{"id":1601,"date":"2026-11-05T12:32:32","date_gmt":"2026-11-05T11:32:32","guid":{"rendered":"https:\/\/www.senetic.cz\/blog\/?p=1601"},"modified":"2026-11-06T09:57:03","modified_gmt":"2026-11-06T08:57:03","slug":"generace-gpu-karet-pro-ai","status":"publish","type":"post","link":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/","title":{"rendered":"Blackwell, Ada nebo Ampere? Jak vybrat generaci GPU karty pro firemn\u00ed AI"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Generace GPU karty ur\u010duje, ve kter\u00fdch \u010d\u00edseln\u00fdch form\u00e1tech (p\u0159esnostech) \u010dip prov\u00e1d\u00ed v\u00fdpo\u010dty AI nejrychleji, jakou propustnost m\u00e1 pam\u011b\u0165 a kolik energie karta vy\u017eaduje. V nab\u00eddce profesion\u00e1ln\u00edch GPU karet NVIDIA se soub\u011b\u017en\u011b vyskytuj\u00ed t\u0159i generace: <strong>Ampere (nap\u0159. RTX A6000), Ada Lovelace (nap\u0159. RTX 6000 Ada) a Blackwell (nap\u0159. RTX PRO 6000 Blackwell).<\/strong> Ka\u017ed\u00e1 dal\u0161\u00ed generace podporuje ni\u017e\u0161\u00ed v\u00fdpo\u010detn\u00ed p\u0159esnosti \u2013 od BF16 u Ampere po FP4 u Blackwell.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Volba generace z\u00e1vis\u00ed na velikosti model\u016f, form\u00e1tu v\u00fdpo\u010dt\u016f, po\u010dtu u\u017eivatel\u016f a provozn\u00edch podm\u00ednk\u00e1ch hardwaru. Typy GPU karet, pam\u011b\u0165 VRAM a varianty OEM, Retail a Bulk popisujeme v <a href=\"https:\/\/www.senetic.cz\/category\/gpu-karty-pro-ai-30829\/\" target=\"_blank\" rel=\"noreferrer noopener\">kategorii GPU karty pro AI<\/a>. Tento \u010dl\u00e1nek se zam\u011b\u0159uje na rozd\u00edly mezi generacemi a edicemi a je ur\u010den vedouc\u00edm IT odd\u011blen\u00ed, architekt\u016fm infrastruktury, t\u00fdm\u016fm data science a pracovn\u00edk\u016fm odpov\u011bdn\u00fdm za n\u00e1kup hardwaru, kte\u0159\u00ed vyb\u00edraj\u00ed GPU karty pro firemn\u00ed AI projekty.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_87_1 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\">Table of Contents<\/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:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#Jak_rozpoznat_generaci_podle_nazvu_GPU_karty_NVIDIA\" >Jak rozpoznat generaci podle n\u00e1zvu GPU karty NVIDIA<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#Co_se_mezi_generacemi_meni_v_ulohach_AI\" >Co se mezi generacemi m\u011bn\u00ed v \u00faloh\u00e1ch AI<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#Kdy_zvolit_GPU_kartu_generace_Blackwell\" >Kdy zvolit GPU kartu generace Blackwell<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#Kdy_GPU_karta_generace_Ampere_nebo_Ada_Lovelace_splni_pozadavky\" >Kdy GPU karta generace Ampere nebo Ada Lovelace spln\u00ed po\u017eadavky<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#Stejna_generace_ruzne_edice_%E2%80%93_na_prikladu_RTX_PRO_6000_Blackwell\" >Stejn\u00e1 generace, r\u016fzn\u00e9 edice \u2013 na p\u0159\u00edkladu RTX PRO 6000 Blackwell<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#Generace_a_edice_GPU_karty_podle_AI_ulohy\" >Generace a edice GPU karty podle AI \u00falohy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#Nejcastejsi_otazky_k_generacim_GPU_karet_pro_AI\" >Nej\u010dast\u011bj\u0161\u00ed ot\u00e1zky k generac\u00edm GPU karet pro AI<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Jak_rozpoznat_generaci_podle_nazvu_GPU_karty_NVIDIA\"><\/span><strong>Jak rozpoznat generaci podle n\u00e1zvu GPU karty NVIDIA<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Generaci GPU karty NVIDIA lze rozpoznat podle ozna\u010den\u00ed v n\u00e1zvu modelu. <strong>\u010c\u00edslo v n\u00e1zvu (nap\u0159. 2000, 4000, 6000) ozna\u010duje v\u00fdkonnostn\u00ed t\u0159\u00eddu karty v dan\u00e9 generaci: \u010d\u00edm vy\u0161\u0161\u00ed \u010d\u00edslo, t\u00edm v\u00edce jader a pam\u011bti<\/strong>. Stejn\u00e1 t\u0159\u00edda se proto v n\u00e1sleduj\u00edc\u00edch generac\u00edch objevuje pod r\u016fzn\u00fdmi n\u00e1zvy, nap\u0159.: RTX A6000 (Ampere), RTX 6000 Ada (Ada Lovelace) a RTX PRO 6000 Blackwell (Blackwell).<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Generace<\/strong><\/th><th><strong>Rok<\/strong><\/th><th><strong>GPU karty pro pracovn\u00ed stanice<\/strong><\/th><th><strong>GPU karty pro servery<\/strong><\/th><th><strong>P\u0159\u00edklady v nab\u00eddce<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Blackwell<\/td><td>2025<\/td><td>RTX PRO + \u010d\u00edslo + Blackwell<\/td><td>RTX PRO + \u010d\u00edslo + Blackwell Server Edition<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/VCNRTXPRO2000-PB\" target=\"_blank\" rel=\"noopener noreferrer\">RTX PRO 2000 Blackwell<\/a><\/td><\/tr><tr><td>Ada Lovelace<\/td><td>2022<\/td><td>RTX + \u010d\u00edslo + Ada<\/td><td>L + \u010d\u00edslo<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/900-2G193-0000-001\" target=\"_blank\" rel=\"noopener noreferrer\">L4<\/a><\/td><\/tr><tr><td>Ampere<\/td><td>2020<\/td><td>RTX A + \u010d\u00edslo<\/td><td>A + \u010d\u00edslo<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/VCNRTXA1000-PB\" target=\"_blank\" rel=\"noopener noreferrer\">RTX A1000<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Co_se_mezi_generacemi_meni_v_ulohach_AI\"><\/span><strong>Co se mezi generacemi m\u011bn\u00ed v \u00faloh\u00e1ch AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Jednotliv\u00e9 generace se li\u0161\u00ed p\u0159edev\u0161\u00edm <strong>podporovan\u00fdmi v\u00fdpo\u010detn\u00edmi p\u0159esnostmi<\/strong>, <strong>propustnost\u00ed pam\u011bti a spot\u0159ebou energie<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Rostouc\u00ed v\u00fdznam ni\u017e\u0161\u00edch p\u0159esnost\u00ed potvrzuje zpr\u00e1va <a href=\"https:\/\/hai.stanford.edu\/ai-index\/2026-ai-index-report\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">AI Index 2026<\/a> Stanfordovy univerzity: v\u00fdpo\u010dty ve form\u00e1tech se sn\u00ed\u017eenou p\u0159esnost\u00ed se staly standardem v mnoha aplikac\u00edch, a to jak p\u0159i tr\u00e9nov\u00e1n\u00ed, tak p\u0159i inferenci model\u016f. Podle autor\u016f zpr\u00e1vy prov\u00e1d\u00ed nejmodern\u011bj\u0161\u00ed hardware pro strojov\u00e9 u\u010den\u00ed dnes p\u0159ibli\u017en\u011b 10kr\u00e1t v\u00edce v\u00fdpo\u010dt\u016f na watt ne\u017e p\u0159ed deseti lety. Ka\u017ed\u00e1 dal\u0161\u00ed generace GPU karet tuto hranici posouv\u00e1 d\u00e1l: Ampere zrychluje v\u00fdpo\u010dty v BF16, Ada Lovelace p\u0159idala FP8 a Blackwell \u2013 FP4 a FP6.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">N\u00ed\u017ee uveden\u00e9 srovn\u00e1n\u00ed porovn\u00e1v\u00e1 t\u0159i GPU karty stejn\u00e9 t\u0159\u00eddy (6000).<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Parametr<\/strong><\/th><th><strong>RTX A6000 (Ampere)<\/strong><\/th><th><strong>RTX 6000 Ada (Ada Lovelace)<\/strong><\/th><th><strong>RTX PRO 6000 Blackwell Workstation Edition<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Generace jader Tensor<\/td><td>3.<\/td><td>4.<\/td><td>5.<\/td><\/tr><tr><td>P\u0159esnosti akcelerovan\u00e9 j\u00e1dry Tensor<\/td><td>TF32, BF16, FP16, INT8<\/td><td>stejn\u00e9 jako Ampere + FP8<\/td><td>stejn\u00e9 jako Ada + FP6, FP4<\/td><\/tr><tr><td>Pam\u011b\u0165<\/td><td>48 GB GDDR6<\/td><td>48 GB GDDR6<\/td><td>96 GB GDDR7<\/td><\/tr><tr><td>Propustnost pam\u011bti<\/td><td>768 GB\/s<\/td><td>960 GB\/s<\/td><td>1792 GB\/s<\/td><\/tr><tr><td>V\u00fdkon Tensor FP16<\/td><td>154,8 TFLOPS<\/td><td>364 TFLOPS<\/td><td>503,8 TFLOPS<\/td><\/tr><tr><td>Spot\u0159eba energie (TGP)<\/td><td>300 W<\/td><td>300 W<\/td><td>600 W<\/td><\/tr><tr><td>Rozhran\u00ed<\/td><td>PCIe 4.0<\/td><td>PCIe 4.0<\/td><td>PCIe 5.0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Ampere<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ampere (2020) p\u0159inesla t\u0159et\u00ed generaci jader Tensor a form\u00e1ty TF32 a BF16, kter\u00e9 se b\u011b\u017en\u011b pou\u017e\u00edvaj\u00ed p\u0159i tr\u00e9nov\u00e1n\u00ed model\u016f. GPU karty t\u00e9to generace hardwarov\u011b neakceleruj\u00ed v\u00fdpo\u010dty FP8. Vy\u0161\u0161\u00ed modely karet pro pracovn\u00ed stanice ze s\u00e9rie RTX A, nap\u0159. RTX A6000, podporuj\u00ed m\u016fstky NVLink pro propojen\u00ed dvou karet. Kompaktn\u00ed RTX A1000 a RTX A400 jsou vhodn\u00e9 pro syst\u00e9my s n\u00edzkou spot\u0159ebou energie.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Ada Lovelace<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Ada Lovelace (2022) p\u0159inesla \u010dtvrtou generaci jader Tensor s podporou FP8, kter\u00e1 sni\u017euje n\u00e1roky na pam\u011b\u0165 a podle v\u00fdrobce poskytuje a\u017e 4kr\u00e1t vy\u0161\u0161\u00ed v\u00fdkon inference ne\u017e p\u0159edchoz\u00ed generace. Do t\u00e9to generace pat\u0159\u00ed karty pro pracovn\u00ed stanice RTX Ada a serverov\u00e9 akceler\u00e1tory L4, L40 a L40S.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Blackwell<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Blackwell (\u0159ada RTX PRO od 2025) p\u0159in\u00e1\u0161\u00ed p\u00e1tou generaci jader Tensor s podporou FP4 a FP6 a pam\u011b\u0165 GDDR7. Podle NVIDIA zab\u00edr\u00e1 model v FP4 m\u00e9n\u011b ne\u017e polovinu pam\u011bti pot\u0159ebn\u00e9 v FP16. Podle \u00fadaj\u016f v\u00fdrobce RTX PRO 6000 Blackwell generuje obraz pomoc\u00ed modelu FLUX.dev p\u0159ibli\u017en\u011b za 7 s v BF16 a za 3,3 s v FP4.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kdy_zvolit_GPU_kartu_generace_Blackwell\"><\/span><strong>Kdy zvolit GPU kartu generace Blackwell<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Generace Blackwell dob\u0159e vyhovuje pot\u0159eb\u00e1m firmy, kter\u00e1 chce provozovat velk\u00e9 modely na jedn\u00e9 kart\u011b, vyu\u017e\u00edvat kvantizaci FP4 nebo sd\u00edlet jednu kartu mezi n\u011bkolika t\u00fdmy. <\/strong>Tyto mo\u017enosti vypl\u00fdvaj\u00ed z konkr\u00e9tn\u00edch vlastnost\u00ed architektury:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Podpora FP4 a FP6<\/strong> \u2013 ni\u017e\u0161\u00ed p\u0159esnost umo\u017e\u0148uje provozovat v\u011bt\u0161\u00ed model ve stejn\u00e9 pam\u011bti a zrychluje inferenci. J\u00e1dra Tensor p\u00e1t\u00e9 generace zpracov\u00e1vaj\u00ed FP4 s dvojn\u00e1sobnou propustnost\u00ed oproti FP8.<\/li>\n\n\n\n<li><strong>Pam\u011b\u0165 GDDR7<\/strong> \u2013 nov\u011bj\u0161\u00ed pam\u011b\u0165ov\u00fd standard poskytuje vy\u0161\u0161\u00ed propustnost ne\u017e GDDR6. Nejvy\u0161\u0161\u00ed modely t\u00e9to generace maj\u00ed dvakr\u00e1t v\u00edce pam\u011bti a dvakr\u00e1t vy\u0161\u0161\u00ed propustnost ne\u017e jejich prot\u011bj\u0161ky z p\u0159edchoz\u00ed generace.<\/li>\n\n\n\n<li><strong>MIG (Multi-Instance GPU)<\/strong> \u2013 jednu kartu lze rozd\u011blit na n\u011bkolik izolovan\u00fdch instanc\u00ed. Ka\u017ed\u00e1 m\u00e1 vlastn\u00ed pam\u011b\u0165 a v\u00fdpo\u010detn\u00ed j\u00e1dra, tak\u017ee n\u011bkolik \u00faloh nebo t\u00fdm\u016f pracuje soub\u011b\u017en\u011b, ani\u017e by se vz\u00e1jemn\u011b ovliv\u0148oval v\u00fdkon.<\/li>\n\n\n\n<li><strong>PCIe 5.0<\/strong> \u2013 dvojn\u00e1sobn\u00e1 propustnost sb\u011brnice oproti PCIe 4.0 urychluje v\u00fdm\u011bnu dat s procesorem a syst\u00e9movou pam\u011bt\u00ed.<\/li>\n\n\n\n<li><strong>\u0160irok\u00fd v\u00fdb\u011br variant<\/strong> \u2013 \u0159ada RTX PRO zahrnuje kompaktn\u00ed karty pro mal\u00e9 sk\u0159\u00edn\u011b i modely s vysokou kapacitou pam\u011bti pro nejn\u00e1ro\u010dn\u011bj\u0161\u00ed \u00falohy.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">P\u0159i pl\u00e1nov\u00e1n\u00ed konfigurace je vhodn\u00e9 zohlednit spot\u0159ebu energie: RTX PRO 6000 Blackwell Workstation Edition vy\u017eaduje a\u017e 600 W, tedy dvakr\u00e1t v\u00edce ne\u017e RTX 6000 Ada. To ovliv\u0148uje volbu nap\u00e1jec\u00edho zdroje a chlazen\u00ed, a p\u0159i pou\u017eit\u00ed v\u00edce karet tak\u00e9 v\u00fdb\u011br edice, kter\u00fdm se v\u011bnujeme d\u00e1le v \u010dl\u00e1nku.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Kdy_GPU_karta_generace_Ampere_nebo_Ada_Lovelace_splni_pozadavky\"><\/span><strong>Kdy GPU karta generace Ampere nebo Ada Lovelace spln\u00ed po\u017eadavky<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">GPU karty generac\u00ed Ampere a Ada Lovelace dob\u0159e vyhovuj\u00ed firemn\u00edm pot\u0159eb\u00e1m, kdy\u017e se model vejde do jejich pam\u011bti a pracovn\u00ed prost\u0159ed\u00ed vyu\u017e\u00edv\u00e1 form\u00e1ty, kter\u00e9 tyto generace akceleruj\u00ed. Nej\u010dast\u011bji jde o n\u00e1sleduj\u00edc\u00ed situace:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Modely ve form\u00e1tech FP16 a BF16<\/strong> \u2013 oba form\u00e1ty jsou akcelerov\u00e1ny Tensor j\u00e1dry v\u0161ech t\u0159\u00ed generac\u00ed. Pokud firma nepl\u00e1nuje kvantizaci na FP8 nebo FP4, generace Ampere zpracuje stejn\u00e9 modely.<\/li>\n\n\n\n<li><strong>Inference v FP8<\/strong> \u2013 generace Ada Lovelace podporuje FP8 hardwarov\u011b. V t\u00e9to generaci jsou k dispozici tak\u00e9 energeticky \u00fasporn\u00e9 serverov\u00e9 akceler\u00e1tory ur\u010den\u00e9 pro inferenci a zpracov\u00e1n\u00ed videa.<\/li>\n\n\n\n<li><strong>Roz\u0161\u00ed\u0159en\u00ed st\u00e1vaj\u00edc\u00ed infrastruktury<\/strong> \u2013 dokoupen\u00ed karet stejn\u00e9 generace, jak\u00e1 se ji\u017e pou\u017e\u00edv\u00e1, usnad\u0148uje spr\u00e1vu jednotn\u00fdch ovlada\u010d\u016f, syst\u00e9mov\u00fdch image a postup\u016f.<\/li>\n\n\n\n<li><strong>Propojen\u00ed dvou karet ve pracovn\u00ed stanici m\u016fstkem NVLink<\/strong> \u2013 mezi kartami pro pracovn\u00ed stanice jej podporuj\u00ed vy\u0161\u0161\u00ed modely \u0159ady RTX A (Ampere).<\/li>\n\n\n\n<li><strong>Virtualizace a sm\u00ed\u0161en\u00e9 z\u00e1t\u011b\u017ee<\/strong> \u2013 serverov\u00e9 akceler\u00e1tory generace Ada Lovelace kombinuj\u00ed inferenci s virtu\u00e1ln\u00edmi pracovn\u00edmi stanicemi a zpracov\u00e1n\u00edm videa.<\/li>\n\n\n\n<li><strong>Kompaktn\u00ed pracovi\u0161t\u011b<\/strong> \u2013 n\u00edzkoprofilov\u00e9 karty generac\u00ed Ampere a Ada Lovelace se vejdou do mal\u00fdch sk\u0159\u00edn\u00ed a jsou vhodn\u00e9 pro m\u00e9n\u011b n\u00e1ro\u010dn\u00e9 modely.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">P\u0159ed n\u00e1kupem je vhodn\u00e9 ov\u011b\u0159it, zda pou\u017e\u00edvan\u00e9 knihovny a AI frameworky podporuj\u00ed vybranou generaci v po\u017eadovan\u00e9 verzi CUDA.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Stejna_generace_ruzne_edice_%E2%80%93_na_prikladu_RTX_PRO_6000_Blackwell\"><\/span><strong>Stejn\u00e1 generace, r\u016fzn\u00e9 edice \u2013 na p\u0159\u00edkladu RTX PRO 6000 Blackwell<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">V r\u00e1mci jedn\u00e9 generace m\u016f\u017ee b\u00fdt stejn\u00fd model GPU karty dostupn\u00fd v n\u011bkolika edic\u00edch. <strong>RTX PRO 6000 Blackwell je k dispozici ve t\u0159ech edic\u00edch: Workstation Edition, Max-Q Workstation Edition a Server Edition.<\/strong> V\u0161echny vyu\u017e\u00edvaj\u00ed stejn\u00fd \u010dip GB202 a maj\u00ed 96 GB pam\u011bti GDDR7. Li\u0161\u00ed se chlazen\u00edm, limitem spot\u0159eby a m\u00edstem instalace.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>Parametr<\/strong><\/th><th><strong>Workstation Edition<\/strong><\/th><th><strong>Max-Q Workstation Edition<\/strong><\/th><th><strong>Server Edition<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Chlazen\u00ed<\/td><td>aktivn\u00ed, 2 ventil\u00e1tory<\/td><td>aktivn\u00ed, 1 ventil\u00e1tor<\/td><td>pasivn\u00ed (chladi\u010d)<\/td><\/tr><tr><td>Spot\u0159eba energie<\/td><td>a\u017e 600 W<\/td><td>300 W<\/td><td>a\u017e 600 W (konfigurovateln\u00e1)<\/td><\/tr><tr><td>D\u00e9lka karty<\/td><td>304,8 mm<\/td><td>266,7 mm<\/td><td>266,7 mm<\/td><\/tr><tr><td>Propustnost pam\u011bti<\/td><td>1792 GB\/s<\/td><td>1792 GB\/s<\/td><td>1597 GB\/s<\/td><\/tr><tr><td>Video v\u00fdstupy<\/td><td>4 \u00d7 DisplayPort 2.1b<\/td><td>4 \u00d7 DisplayPort 2.1b<\/td><td>4 \u00d7 DisplayPort 2.1<\/td><\/tr><tr><td>Pracovn\u00ed prost\u0159ed\u00ed<\/td><td>pracovn\u00ed stanice<\/td><td>pracovn\u00ed stanice, tak\u00e9 s n\u011bkolika kartami<\/td><td>server s nucen\u00fdm proud\u011bn\u00edm vzduchu<\/td><\/tr><tr><td>P\u0159\u00edklad v nab\u00eddce<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/900-5G144-2500-000\" target=\"_blank\" rel=\"noopener noreferrer\">NVIDIA 900-5G144-2500-000<\/a><\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/900-5G153-2500-000\" target=\"_blank\" rel=\"noopener noreferrer\">NVIDIA 900-5G153-2500-000<\/a><\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/TCSRTXPRO6000SE-BLK\" target=\"_blank\" rel=\"noopener noreferrer\">PNY TCSRTXPRO6000SE-BLK<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Workstation Edition<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Workstation Edition pracuje s pln\u00fdm limitem spot\u0159eby 600 W a m\u00e1 dva vlastn\u00ed ventil\u00e1tory, kter\u00e9 odv\u00e1d\u011bj\u00ed teplo z karty. Jde o edici pro pracovn\u00ed stanici s jednou GPU kartou, kde je prioritou nejvy\u0161\u0161\u00ed v\u00fdkon jedin\u00e9ho \u010dipu.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Max-Q Workstation Edition<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Max-Q Workstation Edition pracuje s limitem spot\u0159eby 300 W, tedy polovi\u010dn\u00edm, p\u0159i stejn\u00e9 kapacit\u011b a propustnosti pam\u011bti. Ni\u017e\u0161\u00ed spot\u0159eba energie znamen\u00e1 m\u00e9n\u011b tepla, kter\u00e9 je nutn\u00e9 odv\u00e9st ze sk\u0159\u00edn\u011b. Do jedn\u00e9 pracovn\u00ed stanice lze nainstalovat a\u017e \u010dty\u0159i karty v t\u00e9to edici, co\u017e poskytne celkem 384 GB GPU pam\u011bti.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Server Edition<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Server Edition nem\u00e1 ventil\u00e1tory. Teplo odv\u00e1d\u00ed proud vzduchu vytv\u00e1\u0159en\u00fd ventil\u00e1tory serveru, proto je tato edice ur\u010dena pro servery s nucen\u00fdm proud\u011bn\u00edm vzduchu, nikoli pro sk\u0159\u00edn\u011b pracovn\u00edch stanic. Tyto karty jsou optimalizov\u00e1ny pro nep\u0159etr\u017eit\u00fd provoz v datov\u00fdch centrech a podporuj\u00ed mimo jin\u00e9 zabezpe\u010den\u00e9 spou\u0161t\u011bn\u00ed (secure boot) a d\u016fv\u011brn\u00e9 zpracov\u00e1n\u00ed dat (confidential computing).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Stejn\u00e9 rozd\u011blen\u00ed na edice plat\u00ed tak\u00e9 pro dal\u0161\u00ed modely \u0159ady RTX PRO Blackwell.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Generace_a_edice_GPU_karty_podle_AI_ulohy\"><\/span><strong>Generace a edice GPU karty podle AI \u00falohy<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00fdb\u011br GPU karty za\u010d\u00edn\u00e1 \u00falohou, kterou m\u00e1 vykon\u00e1vat: jin\u00e9 po\u017eadavky m\u00e1 prototypov\u00e1n\u00ed na jednom pracovi\u0161ti a jin\u00e9 inference pro cel\u00fd t\u00fdm nebo tr\u00e9nov\u00e1n\u00ed velk\u00fdch model\u016f. N\u00e1sleduj\u00edc\u00ed tabulka p\u0159i\u0159azuje typick\u00e9 firemn\u00ed AI \u00falohy ke generaci a edici GPU karty, kter\u00e9 odpov\u00eddaj\u00ed jejich po\u017eadavk\u016fm.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>AI \u00faloha<\/strong><\/th><th><strong>Generace<\/strong><\/th><th><strong>Edice nebo form\u00e1t<\/strong><\/th><th><strong>P\u0159\u00edklady v nab\u00eddce<\/strong><\/th><\/tr><\/thead><tbody><tr><td>Prototypov\u00e1n\u00ed a testov\u00e1n\u00ed men\u0161\u00edch model\u016f na jednom pracovi\u0161ti<\/td><td>Ada Lovelace nebo Blackwell<\/td><td>pracovn\u00ed stanice, kompaktn\u00ed karta<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/VCNRTXPRO4000LP-PB\" target=\"_blank\" rel=\"noopener noreferrer\">RTX PRO 4000 SFF Blackwell<\/a><\/td><\/tr><tr><td>Modely v FP16 nebo BF16, roz\u0161\u00ed\u0159en\u00ed pracovn\u00edch stanic s kartami Ampere<\/td><td>Ampere<\/td><td>pracovn\u00ed stanice<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/AV8J4AA\" target=\"_blank\" rel=\"noopener noreferrer\">RTX A1000<\/a><\/td><\/tr><tr><td>Lok\u00e1ln\u00ed jazykov\u00fd model pro t\u00fdm, inference v FP8<\/td><td>Ada Lovelace<\/td><td>pracovn\u00ed stanice<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/VCNRTX6000ADA-PB\" target=\"_blank\" rel=\"noopener noreferrer\">RTX 6000 Ada<\/a><\/td><\/tr><tr><td>Velk\u00fd model na jedn\u00e9 kart\u011b, kvantizace FP4<\/td><td>Blackwell<\/td><td>Workstation Edition<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/VCNRTXPRO6000-SB\" target=\"_blank\" rel=\"noopener noreferrer\">RTX PRO 6000 Blackwell Workstation Edition<\/a><\/td><\/tr><tr><td>V\u00edce GPU karet v jedn\u00e9 pracovn\u00ed stanici<\/td><td>Blackwell<\/td><td>Max-Q Workstation Edition<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/VCNRTXPRO6000MQ-PB\" target=\"_blank\" rel=\"noopener noreferrer\">RTX PRO 6000 Blackwell Max-Q<\/a><\/td><\/tr><tr><td>Inference na serveru p\u0159i n\u00edzk\u00e9 spot\u0159eb\u011b energie, zpracov\u00e1n\u00ed videa<\/td><td>Ada Lovelace<\/td><td>serverov\u00fd akceler\u00e1tor, n\u00edzkoprofilov\u00fd<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/TCSL4PCIE-PB\" target=\"_blank\" rel=\"noopener noreferrer\">L4<\/a><\/td><\/tr><tr><td>Multimod\u00e1ln\u00ed inference na serveru, rozd\u011blen\u00ed karty mezi t\u00fdmy (MIG)<\/td><td>Blackwell<\/td><td>Server Edition<\/td><td><a href=\"https:\/\/www.senetic.cz\/product\/TCSRTXPRO6000SE-PB\" target=\"_blank\" rel=\"noopener noreferrer\">RTX PRO 6000 Blackwell Server Edition<\/a><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">V\u00fdb\u011bru cel\u00e9ho syst\u00e9mu se v\u011bnujeme v samostatn\u00fdch \u010dl\u00e1nc\u00edch: <a href=\"https:\/\/www.senetic.cz\/blog\/?p=1415\" target=\"_blank\" rel=\"noopener noreferrer\">jak vybrat po\u010d\u00edta\u010d pro AI<\/a>, <a href=\"https:\/\/www.senetic.cz\/blog\/1476,jaky-server-pro-ai-zvolit-tri-urovne-investic-a-skutecne-naklady\/\" target=\"_blank\" rel=\"noopener noreferrer\">jak vybrat server pro AI<\/a> a <a href=\"https:\/\/www.senetic.cz\/blog\/?p=1560\" target=\"_blank\" rel=\"noopener noreferrer\">kdy provozovat jazykov\u00fd model na vlastn\u00edm hardwaru<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Nejcastejsi_otazky_k_generacim_GPU_karet_pro_AI\"><\/span><strong>Nej\u010dast\u011bj\u0161\u00ed ot\u00e1zky k generac\u00edm GPU karet pro AI<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<div class=\"schema-faq wp-block-yoast-faq-block\"><div class=\"schema-faq-section\" id=\"faq-question-17621793875159382\"><strong class=\"schema-faq-question\">Znamen\u00e1 nov\u011bj\u0161\u00ed generace GPU karty v\u017edy vy\u0161\u0161\u00ed v\u00fdkon v AI \u00faloh\u00e1ch?<\/strong> <p class=\"schema-faq-answer\">Nov\u011bj\u0161\u00ed generace nab\u00edz\u00ed vy\u0161\u0161\u00ed \u0161pi\u010dkov\u00fd v\u00fdkon a podporu ni\u017e\u0161\u00edch p\u0159esnost\u00ed, p\u0159\u00ednos v\u0161ak z\u00e1vis\u00ed na dan\u00e9 \u00faloze. Pokud model b\u011b\u017e\u00ed v FP16 nebo BF16 a vejde se do pam\u011bti karty, GPU karty v\u0161ech t\u0159\u00ed generac\u00ed (Ampere, Ada Lovelace, Blackwell) jej hardwarov\u011b akceleruj\u00ed. Nejv\u011bt\u0161\u00ed rozd\u00edl je patrn\u00fd u model\u016f kvantizovan\u00fdch na FP8 nebo FP4 a u model\u016f vy\u017eaduj\u00edc\u00edch velkou pam\u011b\u0165.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-17621793875159383\"><strong class=\"schema-faq-question\">Jak\u00fd je rozd\u00edl mezi RTX A6000, RTX 6000 Ada a RTX PRO 6000 Blackwell?<\/strong> <p class=\"schema-faq-answer\">Jde o GPU stejn\u00e9 t\u0159\u00eddy ze t\u0159\u00ed po sob\u011b jdouc\u00edch generac\u00ed. RTX A6000 (Ampere) a RTX 6000 Ada maj\u00ed shodn\u011b 48 GB pam\u011bti GDDR6 a spot\u0159ebu 300 W. RTX PRO 6000 Blackwell m\u00e1 96 GB pam\u011bti GDDR7 s propustnost\u00ed 1792 GB\/s a jako jedin\u00e1 z nich podporuje FP4.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-17621793875159384\"><strong class=\"schema-faq-question\">Je GPU generace Ampere vhodn\u00e9 pro pr\u00e1ci s AI?<\/strong> <p class=\"schema-faq-answer\">Ano. GPU generace Ampere zrychluj\u00ed v\u00fdpo\u010dty ve form\u00e1tech TF32, BF16 a FP16, kter\u00e9 se pou\u017e\u00edvaj\u00ed p\u0159i tr\u00e9nov\u00e1n\u00ed a inferenci mnoha model\u016f. Hardwarov\u011b v\u0161ak nezrychluj\u00ed form\u00e1t FP8, kter\u00fd podporuj\u00ed generace Ada Lovelace a Blackwell.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-17621793875159385\"><strong class=\"schema-faq-question\">Co je p\u0159esnost v\u00fdpo\u010dt\u016f GPU?<\/strong> <p class=\"schema-faq-answer\">P\u0159esnost je form\u00e1t, ve kter\u00e9m jsou ulo\u017eena \u010d\u00edsla modelu, nap\u0159\u00edklad FP16, FP8 nebo FP4. \u010c\u00edm m\u00e9n\u011b bit\u016f, t\u00edm m\u00e9n\u011b pam\u011bti model zab\u00edr\u00e1 a t\u00edm rychleji pracuje. Kvalita v\u00fdsledk\u016f p\u0159i ni\u017e\u0161\u00ed p\u0159esnosti z\u00e1vis\u00ed na pou\u017eit\u00e9 metod\u011b kvantizace.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-17621793875159386\"><strong class=\"schema-faq-question\">Co znamen\u00e1 podpora FP4 v generaci Blackwell?<\/strong> <p class=\"schema-faq-answer\">FP4 je 4bitov\u00fd \u010d\u00edseln\u00fd form\u00e1t, ve kter\u00e9m model zab\u00edr\u00e1 m\u00e9n\u011b ne\u017e polovinu pam\u011bti pot\u0159ebn\u00e9 pro FP16. Tensor j\u00e1dra p\u00e1t\u00e9 generace zpracov\u00e1vaj\u00ed FP4 s dvojn\u00e1sobnou propustnost\u00ed oproti FP8. To umo\u017e\u0148uje provozovat v\u011bt\u0161\u00ed model na jedn\u00e9 kart\u011b GPU nebo zrychlit inferenci.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-17621793875159387\"><strong class=\"schema-faq-question\">Jak podle n\u00e1zvu modelu rozpoznat generaci GPU?<\/strong> <p class=\"schema-faq-answer\">Karty pro pracovn\u00ed stanice ozna\u010den\u00e9 RTX A pat\u0159\u00ed do generace Ampere, karty s ozna\u010den\u00edm Ada do generace Ada Lovelace a \u0159ada RTX PRO s ozna\u010den\u00edm Blackwell do generace Blackwell. U serverov\u00fdch akceler\u00e1tor\u016f generaci ozna\u010duje p\u00edsmeno na za\u010d\u00e1tku n\u00e1zvu: A \u2013 Ampere, L \u2013 Ada Lovelace.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-17621793875159388\"><strong class=\"schema-faq-question\">Jak\u00fd je rozd\u00edl mezi RTX PRO 6000 Blackwell Workstation Edition, Max-Q a Server Edition?<\/strong> <p class=\"schema-faq-answer\">V\u0161echny t\u0159i edice maj\u00ed stejn\u00fd \u010dip a 96 GB pam\u011bti GDDR7. Workstation Edition pracuje se spot\u0159ebou a\u017e 600 W a aktivn\u00edm chlazen\u00edm, Max-Q se spot\u0159ebou 300 W a aktivn\u00edm chlazen\u00edm, zat\u00edmco Server Edition m\u00e1 pasivn\u00ed chlazen\u00ed ur\u010den\u00e9 pro servery s vynucen\u00fdm proud\u011bn\u00edm vzduchu.<\/p> <\/div> <div class=\"schema-faq-section\" id=\"faq-question-17621793875159389\"><strong class=\"schema-faq-question\">Lze jednu kartu GPU rozd\u011blit mezi n\u011bkolik u\u017eivatel\u016f?<\/strong> <p class=\"schema-faq-answer\">Ano, pokud karta podporuje technologii MIG (Multi-Instance GPU). RTX PRO 6000 Blackwell lze rozd\u011blit a\u017e na \u010dty\u0159i izolovan\u00e9 instance po 24 GB, p\u0159i\u010dem\u017e ka\u017ed\u00e1 m\u00e1 vlastn\u00ed pam\u011b\u0165 a v\u00fdpo\u010detn\u00ed j\u00e1dra.<\/p> <\/div> <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Generace GPU karty ur\u010duje, ve kter\u00fdch \u010d\u00edseln\u00fdch form\u00e1tech (p\u0159esnostech) \u010dip prov\u00e1d\u00ed v\u00fdpo\u010dty AI nejrychleji, jakou propustnost m\u00e1 pam\u011b\u0165 a kolik energie karta vy\u017eaduje. V nab\u00eddce profesion\u00e1ln\u00edch GPU karet NVIDIA se soub\u011b\u017en\u011b vyskytuj\u00ed t\u0159i generace: Ampere (nap\u0159. RTX A6000), Ada Lovelace (nap\u0159. RTX 6000 Ada) a Blackwell (nap\u0159. RTX PRO 6000 Blackwell). Ka\u017ed\u00e1 dal\u0161\u00ed generace podporuje<\/p>\n","protected":false},"author":5,"featured_media":1600,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_meta-robots-noindex":"","_yoast_wpseo_meta-robots-nofollow":"","_yoast_wpseo_meta-robots-adv":"","_yoast_wpseo_bctitle":"","_yoast_wpseo_canonical":"","_yoast_wpseo_opengraph-title":"","_yoast_wpseo_opengraph-description":"","_yoast_wpseo_opengraph-image":"","_yoast_wpseo_twitter-title":"","_yoast_wpseo_twitter-description":"","_yoast_wpseo_twitter-image":"","footnotes":""},"categories":[52,53],"tags":[],"class_list":["post-1601","post","type-post","status-publish","format-standard","has-post-thumbnail","category-hardware-technologie","category-umela-inteligence-nove-technologie"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Jak zvolit NVIDIA GPU pro AI: Ampere, Ada nebo Blackwell<\/title>\n<meta name=\"description\" content=\"Porovnejte generace NVIDIA Ampere, Ada Lovelace a Blackwell pro firemn\u00ed AI. Zjist\u011bte, kdy zvolit RTX A6000, RTX 6000 Ada \u010di RTX PRO 6000.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/\" \/>\n<meta property=\"og:locale\" content=\"cs_CZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak zvolit NVIDIA GPU pro AI: Ampere, Ada nebo Blackwell\" \/>\n<meta property=\"og:description\" content=\"Porovnejte generace NVIDIA Ampere, Ada Lovelace a Blackwell pro firemn\u00ed AI. 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Jak vybrat generaci GPU karty pro firemn\u00ed AI\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/\",\"name\":\"Senetic Blog IT - Microsoft, Office 365, Azure, Ubiquiti, MikroTik\",\"description\":\"Senetic.cz - blog\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"cs\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/#\\\/schema\\\/person\\\/50b47805b2c8f766e760776b4d86fce0\",\"name\":\"Aleksandra Zjezdzalka\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"cs\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/app\\\/uploads\\\/2026\\\/04\\\/Aleksandra-Gronostaj-96x96.jpg\",\"url\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/app\\\/uploads\\\/2026\\\/04\\\/Aleksandra-Gronostaj-96x96.jpg\",\"contentUrl\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/app\\\/uploads\\\/2026\\\/04\\\/Aleksandra-Gronostaj-96x96.jpg\",\"caption\":\"Aleksandra Zjezdzalka\"},\"description\":\"Content Specialist T\u00e9m\u011b\u0159 deset let v IT, v\u011bt\u0161inu z nich jsem str\u00e1vila vysv\u011btlov\u00e1n\u00edm technologi\u00ed tak, aby bylo snaz\u0161\u00ed rozhodnout se o n\u00e1kupu. 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Je\u015bli model dzia\u0142a w FP16 lub BF16 i mie\u015bci si\u0119 w pami\u0119ci karty, karty GPU wszystkich trzech generacji (Ampere, Ada Lovelace, Blackwell) przyspieszaj\u0105 go sprz\u0119towo. Najwi\u0119ksz\u0105 r\u00f3\u017cnic\u0119 wida\u0107 przy modelach kwantyzowanych do FP8 lub FP4 oraz przy modelach wymagaj\u0105cych du\u017cej pami\u0119ci.\",\"inLanguage\":\"cs\"},\"inLanguage\":\"cs\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159383\",\"position\":2,\"url\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159383\",\"name\":\"Czym r\u00f3\u017cni\u0105 si\u0119 RTX A6000, RTX 6000 Ada i RTX PRO 6000 Blackwell?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"To karty GPU tej samej klasy z trzech kolejnych generacji. RTX A6000 (Ampere) i RTX 6000 Ada maj\u0105 po 48 GB pami\u0119ci GDDR6 i pob\u00f3r mocy 300 W. RTX PRO 6000 Blackwell ma 96 GB pami\u0119ci GDDR7 o przepustowo\u015bci 1792 GB\\\/s i jako jedyna z nich obs\u0142uguje FP4.\",\"inLanguage\":\"cs\"},\"inLanguage\":\"cs\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159384\",\"position\":3,\"url\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159384\",\"name\":\"Czy karta GPU generacji Ampere nadaje si\u0119 do pracy z AI?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Tak. Karty GPU generacji Ampere przyspieszaj\u0105 obliczenia w formatach TF32, BF16 i FP16, stosowanych przy trenowaniu i inferencji wielu modeli. Nie przyspieszaj\u0105 sprz\u0119towo formatu FP8, kt\u00f3ry obs\u0142uguj\u0105 generacje Ada Lovelace i Blackwell.\",\"inLanguage\":\"cs\"},\"inLanguage\":\"cs\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159385\",\"position\":4,\"url\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159385\",\"name\":\"Czym jest precyzja oblicze\u0144 w karcie GPU?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Precyzja to format, w jakim zapisywane s\u0105 liczby modelu, np. FP16, FP8 czy FP4. Im mniej bit\u00f3w, tym mniej pami\u0119ci zajmuje model i tym szybciej dzia\u0142a. Jako\u015b\u0107 wynik\u00f3w przy ni\u017cszej precyzji zale\u017cy od zastosowanej metody kwantyzacji.\",\"inLanguage\":\"cs\"},\"inLanguage\":\"cs\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159386\",\"position\":5,\"url\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159386\",\"name\":\"Co oznacza obs\u0142uga FP4 w generacji Blackwell?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"FP4 to 4-bitowy format liczb, w kt\u00f3rym model zajmuje mniej ni\u017c po\u0142ow\u0119 pami\u0119ci potrzebnej w FP16. Rdzenie Tensor pi\u0105tej generacji przetwarzaj\u0105 FP4 z dwukrotnie wy\u017csz\u0105 przepustowo\u015bci\u0105 ni\u017c FP8. 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W akceleratorach serwerowych litera na pocz\u0105tku nazwy wskazuje generacj\u0119: A \u2013 Ampere, L \u2013 Ada Lovelace.\",\"inLanguage\":\"cs\"},\"inLanguage\":\"cs\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159388\",\"position\":7,\"url\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159388\",\"name\":\"Czym r\u00f3\u017cni si\u0119 RTX PRO 6000 Blackwell Workstation Edition od Max-Q i Server Edition?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Wszystkie trzy edycje maj\u0105 ten sam uk\u0142ad i 96 GB pami\u0119ci GDDR7. Workstation Edition pracuje z poborem mocy do 600 W i ch\u0142odzeniem aktywnym, Max-Q z poborem mocy 300 W i ch\u0142odzeniem aktywnym, a Server Edition z ch\u0142odzeniem pasywnym, przeznaczonym do serwer\u00f3w z wymuszonym obiegiem powietrza.\",\"inLanguage\":\"cs\"},\"inLanguage\":\"cs\"},{\"@type\":\"Question\",\"@id\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159389\",\"position\":8,\"url\":\"https:\\\/\\\/www.senetic.cz\\\/blog\\\/1601,generace-gpu-karet-pro-ai\\\/#faq-question-17621793875159389\",\"name\":\"Czy jedn\u0105 kart\u0119 GPU mo\u017cna podzieli\u0107 mi\u0119dzy kilku u\u017cytkownik\u00f3w?\",\"answerCount\":1,\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"Tak, je\u015bli karta obs\u0142uguje technologi\u0119 MIG (Multi-Instance GPU). 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Jak vybrat generaci GPU karty pro firemn\u00ed AI"}]},{"@type":"WebSite","@id":"https:\/\/www.senetic.cz\/blog\/#website","url":"https:\/\/www.senetic.cz\/blog\/","name":"Senetic Blog IT - Microsoft, Office 365, Azure, Ubiquiti, MikroTik","description":"Senetic.cz - blog","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.senetic.cz\/blog\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"cs"},{"@type":"Person","@id":"https:\/\/www.senetic.cz\/blog\/#\/schema\/person\/50b47805b2c8f766e760776b4d86fce0","name":"Aleksandra Zjezdzalka","image":{"@type":"ImageObject","inLanguage":"cs","@id":"https:\/\/www.senetic.cz\/blog\/app\/uploads\/2026\/04\/Aleksandra-Gronostaj-96x96.jpg","url":"https:\/\/www.senetic.cz\/blog\/app\/uploads\/2026\/04\/Aleksandra-Gronostaj-96x96.jpg","contentUrl":"https:\/\/www.senetic.cz\/blog\/app\/uploads\/2026\/04\/Aleksandra-Gronostaj-96x96.jpg","caption":"Aleksandra Zjezdzalka"},"description":"Content Specialist T\u00e9m\u011b\u0159 deset let v IT, v\u011bt\u0161inu z nich jsem str\u00e1vila vysv\u011btlov\u00e1n\u00edm technologi\u00ed tak, aby bylo snaz\u0161\u00ed rozhodnout se o n\u00e1kupu. Tvo\u0159\u00edm obsah, kter\u00fd firm\u00e1m pom\u00e1h\u00e1 vybrat spr\u00e1vn\u00fd hardware a software bez p\u0159epl\u00e1cen\u00ed a zbyte\u010dn\u00e9ho t\u00e1p\u00e1n\u00ed. Rovnov\u00e1hu nach\u00e1z\u00edm na podlo\u017ece na j\u00f3gu, na hor\u00e1ch a na horsk\u00e9m kole.","url":"https:\/\/www.senetic.cz\/blog\/author\/aleksandra\/"},{"@type":"Question","@id":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159382","position":1,"url":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159382","name":"Czy nowsza generacja karty GPU zawsze oznacza wy\u017csz\u0105 wydajno\u015b\u0107 w zadaniach AI?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Nowsza generacja oferuje wy\u017csz\u0105 wydajno\u015b\u0107 szczytow\u0105 i obs\u0142ug\u0119 ni\u017cszych precyzji, ale korzy\u015b\u0107 zale\u017cy od zadania. Je\u015bli model dzia\u0142a w FP16 lub BF16 i mie\u015bci si\u0119 w pami\u0119ci karty, karty GPU wszystkich trzech generacji (Ampere, Ada Lovelace, Blackwell) przyspieszaj\u0105 go sprz\u0119towo. Najwi\u0119ksz\u0105 r\u00f3\u017cnic\u0119 wida\u0107 przy modelach kwantyzowanych do FP8 lub FP4 oraz przy modelach wymagaj\u0105cych du\u017cej pami\u0119ci.","inLanguage":"cs"},"inLanguage":"cs"},{"@type":"Question","@id":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159383","position":2,"url":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159383","name":"Czym r\u00f3\u017cni\u0105 si\u0119 RTX A6000, RTX 6000 Ada i RTX PRO 6000 Blackwell?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"To karty GPU tej samej klasy z trzech kolejnych generacji. RTX A6000 (Ampere) i RTX 6000 Ada maj\u0105 po 48 GB pami\u0119ci GDDR6 i pob\u00f3r mocy 300 W. RTX PRO 6000 Blackwell ma 96 GB pami\u0119ci GDDR7 o przepustowo\u015bci 1792 GB\/s i jako jedyna z nich obs\u0142uguje FP4.","inLanguage":"cs"},"inLanguage":"cs"},{"@type":"Question","@id":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159384","position":3,"url":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159384","name":"Czy karta GPU generacji Ampere nadaje si\u0119 do pracy z AI?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Tak. Karty GPU generacji Ampere przyspieszaj\u0105 obliczenia w formatach TF32, BF16 i FP16, stosowanych przy trenowaniu i inferencji wielu modeli. Nie przyspieszaj\u0105 sprz\u0119towo formatu FP8, kt\u00f3ry obs\u0142uguj\u0105 generacje Ada Lovelace i Blackwell.","inLanguage":"cs"},"inLanguage":"cs"},{"@type":"Question","@id":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159385","position":4,"url":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159385","name":"Czym jest precyzja oblicze\u0144 w karcie GPU?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Precyzja to format, w jakim zapisywane s\u0105 liczby modelu, np. FP16, FP8 czy FP4. Im mniej bit\u00f3w, tym mniej pami\u0119ci zajmuje model i tym szybciej dzia\u0142a. Jako\u015b\u0107 wynik\u00f3w przy ni\u017cszej precyzji zale\u017cy od zastosowanej metody kwantyzacji.","inLanguage":"cs"},"inLanguage":"cs"},{"@type":"Question","@id":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159386","position":5,"url":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159386","name":"Co oznacza obs\u0142uga FP4 w generacji Blackwell?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"FP4 to 4-bitowy format liczb, w kt\u00f3rym model zajmuje mniej ni\u017c po\u0142ow\u0119 pami\u0119ci potrzebnej w FP16. Rdzenie Tensor pi\u0105tej generacji przetwarzaj\u0105 FP4 z dwukrotnie wy\u017csz\u0105 przepustowo\u015bci\u0105 ni\u017c FP8. Pozwala to uruchomi\u0107 wi\u0119kszy model na jednej karcie GPU lub przyspieszy\u0107 inferencj\u0119.","inLanguage":"cs"},"inLanguage":"cs"},{"@type":"Question","@id":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159387","position":6,"url":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159387","name":"Jak rozpozna\u0107 generacj\u0119 karty GPU po nazwie modelu?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Karty do stacji roboczych oznaczone jako RTX A nale\u017c\u0105 do generacji Ampere, karty z dopiskiem Ada \u2013 do Ada Lovelace, a seria RTX PRO z dopiskiem Blackwell \u2013 do generacji Blackwell. W akceleratorach serwerowych litera na pocz\u0105tku nazwy wskazuje generacj\u0119: A \u2013 Ampere, L \u2013 Ada Lovelace.","inLanguage":"cs"},"inLanguage":"cs"},{"@type":"Question","@id":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159388","position":7,"url":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159388","name":"Czym r\u00f3\u017cni si\u0119 RTX PRO 6000 Blackwell Workstation Edition od Max-Q i Server Edition?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Wszystkie trzy edycje maj\u0105 ten sam uk\u0142ad i 96 GB pami\u0119ci GDDR7. Workstation Edition pracuje z poborem mocy do 600 W i ch\u0142odzeniem aktywnym, Max-Q z poborem mocy 300 W i ch\u0142odzeniem aktywnym, a Server Edition z ch\u0142odzeniem pasywnym, przeznaczonym do serwer\u00f3w z wymuszonym obiegiem powietrza.","inLanguage":"cs"},"inLanguage":"cs"},{"@type":"Question","@id":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159389","position":8,"url":"https:\/\/www.senetic.cz\/blog\/1601,generace-gpu-karet-pro-ai\/#faq-question-17621793875159389","name":"Czy jedn\u0105 kart\u0119 GPU mo\u017cna podzieli\u0107 mi\u0119dzy kilku u\u017cytkownik\u00f3w?","answerCount":1,"acceptedAnswer":{"@type":"Answer","text":"Tak, je\u015bli karta obs\u0142uguje technologi\u0119 MIG (Multi-Instance GPU). RTX PRO 6000 Blackwell mo\u017cna podzieli\u0107 na maksymalnie cztery odizolowane instancje po 24 GB, z kt\u00f3rych ka\u017cda ma w\u0142asn\u0105 pami\u0119\u0107 i rdzenie obliczeniowe.","inLanguage":"cs"},"inLanguage":"cs"}]}},"_links":{"self":[{"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/posts\/1601","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/comments?post=1601"}],"version-history":[{"count":2,"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/posts\/1601\/revisions"}],"predecessor-version":[{"id":1603,"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/posts\/1601\/revisions\/1603"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/media\/1600"}],"wp:attachment":[{"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/media?parent=1601"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/categories?post=1601"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.senetic.cz\/blog\/wp-json\/wp\/v2\/tags?post=1601"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}