{"id":183381,"date":"2026-09-17T16:54:32","date_gmt":"2026-09-17T14:54:32","guid":{"rendered":"https:\/\/prohoster.info\/blog\/news\/nvidia-predstavila-cuda-rust-dlya-razrabotki-gpu-yader-na-yazyke-rust"},"modified":"2026-09-17T16:54:36","modified_gmt":"2026-09-17T14:54:36","slug":"nvidia-introduces-cuda-rust-for-developing-gpu-kernels-in-rust","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/news\/nvidia-introduces-cuda-rust-for-developing-gpu-kernels-in-rust","title":{"rendered":"NVIDIA prezantoi CUDA Rust p\u00ebr zhvillimin e b\u00ebrthamave GPU n\u00eb gjuh\u00ebn Rust","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

Kompania NVIDIA shpalli zhvillimin e mjetit CUDA Rust, q\u00eb lejon p\u00ebrdorimin e gjuh\u00ebs Rust p\u00ebr zhvillimin e b\u00ebrthamave q\u00eb ekzekutohen n\u00eb an\u00ebn e GPU. Mjeti siguron sigurin\u00eb e pun\u00ebs me memorie n\u00eb faz\u00ebn e kompiluara dhe parandalon gjendjet e garave. N\u00eb vitin e ardhsh\u00ebm, CUDA Rust pritet t\u00eb arrij\u00eb nj\u00eb nivel t\u00eb aplikuesh\u00ebm p\u00ebr zhvillimin e projekteve t\u00eb pun\u00ebs, t\u00eb ngjashme me mjetet CUDA C++ dhe CUDA Python. <\/p>\n

Instrumentari CUDA Rust mb\u00ebshtet dy modele zhvillimi t\u00eb b\u00ebrthamave q\u00eb ekzekutohen paralelisht \u2014 SIMT (Instruksion i Vet\u00ebm, Shum\u00eb Thread-e) dhe Tile. Modeli SIMT lejon t\u00eb p\u00ebrcaktohet logjika e nj\u00eb thread-i n\u00eb nivelin e ul\u00ebt, t\u00eb ekzekutojn\u00eb mij\u00ebra thread-e t\u00eb till\u00eb dhe t\u00eb menaxhojn\u00eb ato. Modeli Tile ofron nj\u00eb nivel m\u00eb t\u00eb lart\u00eb abstraksioni, ku n\u00eb vend t\u00eb menaxhimit t\u00eb qart\u00eb t\u00eb thread-eve t\u00eb ve\u00e7anta, p\u00ebrcaktohen algoritmet e veprimit me blloqet e t\u00eb dh\u00ebnave (tile), dhe t\u00eb gjitha manipulimet me thread-et, sinkronizimin e qasjes, menaxhimin e memories dhe shp\u00ebrndarjen e t\u00eb dh\u00ebnave n\u00eb b\u00ebrthamat tensor merr p\u00ebrsip\u00ebr kompajleri Tile IR. <\/p>\n

P\u00ebr zhvillimin n\u00eb gjuh\u00ebn Rust duke p\u00ebrdorur modelin SIMT, po zhvillohet kompilatori cuda-oxide, i cili lejon t\u00eb kompilohet kodi n\u00eb gjuh\u00ebn Rust, q\u00eb p\u00ebrdor sistemin e tij standard t\u00eb tipeve dhe modelin e pron\u00ebsis\u00eb Rust, direkt n\u00eb instruksione p\u00ebr ekzekutimin n\u00eb makin\u00ebn virtuale<\/a> CUDA PTX (Ekzekutimi Paralel i Thread-ve). B\u00ebrthamat p\u00ebr GPU krijohen n\u00eb Rust t\u00eb zakonsh\u00ebm, por ekzekutohen n\u00eb nj\u00eb mjedis no_std dhe mund t\u00eb p\u00ebrdorin vet\u00ebm funksionet nga biblioteka libcore dhe abstraksionet e ve\u00e7anta Rust, pa akses n\u00eb bibliotek\u00ebn standarde Rust (libstd). <\/p>\n

N\u00eb b\u00ebrthamat CUDA n\u00eb Rust lejohet aplikimi i mbrojtjes p\u00ebrmes sistemit t\u00eb tipeve (safe), p\u00ebrdorimi i blloqeve unsafe dhe qasja n\u00eb instruksionet e pajisjeve n\u00eb nivel t\u00eb ul\u00ebt. P\u00ebr sigurimin e siguris\u00eb ofrohet tipi DisjointSlice, i cili garanton q\u00eb \u00e7do rrjedh merr qasje ekskluzive vet\u00ebm n\u00eb t\u00eb dh\u00ebnat e tij. Kodi cuda-oxide shp\u00ebrndahet n\u00ebn licenc\u00ebn Apache 2.0. <\/p>\n

P\u00ebr t\u00eb zbatuar modelin Tail, ofrohet biblioteka cutile-rs, e cila lejon p\u00ebrdorimin e gjuh\u00ebs idiomatike Rust p\u00ebr t\u00eb krijuar kod q\u00eb kompilohet drejtp\u00ebrdrejt n\u00eb b\u00ebrthama CUDA. Cutile-rs zbaton rregullat e ngurta t\u00eb pron\u00ebs dhe huazimit q\u00eb ofrohen n\u00eb Rust p\u00ebr kodin q\u00eb ekzekutohet n\u00eb GPU. B\u00ebrthama paraqitet si nj\u00eb program nj\u00ebnyjor q\u00eb punon me nj\u00eb bllok t\u00eb dh\u00ebnash, dhe kompajleri vet\u00eb e ndan llogaritjen n\u00eb tela dhe garanton sinkronizimin e tyre. Tela e kan\u00eb qasje t\u00eb p\u00ebrbashk\u00ebt n\u00eb tensore t\u00eb pandryshueshme, dhe p\u00ebr qasje t\u00eb sigurt n\u00eb tensore t\u00eb ndryshueshme p\u00ebrdoret ndarja e tyre n\u00eb blloqe t\u00eb paq\u00ebna. Kodi cutile-rs shp\u00ebrndahet n\u00ebn licenc\u00ebn Apache 2.0.
\n
Burimi: opennet.ru<\/a> <\/p>","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"

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\u0438 CUDA Python. \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 […]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":10,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-183381","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\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\udd47NVIDIA prezantoi CUDA Rust p\u00ebr zhvillimin e b\u00ebrthamave GPU n\u00eb gjuh\u00ebn Rust | ProHoster","description":"Kompania NVIDIA shpalli zhvillimin e mjetit CUDA Rust, i cili lejon p\u00ebrdorimin e gjuh\u00ebs Rust p\u00ebr zhvillimin e b\u00ebrthamave q\u00eb ekzekutohen n\u00eb an\u00ebn e 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