{"id":3077,"date":"2024-11-05T22:45:09","date_gmt":"2024-11-05T19:45:09","guid":{"rendered":"https:\/\/fatihsoysal.com\/blog\/numpynin-einsum-fonksiyonunun-performansini-incelemek\/"},"modified":"2024-11-05T22:45:09","modified_gmt":"2024-11-05T19:45:09","slug":"numpynin-einsum-fonksiyonunun-performansini-incelemek","status":"publish","type":"post","link":"https:\/\/fatihsoysal.com\/blog\/numpynin-einsum-fonksiyonunun-performansini-incelemek\/","title":{"rendered":"NumPy&#8217;nin einsum Fonksiyonunun Performans\u0131n\u0131 \u0130ncelemek"},"content":{"rendered":"<p>NumPy&#8217;nin einsum Fonksiyonunun Performans\u0131n\u0131 \u0130ncelemek<\/p>\n<p>Bu makalede, NumPy&#8217;nin <code>einsum<\/code> fonksiyonunun performans\u0131n\u0131 inceleyerek, performans\u0131n\u0131 etkileyen fakt\u00f6rleri ve optimize etmek i\u00e7in kullan\u0131labilecek y\u00f6ntemleri ele alaca\u011f\u0131z. <code>einsum<\/code> fonksiyonu, \u00f6zellikle b\u00fcy\u00fck boyutlu \u00e7ok boyutlu dizilerle \u00e7al\u0131\u015f\u0131rken \u00e7ok y\u00f6nl\u00fc ve verimli bir hesaplama arac\u0131d\u0131r.<\/p>\n<h2>Einsum Fonksiyonu Nedir?<\/h2>\n<p><code>einsum<\/code> fonksiyonu, &#8220;Einstein toplam\u0131&#8221; olarak bilinen bir matematiksel i\u015flemi temsil eder. Bu i\u015flem, \u00e7ok boyutlu diziler \u00fczerinde toplama, \u00e7arpma ve di\u011fer i\u015flemleri ifade etmenin k\u0131salt\u0131lm\u0131\u015f ve \u00f6zl\u00fc bir yolunu sa\u011flar.<\/p>\n<h2>Einsum&#8217;un Kullan\u0131m Alanlar\u0131<\/h2>\n<p><code>einsum<\/code> fonksiyonu, bir\u00e7ok farkl\u0131 uygulamada kullan\u0131labilir. \u00d6rne\u011fin:<\/p>\n<ul>\n<li>Matris \u00e7arp\u0131m\u0131<\/li>\n<li>Tens\u00f6r \u00e7arp\u0131m\u0131<\/li>\n<li>\u0130\u00e7 \u00e7arp\u0131m<\/li>\n<li>D\u0131\u015f \u00e7arp\u0131m<\/li>\n<li>Toplama ve azaltma i\u015flemleri<\/li>\n<\/ul>\n<h2>Einsum Performans\u0131n\u0131 Etkileyen Fakt\u00f6rler<\/h2>\n<p><code>einsum<\/code> fonksiyonunun performans\u0131 birka\u00e7 fakt\u00f6re ba\u011fl\u0131d\u0131r. Bunlardan baz\u0131lar\u0131:<\/p>\n<ul>\n<li>Dizilerin boyutu<\/li>\n<li>Dizilerin \u015fekli<\/li>\n<li>Kullan\u0131lan i\u015flem t\u00fcr\u00fc<\/li>\n<li>NumPy s\u00fcr\u00fcm\u00fc<\/li>\n<li>Donan\u0131m kaynaklar\u0131<\/li>\n<\/ul>\n<h2>Einsum&#8217;un Performans\u0131n\u0131 Optimize Etmek<\/h2>\n<p><code>einsum<\/code> fonksiyonunun performans\u0131n\u0131 optimize etmek i\u00e7in birka\u00e7 y\u00f6ntem kullan\u0131labilir.<\/p>\n<ul>\n<li>Dizilerin \u015feklini ve boyutunu dikkatlice se\u00e7mek<\/li>\n<li>Gerekliyse i\u015flem s\u0131ras\u0131n\u0131 yeniden d\u00fczenlemek<\/li>\n<li>NumPy&#8217;nin optimize edilmi\u015f fonksiyonlar\u0131n\u0131 kullanmak<\/li>\n<li>Numba veya Cython gibi performans art\u0131r\u0131c\u0131 ara\u00e7lar\u0131 kullanmak<\/li>\n<\/ul>\n<h2>Einsum&#8217;un Performans\u0131n\u0131 \u00d6l\u00e7mek<\/h2>\n<p><code>einsum<\/code> fonksiyonunun performans\u0131n\u0131 \u00f6l\u00e7mek i\u00e7in \u00e7e\u015fitli y\u00f6ntemler kullan\u0131labilir. \u00d6rne\u011fin, <code>timeit<\/code> mod\u00fcl\u00fc kullan\u0131larak zamanlama yap\u0131labilir. Ayr\u0131ca, profil olu\u015fturma ara\u00e7lar\u0131 kullan\u0131larak i\u015flem maliyetleri detayl\u0131 olarak incelenebilir.<\/p>\n<h2>\u00d6rnek Kodlar<\/h2>\n<p>A\u015fa\u011f\u0131daki \u00f6rnek kodlar, <code>einsum<\/code> fonksiyonunun nas\u0131l kullan\u0131labilece\u011fini ve performans\u0131n\u0131 nas\u0131l \u00f6l\u00e7ebilece\u011finizi g\u00f6stermektedir.<\/p>\n<p>&#8220;`python<br \/>\nimport numpy as np<br \/>\nimport timeit<\/p>\n<p># Matris \u00e7arp\u0131m\u0131 \u00f6rne\u011fi<br \/>\nA = np.random.rand(100, 100)<br \/>\nB = np.random.rand(100, 100)<\/p>\n<p># Einsum ile matris \u00e7arp\u0131m\u0131<br \/>\nstart_time = timeit.default_timer()<br \/>\nC = np.einsum(&#8216;ij,jk->ik&#8217;, A, B)<br \/>\nend_time = timeit.default_timer()<br \/>\nprint(f&#8221;Einsum s\u00fcresi: {end_time &#8211; start_time} saniye&#8221;)<\/p>\n<p># Geleneksel matris \u00e7arp\u0131m\u0131<br \/>\nstart_time = timeit.default_timer()<br \/>\nC = np.dot(A, B)<br \/>\nend_time = timeit.default_timer()<br \/>\nprint(f&#8221;Geleneksel matris \u00e7arp\u0131m\u0131 s\u00fcresi: {end_time &#8211; start_time} saniye&#8221;)<br \/>\n&#8220;`<\/p>\n<h2>Sonu\u00e7<\/h2>\n<p><code>einsum<\/code> fonksiyonu, NumPy&#8217;nin g\u00fc\u00e7l\u00fc ve verimli bir \u00f6zelli\u011fidir. Do\u011fru \u015fekilde kullan\u0131ld\u0131\u011f\u0131nda, b\u00fcy\u00fck boyutlu diziler \u00fczerindeki i\u015flemleri h\u0131zland\u0131rmak i\u00e7in kullan\u0131labilir. Performans\u0131n\u0131 etkileyen fakt\u00f6rleri anlayarak ve optimize etme tekniklerini uygulayarak, <code>einsum<\/code>&#8216;dan maksimum fayday\u0131 sa\u011flayabilirsiniz.<\/p>\n<p>Daha fazla bilgi i\u00e7in <a href=\"https:\/\/fatihsoysal.com\">Fatih Soysal&#8217;\u0131n web sitesini<\/a> ziyaret edebilirsiniz.<\/p>\n<p>#Etiketler<br \/>\n#NumPy<br \/>\n#Einsum<br \/>\n#Performans<br \/>\n#Optimize Etme<br \/>\n#\u00c7ok Boyutlu Dizi<br \/>\n#Hesaplama<br \/>\n#Python<br \/>\n#Verimlilik<br \/>\n#Zamanlama<\/p>\n","protected":false},"excerpt":{"rendered":"NumPy&#8217;nin einsum Fonksiyonunun Performans\u0131n\u0131 \u0130ncelemek Bu makalede, NumPy&#8217;nin einsum fonksiyonunun performans\u0131n\u0131 inceleyerek, performans\u0131n\u0131 etkileyen fakt\u00f6rleri ve optimize etmek&hellip;","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"csco_page_header_type":"","csco_page_load_nextpost":"","csco_page_subscribe_form":"","csco_page_contact_form":"","footnotes":""},"categories":[1],"tags":[],"class_list":{"0":"post-3077","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-genel","7":"cs-entry","8":"cs-video-wrap"},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.5 (Yoast SEO v25.3.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>NumPy&#039;nin einsum Fonksiyonunun Performans\u0131n\u0131 \u0130ncelemek<\/title>\n<meta name=\"description\" content=\"Bu makalede, NumPy&#039;nin einsum fonksiyonunun performans\u0131n\u0131 inceleyerek, performans\u0131n\u0131 etkileyen fakt\u00f6rleri ve optimize etmek i\u00e7in kullan\u0131labilecek y\u00f6ntemleri ele alaca\u011f\u0131z. einsum fonksiyonu, \u00f6zellikle b\u00fcy\u00fck boyutlu \u00e7ok boyutlu dizilerle \u00e7al\u0131\u015f\u0131rken \u00e7ok y\u00f6nl\u00fc ve verimli bir hesaplama arac\u0131d\u0131r.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/fatihsoysal.com\/blog\/numpynin-einsum-fonksiyonunun-performansini-incelemek\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"NumPy&#039;nin einsum Fonksiyonunun Performans\u0131n\u0131 \u0130ncelemek\" \/>\n<meta property=\"og:description\" content=\"Bu makalede, NumPy&#039;nin einsum fonksiyonunun performans\u0131n\u0131 inceleyerek, performans\u0131n\u0131 etkileyen fakt\u00f6rleri ve optimize etmek i\u00e7in kullan\u0131labilecek y\u00f6ntemleri ele alaca\u011f\u0131z. einsum fonksiyonu, \u00f6zellikle b\u00fcy\u00fck boyutlu \u00e7ok boyutlu dizilerle \u00e7al\u0131\u015f\u0131rken \u00e7ok y\u00f6nl\u00fc ve verimli bir hesaplama arac\u0131d\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/fatihsoysal.com\/blog\/numpynin-einsum-fonksiyonunun-performansini-incelemek\/\" \/>\n<meta property=\"og:site_name\" content=\"Kodlar\u0131n Gizemli D\u00fcnyas\u0131\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-05T19:45:09+00:00\" \/>\n<meta name=\"author\" content=\"Fatih Soysal\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Fatih Soysal\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 dakika\" \/>\n<script type=\"application\/ld+json\" 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