{"id":123923,"date":"2025-05-03T03:05:06","date_gmt":"2025-05-03T01:05:07","guid":{"rendered":"https:\/\/prohoster.info\/blog\/novosti-interneta\/intel-otkryl-iaprof-instrumentarij-dlya-profilirovaniya-proizvoditelnosti-gpu"},"modified":"2025-05-03T03:05:06","modified_gmt":"2025-05-03T01:05:07","slug":"intel-otkryl-iaprof-instrumentarij-dlya-profilirovaniya-proizvoditelnosti-gpu","status":"publish","type":"post","link":"https:\/\/prohoster.info\/sq\/blog\/news\/intel-otkryl-iaprof-instrumentarij-dlya-profilirovaniya-proizvoditelnosti-gpu","title":{"rendered":"Intel prezantoi iaprof, nj\u00eb paket\u00eb mjetesh p\u00ebr profilizimin e performanc\u00ebs s\u00eb GPU-s\u00eb","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"

Brendan Gregg, nj\u00eb nga zhvilluesit e sistemit t\u00eb debugimit dinamik DTrace, i cili tani punon n\u00eb Intel dhe zhvillon mjete p\u00ebr analiz\u00ebn e performanc\u00ebs mbi baz\u00ebn e eBPF n\u00eb kernelin Linux, njoftoi hapjen e kodit burimor t\u00eb paket\u00ebs s\u00eb mjeteve iaprof (AI Flame Graphs). Ky instrumentar \u00ebsht\u00eb krijuar p\u00ebr analiz\u00ebn e t\u00eb dh\u00ebnave t\u00eb performanc\u00ebs s\u00eb GPU-ve Intel dhe vizualizimin e tyre t\u00eb qart\u00eb. Kodi \u00ebsht\u00eb shkruar n\u00eb gjuh\u00ebn C dhe \u00ebsht\u00eb publikuar n\u00ebn licenc\u00ebn Apache 2.0. <\/p>\n

P\u00ebr platforma hardueri mb\u00ebshteten kartat grafik\u00eb Intel Arc mbi baz\u00ebn e mikroarkitektur\u00ebs Battlemage (seria \u00abB\u00bb), GPU-t\u00eb p\u00ebr data qendrat e seris\u00eb \u00abMax\u00bb dhe karta t\u00eb ndryshme grafike Intel Xe2, p\u00ebrfshir\u00eb ato mbi baz\u00ebn e iGPU Lunar Lake. Sistemi k\u00ebrkon pranin\u00eb e nj\u00eb b\u00ebrthame Linux me driva t\u00eb rinj p\u00ebr GPU-t\u00eb Intel (p\u00ebr Intel Battlemage k\u00ebrkohet nj\u00eb b\u00ebrtham\u00eb 6.15 dhe driva Xe, nd\u00ebrsa p\u00ebr Intel Max Series mjafton b\u00ebrthama 5.15 dhe driva i915). B\u00ebrthama Linux duhet t\u00eb ngrihet me nd\u00ebrfaqet specifike p\u00ebr drivat Intel EU Stall dhe EU Debug. <\/p>\n

Profilet e mbledhura pasqyrojn\u00eb vonesat n\u00eb pun\u00ebn e nj\u00ebsive ekzekutuese (Execution Unit), gjendjen e CPU-s\u00eb dhe informacionin p\u00ebr b\u00ebrthamat e GPU-s\u00eb. T\u00eb dh\u00ebnat e mbledhura b\u00ebjn\u00eb t\u00eb mundur lidhjen e metrikave t\u00eb performanc\u00ebs s\u00eb GPU-s\u00eb me kodin q\u00eb ekzekutohet n\u00eb CPU. N\u00eb praktik\u00eb, ky instrumentar \u00ebsht\u00eb ve\u00e7an\u00ebrisht i p\u00ebrshtatsh\u00ebm p\u00ebr analiz\u00ebn e performanc\u00ebs s\u00eb loj\u00ebrave kompjuterike dhe aplikacioneve AI q\u00eb p\u00ebrdorin intensivisht GPU-n\u00eb, duke krahasuar ngarkes\u00ebn n\u00eb GPU me ekzekutimin n\u00eb CPU t\u00eb komponent\u00ebve t\u00eb kernelit t\u00eb OS, bibliotekave runtime dhe framework-eve AI. <\/p>\n

Rezultatet e profilizimit mund t\u00eb ruhen n\u00eb formatin SVG p\u00ebr analiz\u00eb interaktive n\u00eb shfletues (shembull), duke p\u00ebrdorur diagrame me ngjyr\u00eb \u00abFlameGraph\u00bb dhe harta \u00abFlameScope\u00bb me theksim me ngjyr\u00eb t\u00eb vendeve problematike. Grafikat jan\u00eb interaktive dhe lejojn\u00eb zgjerimin e detajizimit deri n\u00eb kadro t\u00eb stackut dhe instruksioneve t\u00eb ekzekutuara nga GPU, duke par\u00eb detajet dhe kryer operacione k\u00ebrkimi.

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

\u0411\u0440\u0435\u043d\u0434\u0430\u043d \u0413\u0440\u0435\u0433 (Brendan Gregg), \u043e\u0434\u0438\u043d \u0438\u0437 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u0441\u0438\u0441\u0442\u0435\u043c\u044b \u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u043e\u0442\u043b\u0430\u0434\u043a\u0438 DTrace, \u043d\u044b\u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0439 \u0432 Intel \u0438 \u0440\u0430\u0437\u0432\u0438\u0432\u0430\u044e\u0449\u0438\u0439 \u0441\u0440\u0435\u0434\u0441\u0442\u0432\u0430 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 \u043d\u0430 \u0431\u0430\u0437\u0435 eBPF \u0432 \u044f\u0434\u0440\u0435 Linux, \u043e\u0431\u044a\u044f\u0432\u0438\u043b \u043e\u0431 \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u0438 \u0438\u0441\u0445\u043e\u0434\u043d\u043e\u0433\u043e \u043a\u043e\u0434\u0430 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f iaprof (AI Flame Graphs). \u0418\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u0439 \u043f\u0440\u0435\u0434\u043d\u0430\u0437\u043d\u0430\u0447\u0435\u043d \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438 \u043e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u0435\u043b\u044c\u043d\u043e\u0441\u0442\u0438 GPU Intel \u0438 \u0435\u0451 \u043d\u0430\u0433\u043b\u044f\u0434\u043d\u043e\u0439 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438. \u041a\u043e\u0434 \u043d\u0430\u043f\u0438\u0441\u0430\u043d \u043d\u0430 \u044f\u0437\u044b\u043a\u0435 \u0421\u0438 […]<\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":123924,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[702],"tags":[],"class_list":["post-123923","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\udd47Intel hapi iaprof, instrumentarin p\u00ebr profilizimin e performanc\u00ebs s\u00eb GPU | ProHoster","description":"Brendan Gregg, nj\u00eb nga zhvilluesit e sistemit t\u00eb debugimit dinamik DTrace, i cili tani punon n\u00eb Intel dhe zhvillon mjete p\u00ebr analiz\u00ebn e performanc\u00ebs mbi baz\u00ebn e eBPF n\u00eb kernelin Linux, njoftoi hapjen e 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