{"id":4028,"date":"2023-07-14T02:03:32","date_gmt":"2023-07-14T02:03:32","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%b5-microbenchmark\/"},"modified":"2023-07-14T02:03:32","modified_gmt":"2023-07-14T02:03:32","slug":"%d8%b5-microbenchmark","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%b5-microbenchmark\/","title":{"rendered":"\u062c: \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 microbenchmark \u0644\u0642\u064a\u0627\u0633 \u0648\u0642\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 <strong>microbenchmark<\/strong> \u0641\u064a R \u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0648\u0642\u062a \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643:<\/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 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0647\u0630\u0627 \u0639\u0645\u0644\u064a\u064b\u0627.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u062b\u0627\u0644: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 microbenchmark() \u0641\u064a R<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a \u0641\u064a R \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u0633\u062c\u0644\u0647\u0627 \u0627\u0644\u0644\u0627\u0639\u0628\u0648\u0646 \u0641\u064a \u0641\u0631\u0642 \u0643\u0631\u0629 \u0627\u0644\u0633\u0644\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629:<\/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 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0644\u0646\u0641\u062a\u0631\u0636 \u0627\u0644\u0622\u0646 \u0623\u0646\u0646\u0627 \u0646\u0631\u064a\u062f \u062d\u0633\u0627\u0628 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0646\u0642\u0627\u0637 \u0627\u0644\u062a\u064a \u0633\u062c\u0644\u0647\u0627 \u0627\u0644\u0644\u0627\u0639\u0628\u0648\u0646 \u0641\u064a \u0643\u0644 \u0641\u0631\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u064a\u0642\u062a\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u062a\u064a\u0646:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0623\u0648\u0644\u0649<\/strong> : \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <strong>\u0627\u0644\u062a\u062c\u0645\u064a\u0639 ()<\/strong> \u0645\u0646 Base R<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629<\/strong> : \u0627\u0633\u062a\u062e\u062f\u0645 <strong>group_by()<\/strong> \u0648 <strong>summarise_at()<\/strong> \u0645\u0646 dplyr<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>microbenchmark()<\/strong> \u0644\u0642\u064a\u0627\u0633 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0633\u062a\u063a\u0631\u0642 \u0644\u062a\u0646\u0641\u064a\u0630 \u0643\u0644 \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062a\u0639\u0628\u064a\u0631\u0627\u062a:<\/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 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0642\u0648\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>microbenchmark()<\/strong> \u0628\u062a\u0634\u063a\u064a\u0644 \u0643\u0644 \u062a\u0639\u0628\u064a\u0631 100 \u0645\u0631\u0629 \u0648\u062a\u0642\u064a\u0633 \u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649<\/strong> : \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0644\u062a\u0646\u0641\u064a\u0630<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>lq<\/strong> : \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u0633\u0641\u0644\u064a (\u0627\u0644\u0645\u0626\u0648\u064a \u0627\u0644\u062e\u0627\u0645\u0633 \u0648\u0627\u0644\u0639\u0634\u0631\u0648\u0646) \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0625\u0643\u0645\u0627\u0644\u0647<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0645\u062a\u0648\u0633\u0637<\/strong> : \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0644\u062a\u0646\u0641\u064a\u0630<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u0648\u0633\u064a\u0637<\/strong> : \u0645\u062a\u0648\u0633\u0637 \u0648\u0642\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>uq<\/strong> : \u0627\u0644\u0631\u0628\u0639 \u0627\u0644\u0623\u0639\u0644\u0649 (\u0627\u0644\u0645\u0626\u0648\u064a \u0627\u0644\u062e\u0627\u0645\u0633 \u0648\u0627\u0644\u0633\u0628\u0639\u0648\u0646) \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0644\u0627\u0632\u0645 \u0644\u0644\u062a\u0646\u0641\u064a\u0630<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>max<\/strong> : \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u0642\u0635\u0649 \u0644\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628 \u0644\u0644\u062a\u0646\u0641\u064a\u0630<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>neval<\/strong> : \u0639\u062f\u062f \u0627\u0644\u0645\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0645 \u0641\u064a\u0647\u0627 \u062a\u0642\u064a\u064a\u0645 \u0643\u0644 \u062a\u0639\u0628\u064a\u0631<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0639\u0627\u062f\u0629\u064b\u060c \u0646\u0646\u0638\u0631 \u0641\u0642\u0637 \u0625\u0644\u0649 \u0645\u062a\u0648\u0633\u0637 \u0623\u0648 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u063a\u0631\u0642\u0647 \u062a\u0646\u0641\u064a\u0630 \u0643\u0644 \u062a\u0639\u0628\u064a\u0631.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0645\u0646 \u0627\u0644\u0646\u062a\u064a\u062c\u0629 \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u0623\u0645\u0631 \u0648\u0642\u062a\u064b\u0627 \u0645\u062a\u0648\u0633\u0637\u064b\u0627 \u0642\u062f\u0631\u0647 <strong>1,852 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/strong> \u0644\u062d\u0633\u0627\u0628 \u0645\u062a\u0648\u0633\u0637 \u0646\u0642\u0627\u0637 \u0627\u0644\u0641\u0631\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 R.<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u0623\u0645\u0631 \u0648\u0642\u062a\u064b\u0627 \u0645\u062a\u0648\u0633\u0637\u064b\u0627 \u0642\u062f\u0631\u0647 <strong>9.946 \u0645\u0644\u0644\u064a \u062b\u0627\u0646\u064a\u0629<\/strong> \u0644\u062d\u0633\u0627\u0628 \u0645\u062a\u0648\u0633\u0637 \u0627\u0644\u0646\u0642\u0627\u0637 \u0644\u0643\u0644 \u0641\u0631\u064a\u0642 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0637\u0631\u064a\u0642\u0629 dplyr.<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0648\u0628\u0646\u0627\u0621 \u0639\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0646\u062a\u0627\u0626\u062c\u060c \u0646\u0633\u062a\u0646\u062a\u062c \u0623\u0646 \u0637\u0631\u064a\u0642\u0629 R \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u064a\u0636\u064b\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>boxplot()<\/strong> \u0644\u062a\u0635\u0648\u0631 \u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u0623\u0648\u0642\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0644\u062a\u0646\u0641\u064a\u0630 \u0643\u0644 \u062a\u0639\u0628\u064a\u0631:<\/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 style=\";text-align:right;direction:rtl\"><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-32184\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/micro1.jpg\" alt=\"\u062a\u0639\u0637\u064a \u062d\u0632\u0645\u0629 boxplot \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 microbenchmark R\" width=\"492\" height=\"448\" srcset=\"\" sizes=\"\"><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0645\u0646 \u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0635\u0646\u062f\u0648\u0642\u060c \u064a\u0645\u0643\u0646\u0646\u0627 \u0623\u0646 \u0646\u0631\u0649 \u0623\u0646 \u0637\u0631\u064a\u0642\u0629 dplyr \u062a\u0633\u062a\u063a\u0631\u0642 \u0648\u0642\u062a\u064b\u0627 \u0623\u0637\u0648\u0644 \u0641\u064a \u0627\u0644\u0645\u062a\u0648\u0633\u0637 \u0644\u062d\u0633\u0627\u0628 \u0645\u062a\u0648\u0633\u0637 \u0642\u064a\u0645\u0629 \u0627\u0644\u0646\u0642\u0627\u0637 \u0644\u0643\u0644 \u0641\u0631\u064a\u0642.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0644\u0627\u062d\u0638\u0629<\/strong> : \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u062e\u062f\u0645\u0646\u0627 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>microbenchmark()<\/strong> \u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0648\u0642\u062a \u062a\u0646\u0641\u064a\u0630 \u062a\u0639\u0628\u064a\u0631\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646\u060c \u0648\u0644\u0643\u0646 \u064a\u0645\u0643\u0646\u0643 \u0645\u0642\u0627\u0631\u0646\u0629 \u0623\u064a \u0639\u062f\u062f \u062a\u0631\u064a\u062f\u0647 \u0645\u0646 \u0627\u0644\u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0639\u0645\u0644\u064a\u064b\u0627.<\/span><\/p>\n<h2 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h2>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0634\u0631\u062d \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0641\u064a R:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <a href=\"https:\/\/statorials.org\/ar\/\u0628\u064a\u064a\u0654\u0629-\u0648\u0627\u0636\u062d\u0629-\u0641\u064a-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0645\u0633\u062d \u0627\u0644\u0628\u064a\u0626\u0629 \u0641\u064a R<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0645\u062d\u0648-\u0627\u0644\u0627\u0653\u062b\u0627\u0631-\u0641\u064a-\u0635\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u0645\u0633\u062d \u0643\u0627\u0641\u0629 \u0627\u0644\u0645\u0624\u0627\u0645\u0631\u0627\u062a \u0641\u064a RStudio<\/a><br \/> <a href=\"https:\/\/statorials.org\/ar\/\u062a\u062d\u0645\u064a\u0644-\u062d\u0632\u0645-\u0645\u062a\u0639\u062f\u062f\u0629-\u0641\u064a-r\/\" target=\"_blank\" rel=\"noopener\">\u0643\u064a\u0641\u064a\u0629 \u062a\u062d\u0645\u064a\u0644 \u062d\u0632\u0645 \u0645\u062a\u0639\u062f\u062f\u0629 \u0641\u064a R<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 microbenchmark \u0641\u064a R \u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0648\u0642\u062a \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0628\u064a\u0631\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a \u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643: library (microbenchmark) #compare execution time of two different expressions microbenchmark( expression1, expression2) ) \u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0646\u0627\u0621 \u0627\u0644\u062c\u0645\u0644\u0629 \u0647\u0630\u0627 \u0639\u0645\u0644\u064a\u064b\u0627. \u0645\u062b\u0627\u0644: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 microbenchmark() \u0641\u064a R \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646 \u0644\u062f\u064a\u0646\u0627 \u0625\u0637\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a \u0641\u064a R \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a [&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":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u062c: \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 microbenchmark \u0644\u0642\u064a\u0627\u0633 \u0648\u0642\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630 - \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a<\/title>\n<meta name=\"description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 microbenchmark \u0641\u064a R \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u063a\u0631\u0642\u0647 \u062a\u0646\u0641\u064a\u0630 \u0648\u0638\u0627\u0626\u0641 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0623\u0645\u062b\u0644\u0629.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/ar\/\u0635-microbenchmark\/\" \/>\n<meta property=\"og:locale\" content=\"az_AZ\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u062c: \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 microbenchmark \u0644\u0642\u064a\u0627\u0633 \u0648\u0642\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630 - \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a\" \/>\n<meta property=\"og:description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 microbenchmark \u0641\u064a R \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u063a\u0631\u0642\u0647 \u062a\u0646\u0641\u064a\u0630 \u0648\u0638\u0627\u0626\u0641 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0623\u0645\u062b\u0644\u0629.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/ar\/\u0635-microbenchmark\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-14T02:03:32+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/micro1.jpg\" \/>\n<meta name=\"author\" content=\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" 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\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 microbenchmark \u0641\u064a R \u0644\u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u064a\u0633\u062a\u063a\u0631\u0642\u0647 \u062a\u0646\u0641\u064a\u0630 \u0648\u0638\u0627\u0626\u0641 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u0623\u0645\u062b\u0644\u0629.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/ar\/%d8%b5-microbenchmark\/#breadcrumb\"},\"inLanguage\":\"azb\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/ar\/%d8%b5-microbenchmark\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/ar\/%d8%b5-microbenchmark\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u0628\u064a\u062a\",\"item\":\"https:\/\/statorials.org\/ar\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u062c: 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\u0623\u0646\u062f\u0631\u0633\u0648\u0646\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"azb\",\"@id\":\"https:\/\/statorials.org\/ar\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/ar\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/ar\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u062f\u0643\u062a\u0648\u0631 \u0628\u0646\u064a\u0627\u0645\u064a\u0646 \u0623\u0646\u062f\u0631\u0633\u0648\u0646\"},\"description\":\"\u0645\u0631\u062d\u0628\u064b\u0627\u060c \u0623\u0646\u0627 \u0628\u0646\u062c\u0627\u0645\u064a\u0646\u060c \u0623\u0633\u062a\u0627\u0630 \u0627\u0644\u0625\u062d\u0635\u0627\u0621 \u0627\u0644\u0645\u062a\u0642\u0627\u0639\u062f \u0627\u0644\u0630\u064a \u062a\u062d\u0648\u0644 \u0625\u0644\u0649 \u0645\u062f\u0631\u0633 \u0645\u062a\u062e\u0635\u0635 \u0641\u064a Statorials. \u0628\u0641\u0636\u0644 \u062e\u0628\u0631\u062a\u064a \u0627\u0644\u0648\u0627\u0633\u0639\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0625\u062d\u0635\u0627\u0621\u060c \u0641\u0623\u0646\u0627 \u062d\u0631\u064a\u0635 \u0639\u0644\u0649 \u0645\u0634\u0627\u0631\u0643\u0629 \u0645\u0639\u0631\u0641\u062a\u064a \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0637\u0644\u0627\u0628 \u0645\u0646 \u062e\u0644\u0627\u0644 Statorials. \u062a\u0639\u0631\u0641 \u0623\u0643\u062b\u0631\",\"sameAs\":[\"https:\/\/statorials.org\/ar\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u062c: \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0632\u0645\u0629 microbenchmark \u0644\u0642\u064a\u0627\u0633 \u0648\u0642\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630 - \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a","description":"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c 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