{"id":2154,"date":"2026-04-16T07:23:57","date_gmt":"2026-04-16T07:23:57","guid":{"rendered":"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/"},"modified":"2026-04-16T07:23:57","modified_gmt":"2026-04-16T07:23:57","slug":"orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga","status":"publish","type":"post","link":"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/","title":{"rendered":"\u201eOrange Pi 6 Plus\u201c: ARM pagr\u012fsta \u201eEdge AI\u201c aparatin\u0117s \u012frangos ap\u017evalga"},"content":{"rendered":"<p><\/p>\n<div id=\"\">\n<p>\u201eOrange Pi 6 Plus\u201c yra ambicingas vienos plok\u0161t\u0117s kompiuteris, skirtas kra\u0161tiniams skai\u010diavimams ir vietiniam AI i\u0161vadoms. Su savo CIX P1 procesoriumi, dviem 5GbE prievadais, skirtais NPU ir Malio GPU, jis \u017eada homel ab galimybes, kra\u0161to AI ir ma\u017eas energijos s\u0105naudas kompakti\u0161koje formoje.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Turinys:<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#Technines_irangos_specifikacijos\" >Technin\u0117s \u012frangos specifikacijos<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#Pastatu_gamybai_paruosta_OS\" >Pastat\u0173 gamybai paruo\u0161ta OS<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#GPU_ir_NPU_palaikymas\" >GPU ir NPU palaikymas<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#GPU_istorija\" >GPU istorija<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#NPU_istorija\" >NPU istorija<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#Vietinis_AI_isvadu_nasumas\" >Vietinis AI i\u0161vad\u0173 na\u0161umas<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#%E2%80%9EVulkan_Micro-Batch_Tuning%E2%80%9C\" >\u201eVulkan Micro-Batch Tuning\u201c.<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#Silumines_ir_galios_charakteristikos\" >\u0160ilumin\u0117s ir galios charakteristikos<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#Terminiai\" >Terminiai<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#Energijos_suvartojimas\" >Energijos suvartojimas<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#Praktine_patirtis\" >Praktin\u0117 patirtis<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/infonaujiena.lt\/index.php\/2026\/04\/16\/orange-pi-6-plus-arm-pagrista-edge-ai-aparatines-irangos-apzvalga\/#Isvada\" >I\u0161vada<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Technines_irangos_specifikacijos\"><\/span>Technin\u0117s \u012frangos specifikacijos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u201eOrange Pi 6 Plus\u201c pristatomas su \u012fsp\u016bdingomis specifikacijomis:<\/p>\n<ul>\n<li><strong>SoC<\/strong>: CIX P1 su 12 procesoriaus branduoli\u0173 (4x Cortex-A520 + 8x Cortex-A720)<\/li>\n<li><strong>GPU<\/strong>: Mali G720 \/ Immortalis-klas\u0117<\/li>\n<li><strong>NPU<\/strong>: Trij\u0173 branduoli\u0173 Zhouyi NPU<\/li>\n<li><strong>RAM<\/strong>: 16 GB<\/li>\n<li><strong>Ry\u0161ys<\/strong>: Dvigubi Realtek RTL8126 5GbE valdikliai<\/li>\n<li><strong>Bevielis<\/strong>: Realtek RTL8852BE Wi-Fi ir Bluetooth<\/li>\n<li><strong>Spektaklis<\/strong>: sujungti 45 TOPS CPU, GPU ir NPU<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"Pastatu_gamybai_paruosta_OS\"><\/span>Pastat\u0173 gamybai paruo\u0161ta OS<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Autorius suk\u016br\u0117 pasirinktin\u012f Debian 13 (Trixie) vaizd\u0105, o ne naudodamas tiek\u0117jo tiekiam\u0105 OS, pabr\u0117\u017edamas esmin\u012f i\u0161\u0161\u016bk\u012f, susijus\u012f su ARM SBC: tiek\u0117j\u0173 vaizdai da\u017enai netinkami gamybiniam naudojimui.<\/p>\n<p>Pagrindiniai patobulinimai:<\/p>\n<ul>\n<li>I\u0161taisytos \u012fkrovos grandin\u0117s problemos naudojant GRUB konfig\u016bracij\u0105<\/li>\n<li>I\u0161spr\u0119stos fail\u0173 sistemos dyd\u017eio keitimo klaidos<\/li>\n<li>Sukurta GPU programin\u0117je \u012frangoje ir tiek\u0117jo vartotojo erdv\u0117je<\/li>\n<li>U\u017etikrintas deterministinis pirmasis \u012fkrovimas be serijin\u0117s konsol\u0117s \u012fsiki\u0161imo<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"GPU_ir_NPU_palaikymas\"><\/span>GPU ir NPU palaikymas<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"GPU_istorija\"><\/span>GPU istorija<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>I\u0161 prad\u017ei\u0173 Vulkan gr\u012f\u017eo prie llvmpipe (programin\u0117s \u012frangos atvaizdavimo). Sprendimui reik\u0117jo rasti tiek\u0117jo vartotojo erdv\u0117s paketus, perjungti GPU i\u0161 \u201epanthor\u201c \u012f \u201emali_kbase\u201c rinkin\u012f ir \u012fdiegti tiek\u0117jo \u201eVulkan\u201c ICD.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"NPU_istorija\"><\/span>NPU istorija<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>NPU situacija buvo b\u016bdinga \u0161iai aparat\u016bros klasei. \u201eLinux\u201c \u017einojo, kad NPU egzistuoja, ta\u010diau vartotojo erdv\u0117s nebuvo arba ji buvo neu\u017ebaigta su nenuosekliomis paket\u0173 nuorodomis.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Vietinis_AI_isvadu_nasumas\"><\/span>Vietinis AI i\u0161vad\u0173 na\u0161umas<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Autorius i\u0161band\u0117 keturis i\u0161vad\u0173 vykdymo laikus su \u012fvairiais modeliais. Gamybos konfig\u016bracija naudojo Qwen3.5 4B Q4_K_M \u201eVulkan\u201c:<br \/>\n<strong>Na\u0161umo metrika<\/strong>:<\/p>\n<ul>\n<li>Greitas pralaidumas: 8,4 \u017eeton\u0173 per sekund\u0119<\/li>\n<li>Kartos pralaidumas: 9,7 \u017eeton\u0173 per sekund\u0119<\/li>\n<li>\u012eprastas atsako laikas: 6-25 sekund\u0117s<\/li>\n<li>Atminties naudojimas: ~5.3GB RSS<\/li>\n<li>Stabilumas: 10\/10 pra\u0117jimo rodiklis<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%E2%80%9EVulkan_Micro-Batch_Tuning%E2%80%9C\"><\/span>\u201eVulkan Micro-Batch Tuning\u201c.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u201eMali Vulkan\u201c u\u017epakalin\u0117 programa tur\u0117jo deskriptori\u0173 nustatyt\u0173 i\u0161naudojimo problem\u0173. Optimal\u016bs nustatymai buvo nustatyti esant -ub 8 (8,4 raginimo tok\/s), o na\u0161umas \u017eymiai pablog\u0117jo esant didesn\u0117ms reik\u0161m\u0117ms.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Silumines_ir_galios_charakteristikos\"><\/span>\u0160ilumin\u0117s ir galios charakteristikos<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"Terminiai\"><\/span>Terminiai<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0160iluminis na\u0161umas buvo puikus:<\/p>\n<ul>\n<li>Tu\u0161\u010dia eiga: 29-33\u00b0C<\/li>\n<li>Esant apkrovai: nuo 30 s vidurio iki 40 \u00b0C<\/li>\n<li>Pikas: ~43\u00b0C<\/li>\n<li>Terminis droselis nepasteb\u0117tas<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"Energijos_suvartojimas\"><\/span>Energijos suvartojimas<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Daugiau nei 30 dien\u0173 nepertraukiamo veikimo:<\/p>\n<ul>\n<li>Vidutin\u0117: 15,5W<\/li>\n<li>Tu\u0161\u010diosios eigos grindys: 15\u201316 W (niekada nenukrenta \u017eemiau)<\/li>\n<li>Tipin\u0117 apkrova: 20-27W<\/li>\n<li>Did\u017eiausias: ~30W i\u0161vados metu<\/li>\n<\/ul>\n<p>Palyginimas:<\/p>\n<ul>\n<li>Raspberry Pi 5: 3\u20134 W tu\u0161\u010di\u0105ja eiga<\/li>\n<li>RK3588 plok\u0161t\u0117s: 5-8W tu\u0161\u010di\u0105ja eiga<\/li>\n<li>Mini kompiuteris su N100: <10 W tu\u0161\u010di\u0105ja eiga<\/li>\n<\/ul>\n<p>15 W tu\u0161\u010diosios eigos lygis yra pastebimai didesnis, grei\u010diausiai d\u0117l atminties valdiklio, 5 GbE PHY arba visada \u012fjungto ventiliatoriaus.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Praktine_patirtis\"><\/span>Praktin\u0117 patirtis<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Po m\u0117nesio nepertraukiamo veikimo autorius lent\u0105 panaudojo:<\/p>\n<ol>\n<li>Asmeninis asistentas vykdo piclaw egzempliori\u0173<\/li>\n<li>Tikra pl\u0117tra: BasiliskII JIT perk\u0117limas \u012f AArch64<\/li>\n<\/ol>\n<p>Plok\u0161t\u0117 patikimai veik\u0117 nuolatinio atstatymo ir bandymo metu.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Isvada\"><\/span>I\u0161vada<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u201eOrange Pi 6 Plus\u201c tinka konkretiems vaidmenims:<\/p>\n<ul>\n<li>Vietiniai i\u0161vad\u0173 eksperimentai su kruop\u0161\u010diai parinktais modeliais<\/li>\n<li>Kra\u0161to pus\u0117s telemetrija arba steb\u0117jimas<\/li>\n<li>Kompakti\u0161kos \u201eLinux\u201c paslaugos, turin\u010dios naudos i\u0161 dviej\u0173 5GbE<\/li>\n<li>Infrastrukt\u016bros vaidmenys, kuriems reikalingas tankis ir ma\u017eesn\u0117 galia nei x86<\/li>\n<\/ul>\n<p><strong>Verdiktas<\/strong>: Technin\u0117 \u012franga lenkia programin\u0119 \u012frang\u0105. GPU veikia, NPU yra atpa\u017e\u012fstama forma ir galimas vietinis AI. Ta\u010diau energijos suvartojimas ir ventiliatoriaus triuk\u0161mas yra didesnis nei idealus.<\/p>\n<p>Palyginti su Rockchip pasi\u016blymais, jis yra labiau nu\u0161lifuotas. Galimyb\u0117 atlikti nauding\u0105 darb\u0105 su pasirinktiniais OS vaizdais rodo ARM plok\u0161t\u0117s progres\u0105. Ta\u010diau programin\u0117 \u012franga teb\u0117ra esmin\u0117 kli\u016btis \u2013 pardav\u0117jams reikia geresn\u0117s OS vaizdo kokyb\u0117s, dokumentacijos ir ilgalaikio palaikymo.<\/p>\n<\/p><\/div>\n<p>Jei tekste radote klaid\u0105, si\u0173skite prane\u0161im\u0105 autoriui pa\u017eym\u0117dami klaid\u0105 ir paspausdami Ctrl-Enter.<\/p>\n<div>\n<p>        Nor\u0117dami komentuoti, turite b\u016bti prisijung\u0119.<\/p>\n<p>                <i class=\"fa icon-login\"\/>  Prisijunkite<\/p>\n<\/p><\/div>\n<p><a href=\"https:\/\/techplanet.today\/post\/orange-pi-6-plus-arm-based-edge-ai-hardware-review\"> Nuoroda \u012f informacijos \u0161altin\u012f <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u201eOrange Pi 6 Plus\u201c yra ambicingas vienos plok\u0161t\u0117s kompiuteris, skirtas kra\u0161tiniams skai\u010diavimams ir vietiniam AI i\u0161vadoms. Su savo CIX P1 procesoriumi, dviem 5GbE prievadais, skirtais NPU ir Malio GPU, jis \u017eada homel ab galimybes, kra\u0161to AI ir ma\u017eas energijos s\u0105naudas kompakti\u0161koje formoje. Technin\u0117s \u012frangos specifikacijos \u201eOrange Pi 6 Plus\u201c pristatomas su \u012fsp\u016bdingomis specifikacijomis: SoC: CIX [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2155,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[3],"tags":[4099,1594,4096,4098,985,4095,4097],"class_list":["post-2154","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technologijos","tag-aparatines","tag-apzvalga","tag-arm","tag-edge","tag-irangos","tag-orange","tag-pagrista"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/posts\/2154","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/comments?post=2154"}],"version-history":[{"count":0,"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/posts\/2154\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/media\/2155"}],"wp:attachment":[{"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/media?parent=2154"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/categories?post=2154"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infonaujiena.lt\/index.php\/wp-json\/wp\/v2\/tags?post=2154"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}