{"version":"1.0","provider_name":"Kodlar\u0131n Gizemli D\u00fcnyas\u0131","provider_url":"https:\/\/fatihsoysal.com\/blog","author_name":"Fatih Soysal","author_url":"https:\/\/fatihsoysal.com\/blog\/author\/fatihsoysal\/","title":"Neden Expert Paralelli\u011fi'ne \u0130htiya\u00e7 Duyuyoruz?","type":"rich","width":600,"height":338,"html":"<blockquote class=\"wp-embedded-content\" data-secret=\"bSk4CHRUgV\"><a href=\"https:\/\/fatihsoysal.com\/blog\/neden-expert-paralelligine-ihtiyac-duyuyoruz\/\">Neden Expert Paralelli\u011fi&#8217;ne \u0130htiya\u00e7 Duyuyoruz?<\/a><\/blockquote><iframe sandbox=\"allow-scripts\" security=\"restricted\" src=\"https:\/\/fatihsoysal.com\/blog\/neden-expert-paralelligine-ihtiyac-duyuyoruz\/embed\/#?secret=bSk4CHRUgV\" width=\"600\" height=\"338\" title=\"&#8220;Neden Expert Paralelli\u011fi&#8217;ne \u0130htiya\u00e7 Duyuyoruz?&#8221; &#8212; Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" data-secret=\"bSk4CHRUgV\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" class=\"wp-embedded-content\"><\/iframe><script>\n\/*! This file is auto-generated *\/\n!function(d,l){\"use strict\";l.querySelector&&d.addEventListener&&\"undefined\"!=typeof URL&&(d.wp=d.wp||{},d.wp.receiveEmbedMessage||(d.wp.receiveEmbedMessage=function(e){var t=e.data;if((t||t.secret||t.message||t.value)&&!\/[^a-zA-Z0-9]\/.test(t.secret)){for(var s,r,n,a=l.querySelectorAll('iframe[data-secret=\"'+t.secret+'\"]'),o=l.querySelectorAll('blockquote[data-secret=\"'+t.secret+'\"]'),c=new RegExp(\"^https?:$\",\"i\"),i=0;i<o.length;i++)o[i].style.display=\"none\";for(i=0;i<a.length;i++)s=a[i],e.source===s.contentWindow&&(s.removeAttribute(\"style\"),\"height\"===t.message?(1e3<(r=parseInt(t.value,10))?r=1e3:~~r<200&&(r=200),s.height=r):\"link\"===t.message&&(r=new URL(s.getAttribute(\"src\")),n=new URL(t.value),c.test(n.protocol))&&n.host===r.host&&l.activeElement===s&&(d.top.location.href=t.value))}},d.addEventListener(\"message\",d.wp.receiveEmbedMessage,!1),l.addEventListener(\"DOMContentLoaded\",function(){for(var e,t,s=l.querySelectorAll(\"iframe.wp-embedded-content\"),r=0;r<s.length;r++)(t=(e=s[r]).getAttribute(\"data-secret\"))||(t=Math.random().toString(36).substring(2,12),e.src+=\"#?secret=\"+t,e.setAttribute(\"data-secret\",t)),e.contentWindow.postMessage({message:\"ready\",secret:t},\"*\")},!1)))}(window,document);\n<\/script>\n","description":"B\u00fcy\u00fck dil modellerinin (LLM) ve \u00fcretken yapay zekan\u0131n y\u00fckseli\u015fiyle birlikte, bu modellerin \u00f6l\u00e7eklenebilirli\u011fi ve verimlili\u011fi kritik bir hale geldi. Mixture-of-Experts (MoE) modelleri, bu devasa modelleri daha eri\u015filebilir ve g\u00fc\u00e7l\u00fc k\u0131lma potansiyeli sunuyor. Peki, MoE modellerinin b\u00fcy\u00fck \u00f6l\u00e7ekli uygulamalar\u0131nda kar\u015f\u0131la\u015f\u0131lan bellek ve hesaplama zorluklar\u0131n\u0131 a\u015fmak i\u00e7in Expert Paralelli\u011fi'nin temel prensiplerini ve uygulama y\u00f6ntemlerini ke\u015ffetmeye haz\u0131r m\u0131s\u0131n\u0131z? Bu makale, performans\u0131 art\u0131r\u0131rken kaynak kullan\u0131m\u0131n\u0131 optimize etmenize yard\u0131mc\u0131 olacak pratik bilgiler sunuyor."}