\u0633\u062a\u062a\u0639\u0644\u0645 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0632\u064a\u0627\u0631\u0629 \u0627\u0644\u0625\u0631\u0634\u0627\u062f\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u064a\u0644\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u062a\u0634\u063a\u064a\u0644\u0647\u060c \u0648\u0643\u064a\u0641\u064a\u0629 \u062a\u062e\u0635\u064a\u0635\u0647 \u0644\u062c\u0639\u0644\u0647 \u064a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644 \u0644\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0643.<\/p>\n\n\n\n
\u0644\u062a\u0647\u064a\u0626\u0629 \u0639\u0627\u0645\u0644 \u0627\u0644\u062d\u062f \u0627\u0644\u0623\u062f\u0646\u0649\u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0647\u0627\u062a\u064a\u0646 \u0627\u0644\u0648\u0633\u064a\u0645\u062a\u064a\u0646 \u0639\u0644\u0649 \u0627\u0644\u0623\u0642\u0644:<\/p>\n\n\n\n
\u0627\u0644\u0637\u0631\u0627\u0632<\/code>\u060c \u0646\u0645\u0648\u0630\u062c \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0646\u0635 \u0644\u062a\u0634\u063a\u064a\u0644 \u0648\u0643\u064a\u0644\u0643 - \u0644\u0623\u0646 \u0627\u0644\u0648\u0643\u064a\u0644 \u064a\u062e\u062a\u0644\u0641 \u0639\u0646 LLM \u0627\u0644\u0628\u0633\u064a\u0637\u060c \u0641\u0647\u0648 \u0646\u0638\u0627\u0645 \u064a\u0633\u062a\u062e\u062f\u0645 LLM \u0643\u0645\u062d\u0631\u0643 \u0644\u0647. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u062e\u064a\u0627\u0631\u0627\u062a:\n\n- \u0627\u0644\u0645\u062a\u062d\u0648\u0644\u0648\u0646\u0646\u0645\u0648\u0630\u062c<\/a>\u00a0\u064a\u0623\u062e\u0630 \u062a\u0647\u064a\u0626\u0629 \u0645\u0633\u0628\u0642\u0629 \u0644\u0640\u00a0
\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a<\/code>\u00a0\u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u062c\u0647\u0627\u0632\u0643 \u0627\u0644\u0645\u062d\u0644\u064a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u00a0\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a<\/code>.<\/li>\n\n\n\n- \u0646\u0645\u0648\u0630\u062c HfApiModel<\/a>\u00a0\u064a\u0633\u062a\u0641\u064a\u062f \u0645\u0646\u00a0
huggingface_hub.InferenceClient.InferenceClient<\/code>\u00a0\u062a\u062d\u062a \u0627\u0644\u063a\u0637\u0627\u0621<\/li>\n\n\n\n- \u0645\u0648\u062f\u064a\u0644 \u0644\u0627\u064a\u062a \u0644\u0648\u0645\u064a\u0644<\/a>\u00a0\u062a\u062a\u064a\u062d \u0644\u0643 \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0623\u0643\u062b\u0631 \u0645\u0646 100 \u0637\u0631\u0627\u0632\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644\u00a0\u0644\u0627\u064a\u062a \u0644\u0627\u0644\u0645<\/a>!<\/li>\n<\/ul>\n<\/li>\n\n\n\n
\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/code>\u0642\u0627\u0626\u0645\u0629 \u0628\u0640\u00a0\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/code>\u00a0\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0644\u062d\u0644 \u0627\u0644\u0645\u0647\u0645\u0629. \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u0626\u0645\u0629 \u0641\u0627\u0631\u063a\u0629. \u064a\u0645\u0643\u0646\u0643 \u0623\u064a\u0636\u064b\u0627 \u0625\u0636\u0627\u0641\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0623\u0639\u0644\u0649 \u0642\u0627\u0626\u0645\u0629\u00a0\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/code>\u00a0\u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0648\u0633\u064a\u0637\u0629 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631\u064a\u0629\u00a0\u0625\u0636\u0627\u0641\u0629_\u0623\u062f\u0648\u0627\u062a_\u0623\u0633\u0627\u0633\u064a\u0629=\u0635\u062d\u064a\u062d<\/code>.<\/li>\n<\/ul>\n\n\n\n\u0628\u0645\u062c\u0631\u062f \u062d\u0635\u0648\u0644\u0643 \u0639\u0644\u0649 \u0647\u0627\u062a\u064a\u0646 \u0627\u0644\u062d\u062c\u062a\u064a\u0646\u00a0\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/code>\u00a0\u0648\u00a0\u0627\u0644\u0637\u0631\u0627\u0632<\/code>\u060c \u064a\u0645\u0643\u0646\u0643 \u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u064a\u0644 \u0648\u062a\u0634\u063a\u064a\u0644\u0647. \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u064a LLM \u062a\u0631\u064a\u062f\u060c \u0625\u0645\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644\u00a0\u0639\u0646\u0627\u0642 \u0627\u0644\u0648\u062c\u0647 API<\/a>,\u00a0\u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a<\/a>,\u00a0\u0623\u0648\u0644\u0627\u0645\u0627<\/a>\u0623\u0648\u00a0\u0644\u0627\u064a\u062a \u0644\u0627\u0644\u0645<\/a>.<\/p>\n\n\n\n\u0639\u0646\u0627\u0642 \u0627\u0644\u0648\u062c\u0647 API<\/p>\n\n\n\n
\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u0645\u062d\u0644\u064a\u0629<\/p>\n\n\n\n
OpenAI \u0623\u0648 OpenAI \u0623\u0648 \u0623\u0646\u062b\u0631\u0648\u0628\u064a\u0643 API<\/p>\n\n\n\n
\u0623\u0648\u0644\u0627\u0645\u0627<\/p>\n\n\n\n
\u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0645\u0639\u0627\u0646\u0642\u0629 \u0627\u0644\u0648\u062c\u0647 \u0645\u062c\u0627\u0646\u0627\u064b \u0628\u062f\u0648\u0646 \u0631\u0645\u0632 \u0645\u0645\u064a\u0632\u060c \u0648\u0644\u0643\u0646 \u0633\u064a\u0643\u0648\u0646 \u0644\u0647\u0627 \u0642\u064a\u0648\u062f \u0639\u0644\u0649 \u0627\u0644\u0645\u0639\u062f\u0644.<\/p>\n\n\n\n
\u0644\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u0633\u0648\u0651\u0631\u0629 \u0623\u0648 \u0631\u0641\u0639 \u062d\u062f\u0648\u062f \u0623\u0633\u0639\u0627\u0631\u0643 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062d\u0633\u0627\u0628 PRO\u060c \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u0639\u064a\u064a\u0646 \u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0628\u064a\u0626\u0629 HF_TOKEN<\/code> \u0623\u0648 \u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0645\u0645\u064a\u0632<\/code> \u0627\u0644\u0645\u062a\u063a\u064a\u0631 \u0639\u0646\u062f \u062a\u0647\u064a\u0626\u0629 \u0646\u0645\u0648\u0630\u062c HfApiModel<\/code>.<\/p>\n\n\n\n\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/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\u0646\u0645\u0648\u0630\u062c = HfApiModel(model_id=model_id\u060c \u0627\u0644\u0631\u0645\u0632 \u0627\u0644\u0645\u0645\u064a\u0632=\"\")\n\u0648\u0643\u064a\u0644 = CodeAgent(\u0623\u062f\u0648\u0627\u062a=[]\u060c \u0646\u0645\u0648\u0630\u062c=\u0646\u0645\u0648\u0630\u062c\u060c \u0625\u0636\u0627\u0641\u0629_\u0623\u062f\u0648\u0627\u062a_\u0642\u0627\u0639\u062f\u064a\u0629=\u0635\u062d\u064a\u062d)\n\nagent.run(\n \") \"\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u0625\u0639\u0637\u0627\u0626\u064a \u0627\u0644\u0631\u0642\u0645 118 \u0641\u064a \u0645\u062a\u062a\u0627\u0628\u0639\u0629 \u0641\u064a\u0628\u0648\u0646\u0627\u062a\u0634\u064a\u061f\n)<\/pre>\n\n\n\n<\/a>\u0648\u0643\u064a\u0644 \u0627\u0644\u0631\u0645\u0648\u0632 \u0648\u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/h4>\n\n\n\n\u0625\u0646\u00a0CodeAgent<\/a>\u00a0\u0647\u0648 \u0648\u0643\u064a\u0644\u0646\u0627 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a. \u0633\u064a\u0643\u062a\u0628 \u0648\u064a\u0646\u0641\u0630 \u0645\u0642\u062a\u0637\u0641\u0627\u062a \u0643\u0648\u062f \u0628\u0627\u064a\u062b\u0648\u0646 \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629.<\/p>\n\n\n\n\u0628\u0634\u0643\u0644 \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u060c \u064a\u062a\u0645 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0641\u064a \u0628\u064a\u0626\u062a\u0643 \u0627\u0644\u0645\u062d\u0644\u064a\u0629. \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0622\u0645\u0646\u064b\u0627 \u0644\u0623\u0646 \u0627\u0644\u062f\u0648\u0627\u0644 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062f\u0639\u0627\u0624\u0647\u0627 \u0647\u064a \u0627\u0644\u062f\u0648\u0627\u0644 \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u062a\u0647\u0627 (\u062e\u0627\u0635\u0629\u064b \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0623\u062f\u0648\u0627\u062a \u0639\u0646\u0627\u0642 \u0627\u0644\u0648\u062c\u0647 \u0641\u0642\u0637) \u0648\u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062f\u0648\u0627\u0644 \u0627\u0644\u0622\u0645\u0646\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0645\u062b\u0644 \u0637\u0628\u0627\u0639\u0629<\/code> \u0623\u0648 \u0648\u0638\u0627\u0626\u0641 \u0645\u0646 \u0627\u0644\u0631\u064a\u0627\u0636\u064a\u0627\u062a<\/code> \u0648\u062d\u062f\u0629\u060c \u0644\u0630\u0644\u0643 \u0623\u0646\u062a \u0645\u062d\u062f\u0648\u062f \u0628\u0627\u0644\u0641\u0639\u0644 \u0641\u064a\u0645\u0627 \u064a\u0645\u0643\u0646 \u062a\u0646\u0641\u064a\u0630\u0647.<\/p>\n\n\n\n\u0644\u0627 \u064a\u0633\u0645\u062d \u0645\u062a\u0631\u062c\u0645 Python \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0644\u0648\u0627\u0631\u062f\u0627\u062a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u064b\u0627 \u062e\u0627\u0631\u062c \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0622\u0645\u0646\u0629\u060c \u0644\u0630\u0627 \u0644\u0627 \u064a\u0646\u0628\u063a\u064a \u0623\u0646 \u062a\u0643\u0648\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0648\u0636\u0648\u062d\u064b\u0627 \u0645\u0634\u0643\u0644\u0629. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0633\u0645\u0627\u062d \u0628\u0648\u0627\u0631\u062f\u0627\u062a \u0625\u0636\u0627\u0641\u064a\u0629 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u0645\u0631\u064a\u0631 \u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647\u0627 \u0643\u0642\u0627\u0626\u0645\u0629 \u0645\u0646 \u0627\u0644\u0633\u0644\u0627\u0633\u0644 \u0641\u064a \u0627\u0644\u0648\u0633\u064a\u0637\u0629\u00a0\u0648\u0627\u0631\u062f\u0627\u062a_\u0645\u0635\u0631\u062d \u0628\u0647\u0627_\u0625\u0636\u0627\u0641\u064a\u0629<\/code>\u00a0\u0639\u0646\u062f \u062a\u0647\u064a\u0626\u0629\u00a0CodeAgent<\/a>:<\/p>\n\n\n\n\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u0627\u0644\u0646\u0645\u0648\u0630\u062c = HfApiModel()\n\u0648\u0643\u064a\u0644 = CodeAgent(\u0623\u062f\u0648\u0627\u062a=[]\u060c \u0646\u0645\u0648\u0630\u062c=\u0646\u0645\u0648\u0630\u062c\u060c \u0625\u0636\u0627\u0641\u064a_\u0645\u0635\u0631\u062d \u0628\u0647_\u0645\u0648\u0627\u0631\u062f=['\u0637\u0644\u0628\u0627\u062a'\u060c 'bs4'])\nagent.run(\"\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0635\u0641\u062d\u0629 \u0639\u0644\u0649 \u0639\u0646\u0648\u0627\u0646 url 'https:\/\/huggingface.co\/blog'\u061f\")<\/pre>\n\n\n\n\u064a\u0645\u0643\u0646 \u0644\u0640 LLM \u0625\u0646\u0634\u0627\u0621 \u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0628\u0631\u0645\u062c\u064a\u0629 \u0639\u0634\u0648\u0627\u0626\u064a\u0629 \u0633\u064a\u062a\u0645 \u062a\u0646\u0641\u064a\u0630\u0647\u0627 \u0628\u0639\u062f \u0630\u0644\u0643: \u0644\u0627 \u062a\u0642\u0645 \u0628\u0625\u0636\u0627\u0641\u0629 \u0623\u064a \u0648\u0627\u0631\u062f\u0627\u062a \u063a\u064a\u0631 \u0622\u0645\u0646\u0629!<\/p>\n\n\n\n
\u0633\u064a\u062a\u0648\u0642\u0641 \u0627\u0644\u062a\u0646\u0641\u064a\u0630 \u0639\u0646\u062f \u0623\u064a \u062a\u0639\u0644\u064a\u0645\u0629 \u0628\u0631\u0645\u062c\u064a\u0629 \u062a\u062d\u0627\u0648\u0644 \u062a\u0646\u0641\u064a\u0630 \u0639\u0645\u0644\u064a\u0629 \u063a\u064a\u0631 \u0642\u0627\u0646\u0648\u0646\u064a\u0629 \u0623\u0648 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u0646\u0627\u0643 \u062e\u0637\u0623 \u0628\u0627\u064a\u062b\u0648\u0646 \u0639\u0627\u062f\u064a \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u064a \u0623\u0646\u0634\u0623\u0647\u0627 \u0627\u0644\u0648\u0643\u064a\u0644.<\/p>\n\n\n\n
\u064a\u0645\u0643\u0646\u0643 \u0623\u064a\u0636\u0627\u064b \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u00a0\u0645\u0646\u0641\u0650\u0651\u0630 \u0643\u0648\u062f E2B<\/a>\u00a0\u0628\u062f\u0644\u064b\u0627 \u0645\u0646 \u0645\u062a\u0631\u062c\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u0627\u0644\u0645\u062d\u0644\u064a \u0639\u0646 \u0637\u0631\u064a\u0642\u00a0\u0636\u0628\u0637\u00a0E2B_API_KEY<\/code>\u00a0\u0645\u062a\u063a\u064a\u0631 \u0627\u0644\u0628\u064a\u0626\u0629<\/a>\u00a0\u062b\u0645 \u062a\u0645\u0631\u064a\u0631\u00a0\u0627\u0633\u062a\u062e\u062f\u0627\u0645_e2b_executor=\u0635\u062d\u064a\u062d<\/code>\u00a0\u0639\u0646\u062f \u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0648\u0643\u064a\u0644.<\/p>\n\n\n\n\u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646 \u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u00a0\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a<\/a>.<\/p>\n\n\n\n\u0646\u062d\u0646 \u0646\u062f\u0639\u0645 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0644\u0643\u062a\u0627\u0628\u0629 \u0627\u0644\u0625\u062c\u0631\u0627\u0621\u0627\u062a \u0639\u0644\u0649 \u0634\u0643\u0644 \u0646\u0642\u0627\u0637 \u062a\u0634\u0628\u0647 JSON: \u0647\u0630\u0627 \u0647\u0648\u00a0\u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/a>\u0641\u0625\u0646\u0647\u0627 \u062a\u0639\u0645\u0644 \u0628\u0646\u0641\u0633 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0647\u0627\u00a0CodeAgent<\/a>\u0628\u0627\u0644\u0637\u0628\u0639 \u0628\u062f\u0648\u0646\u00a0\u0648\u0627\u0631\u062f\u0627\u062a_\u0645\u0635\u0631\u062d \u0628\u0647\u0627_\u0625\u0636\u0627\u0641\u064a\u0629<\/code>\u00a0\u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646\u0647 \u0644\u0627 \u064a\u0646\u0641\u0630 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629:<\/p>\n\n\n\n\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u0645\u0646 smolagents \u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a\n\n\u0648\u0643\u064a\u0644 = \u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a(\u0627\u0644\u0623\u062f\u0648\u0627\u062a=[]\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c=\u0627\u0644\u0646\u0645\u0648\u0630\u062c)\nagent.run(\"\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0639\u0646\u0648\u0627\u0646 \u0627\u0644\u0635\u0641\u062d\u0629 \u0639\u0644\u0649 \u0639\u0646\u0648\u0627\u0646 url 'https:\/\/huggingface.co\/blog'\u061f\")<\/pre>\n\n\n\n<\/a>\u0641\u062d\u0635 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0648\u0643\u064a\u0644<\/h3>\n\n\n\n\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0628\u0639\u0636 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0645\u0641\u064a\u062f\u0629 \u0644\u0641\u062d\u0635 \u0645\u0627 \u062d\u062f\u062b \u0628\u0639\u062f \u0627\u0644\u062c\u0631\u064a:<\/p>\n\n\n\n
\n\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644<\/code>\u00a0\u064a\u062e\u0632\u0646 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u062f\u0642\u064a\u0642\u0629 \u0644\u0644\u0648\u0643\u064a\u0644. \u0641\u064a \u0643\u0644 \u062e\u0637\u0648\u0629 \u0645\u0646 \u062e\u0637\u0648\u0627\u062a \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0648\u0643\u064a\u0644\u060c \u064a\u062a\u0645 \u062a\u062e\u0632\u064a\u0646 \u0643\u0644 \u0634\u064a\u0621 \u0641\u064a \u0642\u0627\u0645\u0648\u0633 \u064a\u062a\u0645 \u0625\u0644\u062d\u0627\u0642\u0647 \u0628\u0639\u062f \u0630\u0644\u0643 \u0628\u0640\u00a0\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644<\/code>.<\/li>\n\n\n\n- \u0627\u0644\u062c\u0631\u064a\u00a0
agent.write_in_memory_memory_from_logs()<\/code>\u00a0\u064a\u0646\u0634\u0626 \u0630\u0627\u0643\u0631\u0629 \u062f\u0627\u062e\u0644\u064a\u0629 \u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u0648\u0643\u064a\u0644 \u0644\u064a\u0639\u0631\u0636\u0647\u0627 LLM\u060c \u0643\u0642\u0627\u0626\u0645\u0629 \u0645\u0646 \u0631\u0633\u0627\u0626\u0644 \u0627\u0644\u062f\u0631\u062f\u0634\u0629. \u062a\u0645\u0631 \u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0639\u0644\u0649 \u0643\u0644 \u062e\u0637\u0648\u0629 \u0645\u0646 \u0627\u0644\u0633\u062c\u0644 \u0648\u062a\u062e\u0632\u0646 \u0641\u0642\u0637 \u0645\u0627 \u062a\u0647\u062a\u0645 \u0628\u0647 \u0643\u0631\u0633\u0627\u0644\u0629: \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0633\u062a\u062d\u0641\u0638 \u0645\u0648\u062c\u0647 \u0627\u0644\u0646\u0638\u0627\u0645 \u0648\u0627\u0644\u0645\u0647\u0645\u0629 \u0641\u064a \u0631\u0633\u0627\u0626\u0644 \u0645\u0646\u0641\u0635\u0644\u0629\u060c \u062b\u0645 \u0633\u062a\u062e\u0632\u0646 \u0644\u0643\u0644 \u062e\u0637\u0648\u0629 \u0645\u062e\u0631\u062c\u0627\u062a LLM \u0643\u0631\u0633\u0627\u0644\u0629\u060c \u0648\u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0627\u0629 \u0643\u0631\u0633\u0627\u0644\u0629 \u0623\u062e\u0631\u0649. \u0627\u0633\u062a\u062e\u062f\u0645 \u0647\u0630\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0639\u0631\u0636\u064b\u0627 \u0639\u0627\u0644\u064a \u0627\u0644\u0645\u0633\u062a\u0648\u0649 \u0644\u0645\u0627 \u062d\u062f\u062b - \u0648\u0644\u0643\u0646 \u0644\u0646 \u064a\u062a\u0645 \u0646\u0633\u062e \u0643\u0644 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0628\u0647\u0630\u0647 \u0627\u0644\u0637\u0631\u064a\u0642\u0629.<\/li>\n<\/ul>\n\n\n\n<\/a>\u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/h2>\n\n\n\n\u0627\u0644\u0623\u062f\u0627\u0629 \u0647\u064a \u062f\u0627\u0644\u0629 \u0630\u0631\u064a\u0629 \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0648\u0643\u064a\u0644. \u0648\u0644\u0643\u064a \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0646 \u0642\u0628\u0644 \u0627\u0644\u0648\u0643\u064a\u0644\u060c \u0641\u0625\u0646\u0647\u0627 \u062a\u062d\u062a\u0627\u062c \u0623\u064a\u0636\u064b\u0627 \u0625\u0644\u0649 \u0628\u0639\u0636 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0634\u0643\u0644 \u0648\u0627\u062c\u0647\u0629 \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627 \u0648\u0627\u0644\u062a\u064a \u0633\u062a\u0633\u062a\u062e\u062f\u0645 \u0644\u0648\u0635\u0641 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0644\u0648\u0643\u064a\u0644:<\/p>\n\n\n\n
\n- \u0627\u0644\u0627\u0633\u0645<\/li>\n\n\n\n
- \u0648\u0635\u0641<\/li>\n\n\n\n
- \u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0623\u0648\u0635\u0627\u0641\u0647\u0627<\/li>\n\n\n\n
- \u0646\u0648\u0639 \u0627\u0644\u0625\u062e\u0631\u0627\u062c<\/li>\n<\/ul>\n\n\n\n
\u064a\u0645\u0643\u0646\u0643 \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646\u00a0\u0623\u062f\u0627\u0629 PythonInterpreterTool<\/a>:: \u0644\u0647\u0627 \u0627\u0633\u0645\u060c \u0648\u0648\u0635\u0641\u060c \u0648\u0623\u0648\u0635\u0627\u0641 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a\u060c \u0648\u0646\u0648\u0639 \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a\u060c \u0648\u00a0\u0625\u0644\u0649 \u0627\u0644\u0623\u0645\u0627\u0645<\/code>\u00a0\u0644\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0625\u062c\u0631\u0627\u0621.<\/p>\n\n\n\n\u0639\u0646\u062f\u0645\u0627 \u062a\u062a\u0645 \u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0648\u0643\u064a\u0644\u060c \u064a\u062a\u0645 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u0645\u0627\u062a \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0648\u0635\u0641 \u0644\u0644\u0623\u062f\u0627\u0629 \u064a\u062a\u0645 \u062a\u0636\u0645\u064a\u0646\u0647 \u0641\u064a \u0645\u0648\u062c\u0647 \u0646\u0638\u0627\u0645 \u0627\u0644\u0648\u0643\u064a\u0644. \u064a\u062a\u064a\u062d \u0630\u0644\u0643 \u0644\u0644\u0648\u0643\u064a\u0644 \u0645\u0639\u0631\u0641\u0629 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0647 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0648\u0644\u0645\u0627\u0630\u0627.<\/p>\n\n\n\n
<\/a>\u0635\u0646\u062f\u0648\u0642 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a<\/h3>\n\n\n\n\u062a\u0623\u062a\u064a \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0623\u062f\u0648\u0627\u062a \u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0644\u062a\u0645\u0643\u064a\u0646 \u0627\u0644\u0648\u0643\u0644\u0627\u0621\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646\u0643 \u0625\u0636\u0627\u0641\u062a\u0647\u0627 \u0625\u0644\u0649 \u0648\u0643\u064a\u0644\u0643 \u0639\u0646\u062f \u0627\u0644\u062a\u0647\u064a\u0626\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0648\u0633\u064a\u0637\u0629 \u0625\u0636\u0627\u0641\u0629_\u0623\u062f\u0648\u0627\u062a_\u0623\u0633\u0627\u0633\u064a\u0629 = \u0635\u062d\u064a\u062d<\/code>:<\/p>\n\n\n\n\n- \u0628\u062d\u062b DuckDuckGo \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628*<\/strong>:: \u0625\u062c\u0631\u0627\u0621 \u0628\u062d\u062b \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u062a\u0635\u0641\u062d DuckDuckGo.<\/li>\n\n\n\n
- \u0645\u062a\u0631\u062c\u0645 \u0643\u0648\u062f \u0628\u0627\u064a\u062b\u0648\u0646<\/strong>:: \u062a\u0634\u063a\u064a\u0644 \u0643\u0648\u062f Python \u0627\u0644\u0630\u064a \u062a\u0645 \u0625\u0646\u0634\u0627\u0624\u0647 \u0628\u0648\u0627\u0633\u0637\u0629 LLM \u0641\u064a \u0628\u064a\u0626\u0629 \u0622\u0645\u0646\u0629. \u0633\u062a\u062a\u0645 \u0625\u0636\u0627\u0641\u0629 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0641\u0642\u0637 \u0625\u0644\u0649\u00a0\u0648\u0643\u064a\u0644 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/a>\u00a0\u0625\u0630\u0627 \u0642\u0645\u062a \u0628\u062a\u0647\u064a\u0626\u062a\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u00a0
\u0625\u0636\u0627\u0641\u0629_\u0623\u062f\u0648\u0627\u062a_\u0623\u0633\u0627\u0633\u064a\u0629=\u0635\u062d\u064a\u062d<\/code>\u062d\u064a\u062b \u064a\u0645\u0643\u0646 \u0644\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u0633\u062a\u0646\u062f \u0625\u0644\u0649 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u062a\u0646\u0641\u064a\u0630 \u0643\u0648\u062f \u0628\u0627\u064a\u062b\u0648\u0646 \u0623\u0635\u0644\u0627\u064b<\/li>\n\n\n\n- \u0627\u0644\u0646\u0627\u0633\u062e<\/strong>:: \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0643\u0644\u0627\u0645 \u0625\u0644\u0649 \u0646\u0635 \u0645\u0628\u0646\u064a \u0639\u0644\u0649 Whisper-Turbo \u064a\u0642\u0648\u0645 \u0628\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0635\u0648\u062a \u0625\u0644\u0649 \u0646\u0635.<\/li>\n<\/ul>\n\n\n\n
\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0627\u0629 \u064a\u062f\u0648\u064a\u064b\u0627 \u0639\u0646 \u0637\u0631\u064a\u0642 \u0627\u0633\u062a\u062f\u0639\u0627\u0626\u0647\u0627 \u0628\u0627\u0644\u0648\u0633\u0627\u0626\u0637 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0647\u0627.<\/p>\n\n\n\n
\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u0645\u0646 smolagents \u0627\u0633\u062a\u064a\u0631\u0627\u062f DuckDuckGoSearchTool\n\n\u0623\u062f\u0627\u0629_\u0627\u0644\u0628\u062d\u062b_\u0623\u062f\u0627\u0629 \u0627\u0644\u0628\u062d\u062b = \u0623\u062f\u0627\u0629 \u0627\u0644\u0628\u062d\u062b DuckDuckGoSearchTool()\n\u0637\u0628\u0627\u0639\u0629(search_tool(\"\u0645\u0646 \u0647\u0648 \u0627\u0644\u0631\u0626\u064a\u0633 \u0627\u0644\u062d\u0627\u0644\u064a \u0644\u0631\u0648\u0633\u064a\u0627\u061f\")))<\/pre>\n\n\n\n<\/a>\u0625\u0646\u0634\u0627\u0621 \u0623\u062f\u0627\u0629 \u062c\u062f\u064a\u062f\u0629<\/h3>\n\n\n\n\u064a\u0645\u0643\u0646\u0643 \u0625\u0646\u0634\u0627\u0621 \u0623\u062f\u0627\u062a\u0643 \u0627\u0644\u062e\u0627\u0635\u0629 \u0644\u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u063a\u0637\u064a\u0647\u0627 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0645\u0646 Hugging Face. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u062f\u0639\u0646\u0627 \u0646\u0646\u0634\u0626 \u0623\u062f\u0627\u0629 \u062a\u064f\u0631\u062c\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0646\u0632\u064a\u0644\u064b\u0627 \u0644\u0645\u0647\u0645\u0629 \u0645\u0639\u064a\u0646\u0629 \u0645\u0646 \u0627\u0644\u0645\u062d\u0648\u0631.<\/p>\n\n\n\n
\u0633\u062a\u0628\u062f\u0623 \u0628\u0627\u0644\u0631\u0645\u0632 \u0623\u062f\u0646\u0627\u0647.<\/p>\n\n\n\n
\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u0645\u0646 huggingface_hub \u0627\u0633\u062a\u064a\u0631\u0627\u062f \u0642\u0627\u0626\u0645\u0629_\u0627\u0644\u0646\u0645\u0627\u0630\u062c\n\n\u0627\u0644\u0645\u0647\u0645\u0629 = \"\u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0646\u0635\"\n\n\u0627\u0644\u0646\u0645\u0648\u0630\u062c_\u0627\u0644\u0623\u0643\u062b\u0631_\u062a\u062d\u0645\u064a\u0644\u0627\u064b = \u0627\u0644\u062a\u0627\u0644\u064a (\u0627\u0644\u062a\u0627\u0644\u064a(\u062a\u0627\u0644\u064a(list_models(filter=task, sort=\"downloads\", direction=-1)))\n\u0637\u0628\u0627\u0639\u0629(most_downloaded_model.id)<\/pre>\n\n\n\n\u064a\u0645\u0643\u0646 \u062a\u062d\u0648\u064a\u0644 \u0647\u0630\u0627 \u0627\u0644\u0631\u0645\u0632 \u0628\u0633\u0631\u0639\u0629 \u0625\u0644\u0649 \u0623\u062f\u0627\u0629\u060c \u0641\u0642\u0637 \u0639\u0646 \u0637\u0631\u064a\u0642 \u062a\u063a\u0644\u064a\u0641\u0647 \u0641\u064a \u062f\u0627\u0644\u0629 \u0648\u0625\u0636\u0627\u0641\u0629\u00a0\u0627\u0644\u0623\u062f\u0627\u0629<\/code>\u00a0\u0645\u064f\u0632\u064a\u0650\u0651\u0646: \u0644\u064a\u0633\u062a \u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0637\u0631\u064a\u0642\u0629 \u0627\u0644\u0648\u062d\u064a\u062f\u0629 \u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0623\u062f\u0627\u0629: \u064a\u0645\u0643\u0646\u0643 \u062a\u0639\u0631\u064a\u0641\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629 \u0643\u0641\u0626\u0629 \u0641\u0631\u0639\u064a\u0629 \u0645\u0646\u00a0\u0627\u0644\u0623\u062f\u0627\u0629<\/a>\u0645\u0645\u0627 \u064a\u0645\u0646\u062d\u0643 \u0627\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0631\u0648\u0646\u0629\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u062a\u0647\u064a\u0626\u0629 \u0633\u0645\u0627\u062a \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u062b\u0642\u064a\u0644\u0629.<\/p>\n\n\n\n\u062f\u0639\u0646\u0627 \u0646\u0631\u0649 \u0643\u064a\u0641 \u064a\u0639\u0645\u0644 \u0643\u0644\u0627 \u0627\u0644\u062e\u064a\u0627\u0631\u064a\u0646:<\/p>\n\n\n\n
\u062a\u0632\u064a\u064a\u0646 \u0627\u0644\u062f\u0627\u0644\u0629 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 @\u0623\u062f\u0627\u0629<\/p>\n\n\n\n
\u0623\u062f\u0627\u0629 \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0641\u0631\u0639\u064a\u0629<\/p>\n\n\n\n
\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u0645\u0646 \u0623\u062f\u0627\u0629 \u0627\u0644\u0627\u0633\u062a\u064a\u0631\u0627\u062f smolagents\n\n@\u0623\u062f\u0627\u0629\ndef model_download_tool (\u0627\u0644\u0645\u0647\u0645\u0629: str) -> str:\n \"\"\"\n \u0647\u0630\u0647 \u0623\u062f\u0627\u0629 \u062a\u0642\u0648\u0645 \u0628\u0625\u0631\u062c\u0627\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0643\u062b\u0631 \u062a\u0646\u0632\u064a\u0644\u064b\u0627 \u0644\u0645\u0647\u0645\u0629 \u0645\u0639\u064a\u0646\u0629 \u0639\u0644\u0649 \u0645\u0631\u0643\u0632 \u062a\u0639\u0627\u0646\u0642 \u0627\u0644\u0648\u062c\u0647.\n \u062a\u0642\u0648\u0645 \u0628\u0625\u0631\u062c\u0627\u0639 \u0627\u0633\u0645 \u0646\u0642\u0637\u0629 \u0627\u0644\u062a\u0641\u062a\u064a\u0634.\n\n \u0627\u0644\u0623\u062f\u0627\u0629\n \u0627\u0644\u0645\u0647\u0645\u0629: \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u0645\u0631\u0627\u062f \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0639\u062f\u062f \u0627\u0644\u062a\u0646\u0632\u064a\u0644\u0627\u062a \u0644\u0647\u0627.\n \"\"\"\n most_downloaded_model = \u0627\u0644\u062a\u0627\u0644\u064a (\u0627\u0644\u062a\u0627\u0644\u064a(iter(list_models(filter=task, sort=\"downloads\", direction=-1)))\n \u0625\u0631\u062c\u0627\u0639 most_downloaded_model.id.<\/pre>\n\n\n\n\u0627\u062d\u062a\u064a\u0627\u062c\u0627\u062a \u0627\u0644\u0648\u0638\u064a\u0641\u0629:<\/p>\n\n\n\n
\n- \u0627\u0633\u0645 \u0648\u0627\u0636\u062d. \u064a\u062c\u0628 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0627\u0644\u0627\u0633\u0645 \u0648\u0635\u0641\u064a\u064b\u0627 \u0628\u0645\u0627 \u0641\u064a\u0647 \u0627\u0644\u0643\u0641\u0627\u064a\u0629 \u0644\u0645\u0627 \u062a\u0642\u0648\u0645 \u0628\u0647 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u0644\u0645\u0633\u0627\u0639\u062f\u0629 \u0639\u0642\u0644 LLM \u0627\u0644\u0630\u064a \u064a\u0634\u063a\u0644 \u0627\u0644\u0648\u0643\u064a\u0644. \u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0623\u062f\u0627\u0629 \u062a\u064f\u0631\u062c\u0639 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u062a\u0646\u0632\u064a\u0644\u0627\u062a \u0644\u0645\u0647\u0645\u0629 \u0645\u0627\u060c \u0641\u0644\u0646\u0633\u0645\u064a\u0647\u0627\u00a0
\u0623\u062f\u0627\u0629_\u062a\u062d\u0645\u064a\u0644_\u0627\u0644\u0646\u0645\u0648\u0630\u062c<\/code>.<\/li>\n\n\n\n- \u0627\u0643\u062a\u0628 \u062a\u0644\u0645\u064a\u062d\u0627\u062a \u0639\u0644\u0649 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u062f\u062e\u0644\u0627\u062a \u0648\u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a<\/li>\n\n\n\n
- \u0648\u0635\u0641\u060c \u064a\u062a\u0636\u0645\u0646 \u062c\u0632\u0621 \"Args:\" \u062d\u064a\u062b \u064a\u062a\u0645 \u0648\u0635\u0641 \u0643\u0644 \u0648\u0633\u064a\u0637\u0629 (\u0628\u062f\u0648\u0646 \u0625\u0634\u0627\u0631\u0629 \u0625\u0644\u0649 \u0627\u0644\u0646\u0648\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0629\u060c \u0633\u064a\u062a\u0645 \u0633\u062d\u0628\u0647\u0627 \u0645\u0646 \u062a\u0644\u0645\u064a\u062d \u0627\u0644\u0646\u0648\u0639). \u0643\u0645\u0627 \u0647\u0648 \u0627\u0644\u062d\u0627\u0644 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0627\u0633\u0645 \u0627\u0644\u0623\u062f\u0627\u0629\u060c \u0647\u0630\u0627 \u0627\u0644\u0648\u0635\u0641 \u0647\u0648 \u062f\u0644\u064a\u0644 \u0625\u0631\u0634\u0627\u062f\u064a \u0644\u0644\u0640 LLM \u0627\u0644\u0630\u064a \u064a\u0634\u063a\u0651\u0644 \u0627\u0644\u0648\u0643\u064a\u0644\u060c \u0644\u0630\u0627 \u0644\u0627 \u062a\u0647\u0645\u0644\u0647. \u0643\u0644 \u0647\u0630\u0647 \u0627\u0644\u0639\u0646\u0627\u0635\u0631 \u0633\u064a\u062a\u0645 \u0625\u062f\u0631\u0627\u062c\u0647\u0627 \u062a\u0644\u0642\u0627\u0626\u064a\u064b\u0627 \u0641\u064a \u0645\u0648\u062c\u0647 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0648\u0643\u064a\u0644 \u0639\u0646\u062f \u0627\u0644\u062a\u0647\u064a\u0626\u0629: \u0644\u0630\u0627 \u0627\u062d\u0631\u0635 \u0639\u0644\u0649 \u062c\u0639\u0644\u0647\u0627 \u0648\u0627\u0636\u062d\u0629 \u0642\u062f\u0631 \u0627\u0644\u0625\u0645\u0643\u0627\u0646!<\/li>\n<\/ul>\n\n\n\n
\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u062a\u0639\u0631\u064a\u0641 \u0647\u0630\u0627 \u0647\u0648 \u0646\u0641\u0633 \u062a\u0646\u0633\u064a\u0642 \u0645\u062e\u0637\u0637\u0627\u062a \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a\u00a0\u062a\u0637\u0628\u064a\u0642_\u0642\u0627\u0644\u0628_\u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629<\/code>\u060c \u0648\u0627\u0644\u0641\u0631\u0642 \u0627\u0644\u0648\u062d\u064a\u062f \u0647\u0648 \u0627\u0644\u0625\u0636\u0627\u0641\u0629\u00a0\u0627\u0644\u0623\u062f\u0627\u0629<\/code>\u00a0\u0645\u0635\u0645\u0645 \u0627\u0644\u062f\u064a\u0643\u0648\u0631: \u0627\u0642\u0631\u0623 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0627\u0629 API\u00a0\u0647\u0646\u0627<\/a>.<\/p>\n\n\n\n\u062b\u0645 \u064a\u0645\u0643\u0646\u0643 \u062a\u0647\u064a\u0626\u0629 \u0648\u0643\u064a\u0644\u0643 \u0645\u0628\u0627\u0634\u0631\u0629\u064b:<\/p>\n\n\n\n
\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u0645\u0646 smolagents \u0627\u0633\u062a\u064a\u0631\u0627\u062f CodeAgent, HfApiModel\n\u0627\u0644\u0648\u0643\u064a\u0644 = CodeAgent(\u0627\u0644\u0623\u062f\u0648\u0627\u062a=[\u0623\u062f\u0627\u0629_\u062a\u062d\u0645\u064a\u0644_\u0627\u0644\u0646\u0645\u0648\u0630\u062c]\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c=HfApiModel())\nagent.run(\n \"\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u0623\u0646 \u062a\u0639\u0637\u064a\u0646\u064a \u0627\u0633\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u062a\u0646\u0632\u064a\u0644\u0627\u062a \u0641\u064a \u0645\u0647\u0645\u0629 \"\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0641\u064a\u062f\u064a\u0648\" \u0639\u0644\u0649 \u0645\u0631\u0643\u0632 \u062a\u0639\u0627\u0646\u0642 \u0627\u0644\u0648\u062c\u0647\u061f\n)<\/pre>\n\n\n\n\u062a\u062d\u0635\u0644 \u0639\u0644\u0649 \u0627\u0644\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n\n\n\n
\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u256d\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500 \u062a\u0634\u063a\u064a\u0644 \u062c\u062f\u064a\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\u256d\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\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\u2502 \u2502\n\u2502\u0647\u0644 \u064a\u0645\u0643\u0646\u0643 \u0623\u0646 \u062a\u0639\u0637\u064a\u0646\u064a \u0627\u0633\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u062d\u0635\u0644 \u0639\u0644\u0649 \u0623\u0643\u0628\u0631 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u062a\u0646\u0632\u064a\u0644\u0627\u062a \u0641\u064a \"\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0646\u0635 \u0625\u0644\u0649 \u0641\u064a\u062f\u064a\u0648\n\u0645\u0647\u0645\u0629 \u0639\u0644\u0649 \u0645\u0631\u0643\u0632 \u0639\u0646\u0627\u0642 \u0627\u0644\u0648\u062c\u0647\u061f \u2502\n\u2502 \u2502\n\u2570 \u2500 \u0646\u0645\u0648\u0630\u062c HfApiModel - Qwen\/Qwen2.5-Coder-32B-Instruct \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\n\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 \u0627\u0644\u062e\u0637\u0648\u0629 0 \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\n\u256d \u256d \u062a\u0646\u0641\u064a\u0630 \u0647\u0630\u0627 \u0627\u0644\u0631\u0645\u0632: \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u2502 1 model_name = model_download_tool(task=\"text-to-video\") \u2502\n2 \u2502 \u0637\u0628\u0627\u0639\u0629 (\u0627\u0633\u0645 \u0627\u0644\u0645\u0648\u062f\u064a\u0644) \u2502\n\u2570\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\n\u0633\u062c\u0644\u0627\u062a \u0627\u0644\u062a\u0646\u0641\u064a\u0630:\n\u0628\u0627\u064a\u062a \u062f\u0627\u0646\u0633\/\u062a\u062d\u0631\u064a\u0643 \u062f\u064a\u0641-\u0644\u0627\u064a\u062a\u0646\u064a\u0646\u062c\n\n\u062e\u0631\u062c \u0644\u0627 \u064a\u0648\u062c\u062f\n[\u0627\u0644\u062e\u0637\u0648\u0629 0: \u0627\u0644\u0645\u062f\u0629 0.27 \u062b\u0627\u0646\u064a\u0629 | \u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062f\u062e\u0627\u0644: 2,069 | \u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062e\u0631\u0627\u062c: 60]\n\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501 \u0627\u0644\u062e\u0637\u0648\u0629 1 \u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\u2501\n\u256d \u062a\u0646\u0641\u064a\u0630 \u0647\u0630\u0627 \u0627\u0644\u0631\u0645\u0632 \u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256e\n\u25021 \u0627\u0644\u062c\u0648\u0627\u0628 \u0627\u0644\u0646\u0647\u0627\u0626\u064a(\"ByteDance\/AnimateDiff-Lightning\") \u2502\n\u2570\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u256f\n\u062e\u0627\u0631\u062c - \u0627\u0644\u0625\u062c\u0627\u0628\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629: \u0628\u0627\u064a\u062a \u062f\u0627\u0646\u0633\/\u0628\u0627\u064a\u062a \u062f\u0641-\u0644\u0627\u064a\u062a\u0646\u064a\u0646\u062c\n[\u0627\u0644\u062e\u0637\u0648\u0629 1: \u0627\u0644\u0645\u062f\u0629 0.10 \u062b\u0627\u0646\u064a\u0629 | \u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062f\u062e\u0627\u0644: 4,288 | \u0631\u0645\u0648\u0632 \u0627\u0644\u0625\u062e\u0631\u0627\u062c: 148]\n\u0645\u062e\u0631\u062c\u0627\u062a [20]: 'ByteDance\/AnimateDiff-Lightning'<\/pre>\n\n\n\n\u0627\u0642\u0631\u0623 \u0627\u0644\u0645\u0632\u064a\u062f \u0639\u0646 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0641\u064a\u00a0\u0628\u0631\u0646\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a \u0645\u062e\u0635\u0635<\/a>.<\/p>\n\n\n\n<\/a>\u062a\u0639\u062f\u062f \u0627\u0644\u0648\u0643\u0644\u0627\u0621<\/h2>\n\n\n\n\u062a\u0645 \u062a\u0642\u062f\u064a\u0645 \u0623\u0646\u0638\u0645\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0645\u0639 \u0625\u0637\u0627\u0631 \u0639\u0645\u0644 \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a\u00a0\u0623\u0648\u062a<\/a>o<\/a>\u062c\u064a\u0646<\/a>.<\/p>\n\n\n\n\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0646\u0648\u0639 \u0645\u0646 \u0627\u0644\u0623\u0637\u0631\u060c \u064a\u0643\u0648\u0646 \u0644\u062f\u064a\u0643 \u0639\u062f\u0629 \u0648\u0643\u0644\u0627\u0621 \u064a\u0639\u0645\u0644\u0648\u0646 \u0645\u0639\u064b\u0627 \u0644\u062d\u0644 \u0645\u0647\u0645\u062a\u0643 \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0648\u0643\u064a\u0644 \u0648\u0627\u062d\u062f \u0641\u0642\u0637. \u064a\u0646\u062a\u062c \u0639\u0646\u0647 \u062a\u062c\u0631\u064a\u0628\u064a\u0627\u064b \u0623\u062f\u0627\u0621 \u0623\u0641\u0636\u0644 \u0641\u064a \u0645\u0639\u0638\u0645 \u0627\u0644\u0645\u0639\u0627\u064a\u064a\u0631. \u0648\u0627\u0644\u0633\u0628\u0628 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0623\u0641\u0636\u0644 \u0628\u0633\u064a\u0637 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645\u064a\u0629: \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0647\u0627\u0645\u060c \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0638\u0627\u0645 \"\u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0643\u0644 \u0634\u064a\u0621\"\u060c \u062a\u0641\u0636\u0644 \u062a\u062e\u0635\u064a\u0635 \u0648\u062d\u062f\u0627\u062a \u0641\u064a \u0645\u0647\u0627\u0645 \u0641\u0631\u0639\u064a\u0629. \u0647\u0646\u0627\u060c \u0648\u062c\u0648\u062f \u0648\u0643\u0644\u0627\u0621 \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0623\u062f\u0648\u0627\u062a \u0648\u0630\u0627\u0643\u0631\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u064a\u0633\u0645\u062d \u0628\u062a\u062d\u0642\u064a\u0642 \u062a\u062e\u0635\u0635 \u0641\u0639\u0627\u0644. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0644\u0645\u0627\u0630\u0627 \u062a\u0645\u0644\u0623 \u0630\u0627\u0643\u0631\u0629 \u0648\u0643\u064a\u0644 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0628\u062c\u0645\u064a\u0639 \u0645\u062d\u062a\u0648\u064a\u0627\u062a \u0635\u0641\u062d\u0627\u062a \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u062a\u064a \u0632\u0627\u0631\u0647\u0627 \u0648\u0643\u064a\u0644 \u0627\u0644\u0628\u062d\u062b \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628\u061f \u0645\u0646 \u0627\u0644\u0623\u0641\u0636\u0644 \u0625\u0628\u0642\u0627\u0626\u0647\u0627 \u0645\u0646\u0641\u0635\u0644\u0629.<\/p>\n\n\n\n
\u064a\u0645\u0643\u0646\u0643 \u0628\u0633\u0647\u0648\u0644\u0629 \u0628\u0646\u0627\u0621 \u0623\u0646\u0638\u0645\u0629 \u0647\u0631\u0645\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0645\u0639 smolagents<\/code>.<\/p>\n\n\n\n\u0644\u0644\u0642\u064a\u0627\u0645 \u0628\u0630\u0644\u0643\u060c \u0642\u0645 \u0628\u062a\u063a\u0644\u064a\u0641 \u0627\u0644\u0648\u0643\u064a\u0644 \u0641\u064a\u00a0\u0648\u0643\u064a\u0644 \u0645\u064f\u062f\u0627\u0631<\/a>\u00a0\u0643\u0627\u0626\u0646. \u064a\u062d\u062a\u0627\u062c \u0647\u0630\u0627 \u0627\u0644\u0643\u0627\u0626\u0646 \u0625\u0644\u0649 \u0648\u0633\u064a\u0637\u0627\u062a\u00a0\u0627\u0644\u0648\u0643\u064a\u0644<\/code>,\u00a0\u0627\u0644\u0627\u0633\u0645<\/code>\u0648\u00a0\u0627\u0644\u0648\u0635\u0641<\/code>\u060c \u0648\u0627\u0644\u062a\u064a \u0633\u064a\u062a\u0645 \u062a\u0636\u0645\u064a\u0646\u0647\u0627 \u0628\u0639\u062f \u0630\u0644\u0643 \u0641\u064a \u0645\u0648\u062c\u0647 \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u062e\u0627\u0635 \u0628\u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u062f\u064a\u0631 \u0644\u0625\u0639\u0644\u0627\u0645\u0647 \u0628\u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062f\u0639\u0627\u0621 \u0647\u0630\u0627 \u0627\u0644\u0648\u0643\u064a\u0644 \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u060c \u0643\u0645\u0627 \u0646\u0641\u0639\u0644 \u0623\u064a\u0636\u064b\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0623\u062f\u0648\u0627\u062a.<\/p>\n\n\n\n\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u062b\u0627\u0644 \u0639\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0648\u0643\u064a\u0644 \u064a\u062f\u064a\u0631 \u0648\u0643\u064a\u0644 \u0628\u062d\u062b \u0645\u062d\u062f\u062f \u0639\u0644\u0649 \u0627\u0644\u0648\u064a\u0628 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u00a0\u062f\u0627\u0643 \u062f\u0648\u0643<\/a>k<\/a>\u0623\u062f\u0627\u0629 \u0627\u0644\u0628\u062d\u062b \u0639\u0646 GoSearchTool<\/a>:<\/p>\n\n\n\n\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u0645\u0646 smolagents \u0627\u0633\u062a\u064a\u0631\u0627\u062f CodeAgent\u060c HfApiModel\u060c DuckDuckGoSearchTool\u060c ManagedAgent\n\n\u0646\u0645\u0648\u0630\u062c = HfApiModel()\n\n\u0639\u0645\u064a\u0644 \u0627\u0644\u0648\u064a\u0628 = CodeAgent (\u0627\u0644\u0623\u062f\u0648\u0627\u062a=[DuckDuckDuckGoSearchTool()]\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c=\u0627\u0644\u0646\u0645\u0648\u0630\u062c)\n\n\u0639\u0645\u064a\u0644_\u0648\u064a\u0628_\u0645\u062f\u0627\u0631 = \u0639\u0645\u064a\u0644 \u0645\u064f\u062f\u0627\u0631(\n \u0627\u0644\u0648\u0643\u064a\u0644=web_agent,\n \u0627\u0644\u0627\u0633\u0645=\"web_search\",\n \u0627\u0644\u0648\u0635\u0641=\"\u064a\u062f\u064a\u0631 \u0639\u0645\u0644\u064a\u0627\u062a \u0628\u062d\u062b \u0627\u0644\u0648\u064a\u0628 \u0646\u064a\u0627\u0628\u0629\u064b \u0639\u0646\u0643. \u0623\u0639\u0637\u0647 \u0627\u0633\u062a\u0641\u0633\u0627\u0631\u0643 \u0643\u0648\u0633\u064a\u0637\u0629.\"\n)\n\nManager_Aagent = CodeAgent(\n \u0627\u0644\u0623\u062f\u0648\u0627\u062a=[]\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c=\u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0627\u0644\u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0645\u064f\u062f\u0627\u0631\u0648\u0646=[\u0648\u0643\u064a\u0644 \u0627\u0644\u0648\u064a\u0628 \u0627\u0644\u0645\u064f\u062f\u0627\u0631]\n)\n\nmanager_Aagent.run(\"\u0645\u0646 \u0647\u0648 \u0627\u0644\u0631\u0626\u064a\u0633 \u0627\u0644\u062a\u0646\u0641\u064a\u0630\u064a \u0644\u0640 Hugging Face\u061f\")<\/pre>\n\n\n\n\u0644\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u0645\u062b\u0627\u0644 \u0645\u062a\u0639\u0645\u0642 \u0644\u062a\u0637\u0628\u064a\u0642 \u0641\u0639\u0627\u0644 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0639\u0648\u0627\u0645\u0644\u060c \u0631\u0627\u062c\u0639\u00a0\u0643\u064a\u0641 \u062f\u0641\u0639\u0646\u0627 \u0646\u0638\u0627\u0645\u0646\u0627 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0639\u0648\u0627\u0645\u0644 \u0625\u0644\u0649 \u0642\u0645\u0629 \u0642\u0627\u0626\u0645\u0629 \u0627\u0644\u0645\u062a\u0635\u062f\u0631\u064a\u0646 \u0641\u064a GAIA<\/a>.<\/p>\n\n\n\n<\/a>\u062a\u062d\u062f\u062b \u0645\u0639 \u0648\u0643\u064a\u0644\u0643 \u0648\u062a\u0635\u0648\u0631 \u0623\u0641\u0643\u0627\u0631\u0647 \u0641\u064a \u0648\u0627\u062c\u0647\u0629 Gradio \u0627\u0644\u0631\u0627\u0626\u0639\u0629<\/h2>\n\n\n\n\u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u063a\u0631\u0627\u062f\u064a\u0648 \u064a\u0648\u064a<\/code> \u0644\u0625\u0631\u0633\u0627\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u0634\u0643\u0644 \u062a\u0641\u0627\u0639\u0644\u064a \u0625\u0644\u0649 \u0648\u0643\u064a\u0644\u0643 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0648\u0627\u0644\u062a\u0646\u0641\u064a\u0630\u060c \u0625\u0644\u064a\u0643 \u0645\u062b\u0627\u0644\u0627\u064b \u0639\u0644\u0649 \u0630\u0644\u0643:<\/p>\n\n\n\n\u062a\u0645 \u0627\u0644\u0646\u0633\u062e<\/p>\n\n\n\n
\u0645\u0646 smolagents \u0627\u0633\u062a\u064a\u0631\u0627\u062f (\n \u0623\u062f\u0627\u0629_\u0627\u0644\u062a\u062d\u0645\u064a\u0644,\n CodeAgent,\n HfApiModel,\n GradioUI\n)\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_\u062a\u0648\u0644\u064a\u062f_\u0627\u0644\u0635\u0648\u0631_\u0641\u064a_\u0627\u0644\u0635\u0648\u0631\u0629 = \u062a\u062d\u0645\u064a\u0644_\u0623\u062f\u0627\u0629(\"m-ric\/\u0627\u0644\u0646\u0635_\u0625\u0644\u0649_\u0635\u0648\u0631\u0629\")\n\n\u0627\u0644\u0646\u0645\u0648\u0630\u062c = \u0646\u0645\u0648\u0630\u062c HfApiModel(model_id)\n\n# \u062a\u0647\u064a\u0626\u0629 \u0627\u0644\u0648\u0643\u064a\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062f\u0627\u0629 \u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631<\/em>\n\u0627\u0644\u0648\u0643\u064a\u0644 = CodeAgent(\u0627\u0644\u0623\u062f\u0648\u0627\u062a=[\u0623\u062f\u0627\u0629_\u062a\u0648\u0644\u064a\u062f_\u0627\u0644\u0635\u0648\u0631]\u060c \u0627\u0644\u0646\u0645\u0648\u0630\u062c=\u0627\u0644\u0646\u0645\u0648\u0630\u062c)\n\nGradioUI(\u0648\u0643\u064a\u0644).launch()<\/pre>\n\n\n\n\u062a\u062d\u062a \u0627\u0644\u063a\u0637\u0627\u0621\u060c \u0639\u0646\u062f\u0645\u0627 \u064a\u0643\u062a\u0628 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645 \u0625\u062c\u0627\u0628\u0629 \u062c\u062f\u064a\u062f\u0629\u060c \u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0648\u0643\u064a\u0644 \u0645\u0639 agent.run(user_request, reset=False)<\/code>. \u0625\u0646 \u0625\u0639\u0627\u062f\u0629 \u062a\u0639\u064a\u064a\u0646=\u062e\u0637\u0623<\/code> \u062a\u0639\u0646\u064a \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0639\u062f\u0645 \u0645\u0633\u062d \u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0648\u0643\u064a\u0644 \u0642\u0628\u0644 \u0628\u062f\u0621 \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0645\u0629 \u0627\u0644\u062c\u062f\u064a\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629.<\/p>\n\n\n\n\u064a\u0645\u0643\u0646\u0643 \u0623\u064a\u0636\u0627\u064b \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u0627 \u0625\u0639\u0627\u062f\u0629 \u062a\u0639\u064a\u064a\u0646=\u062e\u0637\u0623<\/code> \u062d\u062c\u0629 \u0644\u0644\u062d\u0641\u0627\u0638 \u0639\u0644\u0649 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0641\u064a \u0623\u064a \u062a\u0637\u0628\u064a\u0642 \u0648\u0643\u064a\u0644 \u0622\u062e\u0631.<\/p>\n\n\n\n<\/a>\u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0627\u0644\u062a\u0627\u0644\u064a\u0629<\/h2>\n\n\n\n\u0644\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062a\u0639\u0645\u0642\u060c \u0633\u062a\u062d\u062a\u0627\u062c \u0628\u0639\u062f \u0630\u0644\u0643 \u0625\u0644\u0649 \u0627\u0644\u0627\u0637\u0644\u0627\u0639 \u0639\u0644\u0649 \u062f\u0631\u0648\u0633\u0646\u0627 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u064a\u0629:<\/p>\n\n\n\n
\n- \u0634\u0631\u062d \u0643\u064a\u0641\u064a\u0629 \u0639\u0645\u0644 \u0648\u0643\u0644\u0627\u0621 \u0627\u0644\u0634\u0641\u0631\u0627\u062a \u0644\u062f\u064a\u0646\u0627<\/a><\/li>\n\n\n\n
- \u0647\u0630\u0627 \u0627\u0644\u062f\u0644\u064a\u0644 \u062d\u0648\u0644 \u0643\u064a\u0641\u064a\u0629 \u0628\u0646\u0627\u0621 \u0639\u0645\u0644\u0627\u0621 \u062c\u064a\u062f\u064a\u0646<\/a>.<\/li>\n\n\n\n
- \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0645\u062a\u0639\u0645\u0642 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a<\/a>.<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"
In this guided visit, you will learn how to build an agent, how to run it, and how to customize it to make it work better for your use-case. Building your agent To initialize a minimal agent, you need at least these two arguments: Once you have these two arguments,\u00a0tools\u00a0and\u00a0model, you can create an agent…<\/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":[7],"doc_tag":[],"class_list":["post-587","docs","type-docs","status-publish","hentry","doc_category-get-started"],"year_month":"2026-05","word_count":1967,"total_views":"5923","reactions":{"happy":"0","normal":"0","sad":"0"},"author_info":{"name":"smolagents","author_nicename":"wd-gstargmail-com","author_url":"https:\/\/smolagents.org\/ar\/author\/wd-gstargmail-com\/"},"doc_category_info":[{"term_name":"Get started","term_url":"https:\/\/smolagents.org\/ar\/docs-category\/get-started\/"}],"doc_tag_info":[],"_links":{"self":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/587","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=587"}],"version-history":[{"count":1,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/587\/revisions"}],"predecessor-version":[{"id":588,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/docs\/587\/revisions\/588"}],"wp:attachment":[{"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/media?parent=587"}],"wp:term":[{"taxonomy":"doc_category","embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/doc_category?post=587"},{"taxonomy":"doc_tag","embeddable":true,"href":"https:\/\/smolagents.org\/ar\/wp-json\/wp\/v2\/doc_tag?post=587"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}