{"id":16565,"date":"2024-01-27T02:27:09","date_gmt":"2024-01-26T22:57:09","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/"},"modified":"2024-01-27T02:27:09","modified_gmt":"2024-01-26T22:57:09","slug":"%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/","title":{"rendered":"\u0645\u0642\u062f\u0645\u0647 \u0627\u06cc \u0628\u0631 \u0645\u0627\u0698\u0648\u0644 Pickle Python"},"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\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/#%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\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/#%d8%b3%d8%b1%db%8c%d8%a7%d9%84_%d8%b3%d8%a7%d8%b2%db%8c\" >\u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\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\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/#%d9%be%db%8c%da%a9%d9%84_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_json\" >\u067e\u06cc\u06a9\u0644 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 JSON<\/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\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/#%da%86%d9%87_%da%86%db%8c%d8%b2%db%8c_%d8%b1%d8%a7_%d9%85%db%8c_%d8%aa%d9%88%d8%a7%d9%86_%d8%aa%d8%b1%d8%b4%db%8c_%d9%88_%d8%a8%d8%af%d9%88%d9%86_%d8%aa%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af\" >\u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0631\u0634\u06cc \u0648 \u0628\u062f\u0648\u0646 \u062a\u0631\u0634\u06cc \u06a9\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/#%da%86%db%8c%d8%af%d9%86_%d9%84%db%8c%d8%b3%d8%aa_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\" >\u0686\u06cc\u062f\u0646 \u0644\u06cc\u0633\u062a \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/#%d8%ad%d8%b0%d9%81_%da%a9%d8%b1%d8%af%d9%86_%d9%84%db%8c%d8%b3%d8%aa_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\" >\u062d\u0630\u0641 \u06a9\u0631\u062f\u0646 \u0644\u06cc\u0633\u062a \u067e\u0627\u06cc\u062a\u0648\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/#%d8%aa%d8%b1%d8%b4%db%8c_%d9%88_%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86_%d8%aa%d8%b1%d8%b4%db%8c_%d8%a7%d8%b4%db%8c%d8%a7%d8%a1_%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c\" >\u062a\u0631\u0634\u06cc \u0648 \u0628\u0631\u062f\u0627\u0634\u062a\u0646 \u062a\u0631\u0634\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0633\u0641\u0627\u0631\u0634\u06cc<\/a><\/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\/%d9%85%d9%82%d8%af%d9%85%d9%87-%d8%a7%db%8c-%d8%a8%d8%b1-%d9%85%d8%a7%da%98%d9%88%d9%84-pickle-python\/#%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><strong>\u0627\u0633\u06cc\u062f \u0634\u0648\u06cc\u06cc<\/strong> \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0645\u0648\u0627\u062f \u063a\u0630\u0627\u06cc\u06cc \u0627\u0633\u062a.  \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/Pickling\">\u0648\u06cc\u06a9\u06cc\u067e\u062f\u06cc\u0627<\/a>\u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0633\u062a\u0627\u0646\u06cc \u0627\u0633\u062a &#8211; \u0627\u06af\u0631\u0686\u0647 \u0645\u0646\u0634\u0623 \u062a\u0631\u0634\u06cc \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0627\u0633\u062a\u060c \u0628\u06cc\u0646 \u0627\u0644\u0646\u0647\u0631\u06cc\u0646\u0627\u0646 \u0628\u0627\u0633\u062a\u0627\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0631\u062f\u0646\u062f. process 4400 \u0633\u0627\u0644 \u067e\u06cc\u0634  \u0628\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u06cc\u06a9 \u0645\u062d\u0635\u0648\u0644 \u062f\u0631 \u0645\u062d\u0644\u0648\u0644 \u062e\u0627\u0635\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0645\u0627\u0646\u062f\u06af\u0627\u0631\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0634\u062f\u062a \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f.  \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0645\u0648\u0627\u062f \u063a\u0630\u0627\u06cc\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0635\u0631\u0641 \u0628\u0639\u062f\u06cc \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u06af\u0631 \u0634\u0645\u0627 \u06cc\u06a9 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0647\u0633\u062a\u06cc\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0631\u0648\u0632\u06cc \u0628\u0647 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0627\u0634\u06cc\u0627\u0621 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0639\u062f\u06cc \u0646\u06cc\u0627\u0632 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f.  \u062e\u0648\u0628\u060c \u0627\u06af\u0631 \u0628\u0647 \u0634\u0645\u0627 \u0628\u06af\u0648\u06cc\u0645\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0634\u06cc\u0627\u0621 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0647\u0645 \u062a\u0631\u0634\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0686\u0647 \u0645\u06cc \u0634\u0648\u062f\u061f<\/p>\n<h2 id=\"serialization\"><span class=\"ez-toc-section\" id=\"%d8%b3%d8%b1%db%8c%d8%a7%d9%84_%d8%b3%d8%a7%d8%b2%db%8c\"><\/span>\u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u06cc\u06a9 \u0627\u0633\u062a process \u062a\u0628\u062f\u06cc\u0644 \u0627\u0634\u06cc\u0627 \u06cc\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0647 <strong>\u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0628\u0627\u06cc\u062a\u06cc<\/strong> \u06cc\u0627 \u0631\u0634\u062a\u0647 \u0647\u0627  \u062c\u0631\u06cc\u0627\u0646 \u0628\u0627\u06cc\u062a \u062c\u0631\u06cc\u0627\u0646\u06cc \u0627\u0632 \u0628\u0627\u06cc\u062a \u0627\u0633\u062a \u2013 \u06cc\u06a9 \u0628\u0627\u06cc\u062a \u0627\u0632 8 \u0628\u06cc\u062a \u0635\u0641\u0631 \u0648 \u06cc\u06a9 \u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0633\u067e\u0633 \u0627\u06cc\u0646 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u0628\u0627\u06cc\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0630\u062e\u06cc\u0631\u0647 \u06cc\u0627 \u0645\u0646\u062a\u0642\u0644 \u0634\u0648\u0646\u062f.  \u0627\u06cc\u0646 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06cc\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u0646\u062f (\u0631\u0648\u06cc \u062f\u06cc\u0633\u06a9 \u06cc\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647) \u06cc\u0627 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0645\u06a9\u0627\u0646 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0631\u0633\u0627\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u0634\u06cc\u0627\u0621 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u0628\u0647 \u0646\u0627\u0645 \u0633\u0631\u06cc\u0627\u0644 \u06a9\u0631\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.python.org\/3\/library\/pickle.html\">\u062a\u0631\u0634\u06cc<\/a>.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u062a\u0641\u0627\u0648\u062a \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u062a\u0631\u0634\u06cc \u0627\u0634\u06cc\u0627\u0621 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u062a\u0631\u0634\u06cc \u0633\u0628\u0632\u06cc\u062c\u0627\u062a\u060c \u062a\u063a\u06cc\u06cc\u0631 \u0627\u062c\u062a\u0646\u0627\u0628 \u0646\u0627\u067e\u0630\u06cc\u0631 \u0648 \u063a\u06cc\u0631\u0642\u0627\u0628\u0644 \u0628\u0631\u06af\u0634\u062a \u0637\u0639\u0645 \u0648 \u0628\u0627\u0641\u062a \u062a\u0631\u0634\u06cc \u063a\u0630\u0627 \u0627\u0633\u062a.  \u062f\u0631 \u0647\u0645\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u0634\u06cc\u0627\u0621 \u062a\u0631\u0634\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0647 \u0634\u06a9\u0644 \u0627\u0648\u0644\u06cc\u0647 \u062e\u0648\u062f \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f.  \u0627\u06cc\u0646 process\u060c \u0628\u0647 \u0647\u0631 \u062d\u0627\u0644\u060c \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062c\u0647\u0627\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0634\u0646\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <strong>\u0633\u0631\u06cc\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc<\/strong>.<\/p>\n<p>\u062a\u0631\u0634\u06cc (\u06cc\u0627 <strong>\u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc<\/strong> \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc) \u0646\u0628\u0627\u06cc\u062f \u0628\u0627 \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f.  \u0647\u062f\u0641 \u0627\u0632 \u062a\u0631\u0634\u06cc \u062a\u0631\u062c\u0645\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0641\u0631\u0645\u062a\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0632 RAM \u0628\u0647 \u062f\u06cc\u0633\u06a9 \u0645\u0646\u062a\u0642\u0644 \u0634\u0648\u062f.  \u0641\u0634\u0631\u062f\u0647 \u0633\u0627\u0632\u06cc\u060c \u0631\u0648\u06cc \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u06cc\u06a9 \u0627\u0633\u062a process \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u06cc\u062a \u0647\u0627\u06cc \u06a9\u0645\u062a\u0631 (\u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0635\u0631\u0641\u0647 \u062c\u0648\u06cc\u06cc \u062f\u0631 \u0641\u0636\u0627\u06cc \u062f\u06cc\u0633\u06a9).<\/p>\n<p>\u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0647\u0631 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u0642\u062f\u0627\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u0645 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a \u0631\u0648\u06cc \u062f\u06cc\u0633\u06a9\u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u062a\u0631\u06a9 \u06a9\u0646\u06cc\u062f \u0648 \u067e\u0633 \u0627\u0632 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 \u0645\u062c\u062f\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u060c \u067e\u06cc\u0634\u0631\u0641\u062a \u0631\u0627 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f.  \u0628\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0635\u0631\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0632 \u0633\u0648\u062f\u0645\u0646\u062f\u06cc \u0633\u0631\u06cc\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u0628\u0627\u0634\u0646\u062f\u060c \u0627\u0645\u0627 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f \u06a9\u0647 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u06cc\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u0622\u0646\u0647\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a.<\/p>\n<h2 id=\"picklevsjson\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%da%a9%d9%84_%d8%af%d8%b1_%d9%85%d9%82%d8%a7%d8%a8%d9%84_json\"><\/span>\u067e\u06cc\u06a9\u0644 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 JSON<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0646 \u0634\u0646\u06cc\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/en.wikipedia.org\/wiki\/JSON\">JSON<\/a> (\u062c\u0627\u0648\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a Object Notation)\u060c \u06a9\u0647 \u06cc\u06a9 \u0641\u0631\u0645\u062a \u0645\u062d\u0628\u0648\u0628 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u0627\u0634\u06cc\u0627\u0621 \u0631\u0645\u0632\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0634\u062a\u0647 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0648 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0647\u0646\u062f.  \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u0645\u0632\u0627\u06cc\u0627\u06cc\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u062a\u0631\u0634\u06cc \u062f\u0627\u0631\u062f.  \u0641\u0631\u0645\u062a JSON \u0642\u0627\u0628\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u062a\u0648\u0633\u0637 \u0627\u0646\u0633\u0627\u0646\u060c \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 \u0632\u0628\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0627\u0632 \u062a\u0631\u0634\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u0646\u06cc\u0632 \u062f\u0627\u0631\u062f.  \u0645\u0647\u0645\u062a\u0631 \u0627\u0632 \u0647\u0645\u0647\u060c \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636\u060c \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0632\u06cc\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u0645\u062d\u062f\u0648\u062f \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062e\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 JSON \u0646\u0634\u0627\u0646 \u062f\u0627\u062f.  \u0628\u0627 Pickle\u060c \u0645\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0637\u06cc\u0641 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u0645\u0647\u0645\u062a\u0631 \u0627\u0632 \u0647\u0645\u0647\u060c \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0633\u0631\u06cc\u0627\u0644 \u06a9\u0646\u06cc\u0645.  \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0637\u0631\u062d\u0648\u0627\u0631\u0647 \u0633\u0641\u0627\u0631\u0634\u06cc \u0646\u062f\u0627\u0631\u06cc\u0645 (\u0645\u0627\u0646\u0646\u062f \u06a9\u0627\u0631\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc JSON \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u062f\u0647\u06cc\u0645) \u0648 \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u0647\u0627 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627\u06cc \u0645\u0633\u062a\u0639\u062f \u062e\u0637\u0627 \u0631\u0627 \u0628\u0646\u0648\u06cc\u0633\u06cc\u0645.  \u062a\u0645\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0628\u0627 Pickle \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<h2 id=\"whatcanbepickledandunpickled\"><span class=\"ez-toc-section\" id=\"%da%86%d9%87_%da%86%db%8c%d8%b2%db%8c_%d8%b1%d8%a7_%d9%85%db%8c_%d8%aa%d9%88%d8%a7%d9%86_%d8%aa%d8%b1%d8%b4%db%8c_%d9%88_%d8%a8%d8%af%d9%88%d9%86_%d8%aa%d8%b1%d8%b4%db%8c_%da%a9%d8%b1%d8%af\"><\/span>\u0686\u0647 \u0686\u06cc\u0632\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062a\u0631\u0634\u06cc \u0648 \u0628\u062f\u0648\u0646 \u062a\u0631\u0634\u06cc \u06a9\u0631\u062f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0646\u0648\u0627\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 Pickle \u0633\u0631\u06cc\u0627\u0644\u06cc \u0648 \u063a\u06cc\u0631 \u0633\u0631\u06cc\u0627\u0644\u06cc \u06a9\u0631\u062f:<\/p>\n<ul>\n<li>\u0647\u0645\u0647 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0648\u0645\u06cc \u06a9\u0647 \u062a\u0648\u0633\u0637 \u067e\u0627\u06cc\u062a\u0648\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f (\u0628\u0648\u0644\u06cc\u060c \u0647\u06cc\u0686\u060c \u0627\u0639\u062f\u0627\u062f \u0635\u062d\u06cc\u062d\u060c \u0634\u0646\u0627\u0648\u0631\u060c \u0627\u0639\u062f\u0627\u062f \u0645\u062e\u062a\u0644\u0637\u060c \u0631\u0634\u062a\u0647 \u0647\u0627\u060c \u0628\u0627\u06cc\u062a \u0647\u0627\u060c \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0628\u0627\u06cc\u062a)<\/li>\n<li>\u062f\u06cc\u06a9\u0634\u0646\u0631\u06cc\u200c\u0647\u0627\u060c \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u060c \u0641\u0647\u0631\u0633\u062a\u200c\u0647\u0627 \u0648 \u062a\u0627\u067e\u0644\u200c\u0647\u0627 &#8211; \u0628\u0647 \u0634\u0631\u0637\u06cc \u06a9\u0647 \u062d\u0627\u0648\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0642\u0627\u0628\u0644 \u062a\u0631\u0634\u06cc \u0628\u0627\u0634\u0646\u062f<\/li>\n<li>\u062a\u0648\u0627\u0628\u0639 \u0648 \u06a9\u0644\u0627\u0633 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0633\u0637\u062d \u0628\u0627\u0644\u0627\u06cc \u06cc\u06a9 \u0645\u0627\u0698\u0648\u0644 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u0646\u062f<\/li>\n<\/ul>\n<p>\u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u062a\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0633\u0631\u06cc\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u0645\u0633\u062a\u0642\u0644 \u0627\u0632 \u0632\u0628\u0627\u0646 \u0646\u06cc\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0631\u0634\u06cc \u0634\u0645\u0627 \u0631\u0627 \u0641\u0642\u0637 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0631\u0634\u06cc \u062e\u0627\u0631\u062c \u06a9\u0631\u062f.  \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0622\u0646 \u0627\u0633\u062a <em>\u0645\u0647\u0645 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0627\u0634\u06cc\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0645\u0627\u0646 \u0646\u0633\u062e\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062a\u0631\u0634\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u06a9\u0647 \u0642\u0631\u0627\u0631 \u0627\u0633\u062a \u0628\u0631\u0627\u06cc \u0628\u0631\u062f\u0627\u0634\u062a\u0646 \u062a\u0631\u0634\u06cc \u0622\u0646\u0647\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/em>.  \u0645\u062e\u0644\u0648\u0637 \u06a9\u0631\u062f\u0646 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0634\u06a9\u0644\u0627\u062a \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062a\u0648\u0627\u0628\u0639 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u0631\u062c\u0627\u0639\u0627\u062a \u0646\u0627\u0645\u0634\u0627\u0646 \u062a\u0631\u0634\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0646\u0647 \u0628\u0627 \u0627\u0631\u0632\u0634\u0634\u0627\u0646.  \u062a\u0631\u0634\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u062d\u0627\u0648\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0646\u06cc\u0633\u062a \u0631\u0648\u06cc \u06a9\u062f \u06cc\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062a\u0627\u0628\u0639  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0628\u0627\u06cc\u062f \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0645\u062d\u06cc\u0637\u06cc \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 \u0622\u0646 \u062a\u0631\u0634\u06cc \u0646\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0642\u0627\u062f\u0631 \u0627\u0633\u062a import \u06a9\u0627\u0631\u06a9\u0631\u062f.  \u0628\u0647 \u0639\u0628\u0627\u0631\u062a \u062f\u06cc\u06af\u0631\u060c \u0627\u06af\u0631 \u06cc\u06a9 \u062a\u0627\u0628\u0639 \u0631\u0627 \u062a\u0631\u0634\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637\u06cc \u06a9\u0647 \u06cc\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0646\u0634\u062f\u0647 \u06cc\u0627 \u0648\u0627\u0631\u062f \u0646\u0634\u062f\u0647 \u0627\u0633\u062a \u0627\u0632 \u062d\u0627\u0644\u062a Pickel \u062e\u0627\u0631\u062c \u06a9\u0646\u06cc\u0645\u060c \u06cc\u06a9 \u0627\u0633\u062a\u062b\u0646\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0627\u0634\u06cc\u0627\u06cc \u062a\u0631\u0634\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0628\u062f\u062e\u0648\u0627\u0647\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062d\u0630\u0641 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0646\u0627\u0645\u0639\u062a\u0628\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u06a9\u062f \u0645\u062e\u0631\u0628 \u0634\u0648\u062f.<\/p>\n<h2 id=\"picklingapythonlist\"><span class=\"ez-toc-section\" id=\"%da%86%db%8c%d8%af%d9%86_%d9%84%db%8c%d8%b3%d8%aa_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\"><\/span>\u0686\u06cc\u062f\u0646 \u0644\u06cc\u0633\u062a \u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u062b\u0627\u0644 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0632\u06cc\u0631 \u0627\u0635\u0648\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 Pickle \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.python.org\/download\/releases\/3.0\/\">\u067e\u0627\u06cc\u062a\u0648\u0646 3<\/a>:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\ntest_list = (<span class=\"hljs-string\">'cucumber'<\/span>, <span class=\"hljs-string\">'pumpkin'<\/span>, <span class=\"hljs-string\">'carrot'<\/span>)\n\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'test_pickle.pkl'<\/span>, <span class=\"hljs-string\">'wb'<\/span>) <span class=\"hljs-keyword\">as<\/span> pickle_out:\n    pickle.dump(test_list, pickle_out)\n<\/code><\/pre>\n<p>\u0627\u0648\u0644\u060c \u0645\u0627 \u0628\u0627\u06cc\u062f import \u0631\u0627 <code>pickle<\/code> \u0645\u0627\u0698\u0648\u0644 \u06a9\u0647 \u062f\u0631 \u062e\u0637 1 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u062e\u0637 3 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0633\u0647 \u0639\u0646\u0635\u0631\u06cc \u0633\u0627\u062f\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0631\u0634\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u062f\u0631 \u062e\u0637 5 \u0628\u06cc\u0627\u0646 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0646\u0627\u0645 \u0641\u0627\u06cc\u0644 \u062a\u0631\u0634\u06cc \u062e\u0631\u0648\u062c\u06cc \u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f <code>test_pickle.pkl<\/code>.  \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>wb<\/code> \u06af\u0632\u06cc\u0646\u0647\u060c \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0645\u06cc \u06af\u0648\u06cc\u06cc\u0645 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0646\u0648\u06cc\u0633\u06cc\u0645 (<code>w<\/code>) \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc (<code>b<\/code>) \u062f\u0631 \u062f\u0627\u062e\u0644 \u0622\u0646 (\u0686\u0648\u0646 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0628\u0627\u06cc\u062a \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645).  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 <code>pkl<\/code> \u067e\u0633\u0648\u0646\u062f \u0636\u0631\u0648\u0631\u06cc \u0646\u06cc\u0633\u062a &#8211; \u0645\u0627 \u0627\u0632 \u0622\u0646 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0632\u06cc\u0631\u0627 \u0627\u06cc\u0646 \u067e\u0633\u0648\u0646\u062f \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u0633\u0646\u0627\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u062e\u0637 6 \u0645\u0627 \u0627\u0632 <code>pickle.dump()<\/code> \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062a\u0631\u0634\u06cc \u0644\u06cc\u0633\u062a \u062a\u0633\u062a \u0645\u0627 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0622\u0646 \u062f\u0631 \u062f\u0627\u062e\u0644 <code>test_pickle.pkl<\/code> \u0641\u0627\u06cc\u0644.<\/p>\n<p>\u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u06a9\u0646\u0645 \u06a9\u0647 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u062f \u0641\u0627\u06cc\u0644 \u062a\u0631\u0634\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0648\u06cc\u0631\u0627\u06cc\u0634\u06af\u0631 \u0645\u062a\u0646 \u062e\u0648\u062f \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f.  \u0634\u0645\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u0645\u062a\u0648\u062c\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f \u06a9\u0647 \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u0628\u0627\u06cc\u062a \u0642\u0637\u0639\u0627 \u0642\u0627\u0644\u0628\u06cc \u0642\u0627\u0628\u0644 \u062e\u0648\u0627\u0646\u062f\u0646 \u0628\u0631\u0627\u06cc \u0627\u0646\u0633\u0627\u0646 \u0646\u06cc\u0633\u062a.<\/p>\n<h2 id=\"unpicklingapythonlist\"><span class=\"ez-toc-section\" id=\"%d8%ad%d8%b0%d9%81_%da%a9%d8%b1%d8%af%d9%86_%d9%84%db%8c%d8%b3%d8%aa_%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86\"><\/span>\u062d\u0630\u0641 \u06a9\u0631\u062f\u0646 \u0644\u06cc\u0633\u062a \u067e\u0627\u06cc\u062a\u0648\u0646<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644 \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0641\u0627\u06cc\u0644 \u062a\u0631\u0634\u06cc \u062a\u0633\u062a \u0631\u0627 \u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0631\u0634\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc\u062f \u0648 \u0634\u06cc\u0621 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644 \u0627\u0635\u0644\u06cc \u062e\u0648\u062f \u0628\u0631\u06af\u0631\u062f\u0627\u0646\u06cc\u0645.<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'test_pickle.pkl'<\/span>, <span class=\"hljs-string\">'rb'<\/span>) <span class=\"hljs-keyword\">as<\/span> pickle_in:\n    unpickled_list = pickle.load(pickle_in)\n\n<span class=\"hljs-built_in\">print<\/span>(unpickled_list)\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062a\u0631 \u0627\u0632 \u0632\u0645\u0627\u0646\u06cc \u0646\u06cc\u0633\u062a \u06a9\u0647 \u0634\u06cc \u0631\u0627 \u062a\u0631\u0634\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645.  \u062f\u0631 \u062e\u0637 3 \u0645\u0627 \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>test_pickle.pkl<\/code> \u062f\u0648\u0628\u0627\u0631\u0647 \u0641\u0627\u06cc\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u0627 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0647\u062f\u0641 \u0645\u0627 \u062e\u0648\u0627\u0646\u062f\u0646 (<code>r<\/code>) \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0627\u06cc\u0646\u0631\u06cc (<code>b<\/code>) \u062f\u0631 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p>\u0628\u0639\u062f\u060c \u062f\u0631 \u062e\u0637 5\u060c \u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>pickle.load()<\/code> \u0631\u0648\u0634\u06cc \u0628\u0631\u0627\u06cc \u062d\u0630\u0641 \u0644\u06cc\u0633\u062a \u0645\u0627 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0622\u0646 \u062f\u0631 <code>unpickled_list<\/code> \u0645\u062a\u063a\u06cc\u0631.<\/p>\n<p>\u067e\u0633 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f print \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0644\u06cc\u0633\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u062a\u0627\u0646 \u0628\u0628\u06cc\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0627 \u0644\u06cc\u0633\u062a\u06cc \u06a9\u0647 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0642\u0628\u0644\u06cc \u062a\u0631\u0634\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u06cc\u06a9\u0633\u0627\u0646 \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062e\u0631\u0648\u062c\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u0628\u0627\u0644\u0627 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">$ python unpickle.py\n(<span class=\"hljs-string\">'cucumber'<\/span>, <span class=\"hljs-string\">'pumpkin'<\/span>, <span class=\"hljs-string\">'carrot'<\/span>)\n<\/code><\/pre>\n<h2 id=\"picklingandunpicklingcustomobjects\"><span class=\"ez-toc-section\" id=\"%d8%aa%d8%b1%d8%b4%db%8c_%d9%88_%d8%a8%d8%b1%d8%af%d8%a7%d8%b4%d8%aa%d9%86_%d8%aa%d8%b1%d8%b4%db%8c_%d8%a7%d8%b4%db%8c%d8%a7%d8%a1_%d8%b3%d9%81%d8%a7%d8%b1%d8%b4%db%8c\"><\/span>\u062a\u0631\u0634\u06cc \u0648 \u0628\u0631\u062f\u0627\u0634\u062a\u0646 \u062a\u0631\u0634\u06cc \u0627\u0634\u06cc\u0627\u0621 \u0633\u0641\u0627\u0631\u0634\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0630\u06a9\u0631 \u06a9\u0631\u062f\u0645\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Pickle\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0634\u06cc\u0627\u0621 \u0633\u0641\u0627\u0631\u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0633\u0631\u06cc\u0627\u0644 \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u0645\u062b\u0627\u0644 \u0632\u06cc\u0631 \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\n<span class=\"hljs-class\"><span class=\"hljs-keyword\">class<\/span> <span class=\"hljs-title\">Veggy<\/span>():<\/span>\n    <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">__init__<\/span>(<span class=\"hljs-params\">self<\/span>):<\/span>\n        self.color = <span class=\"hljs-string\">''<\/span>\n    <span class=\"hljs-function\"><span class=\"hljs-keyword\">def<\/span> <span class=\"hljs-title\">set_color<\/span>(<span class=\"hljs-params\">self, color<\/span>):<\/span>\n        self.color = color\n\ncucumber = Veggy()\ncucumber.set_color(<span class=\"hljs-string\">'green'<\/span>)\n\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'test_pickle.pkl'<\/span>, <span class=\"hljs-string\">'wb'<\/span>) <span class=\"hljs-keyword\">as<\/span> pickle_out:\n    pickle.dump(cucumber, pickle_out)\n\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'test_pickle.pkl'<\/span>, <span class=\"hljs-string\">'rb'<\/span>) <span class=\"hljs-keyword\">as<\/span> pickle_in:\n    unpickled_cucumber = pickle.load(pickle_in)\n\n<span class=\"hljs-built_in\">print<\/span>(unpickled_cucumber.color)\n<\/code><\/pre>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0646\u0645\u0648\u0646\u0647 \u0642\u0628\u0644\u06cc \u0627\u0633\u062a.  \u0645\u0627 \u0628\u06cc\u0646 \u062e\u0637\u0648\u0637 3 \u0648 7 \u06cc\u06a9 \u06a9\u0644\u0627\u0633 \u0633\u0627\u062f\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0648\u06cc\u0698\u06af\u06cc \u0648 \u06cc\u06a9 \u0645\u062a\u062f \u0627\u0633\u062a \u06a9\u0647 \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0631\u0627 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u06cc \u062f\u0647\u062f.  \u062f\u0631 \u062e\u0637 9 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u0622\u0646 \u06a9\u0644\u0627\u0633 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>cucumber<\/code> \u0645\u062a\u063a\u06cc\u0631\u060c \u0648 \u062f\u0631 \u062e\u0637 10 \u0648\u06cc\u0698\u06af\u06cc \u0622\u0646 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>color<\/code> \u0628\u0647 &#8220;\u0633\u0628\u0632&#8221;.<\/p>\n<p>\u0633\u067e\u0633\u060c \u062f\u0642\u06cc\u0642\u0627\u064b \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u062f\u0631 \u0645\u062b\u0627\u0644 \u0642\u0628\u0644\u06cc\u060c \u062a\u0627\u0632\u0647 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u062a\u0631\u0634\u06cc \u0648 \u0628\u0631\u062f\u0627\u0634\u062a\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>cucumber<\/code> \u0647\u062f\u0641 &#8211; \u0634\u06cc.  \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u06a9\u062f \u0628\u0627\u0644\u0627 \u062e\u0631\u0648\u062c\u06cc \u0632\u06cc\u0631 \u062d\u0627\u0635\u0644 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<pre><code class=\"hljs\">$ python unpickle_custom.py\ngreen\n<\/code><\/pre>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u0627 \u0641\u0642\u0637 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0634\u06cc \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637\u06cc \u06a9\u0647 \u06a9\u0644\u0627\u0633 \u062f\u0631 \u0622\u0646 \u0627\u0633\u062a\u060c \u0627\u0632 \u062d\u0627\u0644\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u062e\u0627\u0631\u062c \u06a9\u0646\u06cc\u0645 <code>Veggy<\/code> \u06cc\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u06cc\u0627 \u0648\u0627\u0631\u062f\u0627\u062a\u06cc \u0627\u0633\u062a.  \u0627\u06af\u0631 \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u062c\u062f\u06cc\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u0639\u06cc \u06a9\u0646\u06cc\u0645 \u0628\u062f\u0648\u0646 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0622\u0646\u060c \u0634\u06cc \u0631\u0627 \u0627\u0632 \u062d\u0627\u0644\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u062e\u0627\u0631\u062c \u06a9\u0646\u06cc\u0645 <code>Veggy<\/code> \u06a9\u0644\u0627\u0633\u060c \u06cc\u06a9 &#8220;AttributeError&#8221; \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-keyword\">import<\/span> pickle\n\n<span class=\"hljs-keyword\">with<\/span> <span class=\"hljs-built_in\">open<\/span>(<span class=\"hljs-string\">'test_pickle.pkl'<\/span>, <span class=\"hljs-string\">'rb'<\/span>) <span class=\"hljs-keyword\">as<\/span> pickle_in:\n    unpickled_cucumber = pickle.load(pickle_in)\n\n<span class=\"hljs-built_in\">print<\/span>(unpickled_cucumber.color)\n<\/code><\/pre>\n<p>\u062f\u0631 \u062e\u0631\u0648\u062c\u06cc \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0627\u0644\u0627\u060c \u062e\u0637\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f:<\/p>\n<pre><code class=\"hljs\">$ python unpickle_simple.py\nTraceback (most recent call last):\n  File <span class=\"hljs-string\">\"&lt;pyshell#40&gt;\"<\/span>, line 2, <span class=\"hljs-keyword\">in<\/span> &lt;module&gt;\n    unpickled_cucumber = pickle.load(pickle_in)\nAttributeError: Can<span class=\"hljs-string\">'t get attribute '<\/span>Veggy<span class=\"hljs-string\">' \u0631\u0648\u06cc &lt;module '<\/span>__main__<span class=\"hljs-string\">' (built-in)&gt;\n<\/span><\/code><\/pre>\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 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u0628\u0647 \u0644\u0637\u0641 \u0645\u0627\u0698\u0648\u0644 Pickle\u060c \u0633\u0631\u06cc\u0627\u0644 \u0633\u0627\u0632\u06cc \u0627\u0634\u06cc\u0627\u0621 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc\u0645\u0627\u0646\u060c \u0645\u0627 \u06cc\u06a9 \u0644\u06cc\u0633\u062a \u0633\u0627\u062f\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u06cc\u0645 \u2013 \u0627\u0645\u0627 \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0642\u06cc\u0642\u0627\u064b \u0627\u0632 \u0647\u0645\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u0634\u0631\u0637\u06cc \u06a9\u0647 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u0627\u0634\u06cc\u0627\u0621 \u0634\u0645\u0627 \u0641\u0642\u0637 \u062f\u0627\u0631\u0627\u06cc \u0633\u0627\u06cc\u0631 \u0627\u0634\u06cc\u0627\u0621 \u0642\u0627\u0628\u0644 \u062a\u0631\u0634\u06cc \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p>Pickling \u062f\u0627\u0631\u0627\u06cc \u0645\u0639\u0627\u06cc\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc\u0646 \u0622\u0646\u0647\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0627\u06cc\u0646 \u0648\u0627\u0642\u0639\u06cc\u062a \u0628\u0627\u0634\u062f \u06a9\u0647 \u0634\u0645\u0627 \u0641\u0642\u0637 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Python \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f \u2013 \u0627\u06af\u0631 \u0628\u0647 \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0628\u06cc\u0646 \u0632\u0628\u0627\u0646\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c JSON \u0642\u0637\u0639\u0627 \u06af\u0632\u06cc\u0646\u0647 \u0628\u0647\u062a\u0631\u06cc \u0627\u0633\u062a.  \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u062a\u0631\u0634\u06cc \u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u062d\u0645\u0644 \u06a9\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06a9\u0647 \u0644\u0632\u0648\u0645\u0627 \u0646\u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.  \u0645\u0627\u0646\u0646\u062f \u063a\u0630\u0627\u0647\u0627\u06cc \u062a\u0631\u0634\u06cc\u060c \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062a\u0631\u0634\u06cc \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u0639\u062a\u0628\u0631 \u062a\u0647\u06cc\u0647 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u062e\u0648\u0628 \u0628\u0627\u0634\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                        fbq('track', 'PageView');\n                    <\/script>    (\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627 \u0628\u0647 \u062a\u0631\u062c\u0645\u0647)# python<br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1403-01-27 02:27:02<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    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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 \u0627\u0633\u06cc\u062f \u0634\u0648\u06cc\u06cc \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0645\u0648\u0627\u062f \u063a\u0630\u0627\u06cc\u06cc \u0627\u0633\u062a. \u0645\u0637\u0627\u0628\u0642 \u0628\u0627 \u0648\u06cc\u06a9\u06cc\u067e\u062f\u06cc\u0627\u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0633\u062a\u0627\u0646\u06cc \u0627\u0633\u062a &#8211; \u0627\u06af\u0631\u0686\u0647 \u0645\u0646\u0634\u0623 \u062a\u0631\u0634\u06cc \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0627\u0633\u062a\u060c \u0628\u06cc\u0646 \u0627\u0644\u0646\u0647\u0631\u06cc\u0646\u0627\u0646 \u0628\u0627\u0633\u062a\u0627\u0646 \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u064b \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0631\u062f\u0646\u062f. process 4400 \u0633\u0627\u0644 \u067e\u06cc\u0634 \u0628\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u06cc\u06a9 \u0645\u062d\u0635\u0648\u0644 \u062f\u0631 \u0645\u062d\u0644\u0648\u0644 \u062e\u0627\u0635\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0645\u0627\u0646\u062f\u06af\u0627\u0631\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0634\u062f\u062a \u0627\u0641\u0632\u0627\u06cc\u0634 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