{"id":70287,"date":"2024-07-22T01:49:24","date_gmt":"2024-07-21T22:19:24","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/"},"modified":"2024-07-22T01:49:24","modified_gmt":"2024-07-21T22:19:24","slug":"%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/","title":{"rendered":"\u062a\u0631\u06a9\u06cc\u0628 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc .NET Aspire\u060c Docker (Remote) \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u0639\u06a9\u0633\u200c\u0647\u0627"},"content":{"rendered":"<p><\/p>\n<div data-article-id=\"1927190\" id=\"article-body\">\n<p>\u0648\u0642\u062a\u06cc \u0635\u062d\u0628\u062a \u0627\u0632 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0628\u0648\u0645\u06cc \u0627\u0628\u0631\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0645\u062d\u0644\u06cc \u0628\u0631\u0627\u06cc \u0633\u0631\u0639\u062a \u0628\u062e\u0634\u06cc\u062f\u0646 \u0628\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc\u0646 \u062c\u062f\u06cc\u062f \u06cc\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u063a\u06cc\u06cc\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\/\u0645\u062d\u06cc\u0637\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0647\u062f\u0627\u0641 \u062a\u0648\u0633\u0639\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a.  \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a.<\/p>\n<p>\u062f\u0631 \u0686\u0646\u062f \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647\u060c \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0646\u06cc\u0632 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0645\u0648\u0627\u0646\u0639 \u0648\u0631\u0648\u062f \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0686\u0646\u06cc\u0646 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f\u060c \u06a9\u0627\u0647\u0634 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f.  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\u0627\u06cc\u0646\u06a9\u0647 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627 \u0628\u0647 \u0622\u062f\u0631\u0633 Lan IO \u06af\u0648\u0634 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/li>\n<li>\u062a\u0632\u0631\u06cc\u0642 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0628\u0627 \u0622\u062f\u0631\u0633 IP \u0635\u062d\u06cc\u062d \u0628\u0647 \u0628\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc.<\/li>\n<\/ul>\n<\/li>\n<li>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0645\u0627\u0646\u0646\u062f Ollama \u06cc\u0627 \u067e\u0631\u0648\u0698\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u062e\u0648\u062f \u0631\u0627 \u06a9\u0647 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc Net \u0645\u0627 \u0627\u062c\u0631\u0627 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\u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u0647\u0627\u06cc \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 Open Container Initiative \u0645\u0637\u0627\u0628\u0642\u062a \u062f\u0627\u0631\u062f.  \u0628\u0647 \u0627\u06cc\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f Podman \u0648 Rancher Desktop \u0646\u06cc\u0632 \u062f\u0631 \u06a9\u0646\u0627\u0631 Docker Engine \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f.  \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0633\u0648\u0626\u06cc\u0686\u06cc\u0646\u06af \u0628\u0627\u0637\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0627\u0632 \u0647\u0645\u0627\u0646 \u0627\u0628\u0632\u0627\u0631 CLI \u062f\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0648 \u0645\u062d\u06cc\u0637 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0647 \u062c\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  Podman Documentation \u0628\u062e\u0634\u06cc \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u062f\u0627\u0631\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 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href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D9%85%D8%AA%D8%BA%DB%8C%D8%B1_%D9%85%D8%AD%DB%8C%D8%B7%DB%8C_DOCKER_HOST\" >\u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc DOCKER_HOST<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1%D9%87%D8%A7%D8%8C_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1%D9%87%D8%A7%DB%8C_%D8%A8%DB%8C%D9%86%D8%A7%DB%8C%DB%8C_ViTs_%D9%88_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DA%86%D9%86%D8%AF%D9%88%D8%AC%D9%87%DB%8C\" >\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u060c \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc (ViTs) \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0686\u0646\u062f\u0648\u062c\u0647\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85\" >\u0627\u062c\u0632\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#Net_Aspire\" >Net Aspire<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D9%88_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%B8%D8%B1%D9%88%D9%81_%D8%A7%D8%B2_%D8%B1%D8%A7%D9%87_%D8%AF%D9%88%D8%B1_%D8%A8%D9%87_%D8%B5%D9%88%D8%B1%D8%AA_%D8%B4%D9%81%D8%A7%D9%81\" >\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u0638\u0631\u0648\u0641 \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u0634\u0641\u0627\u0641<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%DA%AF%D9%88%DA%86%D8%A7%D8%B3\" >\u06af\u0648\u0686\u0627\u0633<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D8%A7%D9%81%D8%B2%D9%88%D8%AF%D9%86_%D9%85%D9%86%D8%A8%D8%B9_%D8%A7%D9%88%D9%84%D9%84%D8%A7%D9%85%D8%A7\" >\u0627\u0641\u0632\u0648\u062f\u0646 \u0645\u0646\u0628\u0639 \u0627\u0648\u0644\u0644\u0627\u0645\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D8%B3%D8%A7%D8%AE%D8%AA_%D8%A7%D9%BE%D9%84%DB%8C%DA%A9%DB%8C%D8%B4%D9%86_%D9%81%D9%84%D8%A7%D8%B3%DA%A9_%D9%88_%D8%A7%D8%B1%D8%A7%D8%A6%D9%87_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%AF%D8%B1_%D8%A2%D8%BA%D9%88%D8%B4_%DA%AF%D8%B1%D9%81%D8%AA%D9%87\" >\u0633\u0627\u062e\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0641\u0644\u0627\u0633\u06a9 \u0648 \u0627\u0631\u0627\u0626\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0635\u0648\u0631\u062a \u062f\u0631 \u0622\u063a\u0648\u0634 \u06af\u0631\u0641\u062a\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%DA%86%DA%A9_%DA%A9%D8%B1%D8%AF%D9%86_%D8%AF%D8%A7%D8%B4%D8%A8%D9%88%D8%B1%D8%AF\" >\u0686\u06a9 \u06a9\u0631\u062f\u0646 \u062f\u0627\u0634\u0628\u0648\u0631\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D9%86%D8%AA%D8%A7%DB%8C%D8%AC\" >\u0646\u062a\u0627\u06cc\u062c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C_%D9%88_%D9%85%D8%B1%D8%A7%D8%AD%D9%84_%D8%A8%D8%B9%D8%AF%DB%8C\" >\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc \u0648 \u0645\u0631\u0627\u062d\u0644 \u0628\u0639\u062f\u06cc<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D9%85%D8%B1%D8%A7%D8%AD%D9%84_%D8%A8%D8%B9%D8%AF%DB%8C\" >\u0645\u0631\u0627\u062d\u0644 \u0628\u0639\u062f\u06cc<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/%d8%aa%d8%b1%da%a9%db%8c%d8%a8-%d9%85%d8%af%d9%84%d9%87%d8%a7%db%8c-net-aspire%d8%8c-docker-remote-%d9%88-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86-%d8%a8\/#%D9%BE%DB%8C%D9%88%D9%86%D8%AF%D9%87%D8%A7\" >\u067e\u06cc\u0648\u0646\u062f\u0647\u0627<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D8%AA%D8%BA%DB%8C%D8%B1_%D9%85%D8%AD%DB%8C%D8%B7%DB%8C_DOCKER_HOST\"><\/span>\n<p>  \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc DOCKER_HOST<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u06cc\u06a9 Container Runtime \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u06cc\u06a9 CLI \u0648 \u06cc\u06a9 \u0645\u0624\u0644\u0641\u0647 API \u0627\u0633\u062a\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 Docker Daemon \u0631\u0627 \u0631\u0648\u06cc \u0645\u06cc\u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0631\u0627\u0647 \u062f\u0648\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker cli \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0631\u062f.  \u0627\u06cc\u0646 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a <code>kubectl<\/code> \u0648 Kubernetes API \u0628\u0627 \u0647\u0645 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u062a\u0635\u0648\u06cc\u0631 \u0632\u06cc\u0631 \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f. <\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fzyqg6zwhq5bkuetphq69.png\" alt=\"\u0645\u0639\u0645\u0627\u0631\u06cc Docker \u0633\u0637\u062d \u0628\u0627\u0644\u0627\" loading=\"lazy\" width=\"610\" height=\"150\" title=\"\"><\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0631\u0633\u06cc\u062f\u0646 \u0628\u0647 \u0647\u062f\u0641 \u0645\u0627 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Net Aspire\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0631\u0648\u062a\u06a9\u0644 ssh \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc\u0632\u0628\u0627\u0646 \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0631\u0627\u06cc \u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646 \u06a9\u0644\u0627\u06cc\u0646\u062a \u0628\u0647 ssh \u0648\u0627\u0631\u062f \u0634\u0648\u06cc\u0645.\n<ul>\n<li>\u0627\u06cc\u0646 \u062f\u0633\u062a\u06af\u0627\u0647 \u062f\u0627\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc Nvidia \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 NVIDIA Docker \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<\/li>\n<li>\u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc DOCKER_HOST \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f <code>export DOCKER_HOST=ssh:\/\/user@ip_address<\/code> \u062f\u0631 \u0645\u0627\u0634\u06cc\u0646 \u0645\u0634\u062a\u0631\u06cc<\/li>\n<li>\u062f\u0633\u062a\u0648\u0631\u0627\u062a docker \u0631\u0627 \u0637\u0628\u0642 \u0645\u0639\u0645\u0648\u0644 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\n<ul>\n<li>\u062f\u0631 \u0635\u0648\u0631\u062a\u06cc \u06a9\u0647 \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a ssh \u0645\u0648\u0641\u0642\u06cc\u062a \u0622\u0645\u06cc\u0632 \u0628\u0627\u0634\u062f\u060c \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u062f\u0631 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f:<br \/><code>docker -H ssh:\/\/user@ip_address  ps<\/code> <br \/>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 -H \u0648 \u06cc\u06a9 \u0645\u0642\u062f\u0627\u0631 \u0645\u0639\u062a\u0628\u0631 \u0631\u0627 \u0645\u0634\u062e\u0635 \u0645\u06cc \u06a9\u0646\u06cc\u0645 (SSH \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u0627\u0645\u0627 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0646\u06cc\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f)<\/p>\n<p>\u0627\u06cc\u0646 \u062a\u0646\u0647\u0627 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u062a\u0627 \u0628\u062a\u0648\u0627\u0646 \u062f\u0633\u062a\u0648\u0631\u0627\u062a docker \u0631\u0627 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0631\u0627\u0647 \u062f\u0648\u0631 \u062f\u0631 \u0634\u0628\u06a9\u0647 \u0645\u062d\u0644\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1%D9%87%D8%A7%D8%8C_%D8%AA%D8%B1%D8%A7%D9%86%D8%B3%D9%81%D9%88%D8%B1%D9%85%D8%A7%D8%AA%D9%88%D8%B1%D9%87%D8%A7%DB%8C_%D8%A8%DB%8C%D9%86%D8%A7%DB%8C%DB%8C_ViTs_%D9%88_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%DA%86%D9%86%D8%AF%D9%88%D8%AC%D9%87%DB%8C\"><\/span>\n<p>  \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u060c \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc (ViTs) \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0686\u0646\u062f\u0648\u062c\u0647\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0648\u0639 \u0645\u0639\u0645\u0627\u0631\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0647 \u062f\u0631 \u062f\u0631\u06a9 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0627\u0644\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0645\u0648\u062b\u0631 \u0627\u0633\u062a\u060c \u067e\u0630\u06cc\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f.  \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0648\u0644\u06cc\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0628\u0648\u062f\u060c \u0627\u062e\u06cc\u0631\u0627\u064b \u0622\u0646\u0647\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 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\u062a\u0634\u06a9\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0646\u062f.  \u0631\u0645\u0632\u06af\u0630\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc (\u0645\u062a\u0646 \/ \u062a\u0635\u0627\u0648\u06cc\u0631) \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0631\u0645\u0632\u06af\u0634\u0627 \u062e\u0631\u0648\u062c\u06cc \u0631\u0627 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u06a9\u0646\u062f (\u0645\u0627\u0646\u0646\u062f \u062a\u0631\u062c\u0645\u0647 \u0647\u0627 \u06cc\u0627 \u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0627).<\/li>\n<li>\u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0686\u0646\u062f\u0648\u062c\u0647\u06cc: \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0627\u0646\u0646\u062f \u0645\u062a\u0646\u060c \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0635\u062f\u0627 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u0646\u062f.  \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0647\u0633\u062a\u0646\u062f \u0632\u06cc\u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0648\u0627\u0644\u06cc \u0647\u0631 \u0646\u0648\u0639 \u062f\u0627\u062f\u0647 \u0631\u0627 \u067e\u0633 \u0627\u0632 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062c\u0627\u0633\u0627\u0632\u06cc \u0647\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u0646\u062f.<\/li>\n<li>\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u06cc \u0628\u06cc\u0646\u0627\u06cc\u06cc: \u0627\u06cc\u0646 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u062f\u0647 \u0627\u0646\u062f.  \u0622\u0646\u0647\u0627 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0631\u0627 \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0627\u06cc \u0627\u0632 \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 (\u0645\u0627\u0646\u0646\u062f \u0628\u0644\u0648\u06a9\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u062a\u0635\u0648\u06cc\u0631) \u062f\u0631 \u0646\u0638\u0631 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f\u060c \u06a9\u0647 \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0627\u0632 \u0647\u0645\u0627\u0646 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0648 \u062a\u0648\u0644\u06cc\u062f \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0635\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u06cc \u0646\u0645\u0627\u06cc\u0634\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u06cc\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Ollama \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 Hugging Face \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. <\/p>\n<ul>\n<li>\u0627\u0646\u0648\u0627\u0639 Florence-2: \u06cc\u06a9 \u0645\u062f\u0644 \u067e\u0627\u06cc\u0647 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u06a9\u0647 \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0641\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0648 \u0632\u0628\u0627\u0646 \u0628\u06cc\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u0646\u0627\u0628\u0639 \u0646\u0633\u0628\u062a\u0627\u064b \u06a9\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<li>\u0627\u0646\u0648\u0627\u0639 LLaVA: LLaVA \u06cc\u06a9 \u0645\u062f\u0644 \u0686\u0646\u062f\u0648\u062c\u0647\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0635\u0631\u06cc \u0648 \u0632\u0628\u0627\u0646\u06cc \u0647\u0645\u0647 \u0645\u0646\u0638\u0648\u0631\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0686\u062a \u0686\u0634\u0645\u06af\u06cc\u0631 \u0628\u0627 \u062a\u0642\u0644\u06cc\u062f \u0627\u0632 \u0631\u0648\u062d GPT-4 \u0686\u0646\u062f \u0648\u062c\u0647\u06cc \u062f\u0633\u062a \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f.<\/li>\n<\/ul>\n<p>Ollama \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u0645\u062a\u0646 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc LLM \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f.  Ollama \u06cc\u06a9 cli \u0648 cli \u0645\u062d\u0644\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0642\u0627\u062f\u0631 \u0628\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0627\u0633\u062a\u060c \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0634\u0639\u0627\u0631 \u0622\u0646\u0647\u0627 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u06a9\u0646\u062f: &#8220;\u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af \u0628\u0644\u0646\u062f \u0634\u0648\u06cc\u062f \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f&#8221;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%B3%DB%8C%D8%B3%D8%AA%D9%85\"><\/span>\n<p>  \u0627\u062c\u0632\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u067e\u0633 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Net Aspire \u0647\u0645\u0647 \u0622\u0646 \u0647\u0627 \u0631\u0627 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0642\u0631\u0627\u0631 \u062f\u0647\u06cc\u0645\u061f <\/p>\n<p>\u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0634\u0627\u0645\u0644 \u062a\u0635\u0648\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647 \u0627\u0633\u062a \u0648 \u0628\u0627\u06cc\u062f \u0628\u0627 \u06cc\u06a9 \u0645\u06cc\u0632\u0628\u0627\u0646 Docker \u0645\u0639\u062a\u0628\u0631 \u06a9\u0627\u0631 \u06a9\u0646\u062f \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0647\u0645\u0647 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0633\u0628\u06a9 \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f \u0648 \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0628\u0639\u062f\u0627\u064b \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<p>\u067e\u0631\u0648\u0698\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n<ul>\n<li>\u06cc\u06a9 API Net \u0628\u0631\u0627\u06cc \u0631\u0633\u06cc\u062f\u06af\u06cc \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646\/\u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0639\u06a9\u0633\u200c\u0647\u0627 \u0648 \u0627\u0631\u0633\u0627\u0644 \u0622\u0646\u200c\u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u062a\u0648\u0628\u0648\u0633<\/li>\n<li>\u06cc\u06a9 \u06a9\u0627\u0631\u06af\u0631 \u067e\u0633\u200c\u0632\u0645\u06cc\u0646\u0647 \u06a9\u0647 \u0628\u0647 \u067e\u06cc\u0627\u0645\u200c\u0647\u0627 \u06af\u0648\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0627\u0639\u0645\u0627\u0644 \u0648\u0627\u0631\u062f\u0627\u062a\/\u062e\u0644\u0627\u0635\u0647 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<li>\u06cc\u06a9 \u0638\u0631\u0641 Ollama \u06a9\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc LLaVA \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Ollama http API \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>\u06cc\u06a9 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Flask \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Florence-2 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc Http API \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li>RabbitMq\u060c PostgreSQL\u060c PgAdmin\u060c <\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F4tkjb73nx3ju460o3iap.png\" alt=\"\u0628\u0631\u0631\u0633\u06cc \u0627\u062c\u0645\u0627\u0644\u06cc \u0633\u06cc\u0633\u062a\u0645\" loading=\"lazy\" width=\"786\" height=\"410\" title=\"\"><\/p>\n<h2><span class=\"ez-toc-section\" id=\"Net_Aspire\"><\/span>\n<p>  Net Aspire<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06af\u0631\u0686\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0648\u0644\u06cc\u0647 \u0627\u0632 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f\u0646 \u0639\u06a9\u0633\u200c\u0647\u0627 \u0627\u062e\u06cc\u0631\u0627\u064b \u06cc\u06a9 \u0639\u0644\u0627\u0642\u0647 \u0634\u062e\u0635\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0646\u06af\u06cc\u0632\u0647 \u067e\u0634\u062a \u0627\u06cc\u0646 \u067e\u0633\u062a \u0639\u0645\u062f\u062a\u0627\u064b \u0646\u0627\u0634\u06cc \u0627\u0632 \u06a9\u0646\u062c\u06a9\u0627\u0648\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0642\u0627\u06cc\u0633\u0647 Net Aspire \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u06cc\u0632\u06cc \u0645\u0627\u0646\u0646\u062f Docker Compose \u0627\u0633\u062a. <\/p>\n<p>Net Aspire \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0647\u0645\u0627\u0647\u0646\u06af\u200c\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0645\u062d\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u0627\u062c\u0632\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f C# \u062a\u0648\u0635\u06cc\u0641 \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644 \u06a9\u0646\u06cc\u0645.  \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u062e\u0648\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062d\u062a\u06cc \u06af\u0632\u0627\u0631\u0634\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0627\u0632 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0633\u0627\u062e\u062a\u200c\u0645\u0627\u0646 \u0647\u0633\u062a\u06cc\u0645 \u0648 \u0627\u062c\u0632\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0622\u0646\u0647\u0627 \u0634\u06a9\u0627\u06cc\u062a \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%DA%A9%D8%B1%D8%A8%D9%86%D8%AF%DB%8C_%D9%88_%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_%D8%B8%D8%B1%D9%88%D9%81_%D8%A7%D8%B2_%D8%B1%D8%A7%D9%87_%D8%AF%D9%88%D8%B1_%D8%A8%D9%87_%D8%B5%D9%88%D8%B1%D8%AA_%D8%B4%D9%81%D8%A7%D9%81\"><\/span>\n<p>  \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u0638\u0631\u0648\u0641 \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u0634\u0641\u0627\u0641<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0627 \u0628\u0627 Docker CLI \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0631\u06cc\u0645\u060c \u0628\u0633\u062a\u0647 \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a\u060c Daemon Docker \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062a\u0639\u0627\u0645\u0644 \u0647\u0633\u062a\u06cc\u0645 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u06cc\u06af\u0631\u06cc \u0628\u0627\u0634\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight json\"><code><span class=\"w\">    <\/span><span class=\"nl\">\"http-remote-host-with-gpu\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">{<\/span><span class=\"w\">\n      <\/span><span class=\"nl\">\"commandName\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"Project\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n      <\/span><span class=\"nl\">\"dotnetRunMessages\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"p\">,<\/span><span class=\"w\">\n      <\/span><span class=\"nl\">\"launchBrowser\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"kc\">true<\/span><span class=\"p\">,<\/span><span class=\"w\">\n      <\/span><span class=\"nl\">\"applicationUrl\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"http:\/\/localhost:15273\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n      <\/span><span class=\"nl\">\"environmentVariables\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"p\">{<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"DOCKER_HOST\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"ssh:\/\/user@ip_address\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"ENABLE_NVIDIA_DOCKER\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"true\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"VISION_MODEL\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"llava:13b\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"FLORENCE_MODEL\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"Florence-2-large-ft\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"ASPNETCORE_ENVIRONMENT\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"Development\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"DOTNET_ENVIRONMENT\"<\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"Development\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n        <\/span><span class=\"nl\">\"ASPIRE_ALLOW_UNSECURED_TRANSPORT\"<\/span><span class=\"w\"> <\/span><span class=\"p\">:<\/span><span class=\"w\"> <\/span><span class=\"s2\">\"true\"<\/span><span class=\"p\">,<\/span><span class=\"w\">\n      <\/span><span class=\"p\">}<\/span><span class=\"w\">\n    <\/span><span class=\"p\">}<\/span><span class=\"w\">\n<\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0632\u06cc\u0631 \u0645\u06cc \u0628\u06cc\u0646\u06cc\u0645\u060c \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 <code>DOCKER_HOST<\/code> \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc \u062f\u0631 launch settings.json \u0628\u0631\u0627\u06cc Apphost \u062a\u0646\u0647\u0627 \u06a9\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<ul>\n<li>DOCKER_HOST: \u06a9\u0627\u0631\u0628\u0631 \u0648 \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627\u06cc \u0645\u0627 \u0631\u0627 \u062f\u0627\u0631\u062f \u0648 \u0627\u062c\u0627\u0632\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u062e\u0627\u0635 \u0627\u0632 \u0637\u0631\u06cc\u0642 ssh \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f.<\/li>\n<li>ENABLE_NVIDIA_DOCKER: \u0628\u0631\u0627\u06cc Ollama \u0627\u0645\u06a9\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 NVIdia Docker \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0628\u0647 \u0634\u0631\u0637 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u0627\u0634\u06cc\u0646 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0627\u0632 \u0622\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0646\u062f.  \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0628\u062f\u0648\u0646 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u06cc\u0632\u0628\u0627\u0646 Docker\u060c Nvidia Docker \u0631\u0627 \u062f\u0631 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0628\u0627 \u0627\u0631\u0633\u0627\u0644 \u0622\u0631\u06af\u0648\u0645\u0627\u0646 \u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 &#8220;&#8211;gpus=all&#8221; \u0628\u0647 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0645\u0627\u0646\u0646\u062f \u0632\u06cc\u0631 \u0641\u0639\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u0647\u0645 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0633\u062a\u06af\u0627\u0647\u06cc \u06a9\u0647 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627 \u0631\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645 (\u0645\u062d\u0644\u06cc \u06cc\u0627 \u063a\u06cc\u0631\u0645\u062d\u0644\u06cc) \u062f\u0627\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc Nvidia \u0633\u0627\u0632\u06af\u0627\u0631 \u0648 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc Nvidia Docker \u0628\u0627\u0634\u062f.  \u062f\u0631 \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0627\u0648\u0628\u0648\u0646\u062a\u0648\u060c \u0645\u0646 \u0627\u0632 \u067e\u0634\u062a\u0647 Lambda \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0646\u0638\u0648\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645.\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight csharp\"><code><span class=\"k\">if<\/span> <span class=\"p\">(<\/span><span class=\"n\">useGpu<\/span><span class=\"p\">)<\/span>\n<span class=\"p\">{<\/span>\n    <span class=\"n\">ollamaResourceBuilder<\/span><span class=\"p\">.<\/span><span class=\"nf\">WithContainerRuntimeArgs<\/span><span class=\"p\">(<\/span><span class=\"s\">\"--gpus=all\"<\/span><span class=\"p\">);<\/span>\n<span class=\"p\">}<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u067e\u0631\u0686\u0645\u200c\u0647\u0627\u06cc \u0628\u0627\u0644\u0627 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0645\u0627 \u06cc\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u06cc\u0627 \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u067e\u0631\u0648\u0698\u0647 Aspire \u062e\u0648\u062f \u0631\u0627 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645.  \u0627\u06cc\u0646 \u0628\u0647 \u0635\u0648\u0631\u062a \u0634\u0641\u0627\u0641 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc\u200c\u0627\u0641\u062a\u062f\u060c \u0632\u06cc\u0631\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u0647\u06cc\u0686 \u0639\u0645\u0644\u06cc \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u0645\u062d\u0644\u06cc \u06cc\u0627 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0646\u062f\u0627\u0631\u06cc\u062f.<\/p>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0627\u06cc\u0646 \u0628\u0631\u0627\u06cc \u062a\u062c\u0631\u0628\u0647 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0627 \u0634\u0641\u0627\u0641 \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0628\u062f\u0648\u0646 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0646 \u0627\u06cc\u0646\u06a9\u0647 Docker Host \u0627\u0632 \u0686\u0647 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0647\u0645\u0627\u0646 \u0631\u0648\u0634 \u0627\u0634\u06a9\u0627\u0644\u200c\u0632\u062f\u0627\u06cc\u06cc\/\u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"%DA%AF%D9%88%DA%86%D8%A7%D8%B3\"><\/span>\n<p>  \u06af\u0648\u0686\u0627\u0633<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u0627\u06af\u0631\u0686\u0647 \u0627\u06cc\u0646 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0642\u0648\u0627\u0646\u06cc\u0646 \u0627\u0633\u0627\u0633\u06cc Docker \u0647\u0645\u0686\u0646\u0627\u0646 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f.  \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636\u200c\u0647\u0627\u060c \u0648 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645\u060c \u067e\u0648\u0631\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0641\u0642\u0637 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0645\u0627\u0634\u06cc\u0646 \u0645\u062d\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 localhost \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0648\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 IP Lan \u0645\u06cc\u0632\u0628\u0627\u0646 docker \u0628\u0647 \u0627\u06cc\u0646 \u062e\u062f\u0645\u0627\u062a \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645 \u0648 \u0646\u06af\u0627\u0634\u062a \u067e\u0648\u0631\u062a \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0631\u0627\u0628\u0637 \u0634\u0628\u06a9\u0647 \u0635\u062d\u06cc\u062d \u062f\u0631 \u0645\u0639\u0631\u0636 \u062f\u06cc\u062f \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u062f. <\/p>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645\u060c \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0627\u06cc\u062f \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0631\u0627 \u0628\u0647 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u062a\u0632\u0631\u06cc\u0642 \u06a9\u0646\u06cc\u0645.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u062a\u0635\u0627\u0644 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 Localhost \u062f\u0627\u0631\u062f\u060c \u0627\u0645\u0627 \u0627\u06af\u0631 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 db \u0645\u0627 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0628\u0627\u0634\u062f\u060c \u0628\u0627\u06cc\u062f \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 ip\/port \u0635\u062d\u06cc\u062d \u062f\u0631 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u0645\u0631\u0628\u0648\u0637\u0647 \u0645\u0646\u0639\u06a9\u0633 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u062e\u062f\u0645\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u0645\u0637\u0627\u0628\u0642 \u0627\u0646\u062a\u0638\u0627\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n<p>\u0646\u06a9\u0627\u062a \u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0628\u0639\u062f\u06cc \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A7%D9%81%D8%B2%D9%88%D8%AF%D9%86_%D9%85%D9%86%D8%A8%D8%B9_%D8%A7%D9%88%D9%84%D9%84%D8%A7%D9%85%D8%A7\"><\/span>\n<p>  \u0627\u0641\u0632\u0648\u062f\u0646 \u0645\u0646\u0628\u0639 \u0627\u0648\u0644\u0644\u0627\u0645\u0627<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062a\u0648\u0633\u0639\u0647 \u067e\u0630\u06cc\u0631\u06cc \u0627\u0637\u0631\u0627\u0641 Aspire \u0639\u0627\u0644\u06cc \u0627\u0633\u062a \u0648 Jason Fauchelle \u0627\u0632 RAYGUN \u0645\u0642\u0627\u0644\u0647 \u0639\u0627\u0644\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0627\u062f\u063a\u0627\u0645 Ollama \u0628\u0627 Aspire \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u06a9\u062f \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u06cc\u0646 \u0646\u0633\u062e\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u0627\u0633\u062a.  \u06a9\u062f \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0627\u0633\u062a.<\/p>\n<ul>\n<li>\u06cc\u06a9 \u0645\u0646\u0628\u0639 \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f OlamaResource.cs\n<ul>\n<li>\u0645\u0633\u0626\u0648\u0644:<\/li>\n<li>\u06af\u0631\u0641\u062a\u0646 \u0631\u0627\u0628\u0637 \u067e\u0648\u0631\u062a\/\u0634\u0628\u06a9\u0647 \u200b\u200b\u0628\u0631\u0627\u06cc \u0627\u062a\u0635\u0627\u0644<\/li>\n<li>\u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0631\u0634\u062a\u0647 \u0627\u062a\u0635\u0627\u0644 \u0635\u062d\u06cc\u062d<\/li>\n<li>\u06af\u0631\u0641\u062a\u0646 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0646\u0627\u0645 \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f\u060c <\/li>\n<\/ul>\n<\/li>\n<li>\u067e\u0633\u0648\u0646\u062f\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0647\u0645\u0627\u0647\u0646\u06af \u06a9\u0631\u062f\u0646 \u0645\u0646\u0628\u0639 OllamaResourceBuilderExtensions \u062a\u0639\u0631\u06cc\u0641 \u06a9\u0646\u06cc\u062f\n<ul>\n<li>\u0645\u0633\u0626\u0648\u0644:<\/li>\n<li>\u062a\u0639\u0631\u06cc\u0641 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631 \u0645\u0627\u0646\u0646\u062f \u062a\u0635\u0648\u06cc\u0631\u060c \u0628\u0631\u0686\u0633\u0628 \u0648 \u062d\u062c\u0645<\/li>\n<li>\u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc GPU \u0628\u0631\u0627\u06cc Container<\/li>\n<li>\u0627\u06af\u0631 \u0631\u0648\u06cc \u0647\u0627\u0633\u062a \u062f\u0627\u06a9\u0631 \u0631\u0627\u0647 \u062f\u0648\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f\u060c \u0631\u0627\u0628\u0637 \u0635\u062d\u06cc\u062d \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0627\u06af\u0631 \u0645\u06cc\u0632\u0628\u0627\u0646 \u0631\u0627\u0647 \u062f\u0648\u0631 \u062a\u0646\u0638\u06cc\u0645 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0632 \u0644\u0648\u06a9\u0627\u0644 \u0647\u0627\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\u062a\u0639\u0631\u06cc\u0641 \u06cc\u06a9 \u0642\u0644\u0627\u0628 \u0686\u0631\u062e\u0647 \u062d\u06cc\u0627\u062a OlamaResourceLifecycleHook\n<ul>\n<li>\u0645\u0633\u0626\u0648\u0644\u06cc\u062a \u0647\u0627:<\/li>\n<li>\u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0634\u0627\u0631 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc\u200c\u0647\u0627 \u0647\u0646\u06af\u0627\u0645 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0647\u200c\u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f.\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight csharp\"><code>\n<span class=\"c1\">\/\/ Define the resource and pass the parameters from the environment variables.<\/span>\n\n<span class=\"kt\">var<\/span> <span class=\"n\">ollamaContainer<\/span> <span class=\"p\">=<\/span> <span class=\"n\">builder<\/span><span class=\"p\">.<\/span><span class=\"nf\">AddOllama<\/span><span class=\"p\">(<\/span><span class=\"n\">hostIpAddress<\/span><span class=\"p\">:<\/span> <span class=\"n\">dockerHost<\/span><span class=\"p\">,<\/span> <span class=\"n\">modelName<\/span><span class=\"p\">:<\/span> <span class=\"n\">ollamaVisionModel<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">useGpu<\/span><span class=\"p\">:<\/span> <span class=\"n\">enableNvidiaDocker<\/span><span class=\"p\">);<\/span>\n\n<span class=\"c1\">\/\/ Any other service depending on will have correct connection string injected after     .WithReference(ollamaContainer) call.<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0628\u0627 \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u0647\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u0627\u0632 IOllamaApiClient \u062f\u0631 \u06a9\u062f \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0632 \u0637\u0631\u06cc\u0642 API \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight csharp\"><code>  <span class=\"k\">private<\/span> <span class=\"k\">async<\/span> <span class=\"n\">Task<\/span><span class=\"p\"><span class=\"n\">ConversationContextWithResponse<\/span><span class=\"p\">?&gt;<\/span> <span class=\"nf\">RunPrompt<\/span><span class=\"p\">(<\/span><span class=\"kt\">string<\/span> <span class=\"n\">modelName<\/span><span class=\"p\">,<\/span> <span class=\"kt\">string<\/span> <span class=\"n\">prompt<\/span><span class=\"p\">,<\/span> <span class=\"kt\">long<\/span><span class=\"p\">[]?<\/span> <span class=\"n\">context<\/span><span class=\"p\">,<\/span> <span class=\"kt\">string<\/span><span class=\"p\">?<\/span> <span class=\"n\">base64Image<\/span><span class=\"p\">)<\/span>\n    <span class=\"p\">{<\/span>\n        <span class=\"kt\">var<\/span> <span class=\"n\">attempt<\/span> <span class=\"p\">=<\/span> <span class=\"m\">0<\/span><span class=\"p\">;<\/span>\n\n        <span class=\"kt\">var<\/span> <span class=\"n\">request<\/span> <span class=\"p\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nf\">GenerateCompletionRequest<\/span><span class=\"p\">()<\/span>\n        <span class=\"p\">{<\/span>\n            <span class=\"n\">Prompt<\/span> <span class=\"p\">=<\/span> <span class=\"n\">prompt<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">Model<\/span> <span class=\"p\">=<\/span> <span class=\"n\">modelName<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">Stream<\/span> <span class=\"p\">=<\/span> <span class=\"k\">false<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">Context<\/span> <span class=\"p\">=<\/span> <span class=\"n\">context<\/span><span class=\"p\">,<\/span>\n            <span class=\"n\">Images<\/span> <span class=\"p\">=<\/span> <span class=\"kt\">string<\/span><span class=\"p\">.<\/span><span class=\"nf\">IsNullOrEmpty<\/span><span class=\"p\">(<\/span><span class=\"n\">base64Image<\/span><span class=\"p\">)<\/span> <span class=\"p\">?<\/span> <span class=\"k\">null<\/span> <span class=\"p\">:<\/span> <span class=\"p\">[<\/span><span class=\"n\">base64Image<\/span><span class=\"p\">]<\/span>\n        <span class=\"p\">};<\/span>\n\n        <span class=\"kt\">var<\/span> <span class=\"n\">result<\/span> <span class=\"p\">=<\/span> <span class=\"k\">await<\/span> <span class=\"n\">ollamaApiClient<\/span><span class=\"p\">.<\/span><span class=\"nf\">GetCompletion<\/span><span class=\"p\">(<\/span><span class=\"n\">request<\/span><span class=\"p\">);<\/span>\n        <span class=\"k\">while<\/span><span class=\"p\">(<\/span><span class=\"kt\">string<\/span><span class=\"p\">.<\/span><span class=\"nf\">IsNullOrEmpty<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">?.<\/span><span class=\"n\">Response<\/span><span class=\"p\">)<\/span> <span class=\"p\">&amp;&amp;<\/span> <span class=\"n\">attempt<\/span><span class=\"p\">++<\/span> <span class=\"p\"> <span class=\"n\">MaxRetryAttempts<\/span><span class=\"p\">)<\/span>\n        <span class=\"p\">{<\/span>\n            <span class=\"n\">result<\/span> <span class=\"p\">=<\/span> <span class=\"k\">await<\/span> <span class=\"n\">ollamaApiClient<\/span><span class=\"p\">.<\/span><span class=\"nf\">GetCompletion<\/span><span class=\"p\">(<\/span><span class=\"n\">request<\/span><span class=\"p\">);<\/span>\n        <span class=\"p\">}<\/span>\n\n        <span class=\"k\">return<\/span> <span class=\"n\">result<\/span><span class=\"p\">;<\/span>\n    <span class=\"p\">}<\/span>\n<\/span><\/span><\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%D8%AE%D8%AA_%D8%A7%D9%BE%D9%84%DB%8C%DA%A9%DB%8C%D8%B4%D9%86_%D9%81%D9%84%D8%A7%D8%B3%DA%A9_%D9%88_%D8%A7%D8%B1%D8%A7%D8%A6%D9%87_%D9%85%D8%AF%D9%84_%D9%87%D8%A7%DB%8C_%D8%B5%D9%88%D8%B1%D8%AA_%D8%AF%D8%B1_%D8%A2%D8%BA%D9%88%D8%B4_%DA%AF%D8%B1%D9%81%D8%AA%D9%87\"><\/span>\n<p>  \u0633\u0627\u062e\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u0641\u0644\u0627\u0633\u06a9 \u0648 \u0627\u0631\u0627\u0626\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0635\u0648\u0631\u062a \u062f\u0631 \u0622\u063a\u0648\u0634 \u06af\u0631\u0641\u062a\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062e\u0648\u0634\u0628\u062e\u062a\u0627\u0646\u0647\u060c \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u06cc\u06a9 \u0628\u0633\u062a\u0647 Aspire \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u062c\u0627\u0632\u0647 \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u0627 \u0645\u06cc \u062f\u0647\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0645\u0627 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0627\u0646\u062c\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062f\u0627\u0631\u06cc\u0645\u060c \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062a\u0645\u0631\u06a9\u0632 \u0631\u0648\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646.<\/p>\n<p>\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u0645 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0646\u0648\u06cc\u0633\u06cc\u0645 \u0648 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0648\u0628 API \u0627\u0632 \u0637\u0631\u06cc\u0642 Flask \u06cc\u0627 \u0645\u0648\u0627\u0631\u062f \u0645\u0634\u0627\u0628\u0647 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u0645 \u0648 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u067e\u0631\u0648\u0698\u0647 Aspire \u0645\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u0634\u0648\u062f\u060c \u0622\u0646 \u0631\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0646\u06cc\u0645.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u062c\u0627\u06cc\u0632\u0647\u060c \u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc OpenTelemetry \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0627\u06cc\u06af\u0627\u0646 \u062f\u0631\u06cc\u0627\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u062f \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0628\u0631 \u0631\u0648\u06cc \u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644 Floerence-2 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0627\u0632 Huggingface \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0627\u0646\u0648\u0627\u0639 \u067e\u0627\u06cc\u0647 Florence-2 \u0646\u0633\u0628\u062a\u0627\u064b \u0633\u0628\u06a9 \u0647\u0633\u062a\u0646\u062f \u062a\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f.<\/p>\n<p>\u0628\u0647 \u0634\u0631\u0637\u06cc \u06a9\u0647 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0645\u062e\u0632\u0646 Aspire-Python \u0645\u0633\u062a\u0646\u062f \u0634\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u06cc\u0645\u060c \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc API Python \u0627\u0632 \u0645\u06cc\u0632\u0628\u0627\u0646 Aspire \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight csharp\"><code>\n<span class=\"kt\">var<\/span> <span class=\"n\">flaskAppFlorenceApi<\/span> <span class=\"p\">=<\/span> <span class=\"n\">builder<\/span><span class=\"p\">.<\/span><span class=\"nf\">AddFlaskProjectWithVirtualEnvironment<\/span><span class=\"p\">(<\/span><span class=\"s\">\"florence2api\"<\/span><span class=\"p\">,<\/span> \n    <span class=\"s\">\"..\/PhotoSearch.Florence2.API\/src\"<\/span><span class=\"p\">)<\/span>    <span class=\"p\">.<\/span><span class=\"nf\">WithEnvironment<\/span><span class=\"p\">(<\/span><span class=\"s\">\"FLORENCE_MODEL\"<\/span><span class=\"p\">,<\/span><span class=\"n\">Environment<\/span><span class=\"p\">.<\/span><span class=\"nf\">GetEnvironmentVariable<\/span><span class=\"p\">(<\/span><span class=\"s\">\"FLORENCE_MODEL\"<\/span><span class=\"p\">))<\/span>\n    <span class=\"p\">.<\/span><span class=\"nf\">WithEnvironment<\/span><span class=\"p\">(<\/span><span class=\"s\">\"PYTHONUNBUFFERED\"<\/span><span class=\"p\">,<\/span><span class=\"s\">\"0\"<\/span><span class=\"p\">);<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0645\u0648\u0627\u0631\u062f \u0641\u0648\u0642 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0639\u0645\u0648\u0644 \u062f\u0631 Aspire Apphost \u062e\u0648\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u0645 \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0631\u0634\u062a\u0647\u200c\u0647\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u062a\u0632\u0631\u06cc\u0642 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0631\u0634\u062a\u0647 \u0647\u0627\u06cc \u0627\u062a\u0635\u0627\u0644 \u062f\u0631 \u0645\u06cc\u0632\u0628\u0627\u0646 Aspire \u0646\u06cc\u0633\u062a.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u062f\u063a\u0627\u0645 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 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id=\"%DA%86%DA%A9_%DA%A9%D8%B1%D8%AF%D9%86_%D8%AF%D8%A7%D8%B4%D8%A8%D9%88%D8%B1%D8%AF\"><\/span>\n<p>  \u0686\u06a9 \u06a9\u0631\u062f\u0646 \u062f\u0627\u0634\u0628\u0648\u0631\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0632\u06cc\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0631\u062f\u06cc\u0627\u0628\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0627\u0632 \u067e\u0633\u200c\u0632\u0645\u06cc\u0646\u0647 \u06a9\u0627\u0631\u06af\u0631 \u0645\u0646\u0634\u0623 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f\u060c \u0647\u0646\u06af\u0627\u0645 \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc florence2api \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u0648 \u0633\u067e\u0633 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u06af\u0633\u062a\u0631\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u0633\u0631\u0648\u06cc\u0633 Python \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0633\u200c\u0648\u200c\u062c\u0648\u0647\u0627\u06ccgene_caption \u0648 object_detection \u0628\u0628\u06cc\u0646\u06cc\u0645.  \u0628\u062f\u0648\u0646 \u062f\u0631\u062f\u0633\u0631 \u0632\u06cc\u0627\u062f\u060c \u0645\u0627 \u0631\u062f\u06cc\u0627\u0628\u06cc \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u062d\u062a\u06cc \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u0628\u0627\u0646 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u062e\u0648\u062f \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F1smn9nqp3xlk6pgqv6nb.png\" alt=\"\u062e\u0644\u0627\u0635\u0647 \u0631\u062f\u06cc\u0627\u0628\u06cc\" loading=\"lazy\" width=\"800\" height=\"131\" title=\"\"><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2F6xia3zrv9rbg21ibbczd.png\" alt=\"\u062c\u0632\u0626\u06cc\u0627\u062a \u0631\u062f\u06cc\u0627\u0628\u06cc\" loading=\"lazy\" width=\"800\" height=\"164\" title=\"\"><\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0627 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 http \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc API \u0628\u0631\u0627\u06cc \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u0639\u06a9\u0633 \u0647\u0627 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src=\"https:\/\/media.dev.to\/cdn-cgi\/image\/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Fxnkjyjftq8ggjjiah2bs.png\" alt=\"\u0639\u06a9\u0633 \u06a9\u0646\u0633\u0631\u062a AC\/DC. \" loading=\"lazy\" width=\"640\" height=\"426\" title=\"\"><\/p>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0645\u062f\u0644<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<th>\u0627\u0634\u06cc\u0627\u0621<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0644\u0627\u0648\u0627: 7b<\/td>\n<td>\u062a\u0635\u0648\u06cc\u0631 \u0635\u062d\u0646\u0647 \u06a9\u0646\u0633\u0631\u062a \u067e\u0631 \u062c\u0646\u0628 \u0648 \u062c\u0648\u0634\u06cc \u0631\u0627 \u062b\u0628\u062a \u0645\u06cc \u06a9\u0646\u062f.  \u0635\u062d\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u062f\u0631 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0622\u0631\u0645 \u0646\u0645\u0627\u062f\u06cc\u0646 AC\/DC 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