{"id":11346,"date":"2025-01-24T17:14:18","date_gmt":"2025-01-24T17:14:18","guid":{"rendered":"https:\/\/davidorban.com\/?p=11346"},"modified":"2025-01-24T17:14:20","modified_gmt":"2025-01-24T17:14:20","slug":"mi-a-skalazhatosag","status":"publish","type":"post","link":"https:\/\/davidorban.com\/hu\/2025\/01\/mi-a-skalazhatosag\/","title":{"rendered":"Mi a sk\u00e1l\u00e1zhat\u00f3s\u00e1g?"},"content":{"rendered":"\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<div class=\"epyt-video-wrapper\"><iframe  id=\"_ytid_87766\"  width=\"480\" height=\"270\"  data-origwidth=\"480\" data-origheight=\"270\" src=\"https:\/\/www.youtube.com\/embed\/yko5I2nE8AI?enablejsapi=1&#038;autoplay=0&#038;cc_load_policy=0&#038;cc_lang_pref=&#038;iv_load_policy=1&#038;loop=0&#038;rel=0&#038;fs=1&#038;playsinline=0&#038;autohide=2&#038;theme=dark&#038;color=red&#038;controls=1&#038;disablekb=0&#038;\" class=\"__youtube_prefs__  epyt-is-override  no-lazyload\" title=\"YouTube player\"  allow=\"fullscreen; accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen data-no-lazy=\"1\" data-skipgform_ajax_framebjll=\"\"><\/iframe><\/div>\n<\/div><\/figure>\n\n\n\n<p>Gyakran besz\u00e9lek a sk\u00e1l\u00e1zhat\u00f3s\u00e1gr\u00f3l \u00e9s a sk\u00e1l\u00e1z\u00e1si t\u00f6rv\u00e9nyekr\u0151l. De mit is jelent val\u00f3j\u00e1ban a sk\u00e1l\u00e1zhat\u00f3s\u00e1g? Vizsg\u00e1ljuk meg a fogalmat a t\u00e9rk\u00e9pek p\u00e9ld\u00e1j\u00e1n kereszt\u00fcl. A t\u00e9rk\u00e9peknek van egy k\u00fcl\u00f6nleges tulajdons\u00e1guk: azt mutatj\u00e1k meg, amit \u00e9n \u201ct\u00f6k\u00e9letes sk\u00e1l\u00e1zhat\u00f3s\u00e1gnak\u201d nevezek. <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/S07E02-What-is-Scalability-8.jpg\" alt=\"\" class=\"wp-image-11347\" srcset=\"https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/S07E02-What-is-Scalability-8.jpg 960w, https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/S07E02-What-is-Scalability-8-300x169.jpg 300w, https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/S07E02-What-is-Scalability-8-768x432.jpg 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>Amikor t\u00e9rk\u00e9pet k\u00e9sz\u00edtesz, az elk\u00e9sz\u00edt\u00e9s\u00e9hez sz\u00fcks\u00e9ges er\u0151fesz\u00edt\u00e9s f\u00fcggetlen a megjelen\u00edteni k\u00edv\u00e1nt ter\u00fclet m\u00e9ret\u00e9t\u0151l. Ak\u00e1r egy kisv\u00e1rost, ak\u00e1r egy eg\u00e9sz orsz\u00e1got t\u00e9rk\u00e9pezel fel, te d\u00f6nt\u00f6d el a m\u00e9retar\u00e1nyt, \u00e9s a folyamat l\u00e9nyeg\u00e9ben ugyanaz marad. A t\u00e9rk\u00e9pen l\u00e9v\u0151 inform\u00e1ci\u00f3k s\u0171r\u0171s\u00e9ge egys\u00e9ges, f\u00fcggetlen\u00fcl a val\u00f3s vil\u00e1gban l\u00e9v\u0151 objektum m\u00e9ret\u00e9t\u0151l. Term\u00e9szetesen, ahogy n\u00f6veled a megjelen\u00edtett ter\u00fcletet, r\u00e9szleteket kell feladnod. Ez a t\u00f6k\u00e9letes sk\u00e1l\u00e1zhat\u00f3s\u00e1g megmutatja, hogy a rendszerek hogyan k\u00e9pesek alkalmazkodni a r\u00f6gz\u00edtett er\u0151fesz\u00edt\u00e9si szinthez, mik\u00f6zben hatalmas dimenzi\u00f3k ment\u00e9n sk\u00e1l\u00e1z\u00f3dnak.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/What-is-Scalability-S07E02-6.jpg\" alt=\"\" class=\"wp-image-11356\" srcset=\"https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/What-is-Scalability-S07E02-6.jpg 960w, https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/What-is-Scalability-S07E02-6-300x169.jpg 300w, https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/What-is-Scalability-S07E02-6-768x432.jpg 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>M\u00edg a t\u00e9rk\u00e9pek a t\u00f6k\u00e9letes sk\u00e1l\u00e1zhat\u00f3s\u00e1got illusztr\u00e1lj\u00e1k, a legt\u00f6bb val\u00f3s rendszer csak bizonyos m\u00f3dokon sk\u00e1l\u00e1zhat\u00f3. Ezt j\u00f3l szeml\u00e9lteti az \u00e9p\u00fcletek p\u00e9ld\u00e1ja. A h\u00e1zak \u00e9p\u00edt\u00e9se v\u00edzszintesen j\u00f3l sk\u00e1l\u00e1zhat\u00f3. Ha 100 h\u00e1zat akarsz \u00e9p\u00edteni, az k\u00f6r\u00fclbel\u00fcl t\u00edzszer akkora er\u0151fesz\u00edt\u00e9st ig\u00e9nyel, mint 10 h\u00e1z \u00e9p\u00edt\u00e9se. Ez line\u00e1ris sk\u00e1l\u00e1z\u00e1s a v\u00edzszintes dimenzi\u00f3ban. <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/S07E02-What-is-Scalability-9.jpg\" alt=\"\" class=\"wp-image-11365\" srcset=\"https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/S07E02-What-is-Scalability-9.jpg 960w, https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/S07E02-What-is-Scalability-9-300x169.jpg 300w, https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/S07E02-What-is-Scalability-9-768x432.jpg 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>A f\u00fcgg\u0151leges sk\u00e1l\u00e1zhat\u00f3s\u00e1g, azaz magasabb \u00e9p\u00fcletek \u00e9p\u00edt\u00e9se azonban nem viselkedik ugyan\u00edgy. Egy egyszintes h\u00e1zb\u00f3l egy t\u00edzszintes \u00e9p\u00fcletre val\u00f3 \u00e1tt\u00e9r\u00e9s nemline\u00e1ris \u00f6sszetetts\u00e9geket vezet be, p\u00e9ld\u00e1ul szerkezeti meger\u0151s\u00edt\u00e9st, \u00faj anyagokat \u00e9s biztons\u00e1gi rendszereket. Az \u00e1r \u00e9s a sz\u00fcks\u00e9ges er\u0151forr\u00e1sok nem t\u00edzszeres\u00e9re n\u0151nek, hanem sokszoros\u00e1ra. Ha p\u00e9ld\u00e1ul egy 100 emeletes felh\u0151karcol\u00f3t akarunk \u00e9p\u00edteni, az sokkal dr\u00e1g\u00e1bb lesz, mint t\u00edz darab 10 emeletes \u00e9p\u00fclet meg\u00e9p\u00edt\u00e9se. <\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"960\" height=\"540\" src=\"https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/What-is-Scalability-S07E02-7.jpg\" alt=\"\" class=\"wp-image-11374\" srcset=\"https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/What-is-Scalability-S07E02-7.jpg 960w, https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/What-is-Scalability-S07E02-7-300x169.jpg 300w, https:\/\/davidorban.com\/wp-content\/uploads\/2025\/01\/What-is-Scalability-S07E02-7-768x432.jpg 768w\" sizes=\"(max-width: 960px) 100vw, 960px\" \/><\/figure>\n\n\n\n<p>\u00c9s minden tal\u00e1l\u00e9konys\u00e1gunk ellen\u00e9re l\u00e9teznek kem\u00e9ny korl\u00e1tok. P\u00e9ld\u00e1ul nem tudunk 1.000 emeletes felh\u0151karcol\u00f3t \u00e9p\u00edteni, b\u00e1rmennyi er\u0151fesz\u00edt\u00e9st is tesz\u00fcnk. Ez a p\u00e9lda megmutatja, hogy a sk\u00e1l\u00e1zhat\u00f3s\u00e1g att\u00f3l f\u00fcgg, melyik dimenzi\u00f3t akarjuk sk\u00e1l\u00e1zni, \u00e9s hogy minden dimenzi\u00f3nak megvannak a maga egyedi korl\u00e1tai \u00e9s hat\u00e1rai.<\/p>\n\n\n\n<p>A modern mesters\u00e9ges intelligencia rendszerekben a sk\u00e1l\u00e1zhat\u00f3s\u00e1g kulcsszerepet j\u00e1tszik a teljes\u00edtm\u00e9ny el\u00e9r\u00e9s\u00e9ben. A nagy nyelvi modellek k\u00e9pess\u00e9geit a sk\u00e1l\u00e1z\u00e1si t\u00f6rv\u00e9nyek hat\u00e1rozz\u00e1k meg. Ahogy ezeket a modelleket sk\u00e1l\u00e1zzuk \u2013 n\u00f6velve a param\u00e9terek sz\u00e1m\u00e1t, a sz\u00e1m\u00edt\u00e1si teljes\u00edtm\u00e9nyt, az adatokat \u00e9s az edz\u00e9si id\u0151t \u2013, a teljes\u00edtm\u00e9ny\u00fck javul. Az olyan egym\u00e1sra \u00e9p\u00fcl\u0151 m\u00f3dszerek, mint az el\u0151zetes tr\u00e9ning, a finomhangol\u00e1s \u00e9s a tesztel\u00e9si id\u0151ben v\u00e9gzett m\u00f3dos\u00edt\u00e1sok kiterjesztik a teljes\u00edtm\u00e9ny hat\u00e1rait, lehet\u0151v\u00e9 t\u00e9ve az egyes korl\u00e1tok lek\u00fczd\u00e9s\u00e9t. Az\u00e1ltal, hogy t\u00f6bb dimenzi\u00f3ban strat\u00e9giailag sk\u00e1l\u00e1zunk, t\u00fall\u00e9p\u00fcnk a mesters\u00e9ges intelligencia rendszerek kezdeti korl\u00e1tain, optimaliz\u00e1lva a teljes\u00edtm\u00e9nyt a modell teljes \u00e9letciklusa alatt.<\/p>\n\n\n\n<p>A sk\u00e1l\u00e1zhat\u00f3s\u00e1g egyik legizgalmasabb aspektusa az AI-ban a v\u00e1ratlan k\u00e9pess\u00e9gek megjelen\u00e9se. Amikor a nagy nyelvi modelleket sk\u00e1l\u00e1zzuk, a teljes\u00edtm\u00e9ny\u00fck nemline\u00e1ris ugr\u00e1sokat mutathat. P\u00e9ld\u00e1ul a logikai \u00e9rvel\u00e9s, a ford\u00edt\u00e1s vagy ak\u00e1r a k\u00f3d\u00edr\u00e1s feladatai bizonyos k\u00fcsz\u00f6b\u00e9rt\u00e9keken jelennek meg, m\u00e9g akkor is, ha ezek nem voltak kifejezetten beprogramozva a rendszerbe. Ez hasonl\u00f3 a f\u00e1zis\u00e1tmenetekhez a fizik\u00e1ban, ahol a rendszer viselked\u00e9se hirtelen megv\u00e1ltozik, ha egy kritikus pontot el\u00e9r. Ezek a rejtett jellemz\u0151k sokakat meglepnek, mert nem k\u00f6zvetlen\u00fcl kapcsol\u00f3dnak a kezdeti tervez\u00e9si c\u00e9lokhoz, hanem ink\u00e1bb a modell sk\u00e1l\u00e1j\u00e1nak \u00e9s m\u00e9lys\u00e9g\u00e9nek mell\u00e9kterm\u00e9kei. Ezek a felbukkan\u00f3 k\u00e9pess\u00e9gek megk\u00e9rd\u0151jelezik azokat a felt\u00e9telez\u00e9seinket, hogy a rendszerek hogyan \u00e9rik el az \u00f6sszetett viselked\u00e9st.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Gyakran besz\u00e9lek a sk\u00e1l\u00e1zhat\u00f3s\u00e1gr\u00f3l \u00e9s a sk\u00e1l\u00e1z\u00e1si t\u00f6rv\u00e9nyekr\u0151l. De mit is jelent val\u00f3j\u00e1ban a sk\u00e1l\u00e1zhat\u00f3s\u00e1g? Vizsg\u00e1ljuk meg a fogalmat a t\u00e9rk\u00e9pek p\u00e9ld\u00e1j\u00e1n kereszt\u00fcl. A t\u00e9rk\u00e9peknek van egy k\u00fcl\u00f6nleges tulajdons\u00e1guk: azt mutatj\u00e1k meg, amit \u00e9n \u201ct\u00f6k\u00e9letes sk\u00e1l\u00e1zhat\u00f3s\u00e1gnak\u201d nevezek. Amikor t\u00e9rk\u00e9pet k\u00e9sz\u00edtesz, az elk\u00e9sz\u00edt\u00e9s\u00e9hez sz\u00fcks\u00e9ges er\u0151fesz\u00edt\u00e9s f\u00fcggetlen a megjelen\u00edteni k\u00edv\u00e1nt ter\u00fclet m\u00e9ret\u00e9t\u0151l. Ak\u00e1r egy kisv\u00e1rost, ak\u00e1r egy [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":11384,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[3974,3972,3973],"tags":[],"class_list":["post-11346","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mesterseges-intelligencia","category-tanulas","category-technologia"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/posts\/11346","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/comments?post=11346"}],"version-history":[{"count":1,"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/posts\/11346\/revisions"}],"predecessor-version":[{"id":11383,"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/posts\/11346\/revisions\/11383"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/media\/11384"}],"wp:attachment":[{"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/media?parent=11346"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/categories?post=11346"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/davidorban.com\/hu\/wp-json\/wp\/v2\/tags?post=11346"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}