{"id":4029,"date":"2023-07-14T02:03:32","date_gmt":"2023-07-14T02:03:32","guid":{"rendered":"https:\/\/statorials.org\/tr\/mikro-kiyaslama\/"},"modified":"2023-07-14T02:03:32","modified_gmt":"2023-07-14T02:03:32","slug":"mikro-kiyaslama","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/mikro-kiyaslama\/","title":{"rendered":"C: y\u00fcr\u00fctme s\u00fcresini \u00f6l\u00e7mek i\u00e7in mikro k\u0131yaslama paketi nas\u0131l kullan\u0131l\u0131r?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">Farkl\u0131 ifadelerin y\u00fcr\u00fctme s\u00fcrelerini kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in R&#8217;deki <strong>microbenchmark<\/strong> paketini kullanabilirsiniz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bunu yapmak i\u00e7in a\u015fa\u011f\u0131daki s\u00f6zdizimini kullanabilirsiniz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> (microbenchmark)\n\n<span style=\"color: #008080;\">#compare execution time of two different expressions\n<\/span>microbenchmark(\n  expression1,\n  expression2)\n)\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnek, bu s\u00f6zdiziminin pratikte nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek: R&#8217;de microbenchmark() i\u015flevini kullanma<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">R&#8217;de \u00e7e\u015fitli basketbol tak\u0131mlar\u0131ndaki oyuncular\u0131n att\u0131\u011f\u0131 puanlar hakk\u0131nda bilgi i\u00e7eren a\u015fa\u011f\u0131daki veri \u00e7er\u00e7evesine sahip oldu\u011fumuzu varsayal\u0131m:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\"><span style=\"color: #000000;\"><span style=\"color: #008080;\">#make this example reproducible\n<\/span>set. <span style=\"color: #3366ff;\">seed<\/span> ( <span style=\"color: #008000;\">1<\/span> )\n\n<span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (team=rep(c(' <span style=\"color: #ff0000;\">A<\/span> ', ' <span style=\"color: #ff0000;\">B<\/span> '), each= <span style=\"color: #008000;\">500<\/span> ),\n                 points=rnorm( <span style=\"color: #008000;\">1000<\/span> , mean= <span style=\"color: #008000;\">20<\/span> ))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>head(df)\n\n  team points\n1 A 19.37355\n2 A 20.18364\n3 A 19.16437\n4 A 21.59528\n5 A 20.32951\n6 A 19.17953\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">\u015eimdi her tak\u0131mdaki oyuncular\u0131n att\u0131\u011f\u0131 ortalama puanlar\u0131 iki farkl\u0131 y\u00f6ntem kullanarak hesaplamak istedi\u011fimizi varsayal\u0131m:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Y\u00f6ntem 1<\/strong> : R Taban\u0131ndan <strong>Aggregate()<\/strong> i\u015flevini kullan\u0131n<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Y\u00f6ntem 2<\/strong> : dplyr&#8217;den <strong>group_by()<\/strong> ve <strong>summarise_at()<\/strong> i\u015flevini kullan\u0131n<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu ifadelerin her birinin y\u00fcr\u00fct\u00fclmesi i\u00e7in gereken s\u00fcreyi \u00f6l\u00e7mek i\u00e7in <strong>microbenchmark()<\/strong> i\u015flevini kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> (microbenchmark)\n<span style=\"color: #008000;\">library<\/span> (dplyr)\n\n<span style=\"color: #008080;\">#time how long it takes to calculate mean value of points by team\n<\/span>microbenchmark(\n  aggregate(df$points, list(df$team), FUN=mean),\n  df %&gt;% group_by(team) %&gt;% summarise_at(vars(points), list(name = mean))\n)\n\nUnit: milliseconds\n                                                                    express\n                         aggregate(df$points, list(df$team), FUN = mean)\n df %&gt;% group_by(team) %&gt;% summarise_at(vars(points), list(name = mean))\n      min lq mean median uq max neval cld\n 1.307908 1.524078 1.852167 1.743568 2.093813 4.67408 100 a \n 6.788584 7.810932 9.946286 8.914692 10.239904 56.20928 100 b\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>microbenchmark()<\/strong> i\u015flevi her ifadeyi 100 kez \u00e7al\u0131\u015ft\u0131r\u0131r ve a\u015fa\u011f\u0131daki \u00f6l\u00e7\u00fcmleri \u00f6l\u00e7er:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>min<\/strong> : Y\u00fcr\u00fctme i\u00e7in gereken minimum s\u00fcre<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>lq<\/strong> : tamamlamak i\u00e7in gereken s\u00fcrenin alt \u00e7eyre\u011fi (25. y\u00fczdelik dilim)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Ortalama<\/strong> : Y\u00fcr\u00fctme i\u00e7in gereken ortalama s\u00fcre<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>medyan<\/strong> : Medyan y\u00fcr\u00fctme s\u00fcresi<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>uq<\/strong> : y\u00fcr\u00fctmek i\u00e7in gereken s\u00fcrenin \u00fcst \u00e7eyre\u011fi (75. y\u00fczdelik dilim)<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>max<\/strong> : Y\u00fcr\u00fctme i\u00e7in gereken maksimum s\u00fcre<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>neval<\/strong> : Her ifadenin de\u011ferlendirilme say\u0131s\u0131<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Genellikle her ifadeyi y\u00fcr\u00fctmek i\u00e7in yaln\u0131zca ortalama veya medyan s\u00fcreye bakar\u0131z.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Sonu\u00e7tan \u015funu g\u00f6rebiliriz:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">R tabanl\u0131 y\u00f6ntemi kullanarak tak\u0131m puan ortalamas\u0131n\u0131 hesaplamak ortalama <strong>1.852 milisaniye<\/strong> s\u00fcrd\u00fc.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Dplyr y\u00f6ntemini kullanarak tak\u0131m ba\u015f\u0131na ortalama puan\u0131n hesaplanmas\u0131 ortalama <strong>9.946 milisaniye<\/strong> s\u00fcrd\u00fc.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bu sonu\u00e7lara dayanarak temel R y\u00f6nteminin \u00f6nemli \u00f6l\u00e7\u00fcde daha h\u0131zl\u0131 oldu\u011fu sonucuna vard\u0131k.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Her ifadeyi y\u00fcr\u00fctmek i\u00e7in gereken s\u00fcrelerin da\u011f\u0131l\u0131m\u0131n\u0131 g\u00f6rselle\u015ftirmek i\u00e7in <strong>boxplot()<\/strong> i\u015flevini de kullanabiliriz:<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">library<\/span> (microbenchmark)\n<span style=\"color: #008000;\">library<\/span> (dplyr)\n\n<span style=\"color: #008080;\">#time how long it takes to calculate mean value of points by team\n<\/span>results &lt;- microbenchmark(\n  aggregate(df$points, list(df$team), FUN=mean),\n  df %&gt;% group_by(team) %&gt;% summarise_at(vars(points), list(name = mean))\n)\n\n<span style=\"color: #008080;\">#create boxplot to visualize results\n<\/span>boxplot(results, names=c(' <span style=\"color: #ff0000;\">Base R<\/span> ', ' <span style=\"color: #ff0000;\">dplyr<\/span> '))\n<\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-32184\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/micro1.jpg\" alt=\"Mikro k\u0131yaslama paketi kutu grafi\u011fi R'yi verir\" width=\"492\" height=\"448\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Kutu grafiklerinden dplyr y\u00f6nteminin tak\u0131m ba\u015f\u0131na ortalama puan de\u011ferini hesaplamas\u0131n\u0131n ortalama olarak daha uzun s\u00fcrd\u00fc\u011f\u00fcn\u00fc g\u00f6rebiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Not<\/strong> : Bu \u00f6rnekte iki farkl\u0131 ifadenin y\u00fcr\u00fctme s\u00fcrelerini kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in <strong>microbenchmark()<\/strong> fonksiyonunu kulland\u0131k ancak pratikte istedi\u011finiz kadar ifadeyi kar\u015f\u0131la\u015ft\u0131rabilirsiniz.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimlerde R&#8217;de di\u011fer ortak g\u00f6revlerin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/rde-temiz-ortam\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de ortam nas\u0131l temizlenir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/rdeki-izleri-sil\/\" target=\"_blank\" rel=\"noopener\">RStudio&#8217;daki t\u00fcm grafikler nas\u0131l temizlenir?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/rye-birden-fazla-paket-yukle\/\" target=\"_blank\" rel=\"noopener\">R&#8217;ye birden fazla paket nas\u0131l y\u00fcklenir<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Farkl\u0131 ifadelerin y\u00fcr\u00fctme s\u00fcrelerini kar\u015f\u0131la\u015ft\u0131rmak i\u00e7in R&#8217;deki microbenchmark paketini kullanabilirsiniz. Bunu yapmak i\u00e7in a\u015fa\u011f\u0131daki s\u00f6zdizimini kullanabilirsiniz: library (microbenchmark) #compare execution time of two different expressions microbenchmark( expression1, expression2) ) A\u015fa\u011f\u0131daki \u00f6rnek, bu s\u00f6zdiziminin pratikte nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir. \u00d6rnek: R&#8217;de microbenchmark() i\u015flevini kullanma R&#8217;de \u00e7e\u015fitli basketbol tak\u0131mlar\u0131ndaki oyuncular\u0131n att\u0131\u011f\u0131 puanlar hakk\u0131nda bilgi i\u00e7eren a\u015fa\u011f\u0131daki veri \u00e7er\u00e7evesine [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-4029","post","type-post","status-publish","format-standard","hentry","category-rehber"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>C: Y\u00fcr\u00fctme s\u00fcresini \u00f6l\u00e7mek i\u00e7in mikro k\u0131yaslama paketi nas\u0131l kullan\u0131l\u0131r - 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