{"id":90184,"date":"2024-12-28T05:50:42","date_gmt":"2024-12-28T02:20:42","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d9%be%d9%84%d8%aa%d9%81%d8%b1%d9%85-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%af%d9%88%d9%86-%da%a9%d8%af-%d9%88-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c\/"},"modified":"2024-12-28T05:50:42","modified_gmt":"2024-12-28T02:20:42","slug":"%d8%b3%d8%a7%d8%ae%d8%aa-%d9%be%d9%84%d8%aa%d9%81%d8%b1%d9%85-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%af%d9%88%d9%86-%da%a9%d8%af-%d9%88-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%b3%d8%a7%d8%ae%d8%aa-%d9%be%d9%84%d8%aa%d9%81%d8%b1%d9%85-%d9%87%d9%88%d8%b4-%d9%85%d8%b5%d9%86%d9%88%d8%b9%db%8c-%d8%a8%d8%af%d9%88%d9%86-%da%a9%d8%af-%d9%88-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c\/","title":{"rendered":"\u0633\u0627\u062e\u062a \u067e\u0644\u062a\u0641\u0631\u0645 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u062f\u0648\u0646 \u06a9\u062f \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 BFS"},"content":{"rendered":"<div data-article-id=\"2178518\" id=\"article-body\">\n<p>\u062f\u0631 \u0686\u0646\u062f \u0645\u0627\u0647 \u06af\u0630\u0634\u062a\u0647\u060c \u067e\u0644\u062a\u0641\u0631\u0645 AI\/ML \u0628\u0627 \u06a9\u062f \u06a9\u0645\/\u0628\u062f\u0648\u0646 \u06a9\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u0645 \u06a9\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 API \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u0646\u062f. \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f: \u0634\u0645\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 Huggingface \u0645\u0646\u062a\u0642\u0644 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u0622\u0646\u0686\u0647 \u0634\u0645\u0627 \u0622\u0646 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f \u0639\u0627\u0644\u06cc \u0627\u0633\u062a\u060c \u062f\u0631 \u062f\u0627\u062e\u0644 \u06cc\u06a9 \u0646\u0648\u062a \u0628\u0648\u06a9 jupyter \u0632\u0646\u062f\u06af\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0645\u0627 \u0634\u0645\u0627 \u0628\u0647 \u06cc\u06a9 API \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0627 \u0645\u062f\u0644 \u0634\u0645\u0627 \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. \u06cc\u0627 \u062d\u062a\u06cc \u0628\u0647\u062a\u0631 \u0627\u0632 \u0622\u0646\u060c \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 LLM\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0645\u062a\u0635\u0644 \u06a9\u0646\u06cc\u062f\u060c \u0627\u0645\u0627 \u0646\u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0635\u0631\u0641 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc API \u06a9\u0646\u06cc\u062f\u060c \u0628\u0647 \u06a9\u062f \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u063a\u06cc\u0631\u0647. \u0627\u0633\u0627\u0633\u0627\u064b \u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 \u0633\u0639\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0645 \u062d\u0644\u0634 \u06a9\u0646\u0645.<\/p>\n<p>\u0627\u0632 \u0646\u0642\u0637\u0647 \u0646\u0638\u0631 \u06a9\u0627\u0631\u0628\u0631\u060c \u0634\u0645\u0627 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0645\u0627\u0646\u0646\u062f \u0641\u0644\u0648\u0686\u0627\u0631\u062a \u0631\u0627 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u062f (\u062f\u0631 \u0645\u0648\u0631\u062f Huggingface\u060c \u062f\u0631 \u06a9\u0627\u0631\u062a \u0645\u062f\u0644 \u062e\u0648\u062f \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u06cc\u062f)\u060c \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u062e\u0648\u062f \u0645\u062a\u0635\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u062f (\u0622\u0646\u0647\u0627 \u0627\u0633\u0627\u0633\u0627\u064b \u062a\u0639\u06cc\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u0646\u062f \u06a9\u0647 \u0622\u06cc\u0627 \u0645\u062f\u0644 \u0634\u0645\u0627 \u0628\u067e\u0630\u06cc\u0631\u062f \u06cc\u0627 \u062e\u06cc\u0631. \u06cc\u06a9 \u0648\u0631\u0648\u062f\u06cc \u0645\u062a\u0646 \u06cc\u0627 \u062a\u0635\u0648\u06cc\u0631 \u06cc\u0627 \u0647\u0631 \u062f\u0648)\u060c \u0648 \u0627\u06cc\u062c\u0627\u062f \u0631\u0627 \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u062f\u060c \u06a9\u0647 \u0633\u067e\u0633 \u06cc\u06a9 \u0645\u062d\u0641\u0638\u0647 docker \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u06cc\u06a9 \u0633\u0631\u0648\u0631 FastAPI \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0633\u062a\u0642\u0631 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\u0627\u06cc\u0646\u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u067e\u0631\u0648\u0698\u0647 \u0645\u0646 \u0631\u0627 \u0646\u06cc\u0631\u0648 \u0645\u06cc\u200c\u062f\u0647\u062f \u0635\u062d\u0628\u062a \u06a9\u0646\u0645.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0645\u062f\u0644 \u0645\u0627\u0644\u06cc \u0628\u0631\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0634\u0645\u0627 3 \u0628\u0644\u0648\u06a9 \u062f\u0627\u0631\u06cc\u062f &#8211; \u0628\u0644\u0648\u06a9 \u0648\u0631\u0648\u062f\u06cc \u06a9\u0647 \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u0634\u0645\u0627 \u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f\u060c \u0628\u0644\u0648\u06a9 ML \u0648 \u0628\u0644\u0648\u06a9 \u062e\u0631\u0648\u062c\u06cc \u06a9\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0646\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fwrpuvb6bddivc1hxvcpv.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"723\" height=\"434\" title=\"\"><\/p>\n<p>\u0627\u0648\u0644\u06cc\u0646 \u0642\u062f\u0645\u060c \u06af\u0631\u0641\u062a\u0646 \u0627\u06cc\u0646 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0648 \u062a\u0631\u062c\u0645\u0647 \u0622\u0646 \u0628\u0647 \u0642\u0627\u0644\u0628\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 backend \u0635\u062d\u0628\u062a \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0628\u0627\u0634\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight json\"><code><span class=\"p\">{<\/span><span class=\"w\">\n  <\/span><span class=\"nl\">\"input\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[<\/span><span class=\"w\">\n      <\/span><span class=\"s2\">\"Input_Block\"<\/span><span class=\"err\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">{<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"run_config\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"All user based config\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"connections\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"process.Financial_BERT\"<\/span><span class=\"w\"> <\/span><span class=\"p\">],<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"payload\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"\"<\/insert><\/span><span class=\"p\">,<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"implementation\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"err\">Input_Implementation_Class()<\/span><span class=\"w\">\n      <\/span><span class=\"p\">}<\/span><span class=\"w\">\n  <\/span><span class=\"p\">],<\/span><span class=\"w\">\n  <\/span><span class=\"nl\">\"process\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[<\/span><span class=\"w\">\n      <\/span><span class=\"s2\">\"Financial_BERT\"<\/span><span class=\"err\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">{<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"run_config\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"All user based config\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"connections\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"output.Output_Block\"<\/span><span class=\"w\"> <\/span><span class=\"p\">],<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"payload\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"\"<\/insert><\/span><span class=\"p\">,<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"implementation\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"err\">HF_MODEL_Class()<\/span><span class=\"w\">\n      <\/span><span class=\"p\">}<\/span><span class=\"w\">\n  <\/span><span class=\"p\">],<\/span><span class=\"w\">\n  <\/span><span class=\"nl\">\"output\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[<\/span><span class=\"w\">\n      <\/span><span class=\"s2\">\"Output_Block\"<\/span><span class=\"err\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">{<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"run_config\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"All user based config\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n          <\/span><span class=\"nl\">\"connections\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">[]<\/span><span class=\"w\">\n      <\/span><span class=\"p\">}<\/span><span class=\"w\">\n  <\/span><span class=\"p\">]<\/span><span class=\"w\">\n<\/span><span class=\"p\">}<\/span><span class=\"w\">\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u0628\u0627\u0631 \u06cc\u06a9 \u0628\u0644\u0648\u06a9\u060c \u0627\u0646\u062a\u0642\u0627\u0644 \u0622\u0646 \u0628\u0647 \u0627\u062c\u0631\u0627\u06cc \u0628\u0644\u0648\u06a9 \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a \u0648 \u0634\u0645\u0627 \u0628\u0644\u0648\u06a9 \u0628\u0639\u062f\u06cc \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0644\u06cc\u0633\u062a \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0645\u06cc \u0634\u0646\u0627\u0633\u06cc\u062f. \u0627\u06a9\u0646\u0648\u0646\u060c \u0633\u0627\u062f\u0647 \u0644\u0648\u062d\u0627\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u062a\u06a9\u0631\u0627\u0631 \u0634\u0648\u0646\u062f\u0647 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u0628\u0644\u0648\u06a9 \u0648\u0631\u0648\u062f\u06cc \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0627 \u0639\u0628\u0648\u0631 \u062f\u0627\u062f\u0646 \u0628\u0627\u0631 \u0628\u0647 \u0627\u0637\u0631\u0627\u0641\u060c \u0627\u062a\u0635\u0627\u0644 \u062e\u0648\u062f \u0631\u0627 \u0637\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">start_node<\/span> <span class=\"o\">=<\/span> <span class=\"n\">workflow<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">input<\/span><span class=\"sh\">'<\/span><span class=\"p\">][<\/span><span class=\"sh\">'<\/span><span class=\"s\">Input_Block<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\n\n<span class=\"k\">for<\/span> <span class=\"n\">connection<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">start_node<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">connection<\/span><span class=\"sh\">'<\/span><span class=\"p\">]:<\/span>\n    <span class=\"c1\"># pass payload to process.Financial_BERT.implementation\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0641\u0642\u0637 \u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062e\u0637\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 1 \u0628\u0644\u0648\u06a9 \u0641\u0642\u0637 \u0628\u0647 \u06cc\u06a9 \u0628\u0644\u0648\u06a9 \u0645\u062a\u0635\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u0645\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 N \u0628\u0644\u0648\u06a9 \u0631\u0627 \u0628\u0647 1 \u0628\u0644\u0648\u06a9 \u0645\u062a\u0635\u0644 \u06a9\u0631\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0628\u0644\u0648\u06a9 \u0632\u06cc\u0631 \u0642\u0628\u0644 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u062e\u0648\u062f \u0627\u0646\u062a\u0638\u0627\u0631 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0647\u0645\u0647 N \u0628\u0644\u0648\u06a9 \u062f\u0627\u0631\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fz2xv4ocz55z0ruy5sxsh.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"450\" title=\"\"><\/p>\n<p>\u0628\u0644\u0648\u06a9 \u0646\u0627\u0631\u0646\u062c\u06cc \u0628\u0647 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc A\u060c B \u0648 C \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0627\u062c\u0631\u0627 \u0634\u0648\u062f. \u067e\u0633 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0628\u0644\u0648\u06a9 A\u060c B \u0648 C \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u062f\u0631 \u0628\u0644\u0648\u06a9 \u0646\u0627\u0631\u0646\u062c\u06cc \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f\u061f \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0648\u0644\u06cc\u0646 \u062c\u0633\u062a\u062c\u0648\u06cc \u0648\u0633\u0639\u062a \u0628\u0647 \u0646\u062c\u0627\u062a \u0645\u06cc \u0631\u0633\u062f.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftxda46kvagyecp8x0vnz.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"500\" height=\"500\" title=\"\"><\/p>\n<p>\u0645\u0646\u0628\u0639: https:\/\/commons.wikimedia.org\/wiki\/File:Breadth-First-Search-Algorithm.gif<\/p>\n<p>\u0631\u0648\u0634\u06cc \u06a9\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 BFS \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u06cc\u06a9 \u06af\u0631\u0647\u060c \u0645\u0646\u0628\u0639 \u0634\u0631\u0648\u0639 \u0645\u06cc \u0634\u0648\u062f\u060c \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0647\u0645\u0647 \u0647\u0645\u0633\u0627\u06cc\u06af\u0627\u0646 \u062e\u0648\u062f \u0646\u06af\u0627\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0646\u0645\u0648\u062f\u0627\u0631 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0644\u0627\u06cc\u0647 \u0627\u06cc \u0637\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06af\u0632\u06cc\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0645\u0642\u0627\u0644\u0647 Hackerearth \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06a9\u0644 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fqodqe3ck4zgimbi9177s.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"462\" title=\"\"><\/p>\n<p>\u0645\u0646\u0628\u0639: https:\/\/www.hackerearth.com\/practice\/algorithms\/graphs\/breadth-first-search\/tutorial\/<\/p>\n<p>\u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627 \u0628\u0627\u0632\u06af\u0634\u062a \u0628\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0686\u06cc\u0632\u06cc \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F002kh0ehg20of0ll23b4.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"471\" title=\"\"><\/p>\n<p>\u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 \u06cc\u06a9 \u06af\u0631\u0647 \u0633\u0627\u062e\u062a\u06af\u06cc \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645\u060c \u0628\u0647 \u0647\u0645\u0647 \u0647\u0645\u0633\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0641\u0648\u0631\u06cc \u0622\u0646 (A\u060c B \u0648 C) \u0646\u06af\u0627\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0622\u0646\u0647\u0627 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u0645\u060c \u0648 \u062a\u0646\u0647\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0647\u0631 3 \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u0648\u0646\u062f\u060c \u0632\u0645\u0627\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0631\u0648\u06cc \u0644\u0627\u06cc\u0647 \u0628\u0639\u062f\u06cc \u06a9\u0647 \u0628\u0644\u0648\u06a9 \u0646\u0627\u0631\u0646\u062c\u06cc \u0627\u0633\u062a \u062d\u0631\u06a9\u062a \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0648 3 \u0631\u0627 \u067e\u0627\u0633 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u062e\u0631\u0648\u062c\u06cc \u0628\u0644\u0648\u06a9 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u06cc \u0628\u0644\u0648\u06a9 \u0646\u0627\u0631\u0646\u062c\u06cc. \u0631\u0648\u0634\u06cc \u06a9\u0647 \u0645\u0627 \u0627\u06cc\u0646 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06cc\u06a9 \u0635\u0641 \u0627\u0633\u062a \u06a9\u0647 \u06af\u0631\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628\u06cc \u06a9\u0647 \u0648\u0627\u0631\u062f \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062a\u0645\u0627\u0645 \u06af\u0631\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u0628\u0627\u0632\u062f\u06cc\u062f \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u0645 \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062c\u062f\u062f \u0622\u0646\u0647\u0627 \u0646\u067e\u0631\u062f\u0627\u0632\u06cc\u0645. \u062f\u0631 \u0632\u06cc\u0631 \u06cc\u06a9 \u062c\u0631\u06cc\u0627\u0646 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0627\u0632 \u0646\u062d\u0648\u0647 \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftqbbt2eeetrcxdoii278.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"403\" title=\"\"><\/p>\n<p>\u062c\u0631\u06cc\u0627\u0646 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 BFS \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0647 \u0647\u0627<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0644\u0648\u06a9 \u06a9\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 \u0628\u0631\u0627\u06cc \u06af\u0646\u062c\u0627\u0646\u062f\u0646 BFS \u062f\u0631 \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Froe5h2mzvxoxftv0jew0.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"333\" title=\"\"><\/p>\n<p>\u0645\u0646\u0628\u0639: https:\/\/github.com\/farhan0167\/otto-m8<\/p>\n<p>\u0648 \u0627\u06af\u0631 \u0645\u062a\u0648\u062c\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0628\u0633\u06cc\u0627\u0631 \u0634\u0628\u06cc\u0647 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0648\u06cc\u06a9\u06cc\u200c\u067e\u062f\u06cc\u0627 \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 BFS \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f:<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media2.dev.to\/dynamic\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fmd87ln6f5gkit23ozlst.png\" alt=\"\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631\" loading=\"lazy\" width=\"800\" height=\"282\" title=\"\"><\/p>\n<p>\u0645\u0646\u0628\u0639: https:\/\/en.wikipedia.org\/wiki\/Breadth-first_search<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u06a9\u0647 \u0631\u0627\u0647\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0628\u0627\u0631\u0647\u0627 \u0627\u0632 \u06cc\u06a9 \u0628\u0644\u0648\u06a9 \u0628\u0647 \u0628\u0644\u0648\u06a9 \u062f\u06cc\u06af\u0631 \u062f\u0627\u0631\u06cc\u0645\u060c \u062f\u0646\u06cc\u0627\u06cc \u06a9\u0627\u0645\u0644\u06cc \u0627\u0632 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0631\u062f. \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 otto-m8 (\u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f)\u060c \u0642\u0635\u062f \u062f\u0627\u0631\u062f \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u0628\u0644\u0648\u06a9\u200c\u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f \u06a9\u0647 \u0646\u0648\u0639\u06cc \u0627\u0632 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc LLM (OpenAI \u0648 Olama) \u0648 Hugging Face \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c \u06cc\u06a9 \u0638\u0631\u0641 Docker \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0628\u0627 \u06cc\u06a9 \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc REST \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u06cc\u062f \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u0648 \u062f\u0631 \u0647\u0633\u062a\u0647 \u062e\u0648\u062f (\u0628\u062f\u06cc\u0647\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0633\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f) \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 BFS \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0628\u0631\u0627\u06cc \u0639\u0628\u0648\u0631 \u0627\u0632 \u062a\u0645\u0627\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc \u062f\u0631 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0634\u0645\u0627 \u0647\u0645\u0648\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<br \/>\u0645\u0645\u0646\u0648\u0646 \u06a9\u0647 \u062e\u0648\u0627\u0646\u062f\u06cc\u062f\u060c \u0645\u062e\u0635\u0648\u0635\u0627\u064b \u0627\u06af\u0631 \u062a\u0645\u0627\u0645 \u0645\u0633\u06cc\u0631 \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f. \u0644\u0637\u0641\u0627\u064b otto-m8 \u0631\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062f\u0631 Github \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f: https:\/\/github.com\/farhan0167\/otto-m8\u060c \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u06cc\u0646\u062c\u0627 \u062f\u0631 https:\/\/otto-m8.com<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0686\u0646\u062f \u0645\u0627\u0647 \u06af\u0630\u0634\u062a\u0647\u060c \u067e\u0644\u062a\u0641\u0631\u0645 AI\/ML \u0628\u0627 \u06a9\u062f \u06a9\u0645\/\u0628\u062f\u0648\u0646 \u06a9\u062f \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647\u200c\u0627\u0645 \u06a9\u0647 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 API \u0645\u0633\u062a\u0642\u0631 \u06a9\u0646\u0646\u062f. \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f: \u0634\u0645\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 Huggingface \u0645\u0646\u062a\u0642\u0644 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f. \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc &hellip;<\/p>\n","protected":false},"author":2,"featured_media":90185,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F8bbhzhlvxvpigo9ai4ah.JPG","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-90184","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/90184","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=90184"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/90184\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/90185"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=90184"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=90184"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=90184"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}