b\u043f\u0443\u0441\u043a Nuitka 4.0, \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440\u0430 \u0434\u043b\u044f \u044f\u0437\u044b\u043a\u0430 Python. \u041f\u0440\u043e\u0433\u0440\u0435\u0441\u0441 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f JIT \u0432 CPython | ProHoster","og:description":"\u0414\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u0432\u044b\u043f\u0443\u0441\u043a \u043f\u0440\u043e\u0435\u043a\u0442\u0430 Nuitka 4.0, \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u044e\u0449\u0435\u0433\u043e \u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0442\u043e\u0440 \u0434\u043b\u044f \u0442\u0440\u0430\u043d\u0441\u043b\u044f\u0446\u0438\u0438 \u0441\u043a\u0440\u0438\u043f\u0442\u043e\u0432 \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 Python \u0432 \u043f\u0440\u0435\u0434\u0441\u0442\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 C, \u043a\u043e\u0442\u043e\u0440\u043e\u0435 \u0437\u0430\u0442\u0435\u043c \u043c\u043e\u0436\u043d\u043e \u0441\u043a\u043e\u043c\u043f\u0438\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0432 \u0438\u0441\u043f\u043e\u043b\u043d\u044f\u0435\u043c\u044b\u0439 \u0444\u0430\u0439\u043b, \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0449\u0438\u0439 libpython \u0434\u043b\u044f \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0438\u044f \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e\u0439 \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u0438 \u0441 CPython (\u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442\u0441\u044f \u0448\u0442\u0430\u0442\u043d\u044b\u0435 \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 CPython \u0434\u043b\u044f \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u044f \u043e\u0431\u044a\u0435\u043a\u0442\u0430\u043c\u0438). \u041e\u0431\u0435\u0441\u043f\u0435\u0447\u0435\u043d\u0430 \u043f\u043e\u043b\u043d\u0430\u044f \u0441\u043e\u0432\u043c\u0435\u0441\u0442\u0438\u043c\u043e\u0441\u0442\u044c \u0441 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u0432\u044b\u043f\u0443\u0441\u043a\u0430\u043c\u0438 Python 2.6, 2.7, 3.4 - 3.13. \u041f\u043e \u0441\u0440\u0430\u0432\u043d\u0435\u043d\u0438\u044e \u0441","og:url":"https:\/\/prohoster.info\/sq\/blog\/novosti-interneta\/vypusk-nuitka-4-0-kompilyatora-dlya-yazyka-python-progress-razvitiya-jit-v-cpython","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":"2026-04-23T10:24:35+00:00","article:modified_time":"2026-04-23T10:24:35+00:00","article:publisher":"https:\/\/www.facebook.com\/prohoster","article:author":"https:\/\/www.facebook.com\/prohoster"},"aioseo_meta_data":[],"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/169833","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/comments?post=169833"}],"version-history":[{"count":0,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/posts\/169833\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/media\/169834"}],"wp:attachment":[{"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/media?parent=169833"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/categories?post=169833"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/prohoster.info\/sq\/wp-json\/wp\/v2\/tags?post=169833"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}