{"id":109698,"date":"2025-05-19T23:01:19","date_gmt":"2025-05-19T18:31:19","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/"},"modified":"2025-05-19T23:01:19","modified_gmt":"2025-05-19T18:31:19","slug":"%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/","title":{"rendered":"\u0627\u0632 \u0635\u062f\u0627 \u0628\u0647 \u0645\u062a\u0646: \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 \u0648 API \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646"},"content":{"rendered":"<div data-article-id=\"2503357\" id=\"article-body\">\n<p><em>\u0633\u0644\u0627\u0645 \u0645\u0646 Shrijith Venkatrama \u060c \u0628\u0646\u06cc\u0627\u0646\u06af\u0630\u0627\u0631 Hexmos \u0647\u0633\u062a\u0645. \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u060c \u0645\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0633\u0627\u062e\u062a LiveApi \u0647\u0633\u062a\u0645 \u060c \u0627\u0648\u0644\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631 \u0646\u0648\u0639 \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0641\u0647\u0631\u0633\u062a \u0628\u0646\u062f\u06cc \u0646\u0642\u0627\u0637 \u067e\u0627\u06cc\u0627\u0646\u06cc API \u062f\u0631 \u062a\u0645\u0627\u0645 \u0645\u062e\u0627\u0632\u0646 \u0634\u0645\u0627. LiveApi \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u06a9\u0634\u0641 \u060c \u062f\u0631\u06a9 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u0647\u0627 \u062f\u0631 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0632\u0631\u06af \u0628\u0627 \u0633\u0647\u0648\u0644\u062a \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/em><\/p>\n<p>\u0641\u0646\u0627\u0648\u0631\u06cc \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u0646\u062f\u0647 \u0628\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc\u06cc \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc \u0635\u062f\u0627 \u060c \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u06cc\u0627 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06a9\u0647 \u0622\u06cc\u0627 \u0634\u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u0628\u0631\u062f\u0627\u0631\u06cc \u060c \u06cc\u06a9 \u062f\u0633\u062a\u06cc\u0627\u0631 \u0645\u062c\u0627\u0632\u06cc \u06cc\u0627 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u062f\u06a9\u0633\u062a \u0647\u0633\u062a\u06cc\u062f \u060c <strong>API \u0647\u0627 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646<\/strong> \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u0648\u0642\u062a \u0648 \u062a\u0644\u0627\u0634 \u0634\u0645\u0627 \u0635\u0631\u0641\u0647 \u062c\u0648\u06cc\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u060c \u0645\u0627 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 API \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0648 \u062e\u0648\u062f \u0645\u06cc\u0632\u0628\u0627\u0646 \u060c \u0628\u0627 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627 \u0648 \u062c\u0632\u0626\u06cc\u0627\u062a \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u0641\u0631\u0648 \u0645\u06cc \u0631\u0648\u06cc\u0645.<\/p>\n<p>\u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 7 \u0627\u0628\u0632\u0627\u0631 \u0648 API \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0628\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f \u060c \u0628\u0627 \u062c\u062f\u0627\u0648\u0644 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0633\u0631\u06cc\u0639 \u060c \u0642\u0637\u0639\u0647 \u0647\u0627\u06cc \u06a9\u062f \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0646\u06a9\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0622\u0646. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0634\u0631\u0648\u0639 \u06a9\u0646\u06cc\u0645<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_81 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 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%DA%86%D8%B1%D8%A7_%DA%AF%D9%81%D8%AA%D8%A7%D8%B1_%D8%A8%D9%87_%D9%85%D8%AA%D9%86_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D9%88%D8%B3%D8%B9%D9%87_%D8%AF%D9%87%D9%86%D8%AF%DA%AF%D8%A7%D9%86_%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D8%AF%D8%A7%D8%B1%D8%AF\" >\u0686\u0631\u0627 \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f<\/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%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#Google_Cloud_%DA%AF%D9%81%D8%AA%D8%A7%D8%B1_%D8%A8%D9%87_%D9%85%D8%AA%D9%86_%D9%82%D8%AF%D8%B1%D8%AA_%D9%88_%D9%85%D9%82%DB%8C%D8%A7%D8%B3\" >Google Cloud \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646: \u0642\u062f\u0631\u062a \u0648 \u0645\u0642\u06cc\u0627\u0633<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\" >\u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D9%85%D8%AB%D8%A7%D9%84_%D8%B1%D9%88%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D8%A7%D8%B2_%DB%8C%DA%A9_%D9%81%D8%A7%DB%8C%D9%84_%D8%B5%D9%88%D8%AA%DB%8C\" >\u0645\u062b\u0627\u0644: \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0635\u0648\u062a\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#Assemblyai_%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1_%D8%A8%D8%A7_%D8%AA%D9%88%D8%B3%D8%B9%D9%87_%D8%AF%D9%87%D9%86%D8%AF%D9%87_%D9%88_%D9%85%D9%82%D8%B1%D9%88%D9%86_%D8%A8%D9%87_%D8%B5%D8%B1%D9%81%D9%87\" >Assemblyai: \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u0648 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-2\" >\u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/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%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D9%85%D8%AB%D8%A7%D9%84_%D8%B1%D9%88%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D8%AF%D8%B1_%D8%B2%D9%85%D8%A7%D9%86_%D9%88%D8%A7%D9%82%D8%B9%DB%8C\" >\u0645\u062b\u0627\u0644: \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#Deepspeech_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2\" >Deepspeech: \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-3\" >\u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D9%85%D8%AB%D8%A7%D9%84_%D8%B1%D9%88%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D8%A8%D8%A7_Deepspeech\" >\u0645\u062b\u0627\u0644: \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0628\u0627 Deepspeech<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%B2%D9%85%D8%B2%D9%85%D9%87_%D8%AA%D9%88%D8%B3%D8%B7_Openai_%D8%AA%D8%B7%D8%A8%DB%8C%D9%82_%D9%BE%D8%B0%DB%8C%D8%B1%DB%8C_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2\" >\u0632\u0645\u0632\u0645\u0647 \u062a\u0648\u0633\u0637 Openai: \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-4\" >\u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D9%85%D8%AB%D8%A7%D9%84_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%B2%D9%85%D8%B2%D9%85%D9%87\" >\u0645\u062b\u0627\u0644: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u0645\u0632\u0645\u0647<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_%DA%AF%D9%81%D8%AA%D8%A7%D8%B1_%D9%85%D8%A7%DB%8C%DA%A9%D8%B1%D9%88%D8%B3%D8%A7%D9%81%D8%AA_%D9%84%D8%A7%D8%AC%D9%88%D8%B1%D8%AF_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%AF%D8%B1%D8%AC%D9%87_%D8%B3%D8%A7%D8%B2%D9%85%D8%A7%D9%86%DB%8C\" >\u0633\u0631\u0648\u06cc\u0633 \u06af\u0641\u062a\u0627\u0631 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0644\u0627\u062c\u0648\u0631\u062f: \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062f\u0631\u062c\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u06cc<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-5\" >\u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%AC%D8%AF%D9%88%D9%84_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_API_%D9%87%D8%A7%DB%8C_%D9%85%D8%A8%D8%AA%D9%86%DB%8C_%D8%A8%D8%B1_%D8%A7%D8%A8%D8%B1\" >\u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647: API \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%DA%A9%D8%A7%D9%84%D8%AF%DB%8C_%D8%A7%D9%86%D8%B9%D8%B7%D8%A7%D9%81_%D9%BE%D8%B0%DB%8C%D8%B1%DB%8C_%D8%AE%D9%88%D8%AF_%D9%85%DB%8C%D8%B2%D8%A8%D8%A7%D9%86_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D8%A7%D8%B1%D8%B4%D9%86%D8%A7%D8%B3%D8%A7%D9%86\" >\u06a9\u0627\u0644\u062f\u06cc: \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u062e\u0648\u062f \u0645\u06cc\u0632\u0628\u0627\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-6\" >\u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D9%85%D8%AB%D8%A7%D9%84_%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C_%DA%A9%D8%A7%D9%84%D8%AF%DB%8C\" >\u0645\u062b\u0627\u0644: \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0627\u0635\u0644\u06cc \u06a9\u0627\u0644\u062f\u06cc<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_API_%D9%87%D8%A7%DB%8C_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2_%D8%AF%D8%B1_%D9%85%D9%82%D8%A7%D8%A8%D9%84_%D8%A7%D8%A8%D8%B1\" >\u0645\u0642\u0627\u06cc\u0633\u0647 API \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0627\u0628\u0631<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%d8%b2-%d8%b5%d8%af%d8%a7-%d8%a8%d9%87-%d9%85%d8%aa%d9%86-%da%a9%d8%a7%d9%88%d8%b4-%d8%af%d8%b1-%d8%a7%d8%a8%d8%b2%d8%a7%d8%b1%d9%87%d8%a7%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1-%d8%a8%d9%87\/#%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D9%85%D9%86%D8%A7%D8%B3%D8%A8_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%AE%D9%88%D8%AF\" >\u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%B1%D8%A7_%DA%AF%D9%81%D8%AA%D8%A7%D8%B1_%D8%A8%D9%87_%D9%85%D8%AA%D9%86_%D8%A8%D8%B1%D8%A7%DB%8C_%D8%AA%D9%88%D8%B3%D8%B9%D9%87_%D8%AF%D9%87%D9%86%D8%AF%DA%AF%D8%A7%D9%86_%D8%A7%D9%87%D9%85%DB%8C%D8%AA_%D8%AF%D8%A7%D8%B1%D8%AF\"><\/span>\n<p>  \u0686\u0631\u0627 \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0647\u0645\u06cc\u062a \u062f\u0627\u0631\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 (STT) \u06a9\u0644\u0645\u0627\u062a \u06af\u0641\u062a\u0627\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0645\u062a\u0646 \u0646\u0648\u0634\u062a\u0627\u0631\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0648\u0631\u0648\u062f\u06cc \u0635\u062f\u0627 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u062f\u0631 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06a9\u062a\u0647 \u060c \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0631\u0627\u0628\u0637 \u0647\u0627\u06cc \u06a9\u0646\u062a\u0631\u0644 \u0634\u062f\u0647 \u0635\u062f\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. <strong>\u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0627\u0632 STT \u0628\u0647\u0631\u0647 \u0645\u0646\u062f \u0645\u06cc \u0634\u0648\u0646\u062f<\/strong> \u0627\u0632 \u0622\u0646\u062c\u0627 \u06a9\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0646\u062a\u0632\u0627\u0639 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0631\u0648\u06cc \u0645\u0646\u0637\u0642 \u0628\u0631\u0646\u0627\u0645\u0647 \u062a\u0645\u0631\u06a9\u0632 \u06a9\u0646\u06cc\u062f. \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0634\u0627\u0645\u0644 \u062f\u0642\u062a \u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646 \u060c \u0647\u0632\u06cc\u0646\u0647 \u0648 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 (\u0627\u0628\u0631 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062e\u0648\u062f \u0645\u06cc\u0632\u0628\u0627\u0646\u06cc) \u0627\u0633\u062a.<\/p>\n<p>\u0645\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0631\u0627 \u06a9\u0647 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u062a\u0623\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0627\u0632 API \u0647\u0627\u06cc \u0631\u0627\u06cc\u06af\u0627\u0646 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0645\u06cc\u0632\u0628\u0627\u0646 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0622\u06af\u0627\u0647 \u0627\u0632 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u06a9\u0634\u0641 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Google_Cloud_%DA%AF%D9%81%D8%AA%D8%A7%D8%B1_%D8%A8%D9%87_%D9%85%D8%AA%D9%86_%D9%82%D8%AF%D8%B1%D8%AA_%D9%88_%D9%85%D9%82%DB%8C%D8%A7%D8%B3\"><\/span>\n<p>  Google Cloud \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646: \u0642\u062f\u0631\u062a \u0648 \u0645\u0642\u06cc\u0627\u0633<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>Google Cloud \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646<\/strong> \u06cc\u06a9 API \u0642\u0648\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u0631\u0627\u06cc \u062f\u0642\u062a \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0622\u0646 \u0627\u0633\u062a <strong>\u0628\u06cc\u0634 \u0627\u0632 120 \u0632\u0628\u0627\u0646<\/strong>\u0628\u0634\u0631 \u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u06cc\u0627 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u062f\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0634\u0627\u0645\u0644 \u0646\u06af\u0627\u0631\u0634\u06cc \u0627\u062a\u0648\u0645\u0627\u062a\u06cc\u06a9 \u060c \u062f\u06cc\u0627\u06cc\u0631\u06cc\u0632\u0627\u0633\u06cc\u0648\u0646 \u0628\u0644\u0646\u062f\u06af\u0648 (\u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0628\u0644\u0646\u062f\u06af\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641) \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0646\u0648\u06cc\u0632-\u0631\u0627\u0648\u0628 \u0627\u0633\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C\"><\/span>\n<p>  \u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc<\/strong>: \u0628\u0631\u0627\u06cc 60 \u062f\u0642\u06cc\u0642\u0647 \u0627\u0648\u0644 \u062f\u0631 \u0645\u0627\u0647 \u0631\u0627\u06cc\u06af\u0627\u0646 \u060c \u0633\u067e\u0633 0.006-0.024 \u062f\u0644\u0627\u0631 \u062f\u0631 \u0647\u0631 15 \u062b\u0627\u0646\u06cc\u0647.<\/li>\n<li>\n<strong>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u0639\u0646\u0648\u0627\u0646 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0635\u0648\u062a\u06cc \u060c \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0645\u0631\u06a9\u0632 \u062a\u0645\u0627\u0633.<\/li>\n<li>\n<strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<\/strong>: \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0648 Google Cloud \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D8%B1%D9%88%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D8%A7%D8%B2_%DB%8C%DA%A9_%D9%81%D8%A7%DB%8C%D9%84_%D8%B5%D9%88%D8%AA%DB%8C\"><\/span>\n<p>  \u0645\u062b\u0627\u0644: \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0635\u0648\u062a\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 WAV \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API Google \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0634\u0645\u0627 \u0628\u0647 \u06cc\u06a9 \u062d\u0633\u0627\u0628 \u06a9\u0627\u0631\u0628\u0631\u06cc Google Cloud \u0648 File JSON \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">os<\/span>\n<span class=\"kn\">from<\/span> <span class=\"n\">google.cloud<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">speech_v1p1beta1<\/span> <span class=\"k\">as<\/span> <span class=\"n\">speech<\/span>\n\n<span class=\"c1\"># Set up Google Cloud credentials\n<\/span><span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"sh\">\"<\/span><span class=\"s\">GOOGLE_APPLICATION_CREDENTIALS<\/span><span class=\"sh\">\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">path\/to\/your\/credentials.json<\/span><span class=\"sh\">\"<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">transcribe_audio<\/span><span class=\"p\">(<\/span><span class=\"n\">audio_file_path<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">client<\/span> <span class=\"o\">=<\/span> <span class=\"n\">speech<\/span><span class=\"p\">.<\/span><span class=\"nc\">SpeechClient<\/span><span class=\"p\">()<\/span>\n\n    <span class=\"c1\"># Read audio file\n<\/span>    <span class=\"k\">with<\/span> <span class=\"nf\">open<\/span><span class=\"p\">(<\/span><span class=\"n\">audio_file_path<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">rb<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">audio_file<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">content<\/span> <span class=\"o\">=<\/span> <span class=\"n\">audio_file<\/span><span class=\"p\">.<\/span><span class=\"nf\">read<\/span><span class=\"p\">()<\/span>\n\n    <span class=\"n\">audio<\/span> <span class=\"o\">=<\/span> <span class=\"n\">speech<\/span><span class=\"p\">.<\/span><span class=\"nc\">RecognitionAudio<\/span><span class=\"p\">(<\/span><span class=\"n\">content<\/span><span class=\"o\">=<\/span><span class=\"n\">content<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">config<\/span> <span class=\"o\">=<\/span> <span class=\"n\">speech<\/span><span class=\"p\">.<\/span><span class=\"nc\">RecognitionConfig<\/span><span class=\"p\">(<\/span>\n        <span class=\"n\">encoding<\/span><span class=\"o\">=<\/span><span class=\"n\">speech<\/span><span class=\"p\">.<\/span><span class=\"n\">RecognitionConfig<\/span><span class=\"p\">.<\/span><span class=\"n\">AudioEncoding<\/span><span class=\"p\">.<\/span><span class=\"n\">LINEAR16<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">sample_rate_hertz<\/span><span class=\"o\">=<\/span><span class=\"mi\">16000<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">language_code<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">en-US<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># Perform transcription\n<\/span>    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">client<\/span><span class=\"p\">.<\/span><span class=\"nf\">recognize<\/span><span class=\"p\">(<\/span><span class=\"n\">config<\/span><span class=\"o\">=<\/span><span class=\"n\">config<\/span><span class=\"p\">,<\/span> <span class=\"n\">audio<\/span><span class=\"o\">=<\/span><span class=\"n\">audio<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">for<\/span> <span class=\"n\">result<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">results<\/span><span class=\"p\">:<\/span>\n        <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Transcript: <\/span><span class=\"si\">{<\/span><span class=\"n\">result<\/span><span class=\"p\">.<\/span><span class=\"n\">alternatives<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">].<\/span><span class=\"n\">transcript<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"c1\"># Output example: Transcript: Hello world this is a test\n<\/span>\n<span class=\"nf\">transcribe_audio<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">sample.wav<\/span><span class=\"sh\">\"<\/span><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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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><strong>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/strong>: \u0646\u0635\u0628 <code>google-cloud-speech<\/code> \u0628\u0627 <code>pip install google-cloud-speech<\/code>\u0628\u0634\u0631 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u067e\u0631\u0648\u0646\u062f\u0647 WAV \u0634\u0645\u0627 PCM 16 \u0628\u06cc\u062a\u06cc \u062f\u0631 16kHz \u0627\u0633\u062a.<\/p>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f<\/strong>: \u0627\u0633\u0646\u0627\u062f \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 Google Cloud<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Assemblyai_%D8%B3%D8%A7%D8%B2%DA%AF%D8%A7%D8%B1_%D8%A8%D8%A7_%D8%AA%D9%88%D8%B3%D8%B9%D9%87_%D8%AF%D9%87%D9%86%D8%AF%D9%87_%D9%88_%D9%85%D9%82%D8%B1%D9%88%D9%86_%D8%A8%D9%87_%D8%B5%D8%B1%D9%81%D9%87\"><\/span>\n<p>  Assemblyai: \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u0648 \u0645\u0642\u0631\u0648\u0646 \u0628\u0647 \u0635\u0631\u0641\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0645\u062c\u0627\u0644\u0633<\/strong> \u06cc\u06a9 API \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u062e\u0634 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0645\u0648\u0636\u0648\u0639 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u06a9\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0639\u0627\u0644\u06cc \u0627\u0633\u062a <strong>\u0627\u062f\u063a\u0627\u0645 \u0633\u0631\u06cc\u0639<\/strong> \u0628\u062f\u0648\u0646 \u062a\u0646\u0638\u06cc\u0645 \u0633\u0646\u06af\u06cc\u0646<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-2\"><\/span>\n<p>  \u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc<\/strong>: \u0631\u062f\u06cc\u0641 \u0631\u0627\u06cc\u06af\u0627\u0646 (\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062d\u062f\u0648\u062f) \u060c \u0633\u067e\u0633 0.015-0.025 \u062f\u0644\u0627\u0631 \u062f\u0631 \u062f\u0642\u06cc\u0642\u0647.<\/li>\n<li>\n<strong>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u062f\u06a9\u0633\u062a \u060c \u0639\u0646\u0648\u0627\u0646 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u060c \u0631\u0628\u0627\u062a \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc.<\/li>\n<li>\n<strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<\/strong>: \u06a9\u0645\u062a\u0631 \u0627\u0632 Google (20 \u067e\u0648\u0646\u062f \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0634\u062f\u0647).<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D8%B1%D9%88%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D8%AF%D8%B1_%D8%B2%D9%85%D8%A7%D9%86_%D9%88%D8%A7%D9%82%D8%B9%DB%8C\"><\/span>\n<p>  \u0645\u062b\u0627\u0644: \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a Node.js \u0627\u0632 API WebSocket Assemblyai \u0628\u0631\u0627\u06cc \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight javascript\"><code><span class=\"kd\">const<\/span> <span class=\"nx\">WebSocket<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">require<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">ws<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n<span class=\"kd\">const<\/span> <span class=\"nx\">API_KEY<\/span> <span class=\"o\">=<\/span> <span class=\"dl\">'<\/span><span class=\"s1\">your-assemblyai-api-key<\/span><span class=\"dl\">'<\/span><span class=\"p\">;<\/span>\n\n<span class=\"kd\">const<\/span> <span class=\"nx\">socket<\/span> <span class=\"o\">=<\/span> <span class=\"k\">new<\/span> <span class=\"nc\">WebSocket<\/span><span class=\"p\">(<\/span><span class=\"s2\">`wss:\/\/api.assemblyai.com\/v2\/realtime\/ws?sample_rate=16000`<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span>\n  <span class=\"na\">headers<\/span><span class=\"p\">:<\/span> <span class=\"p\">{<\/span> <span class=\"na\">authorization<\/span><span class=\"p\">:<\/span> <span class=\"nx\">API_KEY<\/span> <span class=\"p\">}<\/span>\n<span class=\"p\">});<\/span>\n\n<span class=\"nx\">socket<\/span><span class=\"p\">.<\/span><span class=\"nf\">on<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">open<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">()<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">{<\/span>\n  <span class=\"nx\">console<\/span><span class=\"p\">.<\/span><span class=\"nf\">log<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">Connected to AssemblyAI<\/span><span class=\"dl\">'<\/span><span class=\"p\">);<\/span>\n  <span class=\"c1\">\/\/ Send audio data (simulated here)<\/span>\n  <span class=\"nx\">socket<\/span><span class=\"p\">.<\/span><span class=\"nf\">send<\/span><span class=\"p\">(<\/span><span class=\"nx\">JSON<\/span><span class=\"p\">.<\/span><span class=\"nf\">stringify<\/span><span class=\"p\">({<\/span> <span class=\"na\">audio_data<\/span><span class=\"p\">:<\/span> <span class=\"nx\">Buffer<\/span><span class=\"p\">.<\/span><span class=\"k\">from<\/span><span class=\"p\">(<\/span><span class=\"dl\">''<\/span><span class=\"p\">).<\/span><span class=\"nf\">toString<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">base64<\/span><span class=\"dl\">'<\/span><span class=\"p\">)<\/span> <span class=\"p\">}));<\/span>\n<span class=\"p\">});<\/span>\n\n<span class=\"nx\">socket<\/span><span class=\"p\">.<\/span><span class=\"nf\">on<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">message<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">(<\/span><span class=\"nx\">data<\/span><span class=\"p\">)<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"p\">{<\/span>\n  <span class=\"kd\">const<\/span> <span class=\"nx\">msg<\/span> <span class=\"o\">=<\/span> <span class=\"nx\">JSON<\/span><span class=\"p\">.<\/span><span class=\"nf\">parse<\/span><span class=\"p\">(<\/span><span class=\"nx\">data<\/span><span class=\"p\">);<\/span>\n  <span class=\"k\">if <\/span><span class=\"p\">(<\/span><span class=\"nx\">msg<\/span><span class=\"p\">.<\/span><span class=\"nx\">text<\/span><span class=\"p\">)<\/span> <span class=\"p\">{<\/span>\n    <span class=\"nx\">console<\/span><span class=\"p\">.<\/span><span class=\"nf\">log<\/span><span class=\"p\">(<\/span><span class=\"s2\">`Transcript: <\/span><span class=\"p\">${<\/span><span class=\"nx\">msg<\/span><span class=\"p\">.<\/span><span class=\"nx\">text<\/span><span class=\"p\">}<\/span><span class=\"s2\">`<\/span><span class=\"p\">);<\/span>\n    <span class=\"c1\">\/\/ Output example: Transcript: Testing real-time transcription<\/span>\n  <span class=\"p\">}<\/span>\n<span class=\"p\">});<\/span>\n\n<span class=\"nx\">socket<\/span><span class=\"p\">.<\/span><span class=\"nf\">on<\/span><span class=\"p\">(<\/span><span class=\"dl\">'<\/span><span class=\"s1\">error<\/span><span class=\"dl\">'<\/span><span class=\"p\">,<\/span> <span class=\"p\">(<\/span><span class=\"nx\">err<\/span><span class=\"p\">)<\/span> <span class=\"o\">=&gt;<\/span> <span class=\"nx\">console<\/span><span class=\"p\">.<\/span><span class=\"nf\">error<\/span><span class=\"p\">(<\/span><span class=\"nx\">err<\/span><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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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><strong>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/strong>: \u0646\u0635\u0628 <code>ws<\/code> \u0628\u0627 <code>npm install ws<\/code>\u0628\u0634\u0631 \u062a\u0639\u0648\u06cc\u0636 \u06a9\u0631\u062f\u0646 <code>API_KEY<\/code> \u0628\u0627 \u06a9\u0644\u06cc\u062f Assemblyai. \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644 \u0648\u0631\u0648\u062f\u06cc \u0635\u0648\u062a\u06cc \u0631\u0627 \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u062f\u0631 \u0639\u0645\u0644 \u060c \u0634\u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u06cc\u06a9\u0631\u0648\u0641\u0648\u0646 \u0631\u0627 \u067e\u062e\u0634 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f<\/strong>: \u0627\u0633\u0646\u0627\u062f Assemblyai<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Deepspeech_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2\"><\/span>\n<p>  Deepspeech: \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u06af\u0641\u062a\u0627\u0631 \u0639\u0645\u06cc\u0642<\/strong>\u060c \u06a9\u0647 \u062a\u0648\u0633\u0637 \u0645\u0648\u0632\u06cc\u0644\u0627 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u060c \u06cc\u06a9 \u0627\u0633\u062a <strong>\u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/strong> \u0645\u0648\u062a\u0648\u0631 \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Tensorflow. \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc <strong>\u0632\u06cc\u0631<\/strong> \u06cc\u0627 <strong>\u062e\u0648\u062f \u0633\u062a\u0627<\/strong> \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0627\u0645\u0627 \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-3\"><\/span>\n<p>  \u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc<\/strong>: \u0631\u0627\u06cc\u06af\u0627\u0646 (\u0645\u0646\u0628\u0639 \u0628\u0627\u0632).<\/li>\n<li>\n<strong>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u062f\u06cc\u06a9\u062a\u0647 \u0622\u0641\u0644\u0627\u06cc\u0646 \u060c \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u060c \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062e\u0635\u0648\u0635\u06cc.<\/li>\n<li>\n<strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<\/strong>: \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646 \u0645\u062d\u062f\u0648\u062f (\u0645\u062f\u0644 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0642\u0648\u06cc \u062a\u0631\u06cc\u0646 \u0627\u0633\u062a).<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D8%B1%D9%88%D9%86%D9%88%DB%8C%D8%B3%DB%8C_%D8%A8%D8%A7_Deepspeech\"><\/span>\n<p>  \u0645\u062b\u0627\u0644: \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0628\u0627 Deepspeech<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0632 DeepSpeech \u0628\u0631\u0627\u06cc \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 WAV \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"n\">deepspeech<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">Model<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">wave<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">numpy<\/span> <span class=\"k\">as<\/span> <span class=\"n\">np<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">transcribe_audio<\/span><span class=\"p\">(<\/span><span class=\"n\">audio_file_path<\/span><span class=\"p\">):<\/span>\n    <span class=\"c1\"># Load model and scorer\n<\/span>    <span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">Model<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">deepspeech-0.9.3-models.pbmm<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">enableExternalScorer<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">deepspeech-0.9.3-models.scorer<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># Read WAV file\n<\/span>    <span class=\"k\">with<\/span> <span class=\"n\">wave<\/span><span class=\"p\">.<\/span><span class=\"nf\">open<\/span><span class=\"p\">(<\/span><span class=\"n\">audio_file_path<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">rb<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span> <span class=\"k\">as<\/span> <span class=\"n\">w<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">rate<\/span> <span class=\"o\">=<\/span> <span class=\"n\">w<\/span><span class=\"p\">.<\/span><span class=\"nf\">getframerate<\/span><span class=\"p\">()<\/span>\n        <span class=\"n\">frames<\/span> <span class=\"o\">=<\/span> <span class=\"n\">w<\/span><span class=\"p\">.<\/span><span class=\"nf\">readframes<\/span><span class=\"p\">(<\/span><span class=\"n\">w<\/span><span class=\"p\">.<\/span><span class=\"nf\">getnframes<\/span><span class=\"p\">())<\/span>\n        <span class=\"n\">audio<\/span> <span class=\"o\">=<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"nf\">frombuffer<\/span><span class=\"p\">(<\/span><span class=\"n\">frames<\/span><span class=\"p\">,<\/span> <span class=\"n\">np<\/span><span class=\"p\">.<\/span><span class=\"n\">int16<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># Transcribe\n<\/span>    <span class=\"n\">text<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">stt<\/span><span class=\"p\">(<\/span><span class=\"n\">audio<\/span><span class=\"p\">)<\/span>\n    <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Transcript: <\/span><span class=\"si\">{<\/span><span class=\"n\">text<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"c1\"># Output example: Transcript: hello this is a test\n<\/span>\n<span class=\"nf\">transcribe_audio<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">sample.wav<\/span><span class=\"sh\">\"<\/span><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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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><strong>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/strong>: \u0646\u0635\u0628 <code>deepspeech<\/code> \u0628\u0627 <code>pip install deepspeech<\/code>\u0628\u0634\u0631 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0646\u0633\u062e\u0647 \u0647\u0627\u06cc DeepSpeech. \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 Mono WAV 16 \u06a9\u06cc\u0644\u0648\u0647\u0631\u062a\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B2%D9%85%D8%B2%D9%85%D9%87_%D8%AA%D9%88%D8%B3%D8%B7_Openai_%D8%AA%D8%B7%D8%A8%DB%8C%D9%82_%D9%BE%D8%B0%DB%8C%D8%B1%DB%8C_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2\"><\/span>\n<p>  \u0632\u0645\u0632\u0645\u0647 \u062a\u0648\u0633\u0637 Openai: \u062a\u0637\u0628\u06cc\u0642 \u067e\u0630\u06cc\u0631\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0632\u0645\u0632\u0645\u0647 \u06a9\u0631\u062f\u0646<\/strong>\u060c \u06cc\u06a9 \u0645\u062f\u0644 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062a\u0648\u0633\u0637 OpenAI \u060c \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f <strong>\u062f\u0642\u062a \u0628\u0627\u0644\u0627<\/strong> \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f <strong>\u0686\u0646\u062f\u06cc\u0646 \u0632\u0628\u0627\u0646<\/strong>\u0628\u0634\u0631 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u06cc\u0627 \u0631\u0648\u06cc \u0633\u0631\u0648\u0631 \u0634\u0645\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f \u060c \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0645\u06cc \u06a9\u0646\u062f <strong>\u062e\u0648\u062f \u0633\u062a\u0627<\/strong> \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627 \u0627\u06cc\u0646 \u062c\u062f\u06cc\u062f\u062a\u0631 \u0627\u0632 Deepspeech \u0627\u0633\u062a \u0648 \u0627\u063a\u0644\u0628 \u0627\u0632 \u0622\u0646 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-4\"><\/span>\n<p>  \u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc<\/strong>: \u0631\u0627\u06cc\u06af\u0627\u0646 (\u0645\u0646\u0628\u0639 \u0628\u0627\u0632).<\/li>\n<li>\n<strong>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647 \u060c \u062a\u062d\u0642\u06cc\u0642 \u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646.<\/li>\n<li>\n<strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<\/strong>: \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0639\u062a\u0631 \u0628\u0647 GPU \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D8%A7%D8%B3%D8%AA%D9%81%D8%A7%D8%AF%D9%87_%D8%A7%D8%B2_%D8%B2%D9%85%D8%B2%D9%85%D9%87\"><\/span>\n<p>  \u0645\u062b\u0627\u0644: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u0645\u0632\u0645\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0632\u0645\u0632\u0645\u0647 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u0635\u0648\u062a\u06cc \u0631\u0627 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">whisper<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">transcribe_audio<\/span><span class=\"p\">(<\/span><span class=\"n\">audio_file_path<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">model<\/span> <span class=\"o\">=<\/span> <span class=\"n\">whisper<\/span><span class=\"p\">.<\/span><span class=\"nf\">load_model<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">base<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">model<\/span><span class=\"p\">.<\/span><span class=\"nf\">transcribe<\/span><span class=\"p\">(<\/span><span class=\"n\">audio_file_path<\/span><span class=\"p\">)<\/span>\n    <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Transcript: <\/span><span class=\"si\">{<\/span><span class=\"n\">result<\/span><span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">text<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span><span class=\"si\">}<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"c1\"># Output example: Transcript: This is a sample audio for testing\n<\/span>\n<span class=\"nf\">transcribe_audio<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">sample.mp3<\/span><span class=\"sh\">\"<\/span><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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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><strong>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/strong>: \u0646\u0635\u0628 <code>whisper<\/code> \u0628\u0627 <code>pip install openai-whisper<\/code>\u0628\u0634\u0631 \u0628\u0627 MP3 \u060c WAV \u0648 \u0642\u0627\u0644\u0628 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0645\u062f\u0644 &#8220;\u067e\u0627\u06cc\u0647&#8221; \u0633\u0628\u06a9 \u0627\u0633\u062a. \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0627\u0634\u062a\u0646 GPU \u0627\u0632 &#8220;\u0628\u0632\u0631\u06af&#8221; \u0628\u0631\u0627\u06cc \u062f\u0642\u062a \u0628\u0647\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f<\/strong>: Whisper GitHub<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_%DA%AF%D9%81%D8%AA%D8%A7%D8%B1_%D9%85%D8%A7%DB%8C%DA%A9%D8%B1%D9%88%D8%B3%D8%A7%D9%81%D8%AA_%D9%84%D8%A7%D8%AC%D9%88%D8%B1%D8%AF_%D9%88%DB%8C%DA%98%DA%AF%DB%8C_%D9%87%D8%A7%DB%8C_%D8%AF%D8%B1%D8%AC%D9%87_%D8%B3%D8%A7%D8%B2%D9%85%D8%A7%D9%86%DB%8C\"><\/span>\n<p>  \u0633\u0631\u0648\u06cc\u0633 \u06af\u0641\u062a\u0627\u0631 \u0645\u0627\u06cc\u06a9\u0631\u0648\u0633\u0627\u0641\u062a \u0644\u0627\u062c\u0648\u0631\u062f: \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062f\u0631\u062c\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0633\u0631\u0648\u06cc\u0633 \u06af\u0641\u062a\u0627\u0631 \u0644\u0627\u062c\u0648\u0631\u062f<\/strong> \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0648 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062f\u0633\u062a\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646 \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0642\u0648\u06cc \u0628\u0631\u0627\u06cc <strong>\u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc<\/strong> \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0627\u062f\u063a\u0627\u0645 \u0628\u0627 \u062e\u062f\u0645\u0627\u062a \u0644\u0627\u062c\u0648\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-5\"><\/span>\n<p>  \u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc<\/strong>: \u0631\u062f\u06cc\u0641 \u0631\u0627\u06cc\u06af\u0627\u0646 (5 \u0633\u0627\u0639\u062a \u062f\u0631 \u0645\u0627\u0647) \u060c \u0633\u067e\u0633 $ 1\/\u0633\u0627\u0639\u062a.<\/li>\n<li>\n<strong>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: Call Center Analytics \u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc.<\/li>\n<li>\n<strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<\/strong>: \u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u060c \u0641\u0642\u0637 \u0627\u0628\u0631.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AC%D8%AF%D9%88%D9%84_%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_API_%D9%87%D8%A7%DB%8C_%D9%85%D8%A8%D8%AA%D9%86%DB%8C_%D8%A8%D8%B1_%D8%A7%D8%A8%D8%B1\"><\/span>\n<p>  \u062c\u062f\u0648\u0644 \u0645\u0642\u0627\u06cc\u0633\u0647: API \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0646\u0634\u0627\u0646<\/th>\n<th>\u0627\u0628\u0631 \u06af\u0648\u06af\u0644<\/th>\n<th>\u0645\u062c\u0627\u0644\u0633<\/th>\n<th>\u06af\u0641\u062a\u0627\u0631 \u0644\u0627\u062c\u0648\u0631\u062f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u0632\u0628\u0627\u0646\u0647\u0627<\/strong><\/td>\n<td>120+<\/td>\n<td>20 \u067e\u0648\u0646\u062f<\/td>\n<td>100+<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0631\u062f\u06cc\u0641 \u0631\u0627\u06cc\u06af\u0627\u0646<\/strong><\/td>\n<td>60 \u062f\u0642\u06cc\u0642\u0647 \u062f\u0631 \u0645\u0627\u0647<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f<\/td>\n<td>5 \u0633\u0627\u0639\u062a \u062f\u0631 \u0645\u0627\u0647<\/td>\n<\/tr>\n<tr>\n<td><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/strong><\/td>\n<td>\u0628\u0644\u0647<\/td>\n<td>\u0628\u0644\u0647<\/td>\n<td>\u0628\u0644\u0647<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc (\u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0631\u0627\u06cc\u06af\u0627\u0646)<\/strong><\/td>\n<td>$ 0.006-0.024 $\/15s<\/td>\n<td>0.015 \u062f\u0644\u0627\u0631-0.025 \u062f\u0644\u0627\u0631 \u062f\u0631 \u062f\u0642\u06cc\u0642\u0647<\/td>\n<td>1 \u062f\u0644\u0627\u0631\/\u0633\u0627\u0639\u062a<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f<\/strong>: \u0627\u0633\u0646\u0627\u062f \u06af\u0641\u062a\u0627\u0631 \u0644\u0627\u062c\u0648\u0631\u062f<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%DA%A9%D8%A7%D9%84%D8%AF%DB%8C_%D8%A7%D9%86%D8%B9%D8%B7%D8%A7%D9%81_%D9%BE%D8%B0%DB%8C%D8%B1%DB%8C_%D8%AE%D9%88%D8%AF_%D9%85%DB%8C%D8%B2%D8%A8%D8%A7%D9%86_%D8%A8%D8%B1%D8%A7%DB%8C_%DA%A9%D8%A7%D8%B1%D8%B4%D9%86%D8%A7%D8%B3%D8%A7%D9%86\"><\/span>\n<p>  \u06a9\u0627\u0644\u062f\u06cc: \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u062e\u0648\u062f \u0645\u06cc\u0632\u0628\u0627\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\u0628\u0627\u0642\u06cc \u0645\u0627\u0646\u062f\u0647<\/strong> \u0627\u0633\u062a <strong>\u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/strong> \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u060c \u0628\u0631\u0627\u06cc \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0633\u06cc\u0627\u0631 \u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645 \u0627\u0633\u062a \u0627\u0645\u0627 \u0645\u0646\u062d\u0646\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0634\u06cc\u0628 \u062f\u0627\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AC%D8%B2%D8%A6%DB%8C%D8%A7%D8%AA_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C-6\"><\/span>\n<p>  \u062c\u0632\u0626\u06cc\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0642\u06cc\u0645\u062a \u06af\u0630\u0627\u0631\u06cc<\/strong>: \u0631\u0627\u06cc\u06af\u0627\u0646 (\u0645\u0646\u0628\u0639 \u0628\u0627\u0632).<\/li>\n<li>\n<strong>\u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u060c \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u060c \u0632\u0628\u0627\u0646\u0647\u0627\u06cc \u0637\u0627\u0642\u0686\u0647.<\/li>\n<li>\n<strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627<\/strong>: \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u060c \u0647\u06cc\u0686 \u0645\u062f\u0644 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646.<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%AB%D8%A7%D9%84_%D8%B1%D8%A7%D9%87_%D8%A7%D9%86%D8%AF%D8%A7%D8%B2%DB%8C_%D8%A7%D8%B5%D9%84%DB%8C_%DA%A9%D8%A7%D9%84%D8%AF%DB%8C\"><\/span>\n<p>  \u0645\u062b\u0627\u0644: \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0627\u0635\u0644\u06cc \u06a9\u0627\u0644\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Kaldi \u0628\u0647 \u06cc\u06a9 \u062a\u0646\u0638\u06cc\u0645 \u0633\u0641\u0627\u0631\u0634\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a Bash \u0628\u0631\u0627\u06cc \u062a\u0647\u06cc\u0647 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc (\u0633\u0627\u062f\u0647 \u0634\u062f\u0647) \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code><span class=\"c\">#!\/bin\/bash<\/span>\n\n<span class=\"c\"># Clone Kaldi and install dependencies<\/span>\ngit clone https:\/\/github.com\/kaldi-asr\/kaldi.git\n<span class=\"nb\">cd <\/span>kaldi\/tools\nmake\n\n<span class=\"c\"># Download sample model (e.g., VoxForge)<\/span>\nwget http:\/\/kaldi-asr.org\/models\/voxforge_model.tar.gz\n<span class=\"nb\">tar<\/span> <span class=\"nt\">-xvzf<\/span> voxforge_model.tar.gz\n\n<span class=\"c\"># Run transcription (example command)<\/span>\n<span class=\"nb\">cd<\/span> ..\/src\/online2bin\n.\/online2-wav-nnet3-latgen-faster <span class=\"nt\">--config<\/span><span class=\"o\">=<\/span>conf\/online.conf model sample.wav\n<span class=\"c\"># Output example: Transcript written to output.txt<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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><strong>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc<\/strong>: \u0628\u0647 \u0644\u06cc\u0646\u0648\u06a9\u0633 \u060c \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f OpenBlas \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0633\u0631\u06cc\u0639 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u0645\u0627\u0646\u0646\u062f VoxForge \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u067e\u06cc\u0648\u0646\u062f<\/strong>: \u06a9\u0627\u0644\u062f\u06cc \u06af\u06cc\u062a\u0648\u0628<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%82%D8%A7%DB%8C%D8%B3%D9%87_API_%D9%87%D8%A7%DB%8C_%D9%85%D9%86%D8%A8%D8%B9_%D8%A8%D8%A7%D8%B2_%D8%AF%D8%B1_%D9%85%D9%82%D8%A7%D8%A8%D9%84_%D8%A7%D8%A8%D8%B1\"><\/span>\n<p>  \u0645\u0642\u0627\u06cc\u0633\u0647 API \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u0627\u0628\u0631<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0633\u0631\u06cc\u0639 \u06af\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0648 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0628\u0631\u0627\u06cc \u06a9\u0645\u06a9 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u062a\u0635\u0645\u06cc\u0645 \u06af\u06cc\u0631\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<div class=\"table-wrapper-paragraph\">\n<table>\n<thead>\n<tr>\n<th>\u0627\u0628\u0632\u0627\u0631\/API<\/th>\n<th>\u0646\u0648\u0639<\/th>\n<th>\u0645\u06cc\u0632\u0628\u0627\u0646<\/th>\n<th>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0632\u0628\u0627\u0646\u06cc<\/th>\n<th>\u0633\u0647\u0648\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/th>\n<th>\u0647\u0632\u06cc\u0646\u0647<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u06af\u0641\u062a\u0627\u0631 \u0639\u0645\u06cc\u0642<\/strong><\/td>\n<td>\u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/td>\n<td>\u062e\u0648\u062f \u0633\u062a\u0627<\/td>\n<td>\u0645\u062d\u062f\u0648\u062f (\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc)<\/td>\n<td>\u0645\u0639\u062a\u0627\u062f<\/td>\n<td>\u0631\u0627\u06cc\u06af\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0632\u0645\u0632\u0645\u0647 \u06a9\u0631\u062f\u0646<\/strong><\/td>\n<td>\u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/td>\n<td>\u062e\u0648\u062f \u0633\u062a\u0627<\/td>\n<td>\u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647<\/td>\n<td>\u0622\u0633\u0627\u0646<\/td>\n<td>\u0631\u0627\u06cc\u06af\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0628\u0627\u0642\u06cc \u0645\u0627\u0646\u062f\u0647<\/strong><\/td>\n<td>\u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/td>\n<td>\u062e\u0648\u062f \u0633\u062a\u0627<\/td>\n<td>\u0642\u0627\u0628\u0644 \u062a\u0646\u0638\u06cc\u0645<\/td>\n<td>\u0633\u062e\u062a<\/td>\n<td>\u0631\u0627\u06cc\u06af\u0627\u0646<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0627\u0628\u0631 \u06af\u0648\u06af\u0644<\/strong><\/td>\n<td>API \u0627\u0628\u0631\u06cc<\/td>\n<td>\u0627\u0628\u0631\u06cc<\/td>\n<td>120+<\/td>\n<td>\u0622\u0633\u0627\u0646<\/td>\n<td>\u067e\u0631\u062f\u0627\u062e\u062a \u0634\u062f\u0647<\/td>\n<\/tr>\n<tr>\n<td><strong>\u0645\u062c\u0627\u0644\u0633<\/strong><\/td>\n<td>API \u0627\u0628\u0631\u06cc<\/td>\n<td>\u0627\u0628\u0631\u06cc<\/td>\n<td>20 \u067e\u0648\u0646\u062f<\/td>\n<td>\u0622\u0633\u0627\u0646<\/td>\n<td>\u067e\u0631\u062f\u0627\u062e\u062a \u0634\u062f\u0647<\/td>\n<\/tr>\n<tr>\n<td><strong>\u06af\u0641\u062a\u0627\u0631 \u0644\u0627\u062c\u0648\u0631\u062f<\/strong><\/td>\n<td>API \u0627\u0628\u0631\u06cc<\/td>\n<td>\u0627\u0628\u0631\u06cc<\/td>\n<td>100+<\/td>\n<td>\u0645\u0639\u062a\u0627\u062f<\/td>\n<td>\u067e\u0631\u062f\u0627\u062e\u062a \u0634\u062f\u0647<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p><strong>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632<\/strong> \u0645\u0627\u0646\u0646\u062f Whisper \u0648 Deepspeech \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u06cc\u0627 \u062d\u0633\u0627\u0633 \u0628\u0647 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0633\u062a \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f. <strong>API \u0647\u0627\u06cc \u0627\u0628\u0631\u06cc<\/strong> \u0645\u0627\u0646\u0646\u062f Google \u06cc\u0627 Assemblyai \u0631\u0627\u062d\u062a\u06cc \u0627\u0641\u0632\u0648\u0646\u0647 \u0648 \u0628\u0627\u0632\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u0627\u0645\u0627 \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062d\u0645\u0644 \u0634\u062f\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D9%86%D8%AA%D8%AE%D8%A7%D8%A8_%D8%A7%D8%A8%D8%B2%D8%A7%D8%B1_%D9%85%D9%86%D8%A7%D8%B3%D8%A8_%D8%A8%D8%B1%D8%A7%DB%8C_%D9%BE%D8%B1%D9%88%DA%98%D9%87_%D8%AE%D9%88%D8%AF\"><\/span>\n<p>  \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0635\u062d\u06cc\u062d \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u0645\u062a\u0646 \u0628\u0647 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u0628\u0633\u062a\u06af\u06cc \u062f\u0627\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0634\u06a9\u0633\u062a \u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0634\u0645\u0627 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li>\n<strong>\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0622\u06af\u0627\u0647\u0627\u0646\u0647 \u06cc\u0627 \u0622\u0641\u0644\u0627\u06cc\u0646<\/strong>: \u0628\u0631\u0648 <strong>\u0632\u0645\u0632\u0645\u0647 \u06a9\u0631\u062f\u0646<\/strong> \u06cc\u0627 <strong>\u06af\u0641\u062a\u0627\u0631 \u0639\u0645\u06cc\u0642<\/strong>\u0628\u0634\u0631 \u062a\u0646\u0638\u06cc\u0645 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0622\u0633\u0627\u0646\u062a\u0631 \u0627\u0633\u062a \u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 Deepspeech \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062a\u0639\u0628\u06cc\u0647 \u0634\u062f\u0647 \u0633\u0628\u06a9 \u062a\u0631 \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u0627\u062f\u063a\u0627\u0645 \u0633\u0631\u06cc\u0639<\/strong>: <strong>\u0645\u062c\u0627\u0644\u0633<\/strong> \u06cc\u0627 <strong>\u0627\u0628\u0631 \u06af\u0648\u06af\u0644<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0633\u0631\u06cc\u0639 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0639\u0627\u0644\u06cc \u0647\u0633\u062a\u0646\u062f. Assemblyai \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<li>\n<strong>\u0645\u0642\u06cc\u0627\u0633 \u0634\u0631\u06a9\u062a<\/strong>: <strong>\u06af\u0641\u062a\u0627\u0631 \u0644\u0627\u062c\u0648\u0631\u062f<\/strong> \u06cc\u0627 <strong>\u0627\u0628\u0631 \u06af\u0648\u06af\u0644<\/strong> \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0642\u0648\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u062f.<\/li>\n<li>\n<strong>\u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642 \u06cc\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc<\/strong>: <strong>\u0628\u0627\u0642\u06cc \u0645\u0627\u0646\u062f\u0647<\/strong> \u0622\u06cc\u0627 \u0627\u06af\u0631 \u0622\u0645\u0627\u062f\u0647 \u0647\u0633\u062a\u06cc\u062f \u062a\u0627 \u0628\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0647\u0627\u06cc \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 \u0634\u06cc\u0631\u062c\u0647 \u0628\u0632\u0646\u06cc\u062f \u060c \u0628\u0647 \u0622\u0646\u062c\u0627 \u0628\u0631\u0648\u06cc\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0631\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u060c <strong>\u0632\u0645\u0632\u0645\u0647 \u06a9\u0631\u062f\u0646<\/strong> \u062a\u0639\u0627\u062f\u0644 \u0633\u0647\u0648\u0644\u062a \u060c \u0647\u0632\u06cc\u0646\u0647 (\u0631\u0627\u06cc\u06af\u0627\u0646) \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u0627\u0639\u062a\u0635\u0627\u0628 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06af\u0631 \u0628\u0647 \u0631\u0648\u0646\u0648\u06cc\u0633\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0647\u0627\u06cc \u0627\u0628\u0631 \u0631\u0627 \u0645\u0647\u0645 \u0646\u062f\u0627\u0631\u06cc\u062f \u060c <strong>\u0645\u062c\u0627\u0644\u0633<\/strong> \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u062d\u06a9\u0645 \u0627\u0633\u062a. \u0647\u0645\u06cc\u0634\u0647 \u0628\u0627 \u0646\u0645\u0648\u0646\u0647 \u0635\u0648\u062a\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0635\u062d\u062a \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p><strong>\u0628\u0631\u0627\u06cc \u0646\u0648\u06a9<\/strong>: \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u062e\u0648\u062f \u0645\u06cc\u0632\u0628\u0627\u0646 \u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u06a9\u0627\u0641\u06cc \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0647\u0633\u062a\u06cc\u062f (GPU \u0628\u0631\u0627\u06cc \u0632\u0645\u0632\u0645\u0647 \u060c \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u0628\u0631\u0627\u06cc Deepspeech). \u0628\u0631\u0627\u06cc API \u0647\u0627\u06cc \u0627\u0628\u0631 \u060c \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0635\u0648\u0631\u062a\u062d\u0633\u0627\u0628 \u0647\u0627\u06cc \u063a\u06cc\u0631 \u0645\u0646\u062a\u0638\u0631\u0647 \u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0628\u0627\u06cc\u062f \u06cc\u06a9 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