{"id":9706,"date":"2023-12-26T15:15:17","date_gmt":"2023-12-26T11:45:17","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84-%d8%af%d9%88%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7-%d9%85%d8%ab%d8%a7%d9%84-%d9%85%d9%88%d8%b1%d8%af\/"},"modified":"2023-12-26T15:15:17","modified_gmt":"2023-12-26T11:45:17","slug":"%d9%86%d8%ad%d9%88%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84-%d8%af%d9%88%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7-%d9%85%d8%ab%d8%a7%d9%84-%d9%85%d9%88%d8%b1%d8%af","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84-%d8%af%d9%88%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7-%d9%85%d8%ab%d8%a7%d9%84-%d9%85%d9%88%d8%b1%d8%af\/","title":{"rendered":"\u0646\u062d\u0648\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 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href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84-%d8%af%d9%88%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7-%d9%85%d8%ab%d8%a7%d9%84-%d9%85%d9%88%d8%b1%d8%af\/#%d8%af%d8%b1_%d8%a7%db%8c%d9%86%d8%ac%d8%a7_%da%86%db%8c%d8%b2%db%8c_%d8%a7%d8%b3%d8%aa_%da%a9%d9%87_%d9%85%d8%a7_%d9%be%d9%88%d8%b4%d8%b4_%d8%ae%d9%88%d8%a7%d9%87%db%8c%d9%85_%d8%af%d8%a7%d8%af\" >\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u067e\u0648\u0634\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f:<\/a><\/li><\/ul><\/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%86%d8%ad%d9%88%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84-%d8%af%d9%88%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7-%d9%85%d8%ab%d8%a7%d9%84-%d9%85%d9%88%d8%b1%d8%af\/#%da%86%da%af%d9%88%d9%86%d9%87_%db%8c%da%a9_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d8%af%d9%82%db%8c%d9%82_%d9%be%db%8c%d8%af%d8%a7_%da%a9%d9%86%db%8c%d9%85\" >\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" 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href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84-%d8%af%d9%88%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7-%d9%85%d8%ab%d8%a7%d9%84-%d9%85%d9%88%d8%b1%d8%af\/#%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%af%d8%b1_google_drive_%d8%ae%d9%88%d8%af_%d8%a2%d9%be%d9%84%d9%88%d8%af_%da%a9%d9%86%db%8c%d8%af\" >\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 Google Drive \u062e\u0648\u062f \u0622\u067e\u0644\u0648\u062f \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-7\" 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href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84-%d8%af%d9%88%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7-%d9%85%d8%ab%d8%a7%d9%84-%d9%85%d9%88%d8%b1%d8%af\/#%d8%af%d8%b1_%d8%ad%d8%a7%d9%84_%d8%a7%d8%ac%d8%b1%d8%a7_%d8%a8%d8%b1_%d8%b1%d9%88%db%8c_cpu\" >\u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc CPU<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d9%86%d8%ad%d9%88%d9%87-%d8%aa%d9%86%d8%b8%db%8c%d9%85-%d8%af%d9%82%db%8c%d9%82-%d9%85%d8%af%d9%84-%d8%af%d9%88%d9%86%d8%a7%d8%aa-%d8%a8%d8%a7-%d9%85%d8%ab%d8%a7%d9%84-%d9%85%d9%88%d8%b1%d8%af\/#%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\"> 5<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<section class=\"post-content \" data-test-label=\"post-content\">\n<p>\u0645\u062f\u0644 Donut \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u062f\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062a\u0646 \u0627\u0632 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u06a9\u0646 \u0631\u0633\u06cc\u062f\u0647\u0627 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f. <\/p>\n<p>\u0645\u062f\u0644 \u062f\u0648\u0646\u0627\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0627\u0632 \u06af\u06cc\u062a \u0647\u0627\u0628 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.  \u0627\u0645\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0639\u0645\u0648\u0644 \u0627\u0633\u062a\u060c \u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 \u062e\u0648\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f. <\/p>\n<p>\u0645\u0646 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0646\u0648\u0634\u062a\u0645 \u0632\u06cc\u0631\u0627 \u0647\u06cc\u0686 \u0645\u0646\u0628\u0639\u06cc \u067e\u06cc\u062f\u0627 \u0646\u06a9\u0631\u062f\u0645 \u06a9\u0647 \u062f\u0642\u06cc\u0642\u0627\u064b \u0686\u06af\u0648\u0646\u0647 \u0645\u062f\u0644 Donut \u0631\u0627 \u0628\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u0645.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0646 \u0645\u062c\u0628\u0648\u0631 \u0634\u062f\u0645 \u0627\u06cc\u0646 \u0631\u0627 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u0645 (\u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u062e\u0648\u0627\u0647\u0645 \u06af\u0630\u0627\u0634\u062a) \u0648 \u062e\u0648\u062f\u0645 \u0645\u0633\u0627\u0626\u0644 \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0646\u0645. <\/p>\n<p>\u0627\u06cc\u0646 \u0645\u0633\u0627\u0626\u0644 \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0627\u0632 \u0622\u0646\u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0646 \u06cc\u06a9 GPU \u062f\u0631 \u0631\u0627\u06cc\u0627\u0646\u0647 \u0645\u062d\u0644\u06cc \u062e\u0648\u062f \u0646\u062f\u0627\u0634\u062a\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u06cc\u062c \u0628\u0648\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0631\u0627\u06cc \u062f\u06cc\u06af\u0631\u0627\u0646\u060c \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u062a\u0647\u06cc\u0647 \u06a9\u0631\u062f\u0645.<\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/img1.png\" class=\"kg-image\" alt=\"img1\" width=\"1156\" height=\"379\" loading=\"lazy\" title=\"\"><figcaption>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0627\u0632 \u0631\u0633\u06cc\u062f\u0647\u0627  \u0639\u06a9\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 Google Colab \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u06a9\u0633\u06cc \u06a9\u0647 \u0645\u0646 \u06af\u0631\u0641\u062a\u0647 \u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a<\/figcaption><\/figure>\n<h3 id=\"here-s-what-we-ll-cover-\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_%d8%a7%db%8c%d9%86%d8%ac%d8%a7_%da%86%db%8c%d8%b2%db%8c_%d8%a7%d8%b3%d8%aa_%da%a9%d9%87_%d9%85%d8%a7_%d9%be%d9%88%d8%b4%d8%b4_%d8%ae%d9%88%d8%a7%d9%87%db%8c%d9%85_%d8%af%d8%a7%d8%af\"><\/span>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0627 \u067e\u0648\u0634\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u0627\u062f:<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645<\/li>\n<li>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0627 Google Colab<\/li>\n<li>\u0646\u062d\u0648\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<\/li>\n<li>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc<\/li>\n<\/ul>\n<h2 id=\"how-to-find-a-dataset-to-fine-tune-with\"><span class=\"ez-toc-section\" id=\"%da%86%da%af%d9%88%d9%86%d9%87_%db%8c%da%a9_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d8%a8%d8%b1%d8%a7%db%8c_%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d8%af%d9%82%db%8c%d9%82_%d9%be%db%8c%d8%af%d8%a7_%da%a9%d9%86%db%8c%d9%85\"><\/span>\u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"finding-a-dataset-online\"><span class=\"ez-toc-section\" id=\"%db%8c%d8%a7%d9%81%d8%aa%d9%86_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d8%a2%d9%86%d9%84%d8%a7%db%8c%d9%86\"><\/span>\u06cc\u0627\u0641\u062a\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0646\u0644\u0627\u06cc\u0646<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u060c \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645 \u06a9\u0647 \u0628\u0627 \u0622\u0646 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u06a9\u0646\u06cc\u0645.  \u0627\u06af\u0631 \u0631\u0627\u0647 \u062d\u0644 \u0633\u0627\u062f\u0647 \u0627\u06cc \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0627\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0648\u0634\u0647 \u062f\u0631 Google Drive \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f. <\/p>\n<p>\u0633\u067e\u0633 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062f\u0631 Google Drive \u062e\u0648\u062f \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0627\u0632 \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062a\u062d\u062a \u0639\u0646\u0648\u0627\u0646 &#8220;\u062f\u0627\u0646\u0644\u0648\u062f \u0648 \u062a\u062c\u0632\u06cc\u0647 SROIE&#8221; \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u062e\u0648\u0627\u0646\u062f\u0646\u06cc \u0639\u0627\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u0644\u0647\u0627\u0645\u200c\u0628\u062e\u0634 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0648\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0646 \u0645\u06cc\u200c\u062e\u0648\u0627\u0633\u062a\u0645 \u06cc\u06a9 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 Donut \u062f\u0631 Google Colab \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0645.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0646\u06af\u0627\u0647\u06cc \u0639\u0645\u06cc\u0642 \u062a\u0631 \u0628\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627\u0644\u0627 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u06cc\u062f.<\/p>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0648\u0646\u062f \u0634\u062f\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0644\u0632\u0648\u0645\u0627\u064b \u0628\u0631\u0627\u06cc \u0647\u062f\u0641 \u062e\u0627\u0635 \u0634\u0645\u0627 \u0646\u0628\u0627\u0634\u062f.  \u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 \u062e\u0648\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u060c \u06cc\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0646\u0644\u0627\u06cc\u0646 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u062e\u0648\u062f\u062a\u0627\u0646 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 id=\"annotating-your-own-dataset\"><span class=\"ez-toc-section\" id=\"%d8%ad%d8%a7%d8%b4%db%8c%d9%87_%d9%86%d9%88%db%8c%d8%b3%db%8c_%d9%85%d8%ac%d9%85%d9%88%d8%b9%d9%87_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_%d8%ae%d9%88%d8%af\"><\/span>\u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06af\u0631 \u0646\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u0627 \u0646\u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0646\u0644\u0627\u06cc\u0646 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u062f\u06cc\u06af\u0631\u06cc \u0627\u0633\u062a (\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u06af\u0631 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0632\u06cc\u0631\u0628\u062e\u0634 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f). <\/p>\n<p>\u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u06cc\u06a9 \u0631\u0627\u0647 \u0645\u0637\u0645\u0626\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0627\u0645\u0644\u0627\u064b \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0634\u0645\u0627 \u0628\u0627\u0634\u062f. <\/p>\n<p>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0646\u0644\u0627\u06cc\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0631\u0627\u06cc\u06af\u0627\u0646 \u06a9\u0647 \u0645\u0646 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u0627\u0628\u0632\u0627\u0631 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Sparrow UI \u0627\u0633\u062a.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 \u062e\u0648\u062f \u0631\u0627 \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f\u060c \u06a9\u0627\u062f\u0631\u0647\u0627\u06cc \u0645\u062d\u062f\u0648\u062f\u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0631\u0648\u06cc \u062a\u0635\u0648\u06cc\u0631 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u062f \u0648 \u0647\u0631 \u06a9\u0627\u062f\u0631 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u0646\u062f\u0647 \u0631\u0627 \u0628\u0631\u0686\u0633\u0628 \u0628\u0632\u0646\u06cc\u062f.  \u0633\u067e\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0631\u0686\u0633\u0628\u200c\u06af\u0630\u0627\u0631\u06cc \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0642\u0627\u0644\u0628 JSON \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. <\/p>\n<p>\u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u0647\u0645\u0627\u0646 \u0642\u0627\u0644\u0628 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0642\u0628\u0644\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0645.  \u0628\u0631\u0627\u06cc \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc Sparrow\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0642\u0627\u0644\u0647 \u0645\u0646 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 Donut \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.  \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0641\u0631\u0636 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644 Donut \u0631\u0627 (\u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a) \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f.<\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/img2.png\" class=\"kg-image\" alt=\"img2\" width=\"1200\" height=\"777\" loading=\"lazy\" title=\"\"><figcaption>\u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u0631\u0633\u06cc\u062f \u0628\u0627 \u0627\u0628\u0632\u0627\u0631 \u062d\u0627\u0634\u06cc\u0647 \u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u062f\u0647 UI Sparrow<\/figcaption><\/figure>\n<h2 id=\"fine-tuning-with-google-colab\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d8%af%d9%82%db%8c%d9%82_%d8%a8%d8%a7_google_colab\"><\/span>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0627 Google Colab<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u06a9\u0631\u062f\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642\u060c \u06cc\u06a9 \u0641\u0627\u06cc\u0644 Google Colab \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0645 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  (\u0628\u0631\u062e\u06cc \u06a9\u062f \u0627\u0632 \u0627\u06cc\u0646 \u0635\u0641\u062d\u0647 GitHub \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a). <\/p>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u067e\u06a9\u06cc\u062c \u0628\u0627\u06cc\u062f \u062f\u0642\u06cc\u0642\u0627\u064b \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 Drive \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0628\u0627\u0634\u0646\u062f\u060c \u0632\u06cc\u0631\u0627 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0628\u0633\u062a\u0647 \u0627\u0634\u062a\u0628\u0627\u0647 \u0631\u06cc\u0634\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u0628\u0648\u062f \u06a9\u0647 \u0645\u0646 \u062e\u0648\u062f\u0645 \u062f\u0631 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 Donut \u0628\u0627 \u0622\u0646 \u0645\u0648\u0627\u062c\u0647 \u0628\u0648\u062f\u0645.<\/p>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0627\u06cc\u0644 Google Colab\u060c 2 \u06a9\u0627\u0631 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f:<\/p>\n<h3 id=\"upload-data-to-your-google-drive-\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7_%d8%b1%d8%a7_%d8%af%d8%b1_google_drive_%d8%ae%d9%88%d8%af_%d8%a2%d9%be%d9%84%d9%88%d8%af_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 Google Drive \u062e\u0648\u062f \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0631\u0627 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0647\u200c\u0627\u0645 \u062f\u0631 Google Drive \u062e\u0648\u062f \u062f\u0631 \u067e\u0648\u0634\u0647 \u0648\u0627\u0644\u062f \u0628\u0647 \u0646\u0627\u0645 \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f <em>FinetuneData \u0631\u0627 \u0622\u0645\u0627\u062f\u0647 \u06a9\u0631\u062f <\/em>(\u0633\u0627\u062e\u062a\u0627\u0631 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0628\u0628\u06cc\u0646\u06cc\u062f). <\/p>\n<p>\u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u067e\u0648\u0634\u0647 \u0648\u0627\u0644\u062f \u0631\u0627 \u062f\u0631 \u067e\u0648\u0634\u0647 \u0627\u0635\u0644\u06cc Google Drive \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u06a9\u0627\u0646\u0641\u06cc\u06af \u0631\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u067e\u0648\u0634\u0647 \u0627\u0635\u0644\u06cc \u06af\u0648\u06af\u0644 \u062f\u0631\u0627\u06cc\u0648 \u062e\u0648\u062f \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/img.png\" class=\"kg-image\" alt=\"img\" width=\"217\" height=\"98\" loading=\"lazy\" title=\"\"><figcaption>\u0686\u06af\u0648\u0646\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631 \u067e\u0648\u0634\u0647 \u0631\u06cc\u0634\u0647 Google Drive \u0628\u0647 \u0646\u0638\u0631 \u0628\u0631\u0633\u062f<\/figcaption><\/figure>\n<h3 id=\"link-your-google-drive-to-your-google-colab-\"><span class=\"ez-toc-section\" id=\"google_drive_%d8%ae%d9%88%d8%af_%d8%b1%d8%a7_%d8%a8%d9%87_google_colab_%d8%ae%d9%88%d8%af_%d9%be%db%8c%d9%88%d9%86%d8%af_%d8%af%d9%87%db%8c%d8%af\"><\/span>Google Drive \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 Google Colab \u062e\u0648\u062f \u067e\u06cc\u0648\u0646\u062f \u062f\u0647\u06cc\u062f.<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0648\u0642\u062a\u06cc \u0633\u0644\u0648\u0644\u06cc \u0631\u0627 \u06a9\u0647 Google Drive \u0631\u0627 \u0646\u0635\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u06cc\u06a9 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u067e\u0630\u06cc\u0631\u06cc\u062f \u0648 \u0628\u0642\u06cc\u0647 \u0627\u06cc\u0646 \u067e\u0627\u0631\u0627\u06af\u0631\u0627\u0641 \u0631\u0627 \u0646\u0627\u062f\u06cc\u062f\u0647 \u0628\u06af\u06cc\u0631\u06cc\u062f. <\/p>\n<p>\u0627\u06af\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u06a9\u0631\u062f\u06cc\u062f\u060c \u0646\u0645\u0627\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627 (\u0642\u0631\u0645\u0632 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631) \u0648 \u0646\u0645\u0627\u062f Mount Drive (\u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0622\u0628\u06cc \u0631\u0646\u06af) \u0631\u0627 \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u062f.  \u0633\u067e\u0633 \u06cc\u06a9 \u0642\u0637\u0639\u0647 \u06a9\u062f \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0627\u06a9\u0646\u0648\u0646 Google Drive \u0634\u0645\u0627 \u0645\u062a\u0635\u0644 \u0627\u0633\u062a. <\/p>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06af\u0631 \u0642\u0628\u0644\u0627\u064b Google Colab \u0631\u0627 \u0628\u0647 Google Drive \u0645\u062a\u0635\u0644 \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u067e\u0633 \u0627\u0632 \u0641\u0634\u0627\u0631 \u062f\u0627\u062f\u0646 \u0646\u0645\u0627\u062f Drive \u0628\u0647 Google Drive \u062e\u0648\u062f \u0648\u0627\u0631\u062f \u0634\u0648\u06cc\u062f \u0648 \u0628\u0647 Colab \u0627\u062c\u0627\u0632\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 Drive \u0631\u0627 \u0628\u062f\u0647\u06cc\u062f (\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631\u0627\u06cc\u0648 \u0631\u0627 \u067e\u06cc\u0648\u0646\u062f \u062f\u0647\u06cc\u062f \u0628\u0627\u06cc\u062f \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0634\u0648\u062f. )<\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/img3.png\" class=\"kg-image\" alt=\"img3\" width=\"486\" height=\"309\" loading=\"lazy\" title=\"\"><figcaption>\u0646\u0645\u0627\u062f \u0641\u0627\u06cc\u0644 \u0647\u0627 (\u0642\u0631\u0645\u0632).  \u0646\u0635\u0628 \u06af\u0648\u06af\u0644 \u062f\u0631\u0627\u06cc\u0648 (\u0622\u0628\u06cc)<\/figcaption><\/figure>\n<p>\u0633\u0631\u0627\u0646\u062c\u0627\u0645\u060c <strong>\u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u062e\u0648\u062f \u0631\u0627 \u0645\u062c\u062f\u062f\u0627\u064b \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f<\/strong>.  \u067e\u0633 \u0627\u0632 \u062a\u063a\u06cc\u06cc\u0631 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u062f\u0631 Google Colab\u060c \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627\u06cc\u062f \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u062e\u0648\u062f \u0631\u0627 \u0645\u062c\u062f\u062f\u0627\u064b \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0622\u062e\u0631\u06cc\u0646 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0628\u06cc\u0646\u06cc\u062f.<\/p>\n<h2 id=\"how-to-change-parameters\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%ad%d9%88%d9%87_%d8%aa%d8%ba%db%8c%db%8c%d8%b1_%d9%be%d8%a7%d8%b1%d8%a7%d9%85%d8%aa%d8%b1%d9%87%d8%a7\"><\/span>\u0646\u062d\u0648\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0639\u0627\u0644\u06cc!  \u0627\u06a9\u0646\u0648\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u0644\u0648\u0644 \u0647\u0627\u06cc \u0646\u0648\u062a \u0628\u0648\u06a9 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0628\u0627\u06cc\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0646\u06cc\u062f.  \u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc Config \u0631\u0627 \u0646\u06cc\u0632 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f\u060c \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0645\u062f\u062a \u0637\u0648\u0644\u0627\u0646\u06cc\u200c\u062a\u0631 \u062a\u0645\u0631\u06cc\u0646 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0632 \u06a9\u0627\u0631\u06af\u0631\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u0648 \u063a\u06cc\u0631\u0647.<\/p>\n<figure class=\"kg-card kg-image-card kg-width-wide kg-card-hascaption\"><img decoding=\"async\" src=\"https:\/\/rasanegar.com\/blog\/wp-content\/uploads\/2023\/12\/img6.png\" class=\"kg-image\" alt=\"img6\" width=\"1044\" height=\"247\" loading=\"lazy\" title=\"\"><figcaption>\u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f.<\/figcaption><\/figure>\n<p>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0645\u0646 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0628\u0627 \u0645\u062f\u0644 Donut \u0647\u0633\u062a\u0645 \u06a9\u0647 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 CORD \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0645 \u0628\u062a\u0648\u0627\u0646\u0645 \u0631\u0633\u06cc\u062f\u0647\u0627 \u0631\u0627 \u0628\u062e\u0648\u0627\u0646\u0645.  \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Donut \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u06cc\u0627\u0628\u06cc\u062f\u060c \u0628\u0627 \u06af\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0627\u0633\u0646\u0627\u062f\u060c \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u0646\u0627\u062f\u060c \u06cc\u0627 \u067e\u0627\u0633\u062e\u200c\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\u06cc \u0633\u0646\u062f (DocVQA).<\/p>\n<h2 id=\"fine-tuning-locally\"><span class=\"ez-toc-section\" id=\"%d8%aa%d9%86%d8%b8%db%8c%d9%85_%d8%af%d9%82%db%8c%d9%82_%d8%a8%d9%87_%d8%b5%d9%88%d8%b1%d8%aa_%d9%85%d8%ad%d9%84%db%8c\"><\/span>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0646\u06cc\u0632 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0627\u0634\u062a\u0646 GPU \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0631\u062a\u0628\u0637 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f\u060c \u0632\u06cc\u0631\u0627 \u0622\u0645\u0648\u0632\u0634 CPU \u0632\u0645\u0627\u0646 \u0632\u06cc\u0627\u062f\u06cc \u0645\u06cc \u0628\u0631\u062f. <\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u0644\u06cc \u0628\u0627\u06cc\u062f:<\/p>\n<ol>\n<li>\u0627\u0628\u062a\u062f\u0627 \u0627\u06cc\u0646 \u0645\u062e\u0632\u0646 GitHub \u0631\u0627 \u06a9\u0644\u0648\u0646 \u06a9\u0646\u06cc\u062f<\/li>\n<li>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0647 \u067e\u0648\u0634\u0647 \u0631\u06cc\u0634\u0647 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u06af\u0631 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062f\u0644 \u062a\u0646\u0638\u06cc\u0645\u200c\u0634\u062f\u0647 \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f\u060c \u062e\u0637 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u062e\u0637 164 train.py\u060c \u062f\u0631\u0633\u062a \u062f\u0631 \u0632\u06cc\u0631 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f. <em>trainer.fit (\u2026)<\/em><\/li>\n<\/ol>\n<p><!--kg-card-begin: markdown--><\/p>\n<pre><code class=\"language-python\">#...\ntrainer.save_checkpoint(f\"{Path(config.result_path)}\/{config.exp_name}\/{config.exp_version}\/model_checkpoint.ckpt\")\n#...\n<\/code><\/pre>\n<p><!--kg-card-end: markdown--><\/p>\n<p>4. \u0633\u067e\u0633 \u0628\u0627\u06cc\u062f \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc GPU \u0631\u0627 \u062f\u0631 PyTorch Lightning Trainer \u062a\u0648\u0636\u06cc\u062d \u062f\u0647\u06cc\u062f \u0648 \u062e\u0637 \u0631\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u06cc\u062f: <em>accelerator=\u201dcpu\u201d<\/em>:<\/p>\n<p><!--kg-card-begin: markdown--><\/p>\n<pre><code class=\"language-python\">#train.py file\n#... \ntrainer = pl.Trainer(\n        #Comment out the lines above\n        # num_nodes=config.get(\"num_nodes\", 1),\n        # devices=torch.cuda.device_count(),\n        # strategy=\"dp\",\n        # accelerator=\"gpu\",\n        accelerator=\"cpu\", #TODO add this line\n        plugins=custom_ckpt,\n        max_epochs=config.max_epochs,\n        max_steps=config.max_steps,\n        val_check_interval=config.val_check_interval,\n        check_val_every_n_epoch=config.check_val_every_n_epoch,\n        gradient_clip_val=config.gradient_clip_val,\n        precision=16,\n        num_sanity_val_steps=0,\n        logger=logger,\n        callbacks=[lr_callback, checkpoint_callback, bar],\n    )\n#...\n<\/code><\/pre>\n<p><!--kg-card-end: markdown--><\/p>\n<p>5. \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 max_epochs \u062f\u0631 \u0641\u0627\u06cc\u0644 Config \u0634\u0645\u0627 \u0631\u0648\u06cc -1 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a (\u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062e\u0637\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 0 \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f).  \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u062a\u0639\u06cc\u06cc\u0646 \u06a9\u0646\u06cc\u062f <em>max_steps<\/em>.<\/p>\n<p>6. \u0633\u067e\u0633 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u067e\u0633 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u062f\u0631 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"language-terminal\">python train.py --config config\/train_cord.yaml<\/code><\/pre>\n<p>\u062c\u0627\u06cc\u06cc \u06a9\u0647 <em>train_cord.yaml<\/em> \u0641\u0627\u06cc\u0644 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h3 id=\"running-on-cpu\"><span class=\"ez-toc-section\" id=\"%d8%af%d8%b1_%d8%ad%d8%a7%d9%84_%d8%a7%d8%ac%d8%b1%d8%a7_%d8%a8%d8%b1_%d8%b1%d9%88%db%8c_cpu\"><\/span>\u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc CPU<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06af\u0631 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0631\u0648\u06cc CPU \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a\u06cc \u0645\u0648\u0627\u062c\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f \u0645\u06af\u0631 \u0627\u06cc\u0646\u06a9\u0647 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li>donut\/train.py\u060c \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f <em>\u0634\u062a\u0627\u0628 \u062f\u0647\u0646\u062f\u0647<\/em> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0628\u0647 &#8220;cpu&#8221; (\u0627\u0632 &#8220;gpu&#8221;)\u060c \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0646\u06cc\u062f: <em>num_nodes<\/em>\u060c <em>\u062f\u0633\u062a\u06af\u0627\u0647 \u0647\u0627<\/em>\u060c \u0648 <em>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc<\/em>).<\/li>\n<li>\u0633\u067e\u0633 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u06a9\u0627\u0646\u0641\u06cc\u06af \u062e\u0648\u062f (\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644 <em>train_cord.yaml<\/em>)\u060c \u062a\u0646\u0638\u06cc\u0645 <em>max_epochs <\/em>\u0628\u0647 -1 \u0648 \u0633\u067e\u0633 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0631\u0627 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f <em>max_steps<\/em>.  \u0627\u06cc\u0646 \u0628\u0647 \u0627\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u0648\u062c\u0648\u062f \u0628\u0627 \u062e\u0637\u0627\u06cc \u062a\u0642\u0633\u06cc\u0645 \u0628\u0631 \u0635\u0641\u0631 \u0645\u0648\u0627\u062c\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0634\u062f <em>max_epoch <\/em>\u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 0<\/li>\n<\/ol>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a\u060c \u0627\u062c\u0631\u0627\u06cc \u0628\u0631 \u0631\u0648\u06cc CPU \u0646\u06cc\u0632 \u0628\u0627\u06cc\u062f \u06a9\u0627\u0631 \u06a9\u0646\u062f.<\/p>\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>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0645 \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u062f\u0644 Donut \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f\u060c \u0686\u06cc\u0632\u06cc \u06a9\u0647 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06cc\u0645 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0645\u062f\u0644 Donut \u0634\u0648\u062f. <\/p>\n<p>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062f\u0644 Donut \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u0627\u0633\u062a \u0648 \u0627\u06cc\u0646 \u062a\u0646\u0647\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0645\u0641\u06cc\u062f \u0648\u0627\u0642\u0639 \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0647\u0633\u062a\u06cc\u062f \u0648 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0648\u0636\u0648\u0639\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0628\u062f\u0627\u0646\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0622\u062f\u0631\u0633 \u0628\u06cc\u0627\u0628\u06cc\u062f:<\/p>\n<ul>\n<li>\u2705 \u0645\u062a\u0648\u0633\u0637<\/li>\n<li><a href=\"https:\/\/twitter.com\/Ravenspike21\" target=\"_blank\" rel=\"noopener\">\u2705<\/a> <a href=\"https:\/\/twitter.com\/Ravenspike21\" target=\"_blank\" rel=\"noopener\"><\/a><a href=\"https:\/\/twitter.com\/Ravenspike21\" target=\"_blank\" rel=\"noopener\">\u062a\u0648\u06cc\u06cc\u062a\u0631<\/a><\/li>\n<\/ul>\n<\/p>\n<\/section>\n<p><script async src=\"https:\/\/platform.twitter.com\/widgets.js\" charset=\"utf-8\"><\/script><br \/>\n<br \/><br \/>\n<br \/>\u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u062f\u0631 1402-12-26 15:15:04<br \/>\n<\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;9706&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;0&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;0&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628&quot;,&quot;legend&quot;:&quot;0\\\/5 (0 \u0631\u0627\u06cc)&quot;,&quot;size&quot;:&quot;30&quot;,&quot;title&quot;:&quot;\u0646\u062d\u0648\u0647 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 \u062f\u0648\u0646\u0627\u062a - \u0628\u0627 \u0645\u062b\u0627\u0644 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647&quot;,&quot;width&quot;:&quot;0&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} ({count} \u0631\u0627\u06cc)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 0px;\">\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-left: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 30px; height: 30px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 24px;\">\n            <span class=\"kksr-muted\">\u0627\u0645\u062a\u06cc\u0627\u0632 \u0634\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628<\/span>\n    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p><span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 5<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span>\u0645\u062f\u0644 Donut \u062f\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0645\u062f\u0644\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u062a\u0646 \u0627\u0632 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0627\u0646\u0646\u062f \u0627\u0633\u06a9\u0646 \u0631\u0633\u06cc\u062f\u0647\u0627 \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f. \u0645\u062f\u0644 \u062f\u0648\u0646\u0627\u062a \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0627\u0632 \u06af\u06cc\u062a \u0647\u0627\u0628 \u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f. \u0627\u0645\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0645\u0639\u0645\u0648\u0644 \u0627\u0633\u062a\u060c \u0628\u0627\u06cc\u062f \u0645\u062f\u0644 \u0631\u0627 \u0628\u0631\u0627\u06cc [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":9707,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1743,1686],"tags":[1747,1925,1786,1916,1779,1744,2087,2404,2405,2001,1755,1809,2101,1783,1745],"class_list":["post-9706","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-python","category-ai","tag-python-vps","tag----django","tag-1786","tag-1916","tag-1779","tag-1744","tag-2087","tag-2404","tag-2405","tag---python","tag-1755","tag-1809","tag-2101","tag-1783","tag-1745"],"acf":[],"_links":{"self":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/9706","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/users\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/comments?post=9706"}],"version-history":[{"count":0,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/posts\/9706\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media\/9707"}],"wp:attachment":[{"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/media?parent=9706"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/categories?post=9706"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rasanegaar.com\/blog\/wp-json\/wp\/v2\/tags?post=9706"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}