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\u0635\u062d\u064a\u062d. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062a\u0623\u0645\u0644 \u0647\u0630\u0627 \u0627\u0644\u062a\u062a\u0628\u0639 \u0644\u0640 \u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n \u064a\u0631\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0625\u0631\u062c\u0627\u0639 \u0627\u0644\u0635\u0648\u0631\u0629\u060c \u0645\u0633\u0627\u0631\u064b\u0627 \u064a\u062a\u0645 \u0625\u0631\u062c\u0627\u0639\u0647 \u0625\u0644\u064a\u0647. \u0642\u062f \u064a\u0628\u062f\u0648 \u0627\u0644\u0623\u0645\u0631 \u0648\u0643\u0623\u0646\u0647 \u062e\u0637\u0623 \u0645\u0646 \u0627\u0644\u0646\u0638\u0627\u0645\u060c \u0648\u0644\u0643\u0646 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639 \u0644\u0645 \u064a\u062a\u0633\u0628\u0628 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0641\u064a \u062d\u062f\u0648\u062b 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\u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0635\u0648\u0631\u0629.<\/p>\n\n\n\n \u0648\u0628\u0627\u0644\u062a\u0627\u0644\u064a\u060c \u0641\u0625\u0646 \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u062a\u0635\u062d\u064a\u062d \u0623\u062e\u0637\u0627\u0621 \u0648\u0643\u064a\u0644\u0643 \u0647\u064a \"\u0627\u0633\u062a\u062e\u062f\u0627\u0645 LLM \u0623\u0643\u062b\u0631 \u0642\u0648\u0629\". \u0628\u062f\u0627\u0626\u0644 \u0645\u062b\u0644 \u064a\u0645\u0643\u0646\u0643 \u0623\u064a\u0636\u0627\u064b \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0623\u0642\u0644 \u0642\u0648\u0629\u060c \u0634\u0631\u064a\u0637\u0629 \u0623\u0646 \u062a\u0642\u0648\u0645 \u0628\u062a\u0648\u062c\u064a\u0647\u0647\u0627 \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629.<\/p>\n\n\n\n \u0636\u0639 \u0646\u0641\u0633\u0643 \u0645\u0643\u0627\u0646 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\u0627\u0644\u0635\u0641\u0631\u064a\u0629).<\/p>\n\n\n\n \u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n \u0625\u0644\u064a\u0643 \u0645\u0627 \u0633\u062a\u062d\u0635\u0644 \u0639\u0644\u064a\u0647:<\/p>\n\n\n\n \u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n \u0643\u0645\u0627 \u062a\u0631\u0649\u060c \u0647\u0646\u0627\u0643 \u0639\u0646\u0627\u0635\u0631 \u0646\u0627\u0626\u0628\u0629 \u0645\u062b\u0644 \u0644\u0630\u0644\u0643 \u0628\u064a\u0646\u0645\u0627 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0643\u062a\u0627\u0628\u0629 \u0641\u0648\u0642 \u0642\u0627\u0644\u0628 \u0645\u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0647\u0630\u0627 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0645\u0637\u0627\u0644\u0628\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0643\u0648\u0633\u064a\u0637\u0629 \u0625\u0644\u0649 \u062b\u0645 \u064a\u0645\u0643\u0646\u0643 \u062a\u063a\u064a\u064a\u0631 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\u0644\u0627 \u064a\u0648\u062c\u062f \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0644\u0644\u0623\u062f\u0648\u0627\u062a\u060c \u062d\u064a\u062b \u064a\u064f\u0637\u0644\u0628 \u0645\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u0628\u0633\u0627\u0637\u0629 \u062a\u062d\u062f\u064a\u062b \u0642\u0627\u0626\u0645\u0629 \u0628\u0627\u0644\u062d\u0642\u0627\u0626\u0642 \u0627\u0644\u062a\u064a \u064a\u0639\u0631\u0641\u0647\u0627 \u0648\u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0641\u064a \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0623\u0646 \u064a\u062a\u062e\u0630\u0647\u0627 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u0644\u0643 \u0627\u0644\u062d\u0642\u0627\u0626\u0642.<\/p>\n\n\n\n \u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n There\u2019s a world of difference between building an agent that works and one that doesn\u2019t. How can we build agents that fall into the latter category? In this guide, we\u2019re going to see best practices for building agents. If you\u2019re new to building agents, make sure to first read the\u00a0intro to agents\u00a0and the\u00a0guided tour of…<\/p>","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","template":"","meta":{"_kadence_starter_templates_imported_post":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"footnotes":""},"doc_category":[8],"doc_tag":[],"class_list":["post-589","docs","type-docs","status-publish","hentry","doc_category-tutorials"],"year_month":"2026-05","word_count":2268,"total_views":"6470","reactions":{"happy":"2","normal":"1","sad":"1"},"author_info":{"name":"smolagents","author_nicename":"wd-gstargmail-com","author_url":"https:\/\/smolagents.org\/ar\/author\/wd-gstargmail-com\/"},"doc_category_info":[{"term_name":"Tutorials","term_url":"https:\/\/smolagents.org\/ar\/docs-category\/tutorials\/"}],"doc_tag_info":[],"_links":{"self":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/589","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs"}],"about":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/types\/docs"}],"author":[{"embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/comments?post=589"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/589\/revisions"}],"predecessor-version":[{"id":590,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/589\/revisions\/590"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/media?parent=589"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/doc_category?post=589"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/doc_tag?post=589"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}<\/a>\u0623\u0641\u0636\u0644 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0643\u064a\u0644\u064a\u0629 \u0647\u064a \u0627\u0644\u0623\u0628\u0633\u0637: \u062a\u0628\u0633\u064a\u0637 \u0633\u064a\u0631 \u0627\u0644\u0639\u0645\u0644 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646<\/h3>\n\n\n\n
\n
<\/a>\u062a\u062d\u0633\u064a\u0646 \u062a\u062f\u0641\u0642 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0625\u0644\u0649 \u0645\u062d\u0631\u0643 LLM<\/h3>\n\n\n\n
\n
\u0637\u0628\u0627\u0639\u0629<\/code>\u00a0\u062f\u0627\u062e\u0644 \u0627\u0644\u0623\u062f\u0627\u0629\u00a0\u0625\u0644\u0649 \u0627\u0644\u0623\u0645\u0627\u0645<\/code>\u00a0\u0637\u0631\u064a\u0642\u0629) \u0643\u0644 \u0645\u0627 \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0645\u0641\u064a\u062f\u064b\u0627 \u0644\u0645\u062d\u0631\u0643 LLM.\n\n
\u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0648\u0627\u0644\u0648\u0642\u062a\n\u0645\u0646 \u0623\u062f\u0627\u0629 \u0627\u0633\u062a\u064a\u0631\u0627\u062f smolagents smolagents\n\ndef get_weather_report_at_coordinates(\u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a\u060c \u062a\u0627\u0631\u064a\u062e_\u0648\u0642\u062a):\n # \u062f\u0627\u0644\u0629 \u0648\u0647\u0645\u064a\u0629\u060c \u062a\u064f\u0631\u062c\u0639 \u0642\u0627\u0626\u0645\u0629 \u0628 [\u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0628\u0627\u0644\u062f\u0631\u062c\u0629 \u0627\u0644\u0645\u0626\u0648\u064a\u0629\u060c \u062e\u0637\u0631 \u0647\u0637\u0648\u0644 \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0639\u0644\u0649 \u0645\u0642\u064a\u0627\u0633 0-1\u060c \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0645\u0648\u062c \u0628\u0627\u0644\u0645\u062a\u0631]<\/em>\n \u0627\u0644\u0639\u0627\u0626\u062f [28.0\u060c 0.35\u060c 0.85]\n\n\u062a\u0639\u0631\u064a\u0641 get_coordinates_from_location(\u0627\u0644\u0645\u0648\u0642\u0639):\n # \u0625\u0631\u062c\u0627\u0639 \u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a \u0648\u0647\u0645\u064a\u0629<\/em>\n \u0627\u0644\u0639\u0627\u0626\u062f [3.3\u060c -42.0]\n\n@\u0623\u062f\u0627\u0629\ndef get_weather_api(\u0627\u0644\u0645\u0648\u0642\u0639: str, date_time: str) -> str:\n \"\"\"\n \u0625\u0631\u062c\u0627\u0639 \u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0637\u0642\u0633.\n\n \u0627\u0644\u0623\u0648\u0627\u0645\u0631:\n \u0627\u0644\u0645\u0648\u0642\u0639: \u0627\u0633\u0645 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f \u0645\u0639\u0631\u0641\u0629 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0642\u0633 \u0641\u064a\u0647.\n \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0648\u0627\u0644\u0648\u0642\u062a: \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0648\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647.\n \"\"\"\n \u0637\u0648\u0644\u060c \u0639\u0631\u0636 = \u062a\u062d\u0648\u064a\u0644_\u0627\u0644\u0645\u0648\u0642\u0639 \u0625\u0644\u0649 \u0625\u062d\u062f\u0627\u062b\u064a\u0627\u062a (\u0627\u0644\u0645\u0648\u0642\u0639)\n date_time = datetime.strptime(date_time)\n \u0627\u0644\u0625\u0631\u062c\u0627\u0639 str(get_weather_report_at_coordinates((lon, lat), date_time))<\/pre>\n\n\n\n
\n
\u0627\u0644\u062a\u0627\u0631\u064a\u062e_\u0627\u0644\u0648\u0642\u062a<\/code><\/li>\n\n\n\n@\u0623\u062f\u0627\u0629\ndef get_weather_api(\u0627\u0644\u0645\u0648\u0642\u0639: str, date_time: str) -> str:\n \"\"\"\n \u0625\u0631\u062c\u0627\u0639 \u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0637\u0642\u0633.\n\n \u0627\u0644\u0623\u0648\u0627\u0645\u0631:\n \u0627\u0644\u0645\u0648\u0642\u0639: \u0627\u0633\u0645 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f \u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u0637\u0642\u0633 \u0644\u0647. \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0633\u0645 \u0645\u0643\u0627\u0646\u060c \u0645\u062a\u0628\u0648\u0639\u064b\u0627 \u0631\u0628\u0645\u0627 \u0628\u0627\u0633\u0645 \u0645\u062f\u064a\u0646\u0629\u060c \u062b\u0645 \u0627\u0633\u0645 \u0628\u0644\u062f\u060c \u0645\u062b\u0644 \"\u0646\u0642\u0637\u0629 \u0627\u0644\u0645\u0631\u0633\u0627\u0629\u060c \u062a\u063a\u0627\u0632\u0648\u062a\u060c \u0627\u0644\u0645\u063a\u0631\u0628\".\n \u0627\u0644\u062a\u0627\u0631\u064a\u062e_\u0627\u0644\u062a\u0648\u0642\u064a\u062a: \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0648\u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0630\u064a \u062a\u0631\u064a\u062f \u0627\u0644\u062a\u0642\u0631\u064a\u0631 \u0627\u0644\u062e\u0627\u0635 \u0628\u0647\u060c \u0645\u0646\u0633\u0642\u064b\u0627 \u0639\u0644\u0649 \u0634\u0643\u0644 \"%m\/%dM\/%y %H:%M:%S\".\n \"\"\"\n lon, lat = convert_location_to_coordinates(location)\n \u062d\u0627\u0648\u0644\n date_time = datetime.strptime(date_time)\n \u0628\u0627\u0633\u062a\u062b\u0646\u0627\u0621 \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0621 \u0643 e:\n \u0631\u0641\u0639 ValueError (\"\u0641\u0634\u0644 \u062a\u062d\u0648\u064a\u0644 'date_time' \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062a\u0627\u0631\u064a\u062e \u0648\u0627\u0644\u0648\u0642\u062a\u060c \u062a\u0623\u0643\u062f \u0645\u0646 \u062a\u0648\u0641\u064a\u0631 \u0633\u0644\u0633\u0644\u0629 \u0628\u0627\u0644\u062a\u0646\u0633\u064a\u0642 '%m\/%dM\/%y %H:%M:%S'. \u0627\u0644\u062a\u062a\u0628\u0639 \u0627\u0644\u0643\u0627\u0645\u0644:\" + str(e)))\n \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629_\u0627\u0644\u0645\u0626\u0648\u064a\u0629, \u062e\u0637\u0631_\u0627\u0644\u0645\u0637\u0631, \u0627\u0631\u062a\u0641\u0627\u0639_\u0627\u0644\u0645\u0648\u062c\u0629 = get_weather_report_at_coordinates((lon, lat), date_time)\n \u0627\u0644\u0625\u0631\u062c\u0627\u0639 f\"\u062a\u0642\u0631\u064a\u0631 \u062d\u0627\u0644\u0629 \u0627\u0644\u0637\u0642\u0633 \u0644\u0640 {\u0627\u0644\u0645\u0648\u0642\u0639}\u060c {\u0627\u0644\u062a\u0627\u0631\u064a\u062e_\u0627\u0644\u062a\u0648\u0642\u064a\u062a}: \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0633\u062a\u0643\u0648\u0646 {\u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629_\u0627\u0644\u0645\u0626\u0648\u064a\u0629} \u062f\u0631\u062c\u0629 \u0645\u0626\u0648\u064a\u0629\u060c \u062e\u0637\u0631 \u0647\u0637\u0648\u0644 \u0627\u0644\u0623\u0645\u0637\u0627\u0631 \u0647\u0648 {\u062e\u0637\u0631_\u0627\u0644\u0645\u0637\u0631*100:.0f} %\u060c \u0627\u0631\u062a\u0641\u0627\u0639 \u0627\u0644\u0645\u0648\u062c\u0629 \u0647\u0648 {\u0627\u0631\u062a\u0641\u0627\u0639_\u0627\u0644\u0645\u0648\u062c\u0629} \u0645.\"<\/pre>\n\n\n\n<\/a>\u0625\u0639\u0637\u0627\u0621 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u062d\u062c\u062c \u0644\u0644\u0648\u0643\u064a\u0644<\/h3>\n\n\n\n
\u0627\u0644\u0625\u0636\u0627\u0641\u0627\u062a_\u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629<\/code> \u0644\u062a\u0645\u0631\u064a\u0631 \u0623\u064a \u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0643\u0627\u0626\u0646\u0627\u062a:<\/p>\n\n\n\n\u0645\u0646 smolagents smolagents \u0627\u0633\u062a\u064a\u0631\u0627\u062f CodeAgent, HfApiModel\n\nmodel_id = \"meta-llama\/Llama-3.3-70B-Instruct\"\n\n\u0627\u0644\u0648\u0643\u064a\u0644 = CodeAgent(Tools=[]\u060c model=HfApiModel(model_id=model_id)\u060c add_base_tools=True)\n\nagent.run(\n \"\u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u064a\u0639\u0631\u0641 \u0645\u0627\u064a\u0643 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0644\u0623\u0634\u062e\u0627\u0635 \u0641\u064a \u0646\u064a\u0648\u064a\u0648\u0631\u0643\u061f\n additional_args={\"mp3_sound_sound_file_url\":'https:\/\/huggingface.co\/datasets\/huggingface\/documentation-images\/resolve\/main\/transformers\/recording.mp3'}\n)<\/pre>\n\n\n\n\u0627\u0644\u0625\u0636\u0627\u0641\u0627\u062a_\u0627\u0644\u0625\u0636\u0627\u0641\u064a\u0629<\/code> \u0648\u0633\u064a\u0637\u0629 \u0644\u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0623\u0646 \u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646\u0647\u0627 \u0648\u0643\u064a\u0644\u0643.<\/p>\n\n\n\n<\/a>\u0643\u064a\u0641\u064a\u0629 \u062a\u0635\u062d\u064a\u062d \u0623\u062e\u0637\u0627\u0621 \u0627\u0644\u0648\u0643\u064a\u0644<\/h2>\n\n\n\n
<\/a>1. \u0627\u0633\u062a\u062e\u062f\u0627\u0645 LLM \u0623\u0642\u0648\u0649<\/h3>\n\n\n\n
CodeAgent<\/code> \u0627\u0644\u062a\u064a \u0637\u0644\u0628\u062a\u064f \u0645\u0646\u0647\u0627 \u0625\u0646\u0634\u0627\u0621 \u0635\u0648\u0631\u0629 \u0633\u064a\u0627\u0631\u0629:<\/p>\n\n\n\n==================================================================================================== New task ====================================================================================================\n\u0627\u0635\u0646\u0639 \u0644\u064a \u0635\u0648\u0631\u0629 \u0633\u064a\u0627\u0631\u0629 \u0631\u0627\u0626\u0639\u0629\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \u062e\u0637\u0648\u0629 \u062c\u062f\u064a\u062f\u0629 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u064a\u0642\u0648\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0631\u0645\u0632 \u0623\u062f\u0646\u0627\u0647 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nImage_generator(\u0645\u0648\u062c\u0647=\"\u0633\u064a\u0627\u0631\u0629 \u0631\u064a\u0627\u0636\u064a\u0629 \u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0631\u0627\u0626\u0639\u0629 \u0628\u0645\u0635\u0627\u0628\u064a\u062d \u0623\u0645\u0627\u0645\u064a\u0629 LED\u060c \u0648\u062a\u0635\u0645\u064a\u0645 \u062f\u064a\u0646\u0627\u0645\u064a\u0643\u064a \u0647\u0648\u0627\u0626\u064a\u060c \u0648\u0623\u0644\u0648\u0627\u0646 \u0646\u0627\u0628\u0636\u0629 \u0628\u0627\u0644\u062d\u064a\u0627\u0629\u060c \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062f\u0642\u0629\u060c \u0648\u0648\u0627\u0642\u0639\u064a\u0629\")\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\n\u0622\u062e\u0631 \u0625\u062e\u0631\u0627\u062c \u0645\u0646 \u0645\u0642\u062a\u0637\u0641 \u0627\u0644\u0643\u0648\u062f: \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\n\u0627\u0644\u062e\u0637\u0648\u0629 1:\n\n- \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0633\u062a\u063a\u0631\u0642 16.35 \u062b\u0627\u0646\u064a\u0629\n- \u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062f\u062e\u0627\u0644: 1,383\n- \u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062e\u0631\u0627\u062c: 77\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \u062e\u0637\u0648\u0629 \u062c\u062f\u064a\u062f\u0629 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u064a\u0642\u0648\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0631\u0645\u0632 \u0623\u062f\u0646\u0627\u0647: \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\nfinal_answer(\"\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\")\n\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0637\u0628\u0627\u0639\u0629:\n\n\u0622\u062e\u0631 \u0625\u062e\u0631\u0627\u062c \u0645\u0646 \u0645\u0642\u062a\u0637\u0641 \u0627\u0644\u0634\u0641\u0631\u0629: \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png\n\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629\n\/var\/folders\/6m\/9b1tts6d5w960j80wbw9tx3m0000gn\/T\/tmpx09qfsdd\/652f0007-3ee9-44e2-94ac-90dae6bb89a4.png<\/pre>\n\n\n\n
Qwen2\/5-72B-\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0643\u0648\u064a\u06462\/5-72B-\u062a\u0639\u0644\u064a\u0645\u0627\u062a<\/code> \u0644\u0645 \u064a\u0643\u0646 \u0644\u064a\u0631\u062a\u0643\u0628 \u0647\u0630\u0627 \u0627\u0644\u062e\u0637\u0623.<\/p>\n\n\n\n<\/a>2. \u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u0627\u062a\/\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a<\/h3>\n\n\n\n
\n
<\/a>3. \u062a\u063a\u064a\u064a\u0631 \u0645\u0648\u062c\u0647 \u0627\u0644\u0646\u0638\u0627\u0645 (\u0644\u0627 \u064a\u0646\u0635\u062d \u0628\u0647 \u0628\u0634\u0643\u0644 \u0639\u0627\u0645)<\/h3>\n\n\n\n
\u0637\u0628\u0627\u0639\u0629(agent.system_prompt_template)<\/pre>\n\n\n\n
\u0623\u0646\u062a \u0645\u0633\u0627\u0639\u062f \u062e\u0628\u064a\u0631 \u064a\u0645\u0643\u0646\u0647 \u062d\u0644 \u0623\u064a \u0645\u0647\u0645\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0646\u0642\u0637 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629. \u0633\u064a\u062a\u0645 \u0625\u0639\u0637\u0627\u0624\u0643 \u0645\u0647\u0645\u0629 \u0644\u062d\u0644\u0647\u0627 \u0628\u0623\u0641\u0636\u0644 \u0645\u0627 \u064a\u0645\u0643\u0646\u0643.\n\u0648\u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643\u060c \u0633\u064a\u064f\u062a\u0627\u062d \u0644\u0643 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0642\u0627\u0626\u0645\u0629 \u0645\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a: \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0647\u064a \u0641\u064a \u0627\u0644\u0623\u0633\u0627\u0633 \u062f\u0648\u0627\u0644 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 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\u0623\u0648\u0644\u0627\u064b \u0645\u0646\u0637\u0642\u0643 \u0644\u062d\u0644 \u0627\u0644\u0645\u0647\u0645\u0629 \u0648\u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0631\u064a\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627.\n\u062b\u0645 \u0641\u064a \u062a\u0633\u0644\u0633\u0644 \"\u0627\u0644\u0628\u0631\u0645\u062c\u0629:\" \u064a\u062c\u0628 \u0623\u0646 \u062a\u0643\u062a\u0628 \u0627\u0644\u0643\u0648\u062f \u0628\u0644\u063a\u0629 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0628\u0633\u064a\u0637\u0629. \u064a\u062c\u0628 \u0623\u0646 \u064a\u0646\u062a\u0647\u064a \u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u062a\u0633\u0644\u0633\u0644 \"\".\n\u062e\u0644\u0627\u0644 \u0643\u0644 \u062e\u0637\u0648\u0629 \u0648\u0633\u064a\u0637\u0629\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 'print()' \u0644\u062d\u0641\u0638 \u0623\u064a \u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0647\u0645\u0629 \u0633\u062a\u062d\u062a\u0627\u062c\u0647\u0627 \u0628\u0639\u062f \u0630\u0644\u0643.\n\u0633\u062a\u0638\u0647\u0631 \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u0637\u0628\u0627\u0639\u0629 \u0647\u0630\u0647 \u0628\u0639\u062f \u0630\u0644\u0643 \u0641\u064a \u062d\u0642\u0644 \"\u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0629:\" \u0648\u0627\u0644\u062a\u064a \u0633\u062a\u0643\u0648\u0646 \u0645\u062a\u0627\u062d\u0629 \u0643\u0645\u062f\u062e\u0644\u0627\u062a \u0644\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629.\n\u0641\u064a \u0627\u0644\u0646\u0647\u0627\u064a\u0629 \u0639\u0644\u064a\u0643 \u0625\u0631\u062c\u0627\u0639 \u0625\u062c\u0627\u0628\u0629 \u0646\u0647\u0627\u0626\u064a\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0627\u0629 \"\u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629\".\n\n\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629:\n---\n{\u0623\u0645\u062b\u0644\u0629}\n\n\u0627\u0644\u0623\u0645\u062b\u0644\u0629 \u0623\u0639\u0644\u0627\u0647 \u0643\u0627\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u0623\u062f\u0648\u0627\u062a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0642\u062f \u0644\u0627 \u062a\u0643\u0648\u0646 \u0645\u0648\u062c\u0648\u062f\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0643. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0641\u064a \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0634\u064a\u0641\u0631\u0629 Python \u0627\u0644\u062a\u064a \u062a\u0646\u0634\u0626\u0647\u0627\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0641\u0642\u0637:\n\n{{{\u0623\u062f\u0627\u0629_\u0623\u0648\u0635\u0627\u0641}}\n\n{{{managed_agents_dagents_descriptions}}\n\n\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0627\u0644\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u062a\u064a \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0627\u062a\u0628\u0627\u0639\u0647\u0627 \u062f\u0627\u0626\u0645\u064b\u0627 \u0644\u062d\u0644 \u0645\u0647\u0645\u062a\u0643:\n1. \n2. \u0627\u0633\u062a\u062e\u062f\u0645 \u0641\u0642\u0637 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u0645\u062a \u0628\u062a\u0639\u0631\u064a\u0641\u0647\u0627!\n3. \u0627\u0633\u062a\u062e\u062f\u0645 \u062f\u0627\u0626\u0645\u064b\u0627 \u0627\u0644\u0648\u0633\u064a\u0637\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0644\u0644\u0623\u062f\u0648\u0627\u062a. \u0644\u0627 \u062a\u0645\u0631\u0631 \u0627\u0644\u0648\u0633\u064a\u0637\u0627\u062a \u0639\u0644\u0649 \u0634\u0643\u0644 \u0625\u0645\u0644\u0627\u0621 \u0643\u0645\u0627 \u0641\u064a 'answer = wiki({'query': \"\u0645\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u0639\u064a\u0634 \u0641\u064a\u0647 \u062c\u064a\u0645\u0633 \u0628\u0648\u0646\u062f\u061f\"})\u060c \u0628\u0644 \u0627\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0648\u0633\u064a\u0637\u0627\u062a \u0645\u0628\u0627\u0634\u0631\u0629\u064b \u0643\u0645\u0627 \u0641\u064a 'answer = wiki(query=\"\u0645\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u064a\u0639\u064a\u0634 \u0641\u064a\u0647 \u062c\u064a\u0645\u0633 \u0628\u0648\u0646\u062f\u061f\")'.\n4. \u0627\u062d\u0631\u0635 \u0639\u0644\u0649 \u0639\u062f\u0645 \u062a\u0633\u0644\u0633\u0644 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u0627\u0633\u062a\u062f\u0639\u0627\u0621\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u062a\u0633\u0644\u0633\u0644\u0629 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0643\u062a\u0644\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u062e\u0627\u0635\u0629\u064b \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u0648\u0646 \u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0625\u062e\u0631\u0627\u062c \u063a\u064a\u0631 \u0645\u062a\u0648\u0642\u0639. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0628\u062d\u062b \u0644\u0647 \u0635\u064a\u063a\u0629 \u0625\u0631\u062c\u0627\u0639 \u0644\u0627 \u064a\u0645\u0643\u0646 \u0627\u0644\u062a\u0646\u0628\u0624 \u0628\u0647\u0627\u060c \u0644\u0630\u0627 \u0644\u0627 \u062a\u0642\u0645 \u0628\u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0623\u062f\u0627\u0629 \u0623\u062e\u0631\u0649 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0645\u062e\u0631\u062c\u0627\u062a\u0647\u0627 \u0641\u064a \u0646\u0641\u0633 \u0627\u0644\u0643\u062a\u0644\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629: \u0628\u0644 \u0642\u0645 \u0628\u0625\u062e\u0631\u0627\u062c \u0627\u0644\u0646\u062a\u0627\u0626\u062c \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 print() \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0641\u064a \u0627\u0644\u0643\u062a\u0644\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629.\n5. \u0644\u0627 \u062a\u0633\u062a\u062f\u0639\u064a \u0627\u0644\u0623\u062f\u0627\u0629 \u0625\u0644\u0627 \u0639\u0646\u062f \u0627\u0644\u062d\u0627\u062c\u0629 \u0641\u0642\u0637\u060c \u0648\u0644\u0627 \u062a\u0639\u064a\u062f \u0623\u0628\u062f\u064b\u0627 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0623\u062f\u0627\u0629 \u0642\u0645\u062a\u064e \u0628\u0627\u0633\u062a\u062f\u0639\u0627\u0626\u0647\u0627 \u0633\u0627\u0628\u0642\u064b\u0627 \u0628\u0646\u0641\u0633 \u0627\u0644\u0645\u0639\u0644\u0645\u0627\u062a \u0628\u0627\u0644\u0636\u0628\u0637.\n6. \u0644\u0627 \u062a\u0633\u0645\u064a \u0623\u064a \u0645\u062a\u063a\u064a\u0631 \u062c\u062f\u064a\u062f \u0628\u0646\u0641\u0633 \u0627\u0633\u0645 \u0627\u0644\u0623\u062f\u0627\u0629: \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0644\u0627 \u062a\u0633\u0645\u064a \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \"\u0625\u062c\u0627\u0628\u0629_\u0646\u0647\u0627\u0626\u064a\u0629\".\n7. \u0644\u0627 \u062a\u0646\u0634\u0626 \u0623\u0628\u062f\u064b\u0627 \u0623\u064a \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0641\u064a \u0627\u0644\u0634\u064a\u0641\u0631\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u061b \u0644\u0623\u0646 \u0648\u062c\u0648\u062f\u0647\u0627 \u0641\u064a \u0633\u062c\u0644\u0627\u062a\u0643 \u0642\u062f \u064a\u0635\u0631\u0641\u0643 \u0639\u0646 \u0627\u0644\u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629.\n8. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0627\u0631\u062f\u0627\u062a \u0641\u064a \u0634\u064a\u0641\u0631\u062a\u0643\u060c \u0648\u0644\u0643\u0646 \u0641\u0642\u0637 \u0645\u0646 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629: {{{authorized_imports}}}\n9. \u062a\u0633\u062a\u0645\u0631 \u0627\u0644\u062d\u0627\u0644\u0629 \u0628\u064a\u0646 \u0639\u0645\u0644\u064a\u0627\u062a \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629: \u0644\u0630\u0627 \u0625\u0630\u0627 \u0642\u0645\u062a \u0641\u064a \u062e\u0637\u0648\u0629 \u0648\u0627\u062d\u062f\u0629 \u0628\u0625\u0646\u0634\u0627\u0621 \u0645\u062a\u063a\u064a\u0631\u0627\u062a \u0623\u0648 \u0648\u062d\u062f\u0627\u062a \u0645\u0633\u062a\u0648\u0631\u062f\u0629\u060c \u0641\u0633\u062a\u0633\u062a\u0645\u0631 \u0647\u0630\u0647 \u0643\u0644\u0647\u0627.\n10. \u0644\u0627 \u062a\u0633\u062a\u0633\u0644\u0645! \u0623\u0646\u062a \u0645\u0633\u0624\u0648\u0644 \u0639\u0646 \u062d\u0644 \u0627\u0644\u0645\u0647\u0645\u0629\u060c \u0648\u0644\u064a\u0633 \u062a\u0642\u062f\u064a\u0645 \u062a\u0648\u062c\u064a\u0647\u0627\u062a \u0644\u062d\u0644\u0647\u0627.\n\n\u0627\u0628\u062f\u0623 \u0627\u0644\u0622\u0646! \u0625\u0630\u0627 \u0642\u0645\u062a \u0628\u062d\u0644 \u0627\u0644\u0645\u0647\u0645\u0629 \u0628\u0634\u0643\u0644 \u0635\u062d\u064a\u062d\u060c \u0633\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0645\u0643\u0627\u0641\u0623\u0629 \u0642\u062f\u0631\u0647\u0627 $1,000,000.<\/pre>\n\n\n\n\"{{tool_descriptions}}\"<\/code>:: \u0633\u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0639\u0646\u062f \u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0648\u0643\u064a\u0644 \u0644\u0625\u062f\u0631\u0627\u062c \u0628\u0639\u0636 \u0627\u0644\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u062a\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647\u0627 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0644\u0644\u0623\u062f\u0648\u0627\u062a \u0623\u0648 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u0629.<\/p>\n\n\n\n\u0646\u0638\u0627\u0645_\u0628\u0631\u0648\u0645\u0628\u062a<\/code> \u064a\u062c\u0628 \u0623\u0646 \u062a\u062d\u062a\u0648\u064a \u0645\u0639\u0644\u0645\u0629 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062c\u062f\u064a\u062f \u0639\u0644\u0649 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0627\u0644\u0646\u0627\u0626\u0628\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n\n\n\n\n
\"{{tool_descriptions}}\"<\/code>\u00a0\u0644\u0625\u062f\u0631\u0627\u062c \u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0623\u062f\u0627\u0629.<\/li>\n\n\n\n\"{{managed_agents_description_description}}\"<\/code>\u00a0\u0644\u0625\u062f\u0631\u0627\u062c \u0627\u0644\u0648\u0635\u0641 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u064a\u0646\u060c \u0625\u0646 \u0648\u064f\u062c\u062f\u0648\u0627.<\/li>\n\n\n\nCodeAgent<\/code>\u00a0\u0641\u0642\u0637:\u00a0\"{{authorized_imports}}\"<\/code>\u00a0\u0644\u0625\u062f\u0631\u0627\u062c \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0648\u0627\u0631\u062f\u0627\u062a \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647\u0627.<\/li>\n<\/ul>\n\n\n\n\u0645\u0646 smolagents.prompts.prompts \u0627\u0633\u062a\u064a\u0631\u0627\u062f CODE_SYSTEM_PROMPT\n\n\u0645\u0648\u062c\u0647_\u0627\u0644\u0646\u0638\u0627\u0645_\u0627\u0644\u0645\u0639\u062f\u0651\u0644 = CODE_SYSTEM_PROMPT + \"\\n\u0647\u0627 \u0623\u0646\u062a \u0630\u0627!\" # \u062a\u063a\u064a\u064a\u0631 \u0645\u0648\u062c\u0647 \u0627\u0644\u0646\u0638\u0627\u0645 \u0647\u0646\u0627<\/em>\n\n\u0627\u0644\u0648\u0643\u064a\u0644 = CodeAgent(\n \u0627\u0644\u0623\u062f\u0648\u0627\u062a=[],\n model=HfApiModel(),\n System_prompt=modified_system_prompt\n)<\/pre>\n\n\n\n
<\/a>4. \u0627\u0644\u062a\u062e\u0637\u064a\u0637 \u0627\u0644\u0625\u0636\u0627\u0641\u064a<\/h3>\n\n\n\n
\u0645\u0646 smolagents \u0627\u0633\u062a\u064a\u0631\u0627\u062f smolagents load_tool, CodeAgent, HfApiModel, DuckDuckGoSearchTool\n\u0645\u0646 dotenv \u0627\u0633\u062a\u064a\u0631\u0627\u062f load_dotenv\n\n\u062a\u062d\u0645\u064a\u0644_\u062f\u0648\u062a\u064a\u0646\u0641()\n\n# \u0623\u062f\u0627\u0629 \u0627\u0644\u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0645\u0646 \u0627\u0644\u0645\u062d\u0648\u0631<\/em>\n\u0623\u062f\u0627\u0629_\u0625\u0646\u0634\u0627\u0621_\u0627\u0644\u0635\u0648\u0631\u0629_\u0623\u062f\u0627\u0629_\u062a\u0648\u0644\u064a\u062f_\u0627\u0644\u0635\u0648\u0631 = \u062a\u062d\u0645\u064a\u0644_\u0623\u062f\u0627\u0629(\"m-ric\/\u0627\u0644\u0646\u0635_\u0625\u0644\u0649_\u0635\u0648\u0631\u0629\"\u060c \u0631\u0645\u0632_\u0627\u0644\u062b\u0642\u0629_\u0628\u0627\u0644\u062a\u0635\u0645\u064a\u0645_\u0627\u0644\u0645\u062a\u0628\u0627\u062f\u0644=\u0635\u062d\u064a\u062d)\n\n\u0623\u062f\u0627\u0629_\u0627\u0644\u0628\u062d\u062b_\u0623\u062f\u0627\u0629 \u0627\u0644\u0628\u062d\u062b = DuckDuckGoSearchTool()\n\n\u0648\u0643\u064a\u0644 = CodeAgent(\n \u0627\u0644\u0623\u062f\u0648\u0627\u062a=[\u0623\u062f\u0627\u0629_\u0627\u0644\u0628\u062d\u062b],\n model=HfApiModel(\"Qwen\/Qwen2.5-72B-Instruct\"),\n \u0641\u062a\u0631\u0629_\u0627\u0644\u062a\u062e\u0637\u064a\u0637=3 # \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u062a\u0642\u0648\u0645 \u0641\u064a\u0647 \u0628\u062a\u0641\u0639\u064a\u0644 \u0627\u0644\u062a\u062e\u0637\u064a\u0637!<\/em>\n)\n\n# \u0642\u0645 \u0628\u062a\u0634\u063a\u064a\u0644\u0647!<\/em>\n\u0627\u0644\u0646\u062a\u064a\u062c\u0629 = agent.run(\n \") \"\u0643\u0645 \u0645\u0646 \u0627\u0644\u0648\u0642\u062a \u064a\u0633\u062a\u063a\u0631\u0642 \u0627\u0644\u0641\u0647\u062f \u0628\u0623\u0642\u0635\u0649 \u0633\u0631\u0639\u0629 \u0644\u0644\u0631\u0643\u0636 \u0628\u0637\u0648\u0644 \u062c\u0633\u0631 \u0623\u0644\u0643\u0633\u0646\u062f\u0631 \u0627\u0644\u062b\u0627\u0644\u062b\u061f\n)<\/pre>","protected":false},"excerpt":{"rendered":"