{"id":15257,"date":"2024-01-10T09:37:18","date_gmt":"2024-01-10T06:07:18","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/"},"modified":"2024-01-10T09:37:18","modified_gmt":"2024-01-10T06:07:18","slug":"%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/","title":{"rendered":"\u062c\u0633\u062a\u062c\u0648 \u0648 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 FlashText"},"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%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/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%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_flashtext_%da%86%da%af%d9%88%d9%86%d9%87_%da%a9%d8%a7%d8%b1_%d9%85%db%8c_%da%a9%d9%86%d8%af%d8%9f\" >\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 FlashText \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<\/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%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%d8%b1%d9%88%d8%b4_%d9%86%d8%b5%d8%a8_flashtext\" >\u0631\u0648\u0634 \u0646\u0635\u0628 FlashText<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%d8%b1%d9%88%d8%b4_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_flashtext\" >\u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 FlashText<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%d8%b1%d8%a7_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4%da%af%d8%b1_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%da%a9%d9%84%db%8c%d8%af%db%8c_%da%a9%d9%84%d8%a7%d8%b3\" >\u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0644\u0627\u0633<\/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%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%da%a9%d8%b1%d8%af%d9%86_%d8%af%db%8c%da%a9%d8%b4%d9%86%d8%b1%db%8c_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%da%a9%d9%84%db%8c%d8%af%db%8c\" >\u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0646 \u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/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%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%da%a9%d9%84%d9%85%d8%a7%d8%aa_%da%a9%d9%84%db%8c%d8%af%db%8c_%d8%b1%d8%a7_%d8%a8%d8%a7_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86_%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86_%da%a9%d9%86%db%8c%d8%af\" >\u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%d8%b3%d8%a7%db%8c%d8%b1_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af%d9%87%d8%a7%db%8c_%d9%85%d9%81%db%8c%d8%af_%d9%85%d8%a7%da%98%d9%88%d9%84_flashtext\" >\u0633\u0627\u06cc\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f \u0645\u0627\u0698\u0648\u0644 FlashText<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#flashtext_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_%d8%b9%d8%a8%d8%a7%d8%b1%d8%a7%d8%aa_%d9%85%d9%86%d8%b8%d9%85\" >FlashText \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%ac%d8%b3%d8%aa%d8%ac%d9%88-%d9%88-%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86%db%8c-%da%a9%d9%84%d9%85%d8%a7%d8%aa-%d8%af%d8%b1-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%a7-flashtext\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/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\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0631\u0648\u0634 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u062f\u0646\u0628\u0627\u0644\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f <em>\u0645\u062a\u0646<\/em> \u0645\u0627\u0698\u0648\u0644\u060c \u06a9\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631\u06cc\u0646 \u0631\u0627\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0633\u0646\u062f \u0645\u062a\u0646\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2 id=\"howdoestheflashtextalgorithmwork\"><span class=\"ez-toc-section\" id=\"%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85_flashtext_%da%86%da%af%d9%88%d9%86%d9%87_%da%a9%d8%a7%d8%b1_%d9%85%db%8c_%da%a9%d9%86%d8%af%d8%9f\"><\/span>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 FlashText \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0627 <em>\u0645\u062a\u0646<\/em> \u0645\u0627\u0698\u0648\u0644 \u0645\u0628\u062a\u0646\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0622\u0646\u060c <strong>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0641\u0644\u0634<\/strong>.  \u062f\u0631 \u0627\u0635\u0644 \u060c \u0645\u0628\u062a\u0646\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Aho%E2%80%93Corasick_algorithm\"><strong>\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 AHO -Corasick<\/strong><\/a>.<\/p>\n<p>\u0646\u06a9\u062a\u0647 \u0627\u0633\u0627\u0633\u06cc \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u06a9\u0627\u0647\u0634 \u0632\u0645\u0627\u0646 \u0635\u0631\u0641 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0645\u062a\u0646 \u0627\u0633\u062a\u060c \u0628\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u062a\u0639\u062f\u0627\u062f \u062f\u0641\u0639\u0627\u062a\u06cc \u06a9\u0647 \u0645\u062a\u0646 \u0627\u0633\u06a9\u0646 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<blockquote>\n<p>\u06cc\u06a9 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0633\u0627\u062f\u0647 \u0644\u0648\u062d\u0627\u0646\u0647 \u0634\u0627\u0645\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0631 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0627 \u0647\u0631 \u06a9\u0644\u0645\u0647 \u062f\u0631 \u06a9\u0644 \u0645\u062a\u0646 \u0627\u0633\u062a &#8211; \u0645\u0634\u0627\u0628\u0647 <em>\u062c\u0633\u062a\u062c\u0648\u06cc \u062e\u0637\u06cc<\/em>.  \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0633\u06cc\u0627\u0631 \u0646\u0627\u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0628\u0627\u06cc\u062f \u06a9\u0644 \u0633\u0646\u062f \u0645\u062a\u0646\u06cc \u0631\u0627 \u0627\u0633\u06a9\u0646 \u06a9\u0646\u062f <code>n<\/code> \u0628\u0627\u0631\u0647\u0627 &#8211; \u06a9\u062c\u0627 <code>n<\/code> \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0633\u062a.<\/p>\n<\/blockquote>\n<blockquote>\n<p>\u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c FlashText \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u062a\u0641\u0627\u0648\u062a\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0642\u0635\u062f \u062f\u0627\u0631\u062f \u0641\u0642\u0637 \u06cc\u06a9 \u0628\u0627\u0631 \u0645\u062a\u0646 \u0631\u0627 \u0627\u0633\u06a9\u0646 \u06a9\u0646\u062f.<\/p>\n<\/blockquote>\n<p>\u06a9\u0644\u06cc\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 FlashText \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0645\u0627\u0645 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u06a9\u0644\u0645\u0627\u062a \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u0631\u0628\u0648\u0637\u0647 \u062f\u0631 \u06cc\u06a9 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f. <strong>\u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a<\/strong>.  \u0633\u067e\u0633\u060c \u0628\u0647 \u062c\u0627\u06cc \u0627\u06cc\u0646\u06a9\u0647 \u0645\u062a\u0646 \u0631\u0627 \u06cc\u06a9\u0628\u0627\u0631 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0627\u0633\u06a9\u0646 \u06a9\u0646\u06cc\u062f\u060c \u0622\u0646 \u0631\u0627 \u0627\u0633\u06a9\u0646 \u06a9\u0646\u06cc\u062f <strong>\u0645\u062a\u0646 \u0631\u0627 \u0641\u0642\u0637 \u06cc\u06a9 \u0628\u0627\u0631 \u0627\u0633\u06a9\u0646 \u0645\u06cc \u06a9\u0646\u062f<\/strong>.  \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0627\u0633\u06a9\u0646 \u0631\u0648\u06cc \u0645\u062a\u0646\u060c \u06a9\u0644\u0645\u0627\u062a \u0628\u0627 \u0645\u062a\u0646 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u0646\u062f <em>\u06a9\u0644\u06cc\u062f\u0647\u0627\u06cc \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a<\/em> \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f &#8211; \u0628\u0627 \u06a9\u0644\u06cc\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u0634\u0648\u062f <em>\u0627\u0631\u0632\u0634<\/em>.<\/p>\n<h2 id=\"howtoinstallflashtext\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%88%d8%b4_%d9%86%d8%b5%d8%a8_flashtext\"><\/span>\u0631\u0648\u0634 \u0646\u0635\u0628 FlashText<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0646\u0635\u0628 FlashText \u0646\u0633\u0628\u062a\u0627\u064b \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0632 \u0637\u0631\u06cc\u0642 <code>pip<\/code>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> pip install flashtext<\/span>\n<\/code><\/pre>\n<h2 id=\"howtouseflashtext\"><span class=\"ez-toc-section\" id=\"%d8%b1%d9%88%d8%b4_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d8%a7%d8%b2_flashtext\"><\/span>\u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 FlashText<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u06cc\u0627\u06cc\u06cc\u062f \u0627\u0628\u062a\u062f\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 <code>FlashText<\/code> API \u0648 \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631\u0648\u0646 \u0622\u0646.<\/p>\n<h3 id=\"thekeywordprocessorclass\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%a7_%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4%da%af%d8%b1_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%da%a9%d9%84%db%8c%d8%af%db%8c_%da%a9%d9%84%d8%a7%d8%b3\"><\/span>\u0631\u0627 <em>\u067e\u0631\u062f\u0627\u0632\u0634\u06af\u0631 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/em> \u06a9\u0644\u0627\u0633<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06a9\u0644\u0627\u0633 \u0627\u0635\u0644\u06cc \u06a9\u0647 \u0645\u0627 \u0628\u0627 \u0622\u0646 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0631 \u0639\u0647\u062f\u0647 \u062f\u0627\u0631\u062f\u060c \u0627\u06cc\u0646 \u0627\u0633\u062a <code>KeywordProcessor<\/code> \u06a9\u0644\u0627\u0633  \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f import \u0622\u0646 \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627 \u0627\u0632 <code>FlashText<\/code> \u0648 \u0622\u0646 \u0631\u0627 \u0645\u0642\u062f\u0627\u0631 \u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> flashtext <span class=\"hljs-keyword\">import<\/span> KeywordProcessor\nkeyword_processor = KeywordProcessor()\n<\/code><\/pre>\n<p>\u062e\u0637 \u0642\u0628\u0644\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f <code>KeywordProcessor<\/code> \u0634\u06cc \u06a9\u0647 \u062f\u0631 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f <strong>\u062d\u0627\u0644\u062a \u062d\u0633\u0627\u0633 \u0628\u0647 \u062d\u0631\u0648\u0641 \u06a9\u0648\u0686\u06a9 \u0648 \u0628\u0632\u0631\u06af<\/strong>.<\/p>\n<blockquote>\n<p>\u062d\u0627\u0644\u062a \u062d\u0633\u0627\u0633 \u0628\u0647 \u062d\u0631\u0648\u0641 \u0628\u0632\u0631\u06af \u0648 \u06a9\u0648\u0686\u06a9 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f <code>abc<\/code> \u0628\u0627 <code>ABC<\/code>\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627 <code>aBc<\/code>\u060c <code>ABc<\/code>\u060c \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<\/blockquote>\n<blockquote>\n<p>\u062d\u0627\u0644\u062a \u062d\u0633\u0627\u0633 \u0628\u0647 \u06a9\u0648\u0686\u06a9 \u0648 \u0628\u0632\u0631\u06af \u0641\u0642\u0637 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f <code>aaa<\/code> \u062f\u0642\u06cc\u0642\u0627 \u0628\u0627 \u0647\u0645\u0627\u0646 \u0631\u0634\u062a\u0647 <code>aaa<\/code>.<\/p>\n<\/blockquote>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u0645\u062a\u0646\u0627\u0648\u0628\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 <code>KeywordProcessor<\/code> \u0646\u0645\u0648\u0646\u0647 \u062f\u0631 <strong>\u062d\u0627\u0644\u062a \u062d\u0633\u0627\u0633 \u0628\u0647 \u062d\u0631\u0648\u0641 \u06a9\u0648\u0686\u06a9 \u0648 \u0628\u0632\u0631\u06af:<\/strong><\/p>\n<pre><code class=\"hljs\">keyword_processor= KeywordProcessor(case_sensitive=<span class=\"hljs-literal\">True<\/span>)\n<\/code><\/pre>\n<h3 id=\"definingthekeywordsdictionary\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b9%d8%b1%db%8c%d9%81_%da%a9%d8%b1%d8%af%d9%86_%d8%af%db%8c%da%a9%d8%b4%d9%86%d8%b1%db%8c_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%da%a9%d9%84%db%8c%d8%af%db%8c\"><\/span>\u062a\u0639\u0631\u06cc\u0641 \u06a9\u0631\u062f\u0646 <em>\u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/em><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0645\u0627\u0698\u0648\u0644 FlashText \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0644\u0645\u0627\u062a\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0634\u0648\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0631\u0627 <code>KeywordProcessor<\/code> \u0634\u06cc \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062d\u0627\u0648\u06cc \u062a\u0645\u0627\u0645 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0648 \u0631\u0627\u0647 \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0648\u062f\u0646 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0647 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f: <em>\u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u0645\u062f\u0647<\/em> \u06cc\u0627 <em>\u06cc\u06a9\u06cc \u06cc\u06a9\u06cc<\/em>.<\/p>\n<p>\u062f\u0631 \u0627\u0628\u062a\u062f\u0627\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0647\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 <strong>\u0686\u06af\u0648\u0646\u0647 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u06cc\u06a9 \u0628\u0647 \u06cc\u06a9 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u0645:<\/strong><\/p>\n<pre><code class=\"hljs\">keyword_processor.add_keyword(&lt;keyword&gt;, &lt;replacementWord&gt;)\n<\/code><\/pre>\n<blockquote>\n<p><code>&lt;replacementWord&gt;<\/code>  \u06cc\u06a9 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0627\u0633\u062a.  \u0648\u0642\u062a\u06cc \u0645\u0634\u062e\u0635 \u0646\u06cc\u0633\u062a\u060c \u0641\u0642\u0637 <code>&lt;keyword&gt;<\/code> \u0628\u0647 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0647\u06cc\u0686 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0622\u0646 \u0628\u0627 \u06a9\u0644\u0645\u0647 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u062f\u06cc\u06af\u0631\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0632 FlashText \u0628\u0631\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0645\u062a\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0634\u0645\u0627 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f <code>&lt;replacementWord&gt;<\/code> \u0628\u062d\u062b \u0648 \u062c\u062f\u0644.<\/p>\n<\/blockquote>\n<p>\u0627\u06af\u0631 \u0628\u06cc\u0634 \u0627\u0632 \u0686\u0646\u062f \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645\u060c \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u0628\u0647 \u06cc\u06a9 \u0622\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0645\u06cc \u0648\u0642\u062a \u06af\u06cc\u0631 \u0628\u0627\u0634\u062f.  \u06cc\u06a9 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0647 \u062d\u062a\u06cc \u0628\u0631\u0627\u06cc \u0644\u06cc\u0633\u062a \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u06cc\u062c \u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 <strong>\u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u0646\u0628\u0648\u0647 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f:<\/strong><\/p>\n<pre><code class=\"hljs\">keyword_dictionary = {\n    <span class=\"hljs-string\">'replacementWord1'<\/span>: (<span class=\"hljs-string\">'list'<\/span>, <span class=\"hljs-string\">'of'<\/span>, <span class=\"hljs-string\">'keywords'<\/span>, <span class=\"hljs-string\">'for'<\/span>, <span class=\"hljs-string\">'replacementWord1'<\/span>),\n    <span class=\"hljs-string\">'replacementWord2'<\/span>: (<span class=\"hljs-string\">'list'<\/span>, <span class=\"hljs-string\">'of'<\/span>, <span class=\"hljs-string\">'keywords'<\/span>, <span class=\"hljs-string\">'for'<\/span>, <span class=\"hljs-string\">'replacementWord2'<\/span>),\n    ...\n    <span class=\"hljs-string\">'replacementWordN'<\/span>: (<span class=\"hljs-string\">'list'<\/span>, <span class=\"hljs-string\">'of'<\/span>, <span class=\"hljs-string\">'keywords'<\/span>, <span class=\"hljs-string\">'for'<\/span>, <span class=\"hljs-string\">'replacementWordN'<\/span>)\n}\n\nkeyword_processor.add_keywords_from_dict(keyword_dictionary )\n<\/code><\/pre>\n<p>\u0647\u0631 \u06cc\u06a9 <code>key<\/code> \u062f\u0631 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0634\u062a\u0647 \u0627\u06cc \u0627\u0633\u062a.  \u0647\u0631 \u06cc\u06a9 <code>value<\/code> <em>\u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0628\u0627\u0634\u062f<\/em>.  \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 a \u0627\u0631\u0627\u0626\u0647 \u06a9\u0646\u06cc\u062f <code>List<\/code>:<\/p>\n<pre><code class=\"hljs\">keyword_processor.add_keywords_from_list((<span class=\"hljs-string\">'list'<\/span>, <span class=\"hljs-string\">'of'<\/span>, <span class=\"hljs-string\">'keywords'<\/span>))\n<\/code><\/pre>\n<p>\u0627\u06af\u0631\u0686\u0647\u060c \u0628\u0627 \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f &#8211; \u0634\u0645\u0627 <strong>\u0641\u0642\u0637 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u062f\u0648\u0646 \u06a9\u0644\u0645\u0627\u062a \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f<\/strong>.  \u06cc\u0627 \u0627\u06af\u0631 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0645\u062a\u0646\u06cc \u062d\u0627\u0648\u06cc \u062c\u0641\u062a \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f-\u0645\u0642\u062f\u0627\u0631 \u0632\u06cc\u0631 a <code>key=&gt;value<\/code> \u0646\u062d\u0648:<\/p>\n<pre><code class=\"hljs\">keyword1=&gt;value1\nkeyword2=&gt;value2\n<\/code><\/pre>\n<p>\u0645\u0627 \u0645\u06cc\u062a\u0648\u0627\u0646\u06cc\u0645 import \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 <code>keywords_from_file()<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\">keyword_processor.add_keywords_from_file(<span class=\"hljs-string\">'keyword_list.txt'<\/span>)\n<\/code><\/pre>\n<p>\u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u062d\u0628\u0648\u0628 \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0639\u0627\u0644\u06cc \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 a <em>\u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a<\/em>.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0637\u0628\u06cc\u0639\u06cc \u062a\u0631\u06cc\u0646 \u062a\u0637\u0627\u0628\u0642 \u0628\u0631\u0627\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u0633\u062a\u060c \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u06a9\u0647 \u0647\u0645\u0647 \u0622\u0646 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0647 \u06cc\u06a9 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062e\u062a\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u062d\u0627\u0644\u0627 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0633\u0631\u06cc\u0639 \u0646\u06af\u0627\u0647\u06cc \u0628\u06cc\u0646\u062f\u0627\u0632\u06cc\u0645.  \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u0645\u0627 \u06cc\u06a9 \u0633\u0646\u062f \u0645\u062a\u0646\u06cc \u062f\u0627\u0631\u06cc\u0645 \u0648 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062a\u0631\u0627\u062f\u0641 \u0647\u0627 \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0628\u0631\u0633\u0627\u0646\u06cc\u0645 \u062a\u0627 \u0648\u0627\u0698\u06af\u0627\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u0627\u0635\u0644\u060c \u0645\u0627 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0647\u0645\u0647 \u06cc \u0648\u0642\u0648\u0639 \u06a9\u0644\u0645\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f <em>\u0648\u062d\u0634\u062a\u0646\u0627\u06a9\u060c \u0648\u062d\u0634\u062a\u0646\u0627\u06a9 \u0648 \u0648\u062d\u0634\u062a\u0646\u0627\u06a9<\/em> (\u0641\u0647\u0631\u0633\u062a \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc) \u0628\u0627 \u06a9\u0644\u0645\u0647 <em>\u0628\u062f<\/em> (\u06a9\u0644\u0645\u0647 \u062c\u0627\u0646\u0634\u06cc\u0646)\u060c \u0648 \u062a\u0645\u0627\u0645\u06cc \u0648\u0642\u0648\u0639 \u06a9\u0644\u0645\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f <em>\u062e\u0648\u0628\u060c \u0639\u0627\u0644\u06cc \u0648 \u0639\u0627\u0644\u06cc<\/em>\u060c \u0628\u0627 \u06a9\u0644\u0645\u0647 <em>\u062e\u0648\u0628<\/em>.<\/p>\n<p>\u0645\u0627 \u0622\u0646\u0647\u0627 \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>keywords<\/code> \u0648 <code>replacement_words<\/code> \u0628\u0647 <code>keyword_dictionary<\/code>:<\/p>\n<pre><code class=\"hljs\">keyword_dictionary = {\n    <span class=\"hljs-string\">\"bad\"<\/span>: (<span class=\"hljs-string\">\"awful\"<\/span>, <span class=\"hljs-string\">\"terrible\"<\/span>, <span class=\"hljs-string\">\"horrible\"<\/span>),\n    <span class=\"hljs-string\">\"good\"<\/span>: (<span class=\"hljs-string\">\"fine\"<\/span>, <span class=\"hljs-string\">\"excellent\"<\/span>, <span class=\"hljs-string\">\"great\"<\/span>)\n}\n<\/code><\/pre>\n<p>\u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f <code>keyword_dictionary<\/code> \u0628\u0647 <code>keyword_processor<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc:<\/p>\n<pre><code class=\"hljs\">keyword_processor.add_keywords_from_dict(keyword_dictionary)\n<\/code><\/pre>\n<h3 id=\"replacekeywordswithreplacementwords\"><span class=\"ez-toc-section\" id=\"%da%a9%d9%84%d9%85%d8%a7%d8%aa_%da%a9%d9%84%db%8c%d8%af%db%8c_%d8%b1%d8%a7_%d8%a8%d8%a7_%da%a9%d9%84%d9%85%d8%a7%d8%aa_%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86_%d8%ac%d8%a7%db%8c%da%af%d8%b2%db%8c%d9%86_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u06a9\u0644\u0645\u0627\u062a \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u062f\u0631 \u0622\u0646 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0631\u062f\u06cc\u0645 <code>KeywordProcessor<\/code> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 <code>replace_keywords()<\/code> \u062a\u0627\u0628\u0639\u060c \u06a9\u0647 \u0645\u062a\u0646 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0627\u0633\u06a9\u0646 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<pre><code class=\"hljs\">new_text = keywordProcessor.replace_keywords(<span class=\"hljs-string\">\"Passed String\"<\/span>)\n<\/code><\/pre>\n<p>\u0645\u062a\u0646 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0647\u0645\u0647 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631\u0648\u0646 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0647\u0645\u0633\u0627\u0646 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u062c\u062f\u06cc\u062f \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0645\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0627 \u062d\u0631\u0648\u0641 \u0631\u0634\u062a\u0647 \u0627\u06cc \u06a9\u0627\u0631 \u0646\u0645\u06cc \u06a9\u0646\u06cc\u0645 &#8211; \u0628\u0644\u06a9\u0647 \u0628\u0627 \u0627\u0633\u0646\u0627\u062f \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u0633\u0646\u062f\u06cc \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u0645\u060c \u062e\u0637\u0648\u0637 \u062f\u0631\u0648\u0646 \u0622\u0646 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u0645 \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0631\u0634\u062a\u0647 \u0628\u0647 \u0622\u0646 \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u0645 <code>replace_keywords()<\/code> \u062a\u0627\u0628\u0639.<\/p>\n<div class=\"alert alert-note\">\n<div class=\"flex\">\n<div class=\"flex-shrink-0 mr-3\"><\/div>\n<div class=\"w-full\">\n<p><strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0628\u0631\u0627\u06cc \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0637\u0648\u0644\u0627\u0646\u06cc\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u062d\u0644\u06cc \u0634\u0645\u0627 \u062c\u0627\u06cc \u0646\u06af\u06cc\u0631\u062f &#8211; \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f <em>\u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062e\u0637 \u0628\u0647 \u062e\u0637<\/em>.<\/p>\n<\/p><\/div><\/div><\/div>\n<p>\u062f\u0631 \u0647\u0631 \u0635\u0648\u0631\u062a\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0645\u062a\u0646\u06cc \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 <code>replace_keywords()<\/code> \u062a\u0627\u0628\u0639 \u0631\u0648\u06cc \u0645\u0637\u0627\u0644\u0628:<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'data.txt'<\/span>, <span class=\"hljs-string\">'r+'<\/span>) <span class=\"hljs-keyword\">as<\/span> file:\n    \n    content = file.read()\n    \n    new_content = keyword_processor.replace_keywords(content)\n    \n    file.seek(<span class=\"hljs-number\">0<\/span>)\n    file.truncate()\n    \n    file.write(new_content)\n<\/code><\/pre>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0645\u062a\u0646\u06cc \u0645\u0627\u0646\u0646\u062f\u060c <code>text.txt<\/code>:<\/p>\n<pre><code class=\"hljs\">The breakfast was terrific! I really loved the eggs, you're a great cook.\n<\/code><\/pre>\n<p>\u0628\u0627 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u0648 \u06a9\u0644\u0645\u0627\u062a \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">from<\/span> flashtext <span class=\"hljs-keyword\">import<\/span> KeywordProcessor\nkeyword_processor = KeywordProcessor()\n\nkeyword_dictionary = {\n    <span class=\"hljs-string\">\"good\"<\/span>: (<span class=\"hljs-string\">\"terrific\"<\/span>, <span class=\"hljs-string\">\"great\"<\/span>),\n    <span class=\"hljs-string\">\"eggs\"<\/span>: (<span class=\"hljs-string\">\"hash browns\"<\/span>)\n}\n\nkeyword_processor.add_keywords_from_dict(keyword_dictionary)\n\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'data.txt'<\/span>, <span class=\"hljs-string\">'r+'<\/span>) <span class=\"hljs-keyword\">as<\/span> file:\n    content = file.read()\n    new_content = keyword_processor.replace_keywords(content)\n    file.seek(<span class=\"hljs-number\">0<\/span>)\n    file.truncate()\n    file.write(new_content)\n<\/code><\/pre>\n<p>\u0645\u0646\u062c\u0631 \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u0634\u0648\u062f <code>text.txt<\/code> \u0641\u0627\u06cc\u0644:<\/p>\n<pre><code class=\"hljs\">The breakfast was good! I really loved the hash browns, you're a good cook.\n<\/code><\/pre>\n<h3 id=\"otherusefulfunctionalitiesoftheflashtextmodule\"><span class=\"ez-toc-section\" id=\"%d8%b3%d8%a7%db%8c%d8%b1_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af%d9%87%d8%a7%db%8c_%d9%85%d9%81%db%8c%d8%af_%d9%85%d8%a7%da%98%d9%88%d9%84_flashtext\"><\/span>\u0633\u0627\u06cc\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f \u0645\u0627\u0698\u0648\u0644 FlashText<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u06cc\u0627 \u06cc\u0647 \u0622\u062f\u0645\u06a9 \u062f\u0631\u0633\u062a \u06a9\u0646\u06cc\u0645 <code>keyword_processor<\/code> \u0648 <code>keyword_dictionary<\/code> \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062f\u06cc\u06af\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0641\u06cc\u062f <code>FlashText<\/code> \u0645\u062f\u0648\u0644:<\/p>\n<pre><code class=\"hljs\">keywordProcessor = KeywordProcessor()\nkeywordDictionary = {\n    <span class=\"hljs-string\">\"bad\"<\/span>: (<span class=\"hljs-string\">\"awful\"<\/span>, <span class=\"hljs-string\">\"terrible\"<\/span>, <span class=\"hljs-string\">\"horrible\"<\/span>),\n    <span class=\"hljs-string\">\"good\"<\/span>: (<span class=\"hljs-string\">\"fine\"<\/span>, <span class=\"hljs-string\">\"excellent\"<\/span>, <span class=\"hljs-string\">\"great\"<\/span>)\n}\nkeywordProcessor.add_keywords_from_dict(keywordDictionary)\n<\/code><\/pre>\n<p>\u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 <strong>\u062a\u0645\u0627\u0645 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 <code>KeywordProcessor<\/code> \u0646\u0645\u0648\u0646\u0647\u060c \u0645\u062b\u0627\u0644<\/strong>\u060c \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>get_all_keywords()<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-built_in\">print<\/span>(keywordProcessor.get_all_keywords())\n<\/code><\/pre>\n<p>\u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647:<\/p>\n<pre><code class=\"hljs\">{'awful': 'bad', 'terrible': 'bad', 'horrible': 'bad', 'fine': 'good', 'excellent': 'good', 'great': 'good'}\n<\/code><\/pre>\n<p>\u0628\u0647 <strong>\u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 <code>KeywordProcessor<\/code><\/strong>\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 <code>in<\/code> \u0627\u067e\u0631\u0627\u062a\u0648\u0631:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-string\">'bad'<\/span> <span class=\"hljs-keyword\">in<\/span> keywordProcessor\n\n\n\n<span class=\"hljs-string\">'red'<\/span> <span class=\"hljs-keyword\">in<\/span> keywordProcessor\n\n\n\n<span class=\"hljs-string\">'awful'<\/span> <span class=\"hljs-keyword\">in<\/span> keywordProcessor\n\n\n\n<\/code><\/pre>\n<p>\u0648 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 a <code>replacement_word<\/code> \u0645\u0633\u062a\u0642\u0631 \u0631\u0648\u06cc \u0645\u0639\u06cc\u0646 <code>keyword<\/code>:<\/p>\n<pre><code class=\"hljs\">keywordProcessor(<span class=\"hljs-string\">'fine'<\/span>)\n\n\nkeywordProcessor(<span class=\"hljs-string\">'excellent'<\/span>)\n\n\nkeywordProcessor(<span class=\"hljs-string\">'goood'<\/span>)\n\n\n<\/code><\/pre>\n<p>\u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c <strong>\u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0632 a <code>KeywordProcessor<\/code><\/strong>\u060c \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>remove_keyword()<\/code> \u062a\u0627\u0628\u0639:<\/p>\n<pre><code class=\"hljs\">keyword_processor.remove_keyword(<span class=\"hljs-string\">'fine'<\/span>)\n\n<\/code><\/pre>\n<p>\u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0641\u0647\u0631\u0633\u062a \u06cc\u0627 \u0641\u0631\u0647\u0646\u06af \u0644\u063a\u062a \u062c\u0641\u062a\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u0648\u0627\u0698\u0647-\u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u0645 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u0645\u060c \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0639\u0646\u0627\u0635\u0631 \u062e\u0627\u0635 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<pre><code class=\"hljs\">\nkeywordProcessor.remove_keywords_from_dict({<span class=\"hljs-string\">\"bad\"<\/span>: (<span class=\"hljs-string\">\"awful\"<\/span>, <span class=\"hljs-string\">\"terrible\"<\/span>)})\n\n\n\nkeywordProcessor.remove_keywords_from_list((<span class=\"hljs-string\">\"fine\"<\/span>, <span class=\"hljs-string\">\"excellent\"<\/span>))\n\n<\/code><\/pre>\n<h2 id=\"flashtextvsregularexpressions\"><span class=\"ez-toc-section\" id=\"flashtext_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_%d8%b9%d8%a8%d8%a7%d8%b1%d8%a7%d8%aa_%d9%85%d9%86%d8%b8%d9%85\"><\/span>FlashText \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><em>FlashText<\/em> \u062f\u0631 \u062f\u0631\u062c\u0647 \u0627\u0648\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0628\u0631\u0627\u06cc \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0627\u06cc\u0646 \u062f\u0648 \u0645\u0648\u0631\u062f \u0645\u0641\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0633\u062e\u06cc \u0628\u0647 a \u0627\u06cc\u062c\u0627\u062f \u0634\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/stackoverflow.com\/questions\/44178449\/regex-replace-is-taking-time-for-millions-of-documents-how-to-make-it-faster\/\"><em>\u0633\u0648\u0627\u0644 \u0631\u0648\u06cc \u0633\u0631\u0631\u06cc\u0632 \u067e\u0634\u062a\u0647<\/em><\/a>.<\/p>\n<p>\u0647\u0646\u06af\u0627\u0645 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627 &#8211; FlashText \u0628\u0631\u0646\u062f\u0647 \u0648\u0627\u0636\u062d \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062a\u0646\u060c \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0645 \u0648 \u0632\u06cc\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc\u060c \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0632\u0645\u0627\u0646 \u06cc\u06a9\u0633\u0627\u0646\u06cc \u0637\u0648\u0644 \u0645\u06cc\u200c\u06a9\u0634\u062f.  \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0628\u0627 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 &#8211; \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0634\u0648\u0646\u062f \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.freecodecamp.org\/news\/regex-was-taking-5-days-flashtext-does-it-in-15-minutes-55f04411025f\/\">\u0646\u0648\u06cc\u0633\u0646\u062f\u0647 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0647\u0627\u06cc FlashText<\/a> &#8211; \u0628\u0631\u0627\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0631\u0627 \u0628\u06af\u06cc\u0631\u062f <em>\u0631\u0648\u0632\u0647\u0627<\/em> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 FlashText \u0622\u0646 \u0631\u0627 \u062f\u0631 15 \u062f\u0642\u06cc\u0642\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2024\/01\/search-and-replace-text-with-python-1.png\" alt=\"\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc-\u0645\u0639\u06cc\u0627\u0631\" title=\"\"><\/p>\n<p><small>\u0627\u0639\u062a\u0628\u0627\u0631: \u0648\u06cc\u06a9\u0627\u0634 \u0633\u06cc\u0646\u06af\u060c \u0646\u0648\u06cc\u0633\u0646\u062f\u0647 FlashText\u060c \u062f\u0631 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.freecodecamp.org\/news\/regex-was-taking-5-days-flashtext-does-it-in-15-minutes-55f04411025f\/\">FreeCodeCamp<\/a><\/small><\/p>\n<blockquote>\n<p>\u0628\u0646\u0686\u0645\u0627\u0631\u06a9\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 FlashText \u0632\u0645\u0627\u0646 \u06a9\u0645\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 RegEx \u0628\u0631\u0627\u06cc \u06cc\u0627\u0641\u062a\u0646 \u0648 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0632 500 \u0628\u06cc\u0634\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0637\u0648\u0644 \u0645\u06cc\u200c\u06a9\u0634\u062f.<\/p>\n<\/blockquote>\n<p>\u0627\u06af\u0631\u0686\u0647\u060c \u0648\u0642\u062a\u06cc \u0635\u062d\u0628\u062a \u0627\u0632 \u062a\u0637\u0628\u06cc\u0642 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0645\u06cc \u0634\u0648\u062f\u060c FlashText \u0647\u06cc\u0686 \u0634\u0627\u0646\u0633\u06cc \u0628\u0631\u0627\u06cc \u0634\u06a9\u0633\u062a \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0646\u062f\u0627\u0631\u062f.  \u062d\u062a\u06cc \u0628\u06cc\u0634\u062a\u0631\u060c FlashText \u062d\u062a\u06cc \u0627\u0632 \u0622\u0646 \u0646\u0648\u0639 \u062a\u0637\u0628\u06cc\u0642 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0646\u0645\u06cc \u06a9\u0646\u062f &#8211; \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0633\u0627\u062f\u0647 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062e\u0627\u0635\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0647\u062f.<\/p>\n<blockquote>\n<p>\u062a\u0637\u0628\u06cc\u0642 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u0648\u06cc\u0698\u0647 \u0645\u0648\u0642\u0639\u06cc\u062a \u0647\u0627\u06cc\u06cc \u0631\u0627 \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0631\u062e\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u06a9\u0644\u0645\u0647 \u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u0646\u0627\u06cc \u062e\u0627\u0635\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0686\u0646\u062f\u06cc\u0646 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0647\u0646\u062f. <\/p>\n<p>\u0645\u062b\u0644\u0627 \u0634\u062e\u0635\u06cc\u062a <code>\\d<\/code> \u0627\u0631\u0642\u0627\u0645 \u0627\u0632 0 \u062a\u0627 9 \u0631\u0627 \u062a\u0648\u0635\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc  <code>number\\d<\/code>  \u06a9\u0644\u0645\u0627\u062a \u0645\u0637\u0627\u0628\u0642\u062a \u062e\u0648\u0627\u0647\u062f \u062f\u0627\u0634\u062a <code>number0<\/code>\u060c <code>number1<\/code>\u060c <code>number2<\/code>\u060c \u0648 \u063a\u06cc\u0631\u0647. <\/p>\n<p>FlashText \u0628\u0627 \u062a\u0637\u0628\u06cc\u0642 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u062f\u0631 \u0630\u0647\u0646 \u0637\u0631\u0627\u062d\u06cc \u0646\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u062d\u0631\u0648\u0641 \u0627\u0644\u0641\u0627\u0638 \u0631\u0634\u062a\u0647 \u0645\u0633\u0627\u0648\u06cc \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f.  \u06a9\u0644\u0645\u0647 <code>number1<\/code> \u0641\u0642\u0637 \u0628\u0627 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0642\u0627\u0628\u0644 \u062a\u0637\u0628\u06cc\u0642 \u0627\u0633\u062a <code>number1<\/code> \u0648 \u0647\u06cc\u0686 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062a\u0637\u0628\u06cc\u0642 \u0686\u0646\u062f\u06cc\u0646 \u06a9\u0644\u0645\u0647 \u0645\u062e\u062a\u0644\u0641 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f.<\/p>\n<\/blockquote>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u062f\u06cc\u062f\u06cc\u0645\u060c FlashText \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0648 \u062f\u0631 \u0639\u06cc\u0646 \u062d\u0627\u0644 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a.  \u0628\u062f\u0648\u0646 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0647 \u0628\u0627\u06cc\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0634\u0648\u0646\u062f\u060c \u0628\u0633\u06cc\u0627\u0631 \u0633\u0628\u06a9 \u0648\u0632\u0646\u060c \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\u060c \u0648 \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0631 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0627\u0646\u0646\u062f \u0647\u0631 \u0627\u0628\u0632\u0627\u0631 \u062f\u06cc\u06af\u0631\u06cc\u060c \u0646\u06a9\u062a\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u062f\u0627\u0646\u06cc\u062f \u0628\u0647\u062a\u0631\u06cc\u0646 \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0686\u06cc\u0633\u062a.  \u0627\u06af\u0631 \u0628\u06cc\u0634 \u0627\u0632 500 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u062f\u0627\u0631\u06cc\u062f \u0648 \u0622\u0646 \u06a9\u0644\u0645\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0633\u0627\u062f\u0647 \u0648 \u0628\u062f\u0648\u0646 \u062a\u0637\u0627\u0628\u0642 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062e\u0627\u0635\u06cc \u0647\u0633\u062a\u0646\u062f\u060c \u062f\u0644\u06cc\u0644\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f \u06a9\u0647 FlashText \u0631\u0627 \u0628\u0627 \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0639\u0645\u0648\u0644\u06cc \u0647\u0645\u0631\u0627\u0647 \u0646\u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0627\u06af\u0631 \u06a9\u0645\u062a\u0631 \u0627\u0632 500 \u06a9\u0644\u0645\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u06cc\u0627 \u0646\u0648\u0639\u06cc \u062a\u0637\u0628\u06cc\u0642 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u062e\u0627\u0635 \u062f\u0627\u0631\u06cc\u062f\u060c \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0628\u0627\u06cc\u062f FlashText \u0631\u0627 \u06a9\u0646\u0627\u0631 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f \u0648 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0646\u062d\u0648\u060c \u0639\u0628\u0627\u0631\u0627\u062a \u0645\u0646\u0638\u0645 \u0642\u062f\u06cc\u0645\u06cc \u0648 \u062e\u0648\u0628 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        if(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\n                        n.queue=();t=b.createElement(e);t.async=!0;\n                        t.src=v;s=b.getElementsByTagName(e)(0);\n                        s.parentNode.insertBefore(t,s)}(window, document,'script',\n                        'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\n                        fbq('init', '525232124909042');\n                    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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\"> 6<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u0639\u0631\u0641\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634\u060c \u0631\u0648\u0634 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u062f\u0646\u0628\u0627\u0644\u0647 \u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f \u0645\u062a\u0646 \u0645\u0627\u0698\u0648\u0644\u060c \u06a9\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631\u06cc\u0646 \u0631\u0627\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u0628\u0632\u0631\u06af\u06cc \u0627\u0632 \u06a9\u0644\u0645\u0627\u062a \u062f\u0631 \u06cc\u06a9 \u0633\u0646\u062f \u0645\u062a\u0646\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 FlashText \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f\u061f \u0631\u0627 \u0645\u062a\u0646 \u0645\u0627\u0698\u0648\u0644 \u0645\u0628\u062a\u0646\u06cc \u0627\u0633\u062a \u0631\u0648\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0622\u0646\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 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