{"id":8608,"date":"2025-04-27T06:35:00","date_gmt":"2025-04-27T06:35:00","guid":{"rendered":"https:\/\/undetectable.ai/blog\/?p=8608"},"modified":"2025-06-09T11:13:17","modified_gmt":"2025-06-09T11:13:17","slug":"kolik-energie-spotrebuje-chatgpt","status":"publish","type":"post","link":"https:\/\/undetectable.ai/blog\/cs\/kolik-energie-spotrebuje-chatgpt\/","title":{"rendered":"Kolik energie spot\u0159ebuje ChatGPT?"},"content":{"rendered":"<p>Pokud budete na internetu hledat odpov\u011bdi na ot\u00e1zku, kolik energie spot\u0159ebuje ChatGPT, pravd\u011bpodobn\u011b najdete n\u011bco podobn\u00e9ho:<\/p>\n\n\n\n<p>\"ChatGPT spot\u0159ebuje desetkr\u00e1t v\u00edce elekt\u0159iny ne\u017e vyhled\u00e1v\u00e1n\u00ed na Googlu.\"<\/p>\n\n\n\n<p>Pokud sledujete stopu, vede toto tvrzen\u00ed k <a href=\"https:\/\/iea.blob.core.windows.net\/assets\/6b2fd954-2017-408e-bf08-952fdd62118a\/Electricity2024-Analysisandforecastto2026.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">170str\u00e1nkov\u00e1 zpr\u00e1va IEA<\/a>, kter\u00fd odkazuje na \u010dl\u00e1nek cituj\u00edc\u00ed pravd\u011bpodobn\u00fd odhad p\u0159edsedy p\u0159edstavenstva spole\u010dnosti Alphabet... na z\u00e1klad\u011b \u00fadaj\u016f z roku 2009. A j\u00e9je!<\/p>\n\n\n\n<p>Ve skute\u010dnosti jsou nov\u011bj\u0161\u00ed vyhled\u00e1vac\u00ed operace spole\u010dnosti Google asi 10x efektivn\u011bj\u0161\u00ed ne\u017e v roce 2009 a skute\u010dn\u00e1 spot\u0159eba energie na jeden po\u017eadavek je dnes mnohem ni\u017e\u0161\u00ed, ne\u017e nazna\u010dovaly prvn\u00ed popla\u0161n\u00e9 zpr\u00e1vy.<\/p>\n\n\n\n<p>Nov\u011bj\u0161\u00ed modely, jako je GPT-4o, dos\u00e1hly v\u00fdznamn\u00e9ho pokroku v \u00fa\u010dinnosti, co\u017e znamen\u00e1, \u017ee uv\u00e1d\u011bn\u00e1 \u010d\u00edsla jsou zastaral\u00e1 a up\u0159\u00edmn\u011b \u0159e\u010deno trochu zav\u00e1d\u011bj\u00edc\u00ed.<\/p>\n\n\n\n<p>Jak\u00fd je tedy skute\u010dn\u00fd obraz? P\u0159esn\u011b do toho se zde pono\u0159\u00edme.<\/p>\n\n\n\n<p>Odnesete si n\u00e1sleduj\u00edc\u00ed:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Co se skr\u00fdv\u00e1 pod kapotou aplikace ChatGPT?<\/li>\n\n\n\n<li>Kolik energie spot\u0159ebuje jedno vyhled\u00e1v\u00e1n\u00ed ChatGPT?<\/li>\n\n\n\n<li>Kolik energie spot\u0159ebuje ve srovn\u00e1n\u00ed s vyhled\u00e1va\u010dem Google a dal\u0161\u00edmi modely um\u011bl\u00e9 inteligence?<\/li>\n\n\n\n<li>Co d\u011bl\u00e1 OpenAI pro sn\u00ed\u017een\u00ed sv\u00e9ho dopadu?<\/li>\n\n\n\n<li>Jak\u00e9 kroky m\u016f\u017eete jako u\u017eivatel\u00e9 podniknout, abyste um\u011blou inteligenci pou\u017e\u00edvali zodpov\u011bdn\u011bji?<\/li>\n<\/ul>\n\n\n\n<p>Pus\u0165me se do toho.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Co je to ChatGPT?<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"585\" src=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/robot-human-hands-interacting-1-1024x585.jpg\" alt=\"\" class=\"wp-image-8617\" title=\"\" srcset=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/robot-human-hands-interacting-1-1024x585.jpg 1024w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/robot-human-hands-interacting-1-300x171.jpg 300w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/robot-human-hands-interacting-1-768x439.jpg 768w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/robot-human-hands-interacting-1-1536x878.jpg 1536w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/robot-human-hands-interacting-1-scaled.jpg 1792w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/robot-human-hands-interacting-1-18x10.jpg 18w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>Mark Russinovich, technick\u00fd \u0159editel Microsoft Azure, n\u00e1s nechal nahl\u00e9dnout za oponu <a href=\"https:\/\/www.youtube.com\/watch?v=Rk3nTUfRZmo\" target=\"_blank\" rel=\"noreferrer noopener\">v podcastu<\/a> \u017ee <a href=\"https:\/\/techcommunity.microsoft.com\/blog\/microsoftmechanicsblog\/what-runs-chatgpt-inside-microsofts-ai-supercomputer--featuring-mark-russinovich\/3830281\" target=\"_blank\" rel=\"noreferrer noopener\">Spole\u010dnost Microsoft zve\u0159ejnila v roce 2023<\/a>.&nbsp;<\/p>\n\n\n\n<p>Podle n\u011bj Microsoft vybudoval infrastrukturu schopnou tr\u00e9novat modely se stovkami miliard parametr\u016f.&nbsp;<\/p>\n\n\n\n<p>Nap\u0159\u00edklad GPT-3 m\u011bl 175 miliard parametr\u016f, co\u017e u\u017e zn\u00ed jako p\u0159\u00edli\u0161 mnoho, dokud neusly\u0161\u00edte, \u017ee model Megatron-Turing od Microsoftu m\u011bl 530 miliard.<\/p>\n\n\n\n<p>P\u016fvodn\u00ed superpo\u010d\u00edta\u010d OpenAI 2020 m\u011bl z hlediska hardwaru v\u00edce ne\u017e 285 000 jader CPU p\u0159ipojen\u00fdch p\u0159es InfiniBand od spole\u010dnosti AMD a 10 000 grafick\u00fdch procesor\u016f NVIDIA V100 Tensor Core.&nbsp;<\/p>\n\n\n\n<p>Nov\u00e1 \u0159ada virtu\u00e1ln\u00edch po\u010d\u00edta\u010d\u016f H100 sdru\u017euje a\u017e osm grafick\u00fdch procesor\u016f NVIDIA H100 Tensor Core na virtu\u00e1ln\u00ed po\u010d\u00edta\u010d a \u0161k\u00e1luje se a\u017e na tis\u00edce, stejn\u011b jako vysoce v\u00fdkonn\u00e1 infrastruktura pou\u017e\u00edvan\u00e1 v po\u010d\u00edta\u010d\u00edch. <a href=\"https:\/\/www.namehero.com\/minecraft-server-hosting\" data-type=\"link\" data-id=\"https:\/\/www.namehero.com\/minecraft-server-hosting\" target=\"_blank\" rel=\"noopener\">hostov\u00e1n\u00ed server\u016f Minecraft<\/a> poskytovat slu\u017eby s n\u00edzkou latenc\u00ed a vysokou dobou provozu.<\/p>\n\n\n\n<p>Pokud v\u00e1s zaj\u00edm\u00e1, co v\u0161echno poh\u00e1n\u00ed ChatGPT, odpov\u011b\u010f je v podstat\u011b n\u00e1sleduj\u00edc\u00ed: v\u0161echno. <\/p>\n\n\n\n<p>V\u0161echna j\u00e1dra, v\u0161echny grafick\u00e9 procesory, ve\u0161ker\u00e1 s\u00ed\u0165ov\u00e1 propustnost, kterou byste si kdy mohli vysn\u00edt.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Odhadovan\u00e1 spot\u0159eba energie za\u0159\u00edzen\u00ed ChatGPT<\/h3>\n\n\n\n<p>Nyn\u00ed se zam\u011b\u0159\u00edme na skute\u010dnou ot\u00e1zku: kolik energie spot\u0159ebuje ChatGPT na jednu ot\u00e1zku?&nbsp;<\/p>\n\n\n\n<p>Mo\u017en\u00e1 byste \u010dekali, \u017ee bude apokalyptick\u00fd, \u017ee s ka\u017ed\u00fdm zadan\u00fdm pokynem roztaj\u00ed ledovce.&nbsp;<\/p>\n\n\n\n<p>Podle posledn\u00edch odhad\u016f v\u0161ak typick\u00fd dotaz ChatGPT na GPT-4o spot\u0159ebuje p\u0159ibli\u017en\u011b 0,3 watthodiny (Wh).&nbsp;<\/p>\n\n\n\n<p>To je asi desetkr\u00e1t m\u00e9n\u011b ne\u017e star\u0161\u00ed (a pravd\u011bpodobn\u011b nep\u0159esn\u00e9) odhady z po\u010d\u00e1tku roku 2023, kter\u00e9 uv\u00e1d\u011bly 3 watthodiny.&nbsp;<\/p>\n\n\n\n<p>Skok v efektivit\u011b je d\u016fsledkem lep\u0161\u00edch model\u016f, ost\u0159ej\u0161\u00edho hardwaru a zji\u0161t\u011bn\u00ed, \u017ee star\u0161\u00ed odhady byly p\u0159\u00edli\u0161 pesimistick\u00e9 ohledn\u011b po\u010dtu \u017eeton\u016f.<\/p>\n\n\n\n<p>Pro p\u0159edstavu, 0,3 watthodiny je m\u00e9n\u011b energie, ne\u017e kolik spot\u0159ebuje v\u00e1\u0161 notebook p\u0159i oh\u0159\u00edv\u00e1n\u00ed k\u00e1vy.&nbsp;<\/p>\n\n\n\n<p>I kdy\u017e cel\u00fd den zad\u00e1v\u00e1te n\u00e1ro\u010dn\u00e9 dotazy, \u010d\u00edsla o spot\u0159eb\u011b energie za den jsou v porovn\u00e1n\u00ed nap\u0159\u00edklad se spu\u0161t\u011bn\u00edm klimatizace nebo hern\u00edho po\u010d\u00edta\u010de st\u00e1le docela n\u00edzk\u00e1. Ale to je jen va\u0161e spot\u0159eba.<\/p>\n\n\n\n<p>U\u017eivatelsk\u00e1 z\u00e1kladna OpenAI \u010dinila v \u00fanoru v\u00edce ne\u017e 400 milion\u016f u\u017eivatel\u016f t\u00fddn\u011b. <a href=\"https:\/\/www.reuters.com\/technology\/artificial-intelligence\/openais-weekly-active-users-surpass-400-million-2025-02-20\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noreferrer noopener\">Mluv\u010d\u00ed spole\u010dnosti OpenAI \u0159ekl agentu\u0159e Reuters<\/a>. Tak\u017ee to bude hodn\u011b watthodin, i kdy\u017e budete efektivn\u00ed.<\/p>\n\n\n\n<p>Je d\u016fle\u017eit\u00e9 si uv\u011bdomit, \u017ee \u00fadaj 0,3 watthodiny je st\u00e1le pon\u011bkud opatrn\u00fd.&nbsp;<\/p>\n\n\n\n<p>Mnoh\u00e9 ka\u017edodenn\u00ed dotazy jsou pravd\u011bpodobn\u011b levn\u011bj\u0161\u00ed ne\u017e tato \u010d\u00e1stka.<\/p>\n\n\n\n<p>Dotazy, kter\u00e9 zahrnuj\u00ed obrovsk\u00e9 mno\u017estv\u00ed vstup\u016f, rozs\u00e1hl\u00e9 v\u00fdstupy nebo n\u00e1ro\u010dn\u00e9 argumenta\u010dn\u00ed modely, v\u0161ak mohou spot\u0159ebu je\u0161t\u011b v\u00fdrazn\u011b zv\u00fd\u0161it.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Spot\u0159eba energie: GPT-4 vs GPT-3.5<\/h2>\n\n\n\n<p>P\u0159esto\u017ee byla verze GPT-3.5 ukon\u010dena, jej\u00ed odkaz st\u00e1le p\u0159etrv\u00e1v\u00e1, zejm\u00e9na pokud se bav\u00edme o tom, kolik energie spot\u0159ebov\u00e1v\u00e1 ChatGPT v r\u016fzn\u00fdch verz\u00edch.<\/p>\n\n\n\n<p>Zde jsou \u00fadaje o spot\u0159eb\u011b energie v porovn\u00e1n\u00ed se syst\u00e9mem GPT-4.<\/p>\n\n\n\n<p>U modelu typu GPT-3 s p\u0159ibli\u017en\u011b 175 miliardami parametr\u016f byly emise ji\u017e tak vysok\u00e9, ale p\u0159echod na model typu GPT-4 s t\u011b\u017e\u0161\u00ed architekturou by mohl zv\u00fd\u0161it emise p\u0159ibli\u017en\u011b 200kr\u00e1t.&nbsp;<\/p>\n\n\n\n<p><a href=\"https:\/\/www.latent.space\/p\/geohot\" target=\"_blank\" rel=\"noreferrer noopener\">Podle George Hotze<\/a>, GPT-4 je osm instanc\u00ed modelu GPT-3 s parametry 220B se\u0161it\u00fdch dohromady.&nbsp;<\/p>\n\n\n\n<p>D\u016fle\u017eit\u00e9 v\u0161ak je, \u017ee pouze dva z t\u011bchto model\u016f jsou skute\u010dn\u011b sm\u011brov\u00e1ny b\u011bhem inference, co\u017e znamen\u00e1, \u017ee skute\u010dn\u00e1 akce prob\u00edh\u00e1 s p\u0159ibli\u017en\u011b 280B efektivn\u00edch parametr\u016f, jakmile zapo\u010d\u00edt\u00e1te ur\u010dit\u00e9 sd\u00edlen\u00ed parametr\u016f (~55B pro mechanismy pozornosti).<\/p>\n\n\n\n<p>Porovnejte to s konfigurac\u00ed 175B v GPT-3.5 a pochop\u00edte, pro\u010d jsou n\u00e1klady na odvozov\u00e1n\u00ed v GPT-4 a\u017e t\u0159ikr\u00e1t vy\u0161\u0161\u00ed.&nbsp;<\/p>\n\n\n\n<p>N\u00e1r\u016fst spot\u0159eby energie p\u0159evy\u0161uje pouh\u00fd n\u00e1r\u016fst po\u010dtu parametr\u016f, kter\u00fd by m\u011bl nazna\u010dovat pouze 1,6n\u00e1sobn\u00fd n\u00e1r\u016fst.&nbsp;<\/p>\n\n\n\n<p>Ale to se nestalo, proto\u017ee dotazy GPT-4 jsou prost\u011b mnohem dra\u017e\u0161\u00ed.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Uhl\u00edkov\u00e1 stopa model\u016f um\u011bl\u00e9 inteligence<\/h3>\n\n\n\n<p>Provozov\u00e1n\u00ed velk\u00fdch model\u016f um\u011bl\u00e9 inteligence nen\u00ed levn\u00e9 ani pro planetu, ani pro \u00fa\u010det za elekt\u0159inu. <\/p>\n\n\n\n<p>Tyto modely vy\u017eaduj\u00ed velkou v\u00fdpo\u010detn\u00ed s\u00edlu, co\u017e znamen\u00e1 hodn\u011b elekt\u0159iny a v mnoha p\u0159\u00edpadech i hodn\u011b emis\u00ed.<\/p>\n\n\n\n<p>Nap\u0159\u00edklad GPT-3 \u00fadajn\u011b pot\u0159ebovala k v\u00fdcviku p\u0159ibli\u017en\u011b 1 287 MWh elekt\u0159iny, <a href=\"https:\/\/towardsdatascience.com\/the-carbon-footprint-of-chatgpt-66932314627d\/\" target=\"_blank\" rel=\"noreferrer noopener\">produkuje v\u00edce ne\u017e 50 liber CO2<\/a>. <\/p>\n\n\n\n<p>Nov\u011bj\u0161\u00ed modely, jako je GPT-4o, jsou je\u0161t\u011b v\u011bt\u0161\u00ed, ale spole\u010dnost OpenAI nezve\u0159ejnila jejich p\u0159esn\u00e9 rozm\u011bry.<\/p>\n\n\n\n<p>Krom\u011b ChatGPT od OpenAI m\u00e1te k dispozici asistenta AI od spole\u010dnosti Meta, kter\u00fd pravd\u011bpodobn\u011b b\u011b\u017e\u00ed na modelech Llama 3.2 (parametry 11B nebo 90B). <\/p>\n\n\n\n<p>P\u0159esn\u00e9 \u00fadaje o emis\u00edch CO2 op\u011bt nejsou k dispozici.<\/p>\n\n\n\n<p>Sonet Claude 3.5 spole\u010dnosti Anthropic je mnohem t\u011b\u017e\u0161\u00ed, jeho hmotnost se odhaduje na p\u0159ibli\u017en\u011b 400 miliard parametr\u016f, ani\u017e by byla zve\u0159ejn\u011bna jeho p\u0159esn\u00e1 uhl\u00edkov\u00e1 stopa.<\/p>\n\n\n\n<p>A Gemini od Googlu? Poh\u00e1n\u011bn variantami \"Flash\" a \"Pro\", a\u010dkoli Google nezve\u0159ejnil p\u0159esn\u00e9 po\u010dty parametr\u016f. <\/p>\n\n\n\n<p>P\u0159esto m\u016f\u017eeme usuzovat, \u017ee jsou na stejn\u00e9 \u00farovni jako GPT-4o nebo jeho mini varianty.<\/p>\n\n\n\n<p>A kdy\u017e u\u017e mluv\u00edme o zjednodu\u0161en\u00fdch modelech, DeepSeek-V3 je zde s pouh\u00fdmi 37 miliardami aktivn\u00edch parametr\u016f (z celkov\u00fdch 671B).&nbsp;<\/p>\n\n\n\n<p>Jej\u00ed varianta R1 vykazuje vysok\u00fd v\u00fdkon a z\u00e1rove\u0148 \u010derp\u00e1 energii jemn\u011bji na jeden \u017eeton ne\u017e GPT-4o.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Jak si ChatGPT vede v porovn\u00e1n\u00ed s ostatn\u00edmi n\u00e1stroji?<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"683\" height=\"1024\" src=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/Chatgpt-comparison-683x1024.jpg\" alt=\"\" class=\"wp-image-8615\" title=\"\" srcset=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/Chatgpt-comparison-683x1024.jpg 683w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/Chatgpt-comparison-200x300.jpg 200w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/Chatgpt-comparison-768x1152.jpg 768w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/Chatgpt-comparison-8x12.jpg 8w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/Chatgpt-comparison.jpg 1024w\" sizes=\"auto, (max-width: 683px) 100vw, 683px\" \/><\/figure><\/div>\n\n\n<p>V tuto chv\u00edli byste m\u011bli v\u011bd\u011bt, \u017ee spot\u0159eba energie ChatGPT z\u00e1vis\u00ed na verzi, se kterou komunikujete, na d\u00e9lce v\u00fdzev a na mechanice pod kapotou.&nbsp;<\/p>\n\n\n\n<p>V porovn\u00e1n\u00ed s v\u011bt\u0161\u00edm mno\u017estv\u00edm n\u00e1stroj\u016f um\u011bl\u00e9 inteligence je ChatGPT z hlediska energetick\u00e9 n\u00e1ro\u010dnosti p\u0159ibli\u017en\u011b pr\u016fm\u011brn\u00fd, zejm\u00e9na u \u0161pi\u010dkov\u00fdch model\u016f.&nbsp;<\/p>\n\n\n\n<p>Ale pokud jde o samotn\u00fd pod\u00edl na trhu a frekvenci pou\u017e\u00edv\u00e1n\u00ed, i \"pr\u016fm\u011br\" znamen\u00e1 obrovskou energetickou stopu v m\u011b\u0159\u00edtku.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Spot\u0159eba energie vs. vyhled\u00e1v\u00e1n\u00ed Google<\/h3>\n\n\n\n<p>V roce 2009, <a href=\"https:\/\/googleblog.blogspot.com\/2009\/01\/powering-google-search.html\" target=\"_blank\" rel=\"noreferrer noopener\">Google odhaduje<\/a> energetick\u00e9 n\u00e1klady na jeden vyhled\u00e1vac\u00ed dotaz 0,3 Wh.<\/p>\n\n\n\n<p>Kdy\u017e se posuneme do roku 2024, je tento odhad ji\u017e prachmizern\u00fd.<\/p>\n\n\n\n<p>Uk\u00e1zalo se, \u017ee dne\u0161n\u00ed vyhled\u00e1v\u00e1n\u00ed na Googlu ve skute\u010dnosti spot\u0159ebov\u00e1v\u00e1 asi 10x m\u00e9n\u011b energie ne\u017e tyto prvn\u00ed odhady.&nbsp;<\/p>\n\n\n\n<p>P\u0159itom d\u0159\u00edv\u011bj\u0161\u00ed odhady spot\u0159eby energie pro pr\u016fm\u011brn\u00fd po\u017eadavek LLM v\u010detn\u011b ChatGPT byly tak\u00e9 asi 10x vy\u0161\u0161\u00ed (2,9 Wh).<\/p>\n\n\n\n<p>S nejnov\u011bj\u0161\u00edm v\u00fdzkumem, kter\u00fd klade d\u016fraz na <a href=\"https:\/\/limited.systems\/articles\/google-search-vs-chatgpt-emissions\/\" target=\"_blank\" rel=\"noreferrer noopener\">spot\u0159eba energie spole\u010dnosti Google 0,04 Wh<\/a> a ChatGPT na 0,3 Wh, tyto dv\u011b chyby se navz\u00e1jem vyru\u0161\u00ed, co\u017e znamen\u00e1, \u017ee star\u00e9 \"LLM spot\u0159ebuj\u00ed asi 10x v\u00edce energie na dotaz ne\u017e Google Search\" st\u00e1le plat\u00ed... ale jen proto, \u017ee se v\u0161ichni m\u00fdlili spr\u00e1vn\u00fdm zp\u016fsobem.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Co d\u011bl\u00e1 OpenAI pro sn\u00ed\u017een\u00ed dopadu?<\/h2>\n\n\n\n<p>Spole\u010dnost OpenAI si je pln\u011b v\u011bdoma toho, \u017ee tr\u00e9nov\u00e1n\u00ed a spou\u0161t\u011bn\u00ed model\u016f, jako je ChatGPT, spot\u0159ebov\u00e1v\u00e1 energii v\u00fdrazn\u011b rychleji.&nbsp;<\/p>\n\n\n\n<p>To n\u00e1s p\u0159iv\u00e1d\u00ed k ot\u00e1zce: co se s t\u00edm d\u011bl\u00e1?<\/p>\n\n\n\n<p>Za prv\u00e9, OpenAI prosazuje zv\u00fd\u0161en\u00ed efektivity.&nbsp;<\/p>\n\n\n\n<p>Postupem \u010dasu se nov\u011bj\u0161\u00ed modely, jako je GPT-4o a nyn\u00ed i GPT-4o. <a href=\"https:\/\/openai.com\/index\/gpt-4-1\/\" target=\"_blank\" rel=\"noreferrer noopener\">GPT-4.1<\/a>, byly speci\u00e1ln\u011b optimalizov\u00e1ny pro v\u00fdrazn\u011b ni\u017e\u0161\u00ed spot\u0159ebu energie p\u0159i odvozov\u00e1n\u00ed.&nbsp;<\/p>\n\n\n\n<p>Pokroky v architektu\u0159e model\u016f, zpracov\u00e1n\u00ed token\u016f a vylep\u0161en\u00ed hardwaru na \u00farovni serveru znamenaj\u00ed, \u017ee dnes je spot\u0159eba energie na dotaz ChatGPT ji\u017e mnohem ni\u017e\u0161\u00ed, ne\u017e by byla pro stejnou \u00falohu je\u0161t\u011b p\u0159ed rokem.<\/p>\n\n\n\n<p>OpenAI tak\u00e9 spolupracuje se slu\u017ebou Microsoft Azure a <a href=\"https:\/\/datacenters.microsoft.com\/globe\/powering-sustainable-transformation\/\" target=\"_blank\" rel=\"noreferrer noopener\">Spole\u010dnost Azure se zav\u00e1zala provozovat sv\u00e1 datov\u00e1 centra na 100% obnoviteln\u00e9 energie do roku 2025.<\/a>.&nbsp;<\/p>\n\n\n\n<p>To je d\u016fle\u017eit\u00e9, proto\u017ee kdy\u017e zad\u00e1v\u00e1te dotazy na ChatGPT, pingujete na superpo\u010d\u00edta\u010de Azure, o kter\u00fdch jsme mluvili d\u0159\u00edve.&nbsp;<\/p>\n\n\n\n<p>P\u0159echod od fosiln\u00edch paliv k obnoviteln\u00fdm zdroj\u016fm energie sice p\u0159\u00edmo nesni\u017euje p\u0159\u00edkon dotazu, ale radik\u00e1ln\u011b sni\u017euje uhl\u00edkovou stopu, kter\u00e1 je s n\u00edm spojena.<\/p>\n\n\n\n<p>Krom\u011b infrastruktury se d\u011bj\u00ed i dal\u0161\u00ed v\u011bci, kter\u00e9 se t\u00fdkaj\u00ed budoucnosti. OpenAI aktivn\u011b zkoum\u00e1 zp\u016fsoby, jak zmen\u0161it modely, ani\u017e by to bylo na \u00fakor v\u00fdkonu. <\/p>\n\n\n\n<p>Komprese model\u016f, destilace a inteligentn\u011bj\u0161\u00ed sm\u011brov\u00e1n\u00ed (nap\u0159\u00edklad dynamick\u00e9 zpracov\u00e1n\u00ed token\u016f) jsou v kruz\u00edch zab\u00fdvaj\u00edc\u00edch se efektivitou um\u011bl\u00e9 inteligence velmi \u017eiv\u00e1 t\u00e9mata.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Co m\u016f\u017eete d\u011blat jako u\u017eivatel?<\/h2>\n\n\n\n<p>Zat\u00edmco OpenAI zvl\u00e1d\u00e1 velk\u00e9 struktur\u00e1ln\u00ed zm\u011bny, u\u017eivatel\u00e9 st\u00e1le hraj\u00ed roli p\u0159i minimalizaci odpadu a zodpov\u011bdn\u00e9m pou\u017e\u00edv\u00e1n\u00ed ChatGPT.&nbsp;<\/p>\n\n\n\n<p>Zde je n\u00e1vod, co m\u016f\u017eete ud\u011blat:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Bu\u010fte stru\u010dn\u00ed:<\/strong> Podn\u011bty formulujte jasn\u011b a pevn\u011b. Ka\u017ed\u00fd zpracovan\u00fd \u017eeton nav\u00edc stoj\u00ed trochu energie.<\/li>\n\n\n\n<li><strong>Vyhn\u011bte se spamov\u00fdm v\u00fdzv\u00e1m:<\/strong> Odolejte poku\u0161en\u00ed p\u0159edlo\u017eit 15 m\u00edrn\u011b p\u0159eformulovan\u00fdch verz\u00ed t\u00e9\u017ee ot\u00e1zky.<\/li>\n\n\n\n<li><strong>Pou\u017e\u00edvejte vhodn\u00e9 modely:<\/strong> Pokud je to mo\u017en\u00e9, vyb\u00edrejte leh\u010d\u00ed a levn\u011bj\u0161\u00ed modely (nap\u0159. GPT-4o-mini, pokud jsou v nab\u00eddce) pro p\u0159\u00edle\u017eitostn\u00e9 nebo nen\u00e1ro\u010dn\u00e9 \u00fakoly.<\/li>\n\n\n\n<li><strong>D\u00e1vejte sv\u00e9 po\u017eadavky do d\u00e1vek:<\/strong> M\u00edsto n\u011bkolika rozt\u0159\u00ed\u0161t\u011bn\u00fdch ot\u00e1zek je sjedno\u0165te do jedin\u00e9 promy\u0161len\u00e9 v\u00fdzvy.<\/li>\n<\/ul>\n\n\n\n<p>Pokud chcete omezit nekone\u010dn\u00e9 opakovan\u00e9 kop\u00edrov\u00e1n\u00ed a generov\u00e1n\u00ed, je rozumn\u00e9 pou\u017e\u00edvat specializovan\u00e9 n\u00e1stroje, kter\u00e9 generuj\u00ed \u010dist\u0161\u00ed obsah p\u0159ipraven\u00fd k publikov\u00e1n\u00ed ji\u017e od prvn\u00edch pokus\u016f.<\/p>\n\n\n\n<p>Zde je <a href=\"https:\/\/undetectable.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">Nezjistiteln\u00e1 AI<\/a> n\u00e1stroje jako nap\u0159. <a href=\"https:\/\/undetectable.ai\/ai-stealth-writer\" target=\"_blank\" rel=\"noreferrer noopener\">Stealth Writer<\/a> nebo <a href=\"https:\/\/undetectable.ai\/paraphrasing-tool\" target=\"_blank\" rel=\"noreferrer noopener\">Parafr\u00e1ze<\/a> p\u0159ij\u00edt.&nbsp;<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"815\" height=\"432\" src=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Stealth-Writer.jpg\" alt=\"Nezjistiteln\u00fd Stealth Writer poh\u00e1n\u011bn\u00fd um\u011blou inteligenc\u00ed\" class=\"wp-image-7574\" title=\"\" srcset=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Stealth-Writer.jpg 815w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Stealth-Writer-300x159.jpg 300w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Stealth-Writer-768x407.jpg 768w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-Stealth-Writer-18x10.jpg 18w\" sizes=\"auto, (max-width: 815px) 100vw, 815px\" \/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"369\" src=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-paraphrasing-tool-1-1024x369.jpg\" alt=\"Sn\u00edmek obrazovky n\u00e1stroje Undetectable AI pro parafr\u00e1zov\u00e1n\u00ed\" class=\"wp-image-8125\" title=\"\" srcset=\"https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-paraphrasing-tool-1-1024x369.jpg 1024w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-paraphrasing-tool-1-300x108.jpg 300w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-paraphrasing-tool-1-768x277.jpg 768w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-paraphrasing-tool-1-1536x554.jpg 1536w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-paraphrasing-tool-1-18x6.jpg 18w, https:\/\/undetectable.ai/blog\/wp-content\/uploads\/2025\/04\/AI-paraphrasing-tool-1.jpg 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n<p>Nam\u00edsto toho, abyste se na ChatGPT do\u017eadovali dokonal\u00e9 verze sv\u00e9ho textu prost\u0159ednictv\u00edm n\u011bkolika \u00faprav a opakovan\u00fdch pokus\u016f (z nich\u017e ka\u017ed\u00fd stoj\u00ed v\u00edce energie), m\u016f\u017eete jednodu\u0161e pou\u017e\u00edt na\u0161e specializovan\u00e9 n\u00e1stroje vytvo\u0159en\u00e9 pro p\u0159esnost.&nbsp;<\/p>\n\n\n\n<p>N\u00e1stroje ur\u010den\u00e9 pro konkr\u00e9tn\u00ed \u010dinnosti jsou obecn\u011b efektivn\u011bj\u0161\u00ed a v\u0161echny na\u0161e n\u00e1stroje do tohoto modelu chytr\u00e9ho a energeticky \u0161etrn\u00e9ho pou\u017e\u00edv\u00e1n\u00ed p\u0159esn\u011b zapadaj\u00ed.&nbsp;<\/p>\n\n\n\n<p>Jin\u00fdmi slovy, \u010dist\u0161\u00ed v\u00fdstup p\u0159i men\u0161\u00edm po\u010dtu pokus\u016f = m\u00e9n\u011b sp\u00e1len\u00e9 energie = spokojen\u011bj\u0161\u00ed servery = zachra\u0148ujete sv\u011bt, jeden ostr\u00fd odstavec po druh\u00e9m.<\/p>\n\n\n\n<p>Jste p\u0159ipraveni vid\u011bt rozd\u00edl? Spus\u0165te n\u00e1\u0161 detektor um\u011bl\u00e9 inteligence a humaniz\u00e9r ve widgetu n\u00ed\u017ee!<\/p>\n\n\n\n<div id=\"uai-widget\" data-affiliate-link=\"https:\/\/undetectable.ai\/?_by=hi4km\"><script>var js = document.createElement(\"script\");js.async = true;js.src = \"https:\/\/widget.undetectable.ai\/js\/widget-loader.js?t=\"+Date.now();document.getElementsByTagName(\"head\")[0].appendChild(js);<\/script><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u010casto kladen\u00e9 ot\u00e1zky: ChatGPT a spot\u0159eba energie<\/h2>\n\n\n<div id=\"rank-math-faq\" class=\"rank-math-block\">\n<div class=\"rank-math-list\">\n<div id=\"faq-question-1746167873291\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question\">Kolik energie spot\u0159ebuje jeden po\u017eadavek ChatGPT?<\/h3>\n<div class=\"rank-math-answer\">\n\n<p>Typick\u00fd dotaz ChatGPT, zejm\u00e9na p\u0159i pou\u017eit\u00ed GPT-4o, spot\u0159ebuje p\u0159ibli\u017en\u011b 0,3 watthodiny. <\/p>\n<p>Vych\u00e1z\u00ed z nov\u011bj\u0161\u00edch a p\u0159esn\u011bj\u0161\u00edch odhad\u016f, kter\u00e9 odr\u00e1\u017eej\u00ed zlep\u0161en\u00ed \u00fa\u010dinnosti hardwaru a architektury modelu.\u00a0<\/p>\n<p>D\u0159\u00edv\u011bj\u0161\u00ed odhady se pohybovaly kolem 3 watthodin na dotaz, ale tyto \u00fadaje vych\u00e1zely ze star\u0161\u00edch technologi\u00ed a p\u0159edpoklad\u016f. <\/p>\n<p>Kolik energie spot\u0159ebuje jeden po\u017eadavek ChatGPT, je dnes mnohem ni\u017e\u0161\u00ed ne\u017e d\u0159\u00edve.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1746167889312\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question\">Je tr\u00e9nink energeticky n\u00e1ro\u010dn\u011bj\u0161\u00ed ne\u017e jeho pou\u017e\u00edv\u00e1n\u00ed?<\/h3>\n<div class=\"rank-math-answer\">\n\n<p>Ano, rozhodn\u011b. Tr\u00e9nov\u00e1n\u00ed modelu, jako je ChatGPT, spot\u0159ebuje obrovsk\u00e9 mno\u017estv\u00ed energie, mnohem v\u00edce ne\u017e jeho b\u011bh pro ka\u017edodenn\u00ed dotazy. <\/p>\n<p>\u0160kolen\u00ed zahrnuje zpracov\u00e1n\u00ed obrovsk\u00fdch soubor\u016f dat po dobu n\u011bkolika t\u00fddn\u016f nebo m\u011bs\u00edc\u016f na tis\u00edc\u00edch GPU, co\u017e m\u00e1 za n\u00e1sledek velmi vysokou po\u010d\u00e1te\u010dn\u00ed uhl\u00edkovou stopu. <\/p>\n<p>Naproti tomu pou\u017eit\u00ed modelu (odvozov\u00e1n\u00ed) spot\u0159ebov\u00e1v\u00e1 relativn\u011b mal\u00e9 mno\u017estv\u00ed energie na jeden po\u017eadavek.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1746167910663\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question\">Zve\u0159ej\u0148uje OpenAI \u00fadaje o udr\u017eitelnosti?<\/h3>\n<div class=\"rank-math-answer\">\n\n<p>Ne, spole\u010dnost OpenAI v sou\u010dasn\u00e9 dob\u011b nezve\u0159ej\u0148uje podrobn\u00e9 ve\u0159ejn\u00e9 zpr\u00e1vy o udr\u017eitelnosti ani \u00fapln\u00e9 statistiky spot\u0159eby energie. <\/p>\n<p>Spole\u010dnost OpenAI \u00fazce spolupracuje se slu\u017ebou Microsoft Azure, kter\u00e1 m\u00e1 sv\u00e9 vlastn\u00ed c\u00edle a zpr\u00e1vy o udr\u017eitelnosti, ale sama spole\u010dnost OpenAI nezve\u0159ejnila komplexn\u00ed informace o spot\u0159eb\u011b energie nebo uhl\u00edkov\u00e9 stop\u011b sv\u00fdch model\u016f.<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">Z\u00e1v\u011bre\u010dn\u00e9 my\u0161lenky: Energetick\u00e9 n\u00e1klady na um\u011blou inteligenci<\/h2>\n\n\n\n<p>Z\u00e1v\u011brem lze \u0159\u00edci, \u017ee mno\u017estv\u00ed energie spot\u0159ebovan\u00e9 za\u0159\u00edzen\u00edm ChatGPT z\u00e1vis\u00ed do zna\u010dn\u00e9 m\u00edry na tom, ke kter\u00e9mu modelu p\u0159istupujete a jak jej pou\u017e\u00edv\u00e1te.&nbsp;<\/p>\n\n\n\n<p>Celkov\u011b je v\u0161ak z\u0159ejm\u00e9, \u017ee nov\u011bj\u0161\u00ed modely jsou st\u00e1le \u00fa\u010dinn\u011bj\u0161\u00ed a \u017ee pr\u016fmysl vyv\u00edj\u00ed skute\u010dn\u00e9 \u00fasil\u00ed o sn\u00ed\u017een\u00ed dopadu na \u017eivotn\u00ed prost\u0159ed\u00ed.<\/p>\n\n\n\n<p>V\u00fdb\u011br spr\u00e1vn\u00e9ho n\u00e1stroje pro spr\u00e1vn\u00fd \u00fakol v\u0161ak m\u016f\u017ee v\u00fdznamn\u011b ovlivnit va\u0161i digit\u00e1ln\u00ed stopu.&nbsp;<\/p>\n\n\n\n<p>Chyt\u0159ej\u0161\u00ed pracovn\u00ed postupy, m\u00e9n\u011b opakovan\u00fdch pokus\u016f a jasn\u011bj\u0161\u00ed v\u00fdzvy - to v\u0161e p\u0159isp\u00edv\u00e1 k ni\u017e\u0161\u00ed spot\u0159eb\u011b energie.&nbsp;<\/p>\n\n\n\n<p>A kdy\u017e zkombinujete ChatGPT s \u00fa\u010delov\u00fdmi n\u00e1stroji, jako je Undetectable AI, z\u00edsk\u00e1te to nejlep\u0161\u00ed z obou sv\u011bt\u016f. <\/p>\n\n\n\n<p>Vytv\u00e1\u0159\u00edte \u010dist\u00fd, vybrou\u0161en\u00fd a k publikov\u00e1n\u00ed p\u0159ipraven\u00fd obsah s men\u0161\u00edm po\u010dtem pokus\u016f a omyl\u016f. To znamen\u00e1 \u00fasporu \u010dasu, v\u00fdpo\u010detn\u00ed techniky a ano, tak\u00e9 trochu planety.<\/p>\n\n\n\n<p>Pokud chcete pracovat chyt\u0159eji a ekologi\u010dt\u011bji, <a href=\"https:\/\/undetectable.ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">p\u0159ihlaste se k odb\u011bru nezjistiteln\u00e9 AI je\u0161t\u011b dnes<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"","protected":false},"author":15,"featured_media":8618,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[5],"tags":[],"class_list":["post-8608","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-reviews"],"_links":{"self":[{"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/posts\/8608","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/users\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/comments?post=8608"}],"version-history":[{"count":6,"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/posts\/8608\/revisions"}],"predecessor-version":[{"id":10044,"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/posts\/8608\/revisions\/10044"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/media\/8618"}],"wp:attachment":[{"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/media?parent=8608"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/categories?post=8608"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/undetectable.ai/blog\/cs\/wp-json\/wp\/v2\/tags?post=8608"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}