{"id":18864,"date":"2025-03-25T23:36:18","date_gmt":"2025-03-25T20:06:18","guid":{"rendered":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/"},"modified":"2025-03-25T23:36:18","modified_gmt":"2025-03-25T20:06:18","slug":"%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/","title":{"rendered":"\u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646: \u0645\u062b\u0627\u0644 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d9%81%d9%87%d8%b1%d8%b3%d8%aa_%d9%85%d8%b7%d8%a7%d9%84%d8%a8\" >\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7%db%8c\" >\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84_%d8%af%d8%a7%d8%ae%d9%84%db%8c_%d8%b2%d8%b1%d8%a7%d8%af%d8%ae%d8%a7%d9%86%d9%87\" >\u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644\u06cc \u0632\u0631\u0627\u062f\u062e\u0627\u0646\u0647<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%af%d8%b1_timeit_%d9%85%d8%a7%da%98%d9%88%d9%84\" >\u062f\u0631 timeit  \u0645\u0627\u0698\u0648\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%af%d8%b1_cprofile_%d9%85%d8%a7%da%98%d9%88%d9%84\" >\u062f\u0631 cProfile  \u0645\u0627\u0698\u0648\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%af%d8%b1_pstats_%d9%85%d8%a7%da%98%d9%88%d9%84\" >\u062f\u0631 pstats  \u0645\u0627\u0698\u0648\u0644<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%af%d8%b1_profile_%d9%85%d8%a7%da%98%d9%88%d9%84\" >\u062f\u0631 profile  \u0645\u0627\u0698\u0648\u0644<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4%d8%a7%d8%aa_%d8%b9%d9%85%d9%84%db%8c\" >\u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0639\u0645\u0644\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c\" >\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_1_basic_vs_advanced_timeit_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87\" >\u0622\u0632\u0645\u0627\u06cc\u0634 1: Basic vs Advanced timeit  \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_2_%d9%85%d8%a4%d8%ab%d8%b1_cprofile_%d8%aa%d8%ac%d8%b2%db%8c%d9%87\" >\u0622\u0632\u0645\u0627\u06cc\u0634 2: \u0645\u0624\u062b\u0631 cProfile  \u062a\u062c\u0632\u06cc\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_3_%d8%aa%d8%b1%da%a9%db%8c%d8%a8_%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1_%d8%a8%d8%b1%d8%a7%db%8c_%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84_%d8%af%d8%b1_%d8%af%d9%86%db%8c%d8%a7%db%8c_%d9%88%d8%a7%d9%82%d8%b9%db%8c\" >\u0622\u0632\u0645\u0627\u06cc\u0634 3: \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86_%d8%b1%d9%88%d8%b4%d9%87%d8%a7\" >\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d9%be%d8%a7%db%8c%d8%a7%d9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%b1%d9%88%d8%b4-%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87-%d8%a7%d8%b2-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84-%d8%af%d8%a7%d8%ae%d9%84%db%8c\/#%d9%85%d9%86%d8%a7%d8%a8%d8%b9_%d9%88_%d8%ae%d9%88%d8%a7%d9%86%d8%af%d9%86_%d8%a8%db%8c%d8%b4%d8%aa%d8%b1\" >\u0645\u0646\u0627\u0628\u0639 \u0648 \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u06cc\u0634\u062a\u0631<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 15<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<section class=\"post-content \" data-test-label=\"post-content\">\n<p><code>Python<\/code>  \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0633\u0627\u062f\u06af\u06cc \u0648 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0628\u06cc\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f. \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0633\u0627\u062f\u06af\u06cc \u06af\u0627\u0647\u06cc \u0628\u0647 \u0647\u0632\u06cc\u0646\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u06cc \u0631\u0633\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 Python \u0634\u0645\u0627 \u0631\u0634\u062f \u0645\u06cc \u06a9\u0646\u062f \u06cc\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u062d\u0645\u0644 \u0628\u0627\u0631 \u06a9\u0627\u0631\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u062f\u0627\u0631\u062f \u060c \u062f\u0631\u06a9 \u0622\u0646\u0686\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u06a9\u0627\u067e\u0648\u062a \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0634\u062e\u0635 \u062b\u0627\u0644\u062b \u0645\u06cc \u0631\u0633\u0646\u062f \u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0627 \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u06a9\u0647 \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u0648\u0631\u062f \u063a\u0641\u0644\u062a \u06cc\u0627 \u06a9\u0645\u0628\u0648\u062f \u0642\u0631\u0627\u0631 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f \u060c \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0634\u0645\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644\u06cc \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u0627\u0633\u06cc \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0648\u0634 \u062a\u0631\u06a9\u06cc\u0628 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0628\u06cc\u0646\u0634 \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u062f \u062e\u0648\u062f \u0628\u062f\u0648\u0646 \u0646\u0635\u0628 \u0628\u0633\u062a\u0647 \u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u06cc \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 id=\"heading-table-of-contents\"><span class=\"ez-toc-section\" id=\"%d9%81%d9%87%d8%b1%d8%b3%d8%aa_%d9%85%d8%b7%d8%a7%d9%84%d8%a8\"><\/span><strong>\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<p>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/p>\n<\/li>\n<li>\n<p>\u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644\u06cc \u0632\u0631\u0627\u062f\u062e\u0627\u0646\u0647<\/p>\n<ul>\n<li>\n<p>\u062f\u0631 <code>timeit<\/code> \u0645\u0627\u0698\u0648\u0644<\/p>\n<\/li>\n<li>\n<p>\u062f\u0631 <code>cProfile<\/code> \u0645\u0627\u0698\u0648\u0644<\/p>\n<\/li>\n<li>\n<p>\u062f\u0631 <code>pstats<\/code> \u0645\u0627\u0698\u0648\u0644<\/p>\n<\/li>\n<li>\n<p>\u062f\u0631 <code>profile<\/code> \u0645\u0627\u0698\u0648\u0644<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0639\u0645\u0644\u06cc<\/p>\n<ul>\n<li>\n<p>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0622\u0632\u0645\u0627\u06cc\u0634 1: Basic vs Advanced <code>timeit<\/code> \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/p>\n<\/li>\n<li>\n<p>\u0622\u0632\u0645\u0627\u06cc\u0634 2: \u0645\u0624\u062b\u0631 <code>c<\/code><code>Profile<\/code>  \u062a\u062c\u0632\u06cc\u0647<\/p>\n<\/li>\n<li>\n<p>\u0622\u0632\u0645\u0627\u06cc\u0634 3: \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627<\/p>\n<\/li>\n<li>\n<p>\u067e\u0627\u06cc\u0627\u0646<\/p>\n<\/li>\n<li>\n<p>\u0645\u0646\u0627\u0628\u0639 \u0648 \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u06cc\u0634\u062a\u0631<\/p>\n<\/li>\n<\/ul>\n<h2 id=\"heading-prerequisites\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%d8%b4_%d9%86%db%8c%d8%a7%d8%b2%d9%87%d8%a7%db%8c\"><\/span><strong>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u063a\u0648\u0627\u0635\u06cc \u0628\u0647 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u060c \u062d\u062a\u0645\u0627\u064b:<\/p>\n<ol>\n<li>\n<p><strong>\u067e\u0627\u06cc\u062a\u0648\u0646 3.6+<\/strong>: \u062a\u0645\u0627\u0645 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0627 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc Python 3.6 \u0648 \u062c\u062f\u06cc\u062f\u062a\u0631 \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0627\u0646\u0634 \u0627\u0633\u0627\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong>: \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0628\u0627 \u0627\u0635\u0648\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u0627\u0646\u0646\u062f \u062a\u0648\u0627\u0628\u0639 \u060c \u0645\u0627\u0698\u0648\u0644 \u0647\u0627 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0631\u0627\u062d\u062a \u0628\u0627\u0634\u06cc\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0622\u0632\u0645\u0627\u06cc\u0634<\/strong>: \u06cc\u0627 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062d\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u0627 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u062c\u0627\u0632\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u06a9\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0647\u06cc\u0686 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062e\u0627\u0631\u062c\u06cc \u0644\u0627\u0632\u0645 \u0646\u06cc\u0633\u062a \u0632\u06cc\u0631\u0627 \u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0627\u0646\u062d\u0635\u0627\u0631\u06cc \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0631\u0648\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646. \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u0633\u062e\u0647 Python \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 \u0637\u0631\u06cc\u0642 \u062a\u0623\u06cc\u06cc\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-comment\"># Verify your Python version<\/span>\n<span class=\"hljs-keyword\">import<\/span> sys\nprint(<span class=\"hljs-string\">f\"Python version: <span class=\"hljs-subst\">{sys.version}<\/span>\"<\/span>)\n<\/code><\/pre>\n<h2 id=\"heading-the-built-in-profiling-arsenal\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84_%d8%af%d8%a7%d8%ae%d9%84%db%8c_%d8%b2%d8%b1%d8%a7%d8%af%d8%ae%d8%a7%d9%86%d9%87\"><\/span><strong>\u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644\u06cc \u0632\u0631\u0627\u062f\u062e\u0627\u0646\u0647<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u062e\u0648\u062f \u062d\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0647\u0631\u06a9\u062f\u0627\u0645 \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u0645 \u0648 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a \u0645\u062e\u062a\u0644\u0641 \u0622\u0646\u0647\u0627 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"heading-the-timeit-module\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_timeit_%d9%85%d8%a7%da%98%d9%88%d9%84\"><\/span><strong>\u062f\u0631<\/strong> <code>timeit<\/code>  \u0645\u0627\u0698\u0648\u0644<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u067e\u0627\u06cc\u0647 \u0622\u0634\u0646\u0627 \u0647\u0633\u062a\u0646\u062f <code>timeit<\/code> \u0627\u0633\u062a\u0641\u0627\u062f\u0647:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> timeit\n\n<span class=\"hljs-comment\"># Basic usage<\/span>\nexecution_time = timeit.timeit(<span class=\"hljs-string\">'\"-\".join(str(n) for n in range(100))'<\/span>, number=<span class=\"hljs-number\">1000<\/span>)\nprint(<span class=\"hljs-string\">f\"Execution time: <span class=\"hljs-subst\">{execution_time}<\/span> seconds\"<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\"># Execution time: 0.006027 seconds<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0633\u0627\u0633\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062f\u062a \u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0648\u0633\u062a\u0646 \u0628\u0647 100 \u0639\u062f\u062f \u0628\u0647 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0628\u0627 Hyphens \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f. \u062f\u0631 <code>number=1000<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 Python \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 1000 \u0628\u0627\u0631 \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f \u0648 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u06a9\u0644 \u0631\u0627 \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u062f \u060c \u06a9\u0647 \u0628\u0647 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0647\u0631\u06af\u0648\u0646\u0647 \u0646\u0648\u0633\u0627\u0646\u0627\u062a \u062a\u0635\u0627\u062f\u0641\u06cc \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c <code>timeit<\/code> \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0631\u0648\u0634\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u06cc\u0645:<\/p>\n<p><strong>\u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u06a9\u062f \u062a\u0646\u0638\u06cc\u0645<\/strong>:<\/p>\n<pre><code class=\"lang-python\">setup_code = <span class=\"hljs-string\">\"\"\"\ndata = [i for i in range(1000)]\n\"\"\"<\/span>\n\ntest_code = <span class=\"hljs-string\">\"\"\"\nresult = [x * 2 for x in data]\n\"\"\"<\/span>\n\nexecution_time = timeit.timeit(stmt=test_code, setup=setup_code, number=<span class=\"hljs-number\">100<\/span>)\nprint(<span class=\"hljs-string\">f\"Execution time: <span class=\"hljs-subst\">{execution_time}<\/span> seconds\"<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\"># Execution time: 0.001420 seconds<\/span>\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u060c \u06a9\u062f \u062a\u0646\u0638\u06cc\u0645 \u0631\u0627 \u0627\u0632 \u06a9\u062f \u0628\u0647 \u0645\u0648\u0642\u0639 \u062c\u062f\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a \u0648\u0642\u062a\u06cc:<\/p>\n<ul>\n<li>\n<p>\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u0627\u0645\u0627 \u0622\u0646 \u0632\u0645\u0627\u0646 \u0631\u0627 \u062f\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u062e\u0648\u062f \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0634\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0647\u0633\u062a\u06cc\u062f \u06a9\u0647 \u0645\u062a\u06a9\u06cc \u0628\u0627\u0634\u062f \u0631\u0648\u06cc \u0648\u0627\u0631\u062f\u0627\u062a \u06cc\u0627 \u062a\u0639\u0627\u0631\u06cc\u0641 \u0645\u062a\u063a\u06cc\u0631<\/p>\n<\/li>\n<li>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0632 \u0647\u0645\u0627\u0646 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0628\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u062a\u0633\u062a \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<\/ul>\n<p>\u0645\u0632\u06cc\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0641\u0642\u0637 \u06a9\u062f \u062f\u0631 <code>test_code<\/code> \u0628\u0647 \u067e\u0627\u06cc\u0627\u0646 \u0631\u0633\u06cc\u062f\u0647 \u0627\u0633\u062a \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0641\u0642\u0637 \u06cc\u06a9 \u0628\u0627\u0631 \u0642\u0628\u0644 \u0627\u0632 \u0634\u0631\u0648\u0639 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><strong>\u0645\u0642\u0627\u06cc\u0633\u0647 \u062a\u0648\u0627\u0628\u0639<\/strong>:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">approach_1<\/span>(<span class=\"hljs-params\">data<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> [x * <span class=\"hljs-number\">2<\/span> <span class=\"hljs-keyword\">for<\/span> x <span class=\"hljs-keyword\">in<\/span> data]\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">approach_2<\/span>(<span class=\"hljs-params\">data<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> list(map(<span class=\"hljs-keyword\">lambda<\/span> x: x * <span class=\"hljs-number\">2<\/span>, data))\n\ndata = list(range(<span class=\"hljs-number\">1000<\/span>))\n\ntime1 = timeit.timeit(<span class=\"hljs-keyword\">lambda<\/span>: approach_1(data), number=<span class=\"hljs-number\">100<\/span>)\ntime2 = timeit.timeit(<span class=\"hljs-keyword\">lambda<\/span>: approach_2(data), number=<span class=\"hljs-number\">100<\/span>)\n\nprint(<span class=\"hljs-string\">f\"Approach 1: <span class=\"hljs-subst\">{time1}<\/span> seconds\"<\/span>)\nprint(<span class=\"hljs-string\">f\"Approach 2: <span class=\"hljs-subst\">{time2}<\/span> seconds\"<\/span>)\nprint(<span class=\"hljs-string\">f\"Ratio: <span class=\"hljs-subst\">{time2\/time1:<span class=\"hljs-number\">.2<\/span>f}<\/span>x\"<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\"># Approach 1: 0.001406 seconds<\/span>\n<span class=\"hljs-comment\"># Approach 2: 0.003049 seconds<\/span>\n<span class=\"hljs-comment\"># Ratio: 2.17x<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u06cc\u06a9\u0633\u0627\u0646 \u0631\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<ol>\n<li>\n<p>\u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062f\u0631\u06a9 \u0644\u06cc\u0633\u062a<\/p>\n<\/li>\n<li>\n<p>\u0628\u0648\u0647\u0627 <code>map()<\/code> \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0644\u0627\u0645\u0628\u062f\u0627<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 Lambda \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0647\u0646\u06af\u0627\u0645 \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0622\u0646\u0647\u0627 \u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u0628\u0647 \u062a\u0648\u0627\u0628\u0639 \u062e\u0648\u062f \u0645\u0646\u062a\u0642\u0644 \u06a9\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0634\u0645\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u062d\u0627\u0633\u0628\u0647 \u0646\u0633\u0628\u062a \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u062f\u0631\u06a9 \u062f\u0642\u06cc\u0642 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u0631\u0648\u0634 \u062f\u06cc\u06af\u0631 \u0622\u0633\u0627\u0646 \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631\u06a9 \u0644\u06cc\u0633\u062a \u062d\u062f\u0648\u062f 2.17 \u0628\u0631\u0627\u0628\u0631 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0646\u0642\u0634\u0647 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u062e\u0627\u0635 \u0627\u0633\u062a.<\/p>\n<h3 id=\"heading-the-cprofile-module\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_cprofile_%d9%85%d8%a7%da%98%d9%88%d9%84\"><\/span><strong>\u062f\u0631<\/strong> <code>cProfile<\/code>  \u0645\u0627\u0698\u0648\u0644<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><code>cProfile<\/code>  \u067e\u0631\u0648\u0641\u06cc\u0644\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 C \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0645\u0627\u0631 \u0645\u0641\u0635\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u067e\u06cc\u0634 \u0641\u0631\u0636 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0646\u062f:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> cProfile\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">my_function<\/span>():<\/span>\n    total = <span class=\"hljs-number\">0<\/span>\n    <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> range(<span class=\"hljs-number\">100000<\/span>):  <span class=\"hljs-comment\"># Reduced for faster execution<\/span>\n        total += i\n    <span class=\"hljs-keyword\">return<\/span> total\n\ncProfile.run(<span class=\"hljs-string\">'my_function()'<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\">#          4 function calls in 0.002 seconds<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    Ordered by: standard name<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    ncalls  tottime  percall  cumtime  percall filename:lineno(function)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.002    0.002 &lt;string&gt;:1(&lt;module&gt;)<\/span>\n<span class=\"hljs-comment\">#         1    0.002    0.002    0.002    0.002 &lt;stdin&gt;:1(my_function)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.002    0.002 {built-in method builtins.exec}<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0633\u0627\u0633\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0639\u0645\u0644\u06a9\u0631\u062f \u0633\u0627\u062f\u0647 \u06a9\u0647 \u0627\u0639\u062f\u0627\u062f \u0631\u0627 \u0627\u0632 0 \u062a\u0627 99.999 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u062e\u0631\u0648\u062c\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0628\u062e\u0634 \u0627\u0635\u0644\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ul>\n<li>\n<p><code>ncalls<\/code>: \u0686\u0646\u062f \u0628\u0627\u0631 \u0647\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0646\u0627\u0645\u06cc\u062f\u0647 \u0645\u06cc \u0634\u062f<\/p>\n<\/li>\n<li>\n<p><code>tottime<\/code>: \u06a9\u0644 \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0634\u062f\u0647 \u062f\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f (\u0628\u0647 \u0627\u0633\u062a\u062b\u0646\u0627\u06cc \u0632\u0645\u0627\u0646 \u062f\u0631 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627)<\/p>\n<\/li>\n<li>\n<p><code>percall<\/code>: \u0632\u0645\u0627\u0646 \u062f\u0631 \u0647\u0631 \u062a\u0645\u0627\u0633 (<code>tottime<\/code> \u062a\u0642\u0633\u06cc\u0645 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 <code>ncalls<\/code>)<\/p>\n<\/li>\n<li>\n<p><code>cumtime<\/code>: \u0632\u0645\u0627\u0646 \u062a\u062c\u0645\u0639\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u06a9\u0644\u06cc\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0641\u0631\u0639\u06cc \u0635\u0631\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a<\/p>\n<\/li>\n<li>\n<p><code>filename:lineno(function)<\/code>: \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u062f\u06cc\u062f\u06af\u0627\u0647 \u062c\u0627\u0645\u0639 \u062f\u0631 \u0645\u0648\u0631\u062f \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0632\u0645\u0627\u0646 \u062f\u0631 \u06a9\u062f \u0634\u0645\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062f\u0647\u062f \u060c \u0627\u0645\u0627 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0622\u0646\u0647\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f <code>cProfile<\/code>\u0628\u0634\u0631<\/p>\n<p>\u0642\u062f\u0631\u062a \u0648\u0627\u0642\u0639\u06cc \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0646\u0627\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><strong>\u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u0646\u062a\u0627\u06cc\u062c<\/strong>:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> cProfile\n<span class=\"hljs-keyword\">import<\/span> pstats\n\n<span class=\"hljs-comment\"># Profile the function<\/span>\nprofiler = cProfile.Profile()\nprofiler.enable()\nmy_function()\nprofiler.disable()\n\n<span class=\"hljs-comment\"># Create stats object<\/span>\nstats = pstats.Stats(profiler)\n\n<span class=\"hljs-comment\"># Sort by different metrics<\/span>\nstats.sort_stats(<span class=\"hljs-string\">'cumulative'<\/span>).print_stats(<span class=\"hljs-number\">10<\/span>)  <span class=\"hljs-comment\"># Top 10 functions by cumulative time<\/span>\nstats.sort_stats(<span class=\"hljs-string\">'calls'<\/span>).print_stats(<span class=\"hljs-number\">10<\/span>)       <span class=\"hljs-comment\"># Top 10 functions by call count<\/span>\nstats.sort_stats(<span class=\"hljs-string\">'time'<\/span>).print_stats(<span class=\"hljs-number\">10<\/span>)        <span class=\"hljs-comment\"># Top 10 functions by time<\/span>\n\n<span class=\"hljs-comment\"># Sample output for cumulative sorting:<\/span>\n<span class=\"hljs-comment\">#          2 function calls in 0.002 seconds<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    Ordered by: cumulative time<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    ncalls  tottime  percall  cumtime  percall filename:lineno(function)<\/span>\n<span class=\"hljs-comment\">#         1    0.002    0.002    0.002    0.002 &lt;stdin&gt;:1(my_function)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0631\u0648\u0634 \u06a9\u0646\u062a\u0631\u0644 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f process \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0631\u062a\u0628 \u06a9\u0646\u06cc\u062f. \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u062e\u0627\u0635 \u06a9\u062f \u0641\u0639\u0627\u0644 \u06cc\u0627 \u063a\u06cc\u0631\u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u062a\u0646\u06af\u0646\u0627\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0631\u062a\u0628 \u06a9\u0646\u06cc\u062f:<\/p>\n<ul>\n<li>\n<p><code>cumulative<\/code>: \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc\u06cc \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0632\u0645\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u0645\u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f (\u0627\u0632 \u062c\u0645\u0644\u0647 \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627)<\/p>\n<\/li>\n<li>\n<p><code>calls<\/code>: \u062a\u0648\u0627\u0628\u0639\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0646\u0627\u0645 \u0622\u0646\u0647\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p><code>time<\/code>: \u062a\u0648\u0627\u0628\u0639 \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f (\u0628\u0647 \u0627\u0633\u062a\u062b\u0646\u0627\u06cc \u0632\u06cc\u0631\u0645\u062c\u0645\u0648\u0639\u0647 \u0647\u0627)<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<li>\n<p>\u0628\u0627\u0632\u062f\u0647 \u0631\u0627 \u0641\u0642\u0637 \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u0631\u062a\u0631 N \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f <code>print_stats(N)<\/code><\/p>\n<\/li>\n<\/ol>\n<p>\u0627\u06cc\u0646 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u062c\u0646\u0628\u0647 \u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0627\u0635 \u06a9\u062f \u0634\u0645\u0627.<\/p>\n<p><strong>\u0646\u062a\u0627\u06cc\u062c \u0641\u06cc\u0644\u062a\u0631<\/strong>:<\/p>\n<pre><code class=\"lang-python\">stats.strip_dirs().print_stats()  <span class=\"hljs-comment\"># Remove directory paths for cleaner output<\/span>\nstats.print_stats(<span class=\"hljs-string\">'my_module'<\/span>)   <span class=\"hljs-comment\"># Only show results from my_module<\/span>\n\n<span class=\"hljs-comment\"># Sample output with strip_dirs():<\/span>\n<span class=\"hljs-comment\">#          2 function calls in 0.002 seconds<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    Random listing order was used<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    ncalls  tottime  percall  cumtime  percall filename:lineno(function)<\/span>\n<span class=\"hljs-comment\">#         1    0.002    0.002    0.002    0.002 &lt;stdin&gt;:1(my_function)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0641\u06cc\u0644\u062a\u0631 \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f:<\/p>\n<ul>\n<li>\n<p><code>strip_dirs()<\/code>  \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0631\u0627 \u062d\u0630\u0641 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u062e\u0648\u0627\u0646\u062f\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<\/li>\n<li>\n<p><code>print_stats('my_module')<\/code>  \u0646\u062a\u0627\u06cc\u062c \u0641\u06cc\u0644\u062a\u0631\u0647\u0627 \u0641\u0642\u0637 \u062a\u0648\u0627\u0628\u0639 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u062e\u0627\u0635 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u060c \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u062f\u0647\u062f \u0631\u0648\u06cc \u06a9\u062f \u0634\u0645\u0627 \u0628\u0647 \u062c\u0627\u06cc \u06a9\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062e\u0631\u0648\u062c\u06cc \u06a9\u0627\u0645\u0644 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0635\u062f\u0647\u0627 \u06cc\u0627 \u0647\u0632\u0627\u0631\u0627\u0646 \u062a\u0645\u0627\u0633 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0628\u0627\u0634\u062f \u060c \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<h3 id=\"heading-the-pstats-module\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_pstats_%d9%85%d8%a7%da%98%d9%88%d9%84\"><\/span><strong>\u062f\u0631<\/strong> <code>pstats<\/code>  \u0645\u0627\u0698\u0648\u0644<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 <code>pstats<\/code> \u0645\u0627\u0698\u0648\u0644 \u0627\u063a\u0644\u0628 \u0646\u0627\u062f\u06cc\u062f\u0647 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f \u0627\u0645\u0627 \u0631\u0648\u0634\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p><strong>\u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644<\/strong>:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> cProfile\n<span class=\"hljs-keyword\">import<\/span> pstats\n\n<span class=\"hljs-comment\"># Save profile data to a file<\/span>\ncProfile.run(<span class=\"hljs-string\">'my_function()'<\/span>, <span class=\"hljs-string\">'my_profile.stats'<\/span>)\n\n<span class=\"hljs-comment\"># Load and analyze later<\/span>\nstats = pstats.Stats(<span class=\"hljs-string\">'my_profile.stats'<\/span>)\nstats.strip_dirs().sort_stats(<span class=\"hljs-string\">'cumulative'<\/span>).print_stats(<span class=\"hljs-number\">10<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\"># Wed Mar 20 14:30:00 1403    my_profile.stats<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#          4 function calls in 0.002 seconds<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    Ordered by: cumulative time<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    ncalls  tottime  percall  cumtime  percall filename:lineno(function)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.002    0.002 {built-in method builtins.exec}<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.002    0.002 &lt;string&gt;:1(&lt;module&gt;)<\/span>\n<span class=\"hljs-comment\">#         1    0.002    0.002    0.002    0.002 &lt;stdin&gt;:1(my_function)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.000    0.000 {method 'disable' of '_lsprof.Profiler' objects}<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0631\u0648\u0634 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u0648\u0646\u062f\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0628\u0639\u062f\u0627\u064b \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0635\u0644\u06cc:<\/p>\n<ol>\n<li>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062c\u0644\u0633\u0647 \u06cc\u0627 \u0645\u062d\u06cc\u0637 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u062f\u06cc\u06af\u0631\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0628\u0627 \u0627\u0639\u0636\u0627\u06cc \u062a\u06cc\u0645 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u06a9\u0647 \u0622\u0646\u0647\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f<\/p>\n<\/li>\n<li>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0627\u0632 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0639\u0627\u0645\u0644\u06cc \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0646\u0628\u0627\u0634\u062f<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u062c\u0631\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0628\u0627 \u06af\u0630\u0634\u062a \u0632\u0645\u0627\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<\/ol>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062c\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u062a\u0631\u06a9\u06cc\u0628 \u0686\u0646\u062f\u06cc\u0646 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644<\/strong>:<\/p>\n<pre><code class=\"lang-python\">stats = pstats.Stats(<span class=\"hljs-string\">'profile1.stats'<\/span>)\nstats.add(<span class=\"hljs-string\">'profile2.stats'<\/span>)\nstats.add(<span class=\"hljs-string\">'profile3.stats'<\/span>)\nstats.sort_stats(<span class=\"hljs-string\">'time'<\/span>).print_stats()\n\n<span class=\"hljs-comment\"># This allows you to combine results from multiple profiling runs,<\/span>\n<span class=\"hljs-comment\"># useful for aggregating data from different test cases or scenarios<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0646\u062a\u0627\u06cc\u062c \u062d\u0627\u0635\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0686\u0646\u062f\u06cc\u0646 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc:<\/p>\n<ol>\n<li>\n<p>\u0645\u0642\u0627\u06cc\u0633\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/p>\n<\/li>\n<li>\n<p>\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0633\u0646\u0627\u0631\u06cc\u0648 \u0622\u0632\u0645\u0648\u0646<\/p>\n<\/li>\n<li>\n<p>\u062a\u0631\u06a9\u06cc\u0628 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627<\/p>\n<\/li>\n<li>\n<p>\u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062c\u0627\u0645\u0639 \u062a\u0631 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u0627\u062c\u0631\u0627<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0622\u0645\u0627\u0631 \u0627\u0632 \u0686\u0646\u062f\u06cc\u0646 \u0627\u062c\u0631\u0627 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u0632 \u06cc\u06a9 \u062c\u0644\u0633\u0647 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0648\u0627\u062d\u062f \u0622\u0634\u06a9\u0627\u0631 \u0646\u0628\u0627\u0634\u062f.<\/p>\n<h3 id=\"heading-the-profile-module\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_profile_%d9%85%d8%a7%da%98%d9%88%d9%84\"><\/span><strong>\u062f\u0631<\/strong> <code>profile<\/code>  \u0645\u0627\u0698\u0648\u0644<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 <code>profile<\/code> \u0645\u0627\u0698\u0648\u0644 \u06cc\u06a9 \u0627\u062c\u0631\u0627\u06cc \u062e\u0627\u0644\u0635 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 \u0631\u0627\u0628\u0637 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0627\u0633\u062a. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06a9\u0646\u062f\u062a\u0631 \u0627\u0632 <code>cProfile<\/code>\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u062e\u0627\u0635 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u062a\u0631 \u0628\u0627\u0634\u062f:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> profile\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">my_function<\/span>():<\/span>\n    total = <span class=\"hljs-number\">0<\/span>\n    <span class=\"hljs-keyword\">for<\/span> i <span class=\"hljs-keyword\">in<\/span> range(<span class=\"hljs-number\">100000<\/span>):  <span class=\"hljs-comment\"># Using 100000 for faster execution<\/span>\n        total += i\n    <span class=\"hljs-keyword\">return<\/span> total\n\nprofile.run(<span class=\"hljs-string\">'my_function()'<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\">#          5 function calls in 0.011 seconds<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    Ordered by: standard name<\/span>\n<span class=\"hljs-comment\">#<\/span>\n<span class=\"hljs-comment\">#    ncalls  tottime  percall  cumtime  percall filename:lineno(function)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.002    0.002 :0(exec)<\/span>\n<span class=\"hljs-comment\">#         1    0.009    0.009    0.009    0.009 :0(setprofile)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.002    0.002 &lt;string&gt;:1(&lt;module&gt;)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.011    0.011 profile:0(my_function())<\/span>\n<span class=\"hljs-comment\">#         0    0.000             0.000          profile:0(profiler)<\/span>\n<span class=\"hljs-comment\">#         1    0.002    0.002    0.002    0.002 &lt;stdin&gt;:1(my_function)<\/span>\n<\/code><\/pre>\n<p>\u062f\u0631 <code>profile<\/code> \u0645\u0627\u0698\u0648\u0644 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u0627\u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f <code>cProfile<\/code> \u0627\u0645\u0627 \u0645\u0632\u0627\u06cc\u0627\u06cc\u06cc \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062e\u0627\u0635 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ol>\n<li>\n<p>\u0627\u06cc\u0646 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0627\u0644\u0635 \u0627\u062c\u0631\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0631\u0641\u062a\u0627\u0631 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0633\u0641\u0627\u0631\u0634\u06cc \u060c \u0627\u0635\u0644\u0627\u062d \u0622\u0646 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0645\u06cc \u0634\u0648\u062f<\/p>\n<\/li>\n<li>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0632\u06cc\u0631 \u06a9\u0644\u0627\u0633 \u0648 \u06af\u0633\u062a\u0631\u0634 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u0646\u0637\u0642 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0633\u0641\u0627\u0631\u0634\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u06a9\u0646\u062a\u0631\u0644 \u0631\u06cc\u0632 \u0648 \u062f\u0631\u0634\u062a \u062a\u0631 \u0628\u0631 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f process<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u067e\u0633\u0648\u0646\u062f C \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0646\u0628\u0627\u0634\u062f \u0645\u0641\u06cc\u062f \u0627\u0633\u062a<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u06a9\u0646\u062f\u062a\u0631 \u0627\u0632 <code>cProfile<\/code> (\u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u0628\u0647 \u062c\u0627\u06cc C \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u062c\u0631\u0627 \u0634\u062f\u0647 \u0627\u0633\u062a) \u060c \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0622\u0646 \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062a\u062e\u0635\u0635\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u062f\u0631 <code>profile<\/code> \u0645\u0627\u0698\u0648\u0644 \u0647\u0645\u0627\u0646 API \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f <code>cProfile<\/code>\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u062a\u0645\u0627\u0645 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u06cc\u06a9\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0646\u062a\u0627\u06cc\u062c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 id=\"heading-practical-experiments\"><span class=\"ez-toc-section\" id=\"%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4%d8%a7%d8%aa_%d8%b9%d9%85%d9%84%db%8c\"><\/span><strong>\u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0639\u0645\u0644\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<h3 id=\"heading-setup\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c\"><\/span><strong>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u0628\u062a\u062f\u0627 \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u0633\u0627\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u062a\u0648\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-comment\"># profiling_example.py<\/span>\n\n<span class=\"hljs-keyword\">import<\/span> time\n<span class=\"hljs-keyword\">import<\/span> random\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">process_data<\/span>(<span class=\"hljs-params\">data<\/span>):<\/span>\n    result = []\n    <span class=\"hljs-keyword\">for<\/span> item <span class=\"hljs-keyword\">in<\/span> data:\n        result.append(process_item(item))\n    <span class=\"hljs-keyword\">return<\/span> result\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">process_item<\/span>(<span class=\"hljs-params\">item<\/span>):<\/span>\n    <span class=\"hljs-comment\"># Simulate processing time<\/span>\n    time.sleep(<span class=\"hljs-number\">0.0001<\/span>)  <span class=\"hljs-comment\"># Small delay for demonstration purposes<\/span>\n    <span class=\"hljs-keyword\">return<\/span> item * <span class=\"hljs-number\">2<\/span>\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">generate_data<\/span>(<span class=\"hljs-params\">size<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> [random.randint(<span class=\"hljs-number\">1<\/span>, <span class=\"hljs-number\">100<\/span>) <span class=\"hljs-keyword\">for<\/span> _ <span class=\"hljs-keyword\">in<\/span> range(size)]\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">process_data_optimized<\/span>(<span class=\"hljs-params\">data<\/span>):<\/span>\n    <span class=\"hljs-keyword\">return<\/span> [process_item(item) <span class=\"hljs-keyword\">for<\/span> item <span class=\"hljs-keyword\">in<\/span> data]\n\n<span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">main<\/span>():<\/span>\n    data = generate_data(<span class=\"hljs-number\">50<\/span>)\n    result1 = process_data(data)\n    result2 = process_data_optimized(data)\n    <span class=\"hljs-keyword\">assert<\/span> result1 == result2\n    <span class=\"hljs-keyword\">return<\/span> result1\n\n<span class=\"hljs-keyword\">if<\/span> __name__ == <span class=\"hljs-string\">\"__main__\"<\/span>:\n    main()\n<\/code><\/pre>\n<h3 id=\"heading-experiment-1-basic-vs-advanced-timeit-usage\"><span class=\"ez-toc-section\" id=\"%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_1_basic_vs_advanced_timeit_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87\"><\/span><strong>\u0622\u0632\u0645\u0627\u06cc\u0634 1: Basic vs Advanced<\/strong> <code>timeit<\/code>  \u0627\u0633\u062a\u0641\u0627\u062f\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0631\u0648\u0634\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u062a\u0648\u0627\u0628\u0639 \u062e\u0648\u062f \u0631\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> timeit\n<span class=\"hljs-keyword\">from<\/span> profiling_example <span class=\"hljs-keyword\">import<\/span> generate_data, process_data, process_data_optimized\n\n<span class=\"hljs-comment\"># Method 1: Basic string evaluation (limited but simple)<\/span>\nsetup1 = <span class=\"hljs-string\">\"\"\"\nfrom profiling_example import generate_data, process_data\ndata = generate_data(5)  # Using a small size for demonstration\n\"\"\"<\/span>\nbasic_time = timeit.timeit(<span class=\"hljs-string\">'process_data(data)'<\/span>, setup=setup1, number=<span class=\"hljs-number\">5<\/span>)\nprint(<span class=\"hljs-string\">f\"Basic timing: <span class=\"hljs-subst\">{basic_time:<span class=\"hljs-number\">.4<\/span>f}<\/span> seconds\"<\/span>)\n\n<span class=\"hljs-comment\"># Method 2: Using lambda for better control<\/span>\ndata = generate_data(<span class=\"hljs-number\">5<\/span>)\nadvanced_time = timeit.timeit(<span class=\"hljs-keyword\">lambda<\/span>: process_data(data), number=<span class=\"hljs-number\">5<\/span>)\nprint(<span class=\"hljs-string\">f\"Advanced timing: <span class=\"hljs-subst\">{advanced_time:<span class=\"hljs-number\">.4<\/span>f}<\/span> seconds\"<\/span>)\n\n<span class=\"hljs-comment\"># Method 3: Comparing implementations<\/span>\ndata = generate_data(<span class=\"hljs-number\">5<\/span>)\noriginal_time = timeit.timeit(<span class=\"hljs-keyword\">lambda<\/span>: process_data(data), number=<span class=\"hljs-number\">5<\/span>)\noptimized_time = timeit.timeit(<span class=\"hljs-keyword\">lambda<\/span>: process_data_optimized(data), number=<span class=\"hljs-number\">5<\/span>)\nprint(<span class=\"hljs-string\">f\"Original implementation: <span class=\"hljs-subst\">{original_time:<span class=\"hljs-number\">.4<\/span>f}<\/span> seconds\"<\/span>)\nprint(<span class=\"hljs-string\">f\"Optimized implementation: <span class=\"hljs-subst\">{optimized_time:<span class=\"hljs-number\">.4<\/span>f}<\/span> seconds\"<\/span>)\nprint(<span class=\"hljs-string\">f\"Improvement ratio: <span class=\"hljs-subst\">{original_time\/optimized_time:<span class=\"hljs-number\">.2<\/span>f}<\/span>x\"<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\"># Basic timing: 0.0032 seconds<\/span>\n<span class=\"hljs-comment\"># Advanced timing: 0.0034 seconds<\/span>\n<span class=\"hljs-comment\"># Original implementation: 0.0033 seconds<\/span>\n<span class=\"hljs-comment\"># Optimized implementation: 0.0034 seconds<\/span>\n<span class=\"hljs-comment\"># Improvement ratio: 0.98x<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0633\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u062e\u062a\u0644\u0641 \u0628\u0631\u0627\u06cc \u06a9\u062f \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0628\u0627 <code>timeit<\/code> \u0645\u0627\u0698\u0648\u0644:<\/p>\n<p><strong>\u0631\u0648\u0634 1: \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0631\u0634\u062a\u0647 \u0627\u0633\u0627\u0633\u06cc<\/strong> &#8211; \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u062a\u0646\u0638\u06cc\u0645 \u060c \u0631\u0634\u062a\u0647 \u06a9\u062f \u0631\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li>\n<p>\u0646\u062d\u0648 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc<\/p>\n<\/li>\n<li>\n<p>\u06a9\u062f \u062a\u0646\u0638\u06cc\u0645 \u0641\u0642\u0637 \u06cc\u06a9 \u0628\u0627\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f \u060c \u0646\u0647 \u062f\u0631 \u0647\u0631 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627<\/p>\n<\/li>\n<li>\n<p>\u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0639\u0628\u0627\u0631\u0627\u062a \u0633\u0627\u062f\u0647<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u0631\u0648\u0634 2: \u062a\u0648\u0627\u0628\u0639 \u0644\u0627\u0645\u0628\u062f\u0627<\/strong> &#8211; \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062a\u0631 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 Lambda \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062a\u0648\u0627\u0628\u0639 \u0645\u0627 \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u06a9\u0646\u062f. \u0645\u0632\u0627\u06cc\u0627 \u0634\u0627\u0645\u0644:<\/p>\n<ul>\n<li>\n<p>\u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 \u0628\u0647 \u062a\u0648\u0627\u0628\u0639 \u0648 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627 \u062f\u0631 \u062f\u0627\u0645\u0646\u0647 \u0641\u0639\u0644\u06cc<\/p>\n<\/li>\n<li>\n<p>\u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 import \u062a\u0648\u0627\u0628\u0639 \u062f\u0631 \u06a9\u062f \u062a\u0646\u0638\u06cc\u0645<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u06a9\u0647 \u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0628\u0647\u062a\u0631 \u0627\u0633\u062a<\/p>\n<\/li>\n<li>\n<p>\u0634\u0647\u0648\u062f\u06cc \u062a\u0631 \u0628\u0631\u0627\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u0631\u0648\u0634 3: \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u062c\u0631\u0627\u06cc<\/strong> &#8211; \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0639\u0645\u0644\u06cc \u062f\u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0627\u0632 \u0647\u0645\u0627\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a \u0648\u0642\u062a\u06cc:<\/p>\n<ul>\n<li>\n<p>\u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0628\u06cc\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646<\/p>\n<\/li>\n<li>\n<p>\u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u062a\u0623\u062b\u06cc\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc<\/p>\n<\/li>\n<li>\n<p>\u062a\u0639\u06cc\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627 \u0646\u0633\u0628\u062a<\/p>\n<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u060c \u062f\u0631\u06a9 \u0644\u06cc\u0633\u062a \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0633\u0631\u06cc\u0639\u062a\u0631 \u0646\u06cc\u0633\u062a \u0632\u06cc\u0631\u0627 \u0647\u0632\u06cc\u0646\u0647 \u063a\u0627\u0644\u0628 \u0627\u06cc\u0646 \u0627\u0633\u062a <code>time.sleep()<\/code> \u062f\u0631 \u0647\u0631 \u062f\u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f. \u062f\u0631 \u0645\u0648\u0627\u0631\u062f \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0627 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648\u0627\u0642\u0639\u06cc \u0628\u0647 \u062c\u0627\u06cc \u062e\u0648\u0627\u0628 \u060c \u062a\u0641\u0627\u0648\u062a \u0627\u063a\u0644\u0628 \u0628\u0631\u062c\u0633\u062a\u0647 \u062a\u0631 \u0627\u0633\u062a.<\/p>\n<h3 id=\"heading-experiment-2-effective-cprofile-analysis\"><span class=\"ez-toc-section\" id=\"%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_2_%d9%85%d8%a4%d8%ab%d8%b1_cprofile_%d8%aa%d8%ac%d8%b2%db%8c%d9%87\"><\/span><strong>\u0622\u0632\u0645\u0627\u06cc\u0634 2: \u0645\u0624\u062b\u0631<\/strong> <code>cProfile<\/code>  \u062a\u062c\u0632\u06cc\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>cProfile<\/code> \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0646\u06af\u0646\u0627\u0647\u0627:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> cProfile\n<span class=\"hljs-keyword\">import<\/span> pstats\n<span class=\"hljs-keyword\">import<\/span> io\n<span class=\"hljs-keyword\">from<\/span> profiling_example <span class=\"hljs-keyword\">import<\/span> main\n\n<span class=\"hljs-comment\"># Method 1: Basic profiling<\/span>\ncProfile.run(<span class=\"hljs-string\">'main()'<\/span>)\n\n<span class=\"hljs-comment\"># Sample output snippet:<\/span>\n<span class=\"hljs-comment\">#         679 function calls in 0.014 seconds<\/span>\n<span class=\"hljs-comment\">#    ncalls  tottime  percall  cumtime  percall filename:lineno(function)<\/span>\n<span class=\"hljs-comment\">#      100    0.000    0.000    0.014    0.000 profiling_example.py:10(process_item)<\/span>\n<span class=\"hljs-comment\">#      100    0.014    0.000    0.014    0.000 {built-in method time.sleep}<\/span>\n<span class=\"hljs-comment\">#        1    0.000    0.000    0.007    0.007 profiling_example.py:4(process_data)<\/span>\n<span class=\"hljs-comment\">#        1    0.000    0.000    0.007    0.007 profiling_example.py:18(process_data_optimized)<\/span>\n\n<span class=\"hljs-comment\"># Method 2: Capturing and analyzing results<\/span>\nprofiler = cProfile.Profile()\nprofiler.enable()\nmain()\nprofiler.disable()\n\n<span class=\"hljs-comment\"># Redirect output to string for analysis<\/span>\ns = io.StringIO()\nstats = pstats.Stats(profiler, stream=s).sort_stats(<span class=\"hljs-string\">'cumulative'<\/span>)\nstats.print_stats(<span class=\"hljs-number\">10<\/span>)  <span class=\"hljs-comment\"># Print top 10 functions by cumulative time<\/span>\nprint(s.getvalue())\n\n<span class=\"hljs-comment\"># Method 3: Focus \u0631\u0648\u06cc specific functions<\/span>\ns = io.StringIO()\nstats = pstats.Stats(profiler, stream=s).sort_stats(<span class=\"hljs-string\">'cumulative'<\/span>)\nstats.print_callers(<span class=\"hljs-string\">'process_item'<\/span>)  <span class=\"hljs-comment\"># Show what's calling this function<\/span>\nprint(s.getvalue())\n\n<span class=\"hljs-comment\"># Sample output for the callers analysis:<\/span>\n<span class=\"hljs-comment\"># Function was called by...<\/span>\n<span class=\"hljs-comment\">#       ncalls  tottime  cumtime<\/span>\n<span class=\"hljs-comment\"># profiling_example.py:10(process_item)  &lt;-  <\/span>\n<span class=\"hljs-comment\">#     50    0.000    0.007  profiling_example.py:4(process_data)<\/span>\n<span class=\"hljs-comment\">#     50    0.000    0.007  profiling_example.py:18(process_data_optimized)<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0633\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f <code>cProfile<\/code> \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0646\u06af\u0646\u0627\u0647\u0627:<\/p>\n<p><strong>\u0631\u0648\u0634 1: \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0627\u0633\u0627\u0633\u06cc<\/strong> &#8211; \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>cProfile.run()<\/code> \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u06cc\u06a9 \u062a\u0645\u0627\u0633 \u0639\u0645\u0644\u06a9\u0631\u062f \u060c \u06cc\u06a9 \u0645\u0631\u0648\u0631 \u06a9\u0644\u06cc \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9:<\/p>\n<ul>\n<li>\n<p>\u0639\u06a9\u0633 \u0641\u0648\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062f\u0647\u062f<\/p>\n<\/li>\n<li>\n<p>\u062f\u0642\u06cc\u0642\u0627\u064b \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0645\u06cc \u0634\u0648\u062f<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u062f\u0627\u0642\u0644 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0622\u0633\u0627\u0646 \u0627\u0633\u062a<\/p>\n<\/li>\n<li>\n<p>\u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0645\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0622\u0646 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u0645 <code>time.sleep()<\/code> \u0628\u06cc\u0634\u062a\u0631 \u0632\u0645\u0627\u0646 \u0627\u0639\u062f\u0627\u0645 \u0631\u0627 \u0645\u0635\u0631\u0641 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p><strong>\u0631\u0648\u0634 2: \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0627\u06cc<\/strong> &#8211; \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u06a9\u0646\u062a\u0631\u0644 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ul>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u0628\u062e\u0634 \u0647\u0627\u06cc \u062e\u0627\u0635 \u06a9\u062f \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0641\u0639\u0627\u0644 \u06cc\u0627 \u063a\u06cc\u0631\u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u063a\u06cc\u0631 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0648\u0634 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0648 \u0646\u0645\u0627\u06cc\u0634 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u06cc\u0627 \u067e\u0631\u0648\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u067e\u0633 \u0627\u0632 \u0622\u0646 \u0647\u062f\u0627\u06cc\u062a \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0628\u062e\u0634 \u0647\u0627\u06cc \u062e\u0627\u0635 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u0632\u0631\u06af\u062a\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<p><strong>\u0631\u0648\u0634 3: \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0645\u0627\u0633 \u06af\u06cc\u0631\u0646\u062f\u0647<\/strong> &#8211; <code>print_callers()<\/code> \u0631\u0648\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a \u0632\u06cc\u0631\u0627:<\/p>\n<ul>\n<li>\n<p>\u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u062f\u0627\u0645 \u06cc\u06a9 \u0627\u0632 \u062a\u0648\u0627\u0628\u0639 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u062a\u0648\u0627\u0628\u0639 \u062a\u0646\u06af\u0646\u0627\u06cc \u0634\u0645\u0627 \u0645\u06cc \u06af\u0648\u06cc\u0646\u062f<\/p>\n<\/li>\n<li>\n<p>\u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u0633\u06cc\u0631\u0647\u0627\u06cc \u06a9\u062f \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062f\u0631 \u0645\u0633\u0627\u0626\u0644 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0646\u0642\u0634 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f<\/p>\n<\/li>\n<li>\n<p>\u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u0646\u062f \u0628\u0627\u0631 \u0647\u0631 \u062a\u0645\u0627\u0633 \u06af\u06cc\u0631\u0646\u062f\u0647 \u06cc\u06a9 \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0627\u0635 \u0631\u0627 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<\/li>\n<li>\n<p>\u0632\u0645\u06cc\u0646\u0647 \u0627\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a<\/p>\n<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0645\u062b\u0627\u0644 \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0628\u0628\u06cc\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u0631 \u062f\u0648 <code>process_data<\/code> \u0648\u062a <code>process_data_optimized<\/code> \u062a\u0645\u0627\u0633 \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f <code>process_item<\/code> \u0647\u0631 \u06a9\u062f\u0627\u0645 50 \u0628\u0627\u0631 \u060c \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u0627\u0648\u06cc \u062f\u0631 \u062a\u0646\u06af\u0646\u0627\u0647\u0627 \u0646\u0642\u0634 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0641\u0648\u0631\u06cc \u0628\u0647 \u0645\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 <code>process_item<\/code> \u062a\u0646\u06af\u0646\u0627 \u0627\u0633\u062a \u060c \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 <code>time.sleep()<\/code> \u062f\u0631 \u062f\u0627\u062e\u0644 \u0622\u0646 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f \u060c \u0648 \u0647\u0631 \u062f\u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0647\u0645\u0627\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u062e\u0648\u0627\u0646\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h3 id=\"heading-experiment-3-combining-tools-for-real-world-profiling\"><span class=\"ez-toc-section\" id=\"%d8%a2%d8%b2%d9%85%d8%a7%db%8c%d8%b4_3_%d8%aa%d8%b1%da%a9%db%8c%d8%a8_%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1_%d8%a8%d8%b1%d8%a7%db%8c_%d9%be%d8%b1%d9%88%d9%81%d8%a7%db%8c%d9%84_%d8%af%d8%b1_%d8%af%d9%86%db%8c%d8%a7%db%8c_%d9%88%d8%a7%d9%82%d8%b9%db%8c\"><\/span><strong>\u0622\u0632\u0645\u0627\u06cc\u0634 3: \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0628\u0632\u0627\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u060c \u062a\u0631\u06a9\u06cc\u0628 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u06a9\u0627\u0645\u0644 \u062a\u0631\u06cc\u0646 \u062a\u0635\u0648\u06cc\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<pre><code class=\"lang-python\"><span class=\"hljs-keyword\">import<\/span> cProfile\n<span class=\"hljs-keyword\">import<\/span> pstats\n<span class=\"hljs-keyword\">import<\/span> timeit\n<span class=\"hljs-keyword\">from<\/span> profiling_example <span class=\"hljs-keyword\">import<\/span> main, process_data, process_data_optimized, generate_data\n\n<span class=\"hljs-comment\"># First, use timeit to get baseline performance of main components<\/span>\ndata = generate_data(<span class=\"hljs-number\">50<\/span>)\ntime_process = timeit.timeit(<span class=\"hljs-keyword\">lambda<\/span>: process_data(data), number=<span class=\"hljs-number\">3<\/span>)\ntime_process_opt = timeit.timeit(<span class=\"hljs-keyword\">lambda<\/span>: process_data_optimized(data), number=<span class=\"hljs-number\">3<\/span>)\nprint(<span class=\"hljs-string\">f\"Process data: <span class=\"hljs-subst\">{time_process:<span class=\"hljs-number\">.4<\/span>f}<\/span>s\"<\/span>)\nprint(<span class=\"hljs-string\">f\"Process data optimized: <span class=\"hljs-subst\">{time_process_opt:<span class=\"hljs-number\">.4<\/span>f}<\/span>s\"<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\"># Process data: 0.0196s<\/span>\n<span class=\"hljs-comment\"># Process data optimized: 0.0194s<\/span>\n\n<span class=\"hljs-comment\"># Then, use cProfile for deeper insights<\/span>\nprofiler = cProfile.Profile()\nprofiler.enable()\nmain()\nprofiler.disable()\n\n<span class=\"hljs-comment\"># Save stats for later analysis<\/span>\nprofiler.dump_stats(<span class=\"hljs-string\">'profile_results.stats'<\/span>)\n\n<span class=\"hljs-comment\"># Load and analyze<\/span>\nstats = pstats.Stats(<span class=\"hljs-string\">'profile_results.stats'<\/span>)\nstats.strip_dirs().sort_stats(<span class=\"hljs-string\">'cumulative'<\/span>).print_stats(<span class=\"hljs-number\">10<\/span>)\n\n<span class=\"hljs-comment\"># Sample output:<\/span>\n<span class=\"hljs-comment\"># Wed Mar 20 14:30:00 1403    profile_results.stats<\/span>\n<span class=\"hljs-comment\">#          659 function calls in 0.013 seconds<\/span>\n<span class=\"hljs-comment\">#    Ordered by: cumulative time<\/span>\n<span class=\"hljs-comment\">#    ncalls  tottime  percall  cumtime  percall filename:lineno(function)<\/span>\n<span class=\"hljs-comment\">#         1    0.000    0.000    0.013    0.013 profiling_example.py:21(main)<\/span>\n<span class=\"hljs-comment\">#       100    0.000    0.000    0.013    0.000 profiling_example.py:10(process_item)<\/span>\n<span class=\"hljs-comment\">#       100    0.013    0.000    0.013    0.000 {built-in method time.sleep}<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06cc\u06a9 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u062c\u0627\u0645\u0639 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0631\u0627 \u062a\u0631\u06a9 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 \u0627\u0648\u0644: \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0628\u0627<\/strong> <code>timeit<\/code>  &#8211; \u0645\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>timeit<\/code> \u0628\u0647:<\/p>\n<ul>\n<li>\n<p>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u067e\u0627\u06cc\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u06a9\u0644\u06cc \u0631\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u06a9\u062f\u0627\u0645 \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u06cc\u06a9 \u0628\u0631\u0631\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0647 \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0647\u0631 \u062f\u0648 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u062f\u0631 \u0647\u0645\u0627\u0646 \u0632\u0645\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u0646\u062f \u0648 \u06cc\u0627\u0641\u062a\u0647 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u0645\u0627 \u0631\u0627 \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 \u062f\u0648\u0645: \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0642\u06cc\u0642 \u0628\u0627<\/strong> <code>cProfile<\/code>  &#8211; \u0628\u0639\u062f \u060c \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>cProfile<\/code> \u0628\u0647:<\/p>\n<ul>\n<li>\n<p>\u06cc\u06a9 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0627\u0632 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u062a\u0646\u06af\u0646\u0627\u0647\u0627\u06cc \u062e\u0627\u0635 \u0631\u0627 \u062f\u0631 \u0633\u0637\u062d \u06af\u0631\u0627\u0646\u0648\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u062a\u0639\u062f\u0627\u062f \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc \u0647\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0633\u0644\u0633\u0644\u0647 \u0645\u0631\u0627\u062a\u0628 \u062a\u0645\u0627\u0633 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u0645\u0631\u062d\u0644\u0647 \u0633\u0648\u0645: \u0635\u0631\u0641\u0647 \u062c\u0648\u06cc\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0627<\/strong> <code>pstats<\/code>  &#8211; \u0633\u0631\u0627\u0646\u062c\u0627\u0645 \u060c \u0645\u0627:<\/p>\n<ul>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0631\u0648\u0646\u062f\u0647 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0641\u06cc\u0644\u062a\u0631\/\u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u062a\u0645\u0631\u06a9\u0632 \u0631\u0648\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627<\/p>\n<\/li>\n<li>\n<p>\u06cc\u06a9 \u062e\u0631\u0648\u062c\u06cc \u062a\u0645\u06cc\u0632 \u0648 \u0642\u0627\u0628\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0686\u0646\u062f \u0645\u0646\u0638\u0648\u0631\u0647 \u0686\u0646\u062f\u06cc\u0646 \u0645\u0632\u06cc\u062a \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ol>\n<li>\n<p>\u0634\u0645\u0627 \u0647\u0631 \u062f\u0648 \u0628\u06cc\u0646\u0634 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0648 \u0645\u0641\u0635\u0644\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0639\u062f\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0627 \u0627\u0639\u0636\u0627\u06cc \u062a\u06cc\u0645 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0628\u0627 \u06af\u0630\u0634\u062a \u0632\u0645\u0627\u0646 \u0631\u062f\u06cc\u0627\u0628\u06cc \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0645\u062b\u0627\u0644 \u0645\u0627 \u060c \u0645\u0627 \u062a\u0623\u06cc\u06cc\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0646\u06af\u0646\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u0627 \u0627\u06cc\u0646 \u0627\u0633\u062a <code>time.sleep()<\/code> \u062f\u0631 \u062f\u0627\u062e\u0644 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f <code>process_item<\/code>\u060c \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0632\u0645\u0627\u0646 \u0627\u0639\u062f\u0627\u0645 \u0631\u0627 \u0628\u0647 \u062e\u0648\u062f \u0627\u062e\u062a\u0635\u0627\u0635 \u0645\u06cc \u062f\u0647\u062f. \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062a\u0631\u06a9\u06cc\u0628\u06cc \u060c \u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062c\u0632\u0626\u06cc\u0627\u062a \u0645\u0647\u0645 \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0632\u0645\u0627\u0646 \u0631\u0627 \u0647\u062f\u0631 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645 \u062a\u0627 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u06a9\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0647\u0631 \u062f\u0648 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0642\u06cc\u0642 \u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062f\u0647\u062f \u060c \u0648 \u0627\u0645\u06a9\u0627\u0646 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062c\u0627\u0645\u0639 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2 id=\"heading-best-practices\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86_%d8%b1%d9%88%d8%b4%d9%87%d8%a7\"><\/span><strong>\u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0633\u062a\u0642\u0631 \u0631\u0648\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0645\u0627 \u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0645\u0624\u062b\u0631 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0628\u0627 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f<\/strong>:<\/p>\n<ul>\n<li>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <code>timeit<\/code> \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0647\u062f\u0641\u0645\u0646\u062f \u062a\u0648\u0627\u0628\u0639 \u062e\u0627\u0635 \u06cc\u0627 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u06a9\u062f<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <code>cProfile<\/code> \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u062c\u0627\u0645\u0639 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062a\u0645\u0627\u0645 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u06a9\u062f \u0634\u0645\u0627 \u062f\u0631 \u062a\u0639\u0627\u0645\u0644 \u0627\u0633\u062a<\/p>\n<\/li>\n<li>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <code>pstats<\/code> \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0639\u0645\u06cc\u0642 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0641\u06cc\u0644\u062a\u0631 \u060c \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u0648 \u062a\u0641\u0633\u06cc\u0631 \u0646\u062a\u0627\u06cc\u062c \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u0631\u06cc\u062f<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>        \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0627\u06af\u0631 \u0641\u0642\u0637 \u0633\u0639\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0628\u06cc\u0646 \u062f\u0648 \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0645\u0631\u062a\u0628 \u0633\u0627\u0632\u06cc \u062a\u0635\u0645\u06cc\u0645 \u0628\u06af\u06cc\u0631\u06cc\u062f \u060c <code>timeit<\/code> \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a \u0627\u0645\u0627 \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0686\u0631\u0627 \u06a9\u0644 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0634\u0645\u0627 \u06a9\u0646\u062f \u0627\u0633\u062a \u060c \u0628\u0627 \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u062f <code>cProfile<\/code>\u0628\u0634\u0631<\/p>\n<ol start=\"2\">\n<li>\n<p><strong>\u0628\u0627\u0631 \u06a9\u0627\u0631\u06cc \u0648\u0627\u0642\u0639 \u0628\u06cc\u0646\u0627\u0646\u0647<\/strong>:<\/p>\n<ul>\n<li>\n<p>\u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u063a\u0644\u0628 \u06af\u0645\u0631\u0627\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f \u0632\u06cc\u0631\u0627 \u0622\u0646\u0647\u0627 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0645\u0646\u0639\u06a9\u0633 \u0646\u0645\u06cc \u06a9\u0646\u0646\u062f<\/p>\n<\/li>\n<li>\n<p>\u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u062a\u0648\u0644\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u0642\u06cc\u0627\u0633 \u06a9\u062f \u0634\u0645\u0627 \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0648\u0627\u0642\u0639 \u06af\u0631\u0627\u06cc\u0627\u0646\u0647 \u0627\u0633\u062a<\/p>\n<\/li>\n<li>\n<p>\u0686\u0646\u062f\u06cc\u0646 \u062a\u06a9\u0631\u0627\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0648\u0627\u0631\u06cc\u0627\u0646\u0633 \u062d\u0633\u0627\u0628 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0634\u0645\u0627 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0627\u0633\u062a<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>        \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u06a9\u0647 \u0628\u0627 10 \u0645\u0648\u0631\u062f \u0633\u0631\u06cc\u0639 \u0628\u0627\u0634\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0627 10\u060c000 \u062f\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u062f\u0631\u062f\u0646\u0627\u06a9 \u0628\u0627\u0634\u062f. \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u0645\u0627 \u0627\u0633\u062a \u060c \u062a\u0633\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n<ol start=\"3\">\n<li>\n<p><strong>\u062a\u0645\u0631\u06a9\u0632 \u0631\u0648\u06cc \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628<\/strong>:<\/p>\n<ul>\n<li>\n<p><code>cumulative<\/code>  \u0632\u0645\u0627\u0646 \u06a9\u0644 \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0634\u062f\u0647 \u062f\u0631 \u06cc\u06a9 \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u062a\u0645\u0627\u0645 \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u06af\u0631\u0627\u0646\u062a\u0631\u06cc\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><code>tottime<\/code>  \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0634\u062f\u0647 \u0641\u0642\u0637 \u062f\u0631 \u062e\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0646\u0627\u06a9\u0627\u0631\u0622\u0645\u062f \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<\/li>\n<li>\n<p><code>ncalls<\/code>  \u0628\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0636\u0627\u0641\u06cc \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>        \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0628\u0627 \u06cc\u06a9 \u06a9\u0648\u0686\u06a9 <code>tottime<\/code> \u0627\u0645\u0627 \u0628\u0632\u0631\u06af <code>cumulative<\/code> \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627\u0634\u062f \u0627\u0645\u0627 \u0628\u0647 \u0632\u06cc\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u06af\u0631\u0627\u0646 \u0642\u06cc\u0645\u062a \u0645\u06cc \u067e\u0631\u062f\u0627\u0632\u062f.<\/p>\n<ol start=\"4\">\n<li>\n<p><strong>\u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f<\/strong>:<\/p>\n<ul>\n<li>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 <code>profiler.dump_stats()<\/code> \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06a9\u062f \u062e\u0648\u062f<\/p>\n<\/li>\n<li>\n<p>\u0642\u0628\u0644 \u0648 \u0628\u0639\u062f \u0627\u0632 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627 \u0631\u0627 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0628\u0647 \u0645\u0631\u0648\u0631 \u0632\u0645\u0627\u0646 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0632\u0648\u062f\u0631\u0633 \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>        \u0627\u06cc\u0646 \u0639\u0645\u0644 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062b\u0627\u0628\u062a \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0634\u0645\u0627 \u062f\u0631 \u0648\u0627\u0642\u0639 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0645\u0627\u0646\u0639 \u0627\u0632 \u062a\u062d\u0642\u06cc\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0627 \u06af\u0630\u0634\u062a \u0632\u0645\u0627\u0646 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<ol start=\"5\">\n<li>\n<p><strong>\u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0642\u0627\u0646\u0648\u0646 80\/20 \u0628\u0627\u0634\u06cc\u062f<\/strong>:<\/p>\n<ul>\n<li>\n<p>80 \u066a \u0627\u0632 \u0632\u0645\u0627\u0646 \u0627\u063a\u0644\u0628 \u062f\u0631 20 \u066a \u06a9\u062f \u0635\u0631\u0641 \u0645\u06cc \u0634\u0648\u062f. \u062a\u0644\u0627\u0634 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0645\u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0627\u06cc\u0646 &#8220;\u0646\u0642\u0627\u0637 \u062f\u0627\u063a&#8221;<\/p>\n<\/li>\n<li>\n<p>\u062a\u0644\u0627\u0634 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0631\u0627 \u0645\u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u062a\u0648\u0627\u0628\u0639 \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u0632\u0645\u0627\u0646 \u062a\u062c\u0645\u0639\u06cc.<\/p>\n<\/li>\n<li>\n<p>\u0622\u0646\u0686\u0647 \u0631\u0627 \u06a9\u0647 \u06a9\u0646\u062f \u0646\u06cc\u0633\u062a \u0628\u0647\u06cc\u0646\u0647 \u0646\u06a9\u0646\u06cc\u062f &#8211; \u0632\u0645\u0627\u0646 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0632\u0648\u062f\u0631\u0633 \u0631\u0627 \u067e\u0633 \u0627\u0646\u062f\u0627\u0632 \u06a9\u0646\u06cc\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u062f \u0631\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>        \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 \u060c \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0645\u0627 \u060c <code>time.sleep()<\/code> \u062a\u0645\u0627\u0633 \u062a\u0646\u06af\u0646\u0627 \u0631\u0648\u0634\u0646 \u0628\u0648\u062f. \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0631 \u0686\u06cc\u0632 \u062f\u06cc\u06af\u0631\u06cc \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u0646\u06af\u06cc\u0631\u062f \u0628\u06cc \u0645\u0639\u0646\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.<\/p>\n<p>\u0628\u0627 \u067e\u06cc\u0631\u0648\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0647\u0627 \u060c \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u062f \u0648 \u062a\u0644\u0627\u0634 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0631\u0627 \u062f\u0627\u0631\u0646\u062f \u060c \u0645\u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h2 id=\"heading-conclusion\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%db%8c%d8%a7%d9%86\"><\/span><strong>\u067e\u0627\u06cc\u0627\u0646<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u06a9 \u0632\u0631\u0627\u062f\u062e\u0627\u0646\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062d\u0644 \u062a\u0646\u06af\u0646\u0627\u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u06a9\u062f \u0634\u0645\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>timeit<\/code>\u0628\u0627 <code>cProfile<\/code>\u0648\u062a <code>pstats<\/code> \u0645\u0627\u0698\u0648\u0644 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0624\u062b\u0631 \u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u062f\u0648\u0646 \u062a\u06a9\u06cc\u0647 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u062e\u0648\u062f \u0628\u06cc\u0646\u0634 \u0639\u0645\u06cc\u0642\u06cc \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0634\u062e\u0635 \u062b\u0627\u0644\u062b.<\/p>\n<p>\u0647\u0631 \u0627\u0628\u0632\u0627\u0631 \u06cc\u06a9 \u0647\u062f\u0641 \u062e\u0627\u0635 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ul>\n<li>\n<p><code>timeit<\/code>  \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0642\u0637\u0639\u0647 \u0647\u0627\u06cc \u06a9\u062f \u062e\u0627\u0635 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<\/li>\n<li>\n<p><code>cProfile<\/code>  \u0646\u0645\u0627\u06cc \u06a9\u0627\u0645\u0644\u06cc \u0627\u0632 \u062a\u0645\u0627\u0633 \u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0648 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0628\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062f\u0647\u062f<\/p>\n<\/li>\n<li>\n<p><code>pstats<\/code>  \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u060c \u0641\u06cc\u0644\u062a\u0631 \u0648 \u062a\u0641\u0633\u06cc\u0631 \u06a9\u0646\u06cc\u062f<\/p>\n<\/li>\n<li>\n<p><code>profile<\/code>  \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u062e\u0627\u0635 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f<\/p>\n<\/li>\n<\/ul>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u06cc\u0645 \u060c \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0642\u062f\u0631\u062a \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0646\u0627\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647 \u0637\u0648\u0631 \u0633\u06cc\u0633\u062a\u0645\u0627\u062a\u06cc\u06a9 \u0646\u0632\u062f\u06cc\u06a9 \u0634\u0648\u06cc\u062f:<\/p>\n<ol>\n<li>\n<p>\u0646\u06af\u0631\u0627\u0646\u06cc \u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0633\u0637\u062d \u0628\u0627\u0644\u0627 \u0631\u0627 \u0628\u0627 <code>timeit<\/code><\/p>\n<\/li>\n<li>\n<p>\u062f\u0631 \u062a\u0646\u06af\u0646\u0627\u0647\u0627\u06cc \u062e\u0627\u0635 \u0628\u0627 \u0622\u0646 \u062d\u0641\u0631 \u06a9\u0646\u06cc\u062f <code>cProfile<\/code><\/p>\n<\/li>\n<li>\n<p>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u062a\u0641\u0633\u06cc\u0631 \u0646\u062a\u0627\u06cc\u062c \u0628\u0627 <code>pstats<\/code><\/p>\n<\/li>\n<li>\n<p>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627\u06cc \u0647\u062f\u0641\u0645\u0646\u062f \u0631\u0627 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u0646\u0647 \u062d\u062f\u0633 \u0632\u062f\u0646<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0628\u0647 \u0647\u0645\u0627\u0646 \u0627\u0646\u062f\u0627\u0632\u0647 \u06cc\u06a9 \u0647\u0646\u0631 \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0639\u0644\u0645 \u0627\u0633\u062a. \u0647\u062f\u0641 \u0641\u0642\u0637 \u0633\u0631\u06cc\u0639\u062a\u0631 \u06a9\u0631\u062f\u0646 \u06a9\u062f \u0646\u06cc\u0633\u062a \u0628\u0644\u06a9\u0647 \u062f\u0631\u06a9 \u0627\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0686\u0631\u0627 \u062f\u0631 \u0648\u0647\u0644\u0647 \u0627\u0648\u0644 \u06a9\u0646\u062f \u0627\u0633\u062a. \u0628\u0627 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u060c \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0645\u062c\u0647\u0632 \u0647\u0633\u062a\u06cc\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0631\u0627 \u0631\u0648\u06cc \u06a9\u062f \u062e\u0648\u062f \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u0632 \u0622\u0646\u0686\u0647 \u06a9\u0634\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0639\u062c\u0628 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f. \u063a\u0627\u0644\u0628\u0627\u064b \u060c \u062a\u0646\u06af\u0646\u0627\u0647\u0627 \u062c\u0627\u06cc\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f \u06a9\u0647 \u0627\u0646\u062a\u0638\u0627\u0631 \u062f\u0627\u0631\u06cc\u062f \u0622\u0646\u0647\u0627 \u0628\u0627\u0634\u0646\u062f!<\/p>\n<h2 id=\"heading-references-and-further-reading\"><span class=\"ez-toc-section\" id=\"%d9%85%d9%86%d8%a7%d8%a8%d8%b9_%d9%88_%d8%ae%d9%88%d8%a7%d9%86%d8%af%d9%86_%d8%a8%db%8c%d8%b4%d8%aa%d8%b1\"><\/span><strong>\u0645\u0646\u0627\u0628\u0639 \u0648 \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u06cc\u0634\u062a\u0631<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\n<p>\u067e\u06cc\u062a\u0648\u0646 <code>timeit<\/code> \u0645\u0633\u062a\u0646\u062f\u0627\u062a: \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0631\u0633\u0645\u06cc \u0628\u0631\u0627\u06cc <code>timeit<\/code> \u0645\u0627\u0698\u0648\u0644 \u060c \u0628\u0627 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0645\u0641\u0635\u0644 \u062f\u0631 \u0645\u0648\u0631\u062f \u0647\u0645\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0648 \u062a\u0648\u0627\u0628\u0639.<\/p>\n<\/li>\n<li>\n<p>\u067e\u06cc\u062a\u0648\u0646 <code>cProfile<\/code> \u0645\u0633\u062a\u0646\u062f\u0627\u062a: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0645\u0627\u0698\u0648\u0644 \u0647\u0627 \u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0647\u0631 \u062f\u0648 <code>cProfile<\/code> \u0648\u062a <code>profile<\/code>\u0628\u0634\u0631<\/p>\n<\/li>\n<li>\n<p>\u067e\u06cc\u062a\u0648\u0646 <code>pstats<\/code> \u0645\u0633\u062a\u0646\u062f\u0627\u062a: \u0645\u0631\u062c\u0639 \u0645\u0641\u0635\u0644 \u0628\u0631\u0627\u06cc <code>pstats<\/code> \u0645\u0627\u0698\u0648\u0644 \u060c \u062a\u0648\u0636\u06cc\u062d \u06a9\u0644\u06cc\u0647 \u0631\u0648\u0634\u0647\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644.<\/p>\n<\/li>\n<li>\n<p>Python Profilers &#8211; \u0631\u0633\u0645\u06cc Documentation: \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0631\u0633\u0645\u06cc \u06a9\u0627\u0645\u0644 \u0631\u0648\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646.<\/p>\n<\/li>\n<li>\n<p>Python Speed \u200b\u200b- \u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06a9\u0631\u062f: \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0646\u06a9\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u0633 \u0627\u0632 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u062a\u0646\u06af\u0646\u0627\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p>Python Profilers: \u062a\u0648\u0636\u06cc\u062d \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u062c\u0632\u0626\u06cc\u0627\u062a \u0631\u0648\u06cc \u0633\u0631\u0628\u0627\u0631 \u0648 \u062f\u0642\u062a.<\/p>\n<\/li>\n<li>\n<p>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u062c\u0646\u06af\u0648: \u0645\u0634\u0627\u0648\u0631\u0647 \u0639\u0645\u0644\u06cc \u0631\u0648\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u06a9\u062f Django ORM \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc.<\/p>\n<\/li>\n<li>\n<p>\u0631\u0648\u0634\u0647\u0627\u06cc \u062c\u0627\u062f\u0648\u06cc\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f: \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0639\u0645\u0644\u06cc: \u0645\u0642\u0627\u0644\u0647 \u0642\u0628\u0644\u06cc \u0645\u0646 \u0631\u0648\u06cc FreecodeCamp \u067e\u0648\u0634\u0634 \u0639\u0645\u06cc\u0642 \u0634\u06cc\u0631\u062c\u0647 \u0631\u0648\u06cc \u0631\u0648\u0634\u0647\u0627\u06cc \u062c\u0627\u062f\u0648\u06cc\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646.<\/p>\n<\/li>\n<\/ul>\n<\/section>\n<p><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1404-03-25 23:36:09<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;18864&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646: \u0645\u062b\u0627\u0644 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u0647\u0627&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 15<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>Python \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0633\u0627\u062f\u06af\u06cc \u0648 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0628\u06cc\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0648\u0631\u062f \u0639\u0644\u0627\u0642\u0647 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f. \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0633\u0627\u062f\u06af\u06cc \u06af\u0627\u0647\u06cc \u0628\u0647 \u0647\u0632\u06cc\u0646\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u06cc \u0631\u0633\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 Python \u0634\u0645\u0627 \u0631\u0634\u062f \u0645\u06cc \u06a9\u0646\u062f \u06cc\u0627 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u062d\u0645\u0644 \u0628\u0627\u0631 \u06a9\u0627\u0631\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u062f\u0627\u0631\u062f \u060c \u062f\u0631\u06a9 \u0622\u0646\u0686\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u06a9\u0627\u067e\u0648\u062a \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":18865,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743],"tags":[5927,1917,1925,1920,3802,1776,1919,1786,1877,1744,2705,1959,3796,2123,6022,1809,1939,1745],"class_list":["post-18864","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","tag-5927","tag--python","tag----django","tag-1920","tag-3802","tag-1776","tag----python","tag-1786","tag-1877","tag-1744","tag-2705","tag-1959","tag-3796","tag-2123","tag-6022","tag-1809","tag-1939","tag-1745"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/18864","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=18864"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/18864\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/18865"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=18864"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=18864"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=18864"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}