{"id":10765,"date":"2022-11-26T12:47:45","date_gmt":"2022-11-26T09:17:45","guid":{"rendered":"http:\/\/asr-gooyesh.com\/fa\/?p=10765"},"modified":"2022-11-27T12:09:30","modified_gmt":"2022-11-27T08:39:30","slug":"%d9%be%d8%b1%d9%88%da%98%d9%87-%d9%83%d8%a7%d9%86%d9%81%d9%88%d8%b1%d9%85%d8%b1-%d9%81%d8%a7%d8%b1%d8%b3%db%8c","status":"publish","type":"post","link":"https:\/\/asr-gooyesh.com\/fa\/scientific-articles\/%d9%be%d8%b1%d9%88%da%98%d9%87-%d9%83%d8%a7%d9%86%d9%81%d9%88%d8%b1%d9%85%d8%b1-%d9%81%d8%a7%d8%b1%d8%b3%db%8c\/","title":{"rendered":"\u067e\u0631\u0648\u0698\u0647 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0641\u0627\u0631\u0633\u06cc"},"content":{"rendered":"

\u0645\u0642\u062f\u0645\u0647<\/h2>\n

\u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 (Conformer) \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u0627\u0633\u062a \u0643\u0647 \u0634\u0628\u0643\u0647 \u0647\u0627\u06cc Transformer\u06cc \u0631\u0627 \u0628\u0627CNN \u062a\u0631\u0643\u06cc\u0628 \u0643\u0631\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u0631\u0633\u062f \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0643\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u06cc \u0628\u0627\u0634\u062f \u0648\u0644\u06cc \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u0627\u0647\u06cc\u062a \u0633\u0627\u062e\u062a\u0627\u0631\u06cc \u0622\u0646 \u0646\u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0631\u0643\u062a HuggingFace \u0643\u0627\u0631 \u0628\u0643\u0646\u062f \u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0643\u0645\u062a\u0631\u06cc \u062f\u0631\u0628\u0627\u0631\u0647 \u0622\u0646 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n

\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0627\u0628\u062a\u062f\u0627 \u0645\u0642\u0627\u0644\u0647 \u06cc \u0627\u0635\u0644\u06cc \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u0634\u0648\u062f\u060c \u0633\u067e\u0633 \u0645\u062f\u0644 \u0627\u0648\u0644\u06cc\u0647 \u0627\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u0634\u0648\u062f \u0648 \u062f\u0631 \u0622\u062e\u0631 \u0647\u0645 \u062a\u0644\u0627\u0634 \u0628\u0631 \u0627\u06cc\u0646 \u0628\u0648\u062f\u0647 \u0643\u0647 \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0628\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u0645. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0648\u062c\u0648\u062f \u0645\u062f\u0644 \u0647\u0627\u06cc \u0631\u0642\u06cc\u0628 \u0628\u0631\u0627\u06cc \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u062f\u0644 ContextNet \u0647\u0645 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

\u062f\u06cc\u062a\u0627\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0627\u0648\u0644\u06cc\u0647 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a AN4 \u0627\u0633\u062a \u0643\u0647 \u0628\u0627 \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0627\u0648\u0644\u06cc \u0648 \u0628\u062f\u0648\u0646 \u062c\u0633\u062a \u0648 \u062c\u0648 \u0628\u0631\u0627\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0648 \u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0632\u0628\u0627\u0646\u060c \u062e\u0637\u0627\u06cc 27.0 = WER \u0631\u0627 \u062f\u0627\u0634\u062a\u06cc\u0645. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0641\u0627\u0631\u0633\u06cc \u0627\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a Voice Common Mozilla \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f \u0643\u0647 \u0634\u0627\u0645\u0644 \u06f6 \u0633\u0627\u0639\u062a \u0635\u0648\u062a \u0648 \u0645\u062a\u0646 \u0641\u0627\u0631\u0633\u06cc \u0627\u0633\u062a.<\/p>\n

\u062f\u0631 \u0627\u0646\u062c\u0627\u0645 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 \u0627\u0632 \u062c\u0639\u0628\u0647 \u0627\u0628\u0632\u0627\u0631 Nemo \u0648 \u0643\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647. Nemo \u0643\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u0627\u0633\u062a \u0643\u0647 \u062a\u0648\u0633\u0637 \u0634\u0631\u0643\u062a Nvidia \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647. \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0643\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0628\u0627 \u062f\u06cc\u062a\u0627\u0633\u062a\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0647\u0632\u0627\u0631 \u0633\u0627\u0639\u062a\u0647 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f \u0648 \u0627\u067e\u0646 \u0633\u0648\u0631\u0633 \u0647\u0633\u062a\u0646\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc \u0645\u0648\u062c\u0648\u062f \u0648 \u0639\u062f\u0645 \u062a\u062e\u0635\u06cc\u0635 \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0643\u0627\u0645\u0644 \u0646\u0634\u062f \u0648\u0644\u06cc \u0643\u062f \u0622\u0645\u0648\u0632\u0634 \u062a\u0643\u0645\u06cc\u0644 \u0634\u062f\u0647 \u0648 \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u062f\u0631 \u0627\u0648\u0644\u06cc\u0646 \u062a\u0644\u0627\u0634 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u062e\u0637\u0627\u06cc 62.0 = WER \u0628\u0631\u0627\u06cc \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0631\u0633\u06cc\u062f\u06cc\u0645. \u0645\u0634\u062e\u0635\u0627 \u0627\u06cc\u0646 \u062e\u0637\u0627 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0633\u062a \u0648\u0644\u06cc \u0622\u0645\u0648\u0632\u0634 \u0643\u0627\u0645\u0644 \u0627\u0646\u062c\u0627\u0645 \u0646\u0634\u062f\u0647 \u0648 \u062c\u0633\u062a \u0648 \u062c\u0648\u06cc\u06cc \u0647\u0645 \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647\u06cc\u0646\u0647 \u0635\u0648\u0631\u062a \u0646\u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0647\u0645 \u062a\u0627\u062b\u06cc\u0631\u0627\u062a \u0627\u0646\u062a\u062e\u0627\u0628 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0648 \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0646\u0643\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u062f\u0627\u0645\u0647 \u0643\u0627\u0631 \u0628\u06cc\u0627\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

\u0628\u0631\u0631\u0633\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc Conformer \u0648 ContextNet<\/h2>\n

\u0645\u062f\u0644 \u0647\u0627\u06cc Conformer \u0648 ContextNet \u0647\u0631 \u062f\u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0648\u0648\u06cc\u0633 \u0628\u0647 \u0645\u062a\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u0647\u0631 \u062f\u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u06cc \u062f\u0627\u0631\u0646\u062f. \u062a\u0641\u0627\u0648\u062a \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u062f\u0648 \u0645\u062f\u0644 \u062f\u0631 \u0646\u062d\u0648\u0647 \u0627\u0646\u062c\u0627\u0645 \u0627\u0646\u0643\u0648\u062f\u06cc\u0646\u06af \u0627\u0633\u062a. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 [\u06f1] \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0631\u0627 \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645. \u0633\u067e\u0633 \u0645\u0642\u0627\u0644\u0647 [\u06f2] \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u0643\u0646\u06cc\u0645 \u0648 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0643\u06cc \u0627\u0632 \u0631\u0642\u06cc\u0628 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u0645.<\/p>\n

\u0645\u062f\u0644 Conformer<\/h3>\n

\u0634\u0628\u0643\u0647 \u0647\u0627\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631\u06cc \u062f\u0631 \u0686\u0646\u062f \u0633\u0627\u0644 \u0627\u062e\u06cc\u0631 \u0645\u0648\u0641\u0642\u06cc\u062a \u0686\u0634\u0645 \u06af\u06cc\u0631\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u062f\u0627\u0634\u062a\u0647 \u0627\u0646\u062f. \u0645\u0632\u06cc\u062a \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0631\u0643 \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0643\u0644\u06cc \u0628\u06cc\u0646 \u0643\u0644\u0645\u0627\u062a \u0627\u0633\u062a (content-based global interactions) .\u0627\u06cc\u0646 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0631 \u0645\u0642\u0627\u0628\u0644 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0634\u0628\u0643\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u0643 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u062c\u0645\u0644\u0627\u062a \u0627\u0633\u062a.<\/p>\n

\"\"<\/p>\n

\u0634\u0643\u0644 \u06f1 :\u0633\u0627\u062e\u062a\u0627\u0631 \u0643\u0644\u06cc \u06cc\u0643 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631<\/p>\n

\u062f\u0631 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u062a\u0644\u0627\u0634 \u0628\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u0643\u0647 \u0628\u0627 \u062a\u0631\u0643\u06cc\u0628 \u0647\u0631 \u062f\u0648\u06cc \u0627\u06cc\u0646 \u0631\u0648\u06cc\u0643\u0631\u062f\u0647\u0627\u060c \u0645\u062f\u0644\u06cc \u0628\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062f\u0631\u0643 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0643\u0644\u06cc \u0648 \u0645\u062d\u0644\u06cc \u0633\u0627\u062e\u062a\u0647 \u0634\u0648\u062f. \u0627\u062a\u0643\u0627 \u0628\u0647 \u0635\u0631\u0641\u0627 \u0634\u0628\u0643\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u0643 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0643\u0644\u06cc \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0648\u0627\u0636\u062d\u06cc \u0645\u062b\u0644 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0639\u062f\u0627\u062f \u0644\u0627\u06cc\u0647 \u0632\u06cc\u0627\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u0631\u0627\u0647 \u062d\u0644 \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0643\u0627\u0646\u06cc\u0632\u0645 \u062a\u0648\u062c\u0647 \u0627\u0633\u062a \u0643\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0628\u0647 \u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

\u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062f\u0644 Transducer-Conformer \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u062f\u0631 [\u06f1] \u0627\u0632 \u06cc\u0643 \u0627\u0646\u0643\u0648\u062f\u0631 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0648 \u06cc\u0643 \u062f\u06cc\u0643\u0648\u062f\u0631 \u06cc\u0643 \u0644\u0627\u06cc\u0647 LSTM \u0646\u0634\u0643\u06cc\u0644 \u0634\u062f\u0647. \u0627\u0646\u0643\u0648\u062f\u0631 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0631\u0627 \u062f\u0631 \u0634\u0643\u0644 \u06f1 \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645. \u0627\u0646\u0643\u0648\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u0639\u0645\u0648\u0644 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 \u0645\u062b\u0644 \u0627\u0646\u062c\u0627\u0645 \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0648 Augmentation Spectogram \u060c\u0635\u0648\u062a \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u0643\u0646\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u062e\u0631\u0648\u062c\u06cc \u062d\u0627\u0635\u0644 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u0648\u0627\u0631\u062f \u0628\u0644\u0648\u0643 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062a\u0641\u0627\u0648\u062a \u0627\u0635\u0644\u06cc \u0627\u0646\u0643\u0648\u062f\u0631 \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0628\u0644\u0648\u0643 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0628\u0647 \u062c\u0627\u06cc \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0631 \u0627\u0633\u062a. \u0628\u0644\u0648\u0643 \u0643\u0627\u0646\u0641\u0648\u0645\u0631 \u0627\u0632 \u0686\u0647\u0627\u0631 \u0645\u0627\u0698\u0648\u0644 \u067e\u0634\u062a \u0647\u0645 \u062a\u0634\u0643\u06cc\u0644 \u0634\u062f\u0647. \u06cc\u0643 \u0645\u0627\u0698\u0648\u0644 \u062e\u0648\u062f \u062a\u0648\u062c\u0647\u06cc \u0686\u0646\u062f \u0633\u0631 \u0648 \u06cc\u0643 \u0645\u0627\u0698\u0648\u0644 \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0643\u0647 \u062a\u0648\u0633\u0637 \u062f\u0648 \u0644\u0627\u06cc\u0647 forward-feed \u0627\u062d\u0627\u0637\u0647 \u0634\u062f\u0647 \u0627\u0646\u062f. \u0627\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0648 \u0644\u0627\u06cc\u0647 \u0628\u0647 \u062c\u0627\u06cc \u06cc\u0643 \u0644\u0627\u06cc\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 [\u06f3] \u0627\u0644\u0647\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0646\u062a\u06cc\u062c\u0647 \u0628\u0647\u062a\u0631\u06cc \u0645\u06cc\u200c\u062f\u0647\u062f. \u062e\u0637\u0627 \u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0645\u0631\u062c\u0639 [\u06f1] \u062f\u0631 \u0634\u0643\u0644 \u06f2 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a. \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645 \u062e\u0637\u0627\u06cc \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0628\u0627 \u0633\u0627\u06cc\u0632 \u0628\u0632\u0631\u06af \u0643\u0645\u062a\u0631\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u0628\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0648 \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0628\u06cc\u0646 \u062a\u0645\u0627\u0645\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645 \u0643\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0627\u06cc\u0632 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0628\u0627\u0639\u062b \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0645\u062f\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

\"\"<\/p>\n

\u0634\u0643\u0644 \u06f2 :\u062e\u0637\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0648 ContextNet<\/p>\n

\u0645\u062f\u0644 ContextNet<\/h3>\n

\u0628\u0631\u0627\u06cc \u062f\u0631\u0643 \u0628\u0647\u062a\u0631 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0622\u0646 \u0628\u0627 \u062f\u06cc\u06af\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0645\u062f\u0644 ContextNet \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u0643\u0646\u06cc\u0645. \u0647\u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631\u060c \u0645\u062f\u0644 ContextNet \u0647\u0645 \u0628\u0627 \u0647\u062f\u0641 \u062f\u0631\u0643 \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0628\u06cc\u0646 \u0643\u0644\u0645\u0627\u062a \u062f\u0648\u0631 \u0627\u0632 \u0647\u0645 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647. \u0631\u0648\u06cc\u0643\u0631\u062f \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u0698\u0648\u0644 squeeze-and-excitation (SE)\u00a0 \u0627\u0633\u062a \u0643\u0647 \u062f\u0631 [\u06f4] \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647. \u0639\u0645\u0644\u0643\u0631\u062f \u0627\u06cc\u0646 \u0645\u0627\u0698\u0648\u0644 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a \u0643\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u0643 \u062a\u0639\u0627\u0645\u0644\u0627\u062a \u0628\u06cc\u0646 \u0643\u0644\u0645\u0627\u062a \u062f\u0648\u0631 \u0627\u0632 \u0647\u0645\u060c \u0627\u0628\u062a\u062f\u0627 \u062a\u0645\u0627\u0645 \u062e\u0631\u0648\u062c\u06cc \u0647\u0627\u06cc \u062d\u0627\u0635\u0644 \u0627\u0632 \u0639\u0628\u0648\u0631 \u067e\u0646\u062c\u0631\u0647 \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0627\u0632 \u0631\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc \u0631\u0627 \u062f\u0631 \u06cc\u0643 \u0628\u0631\u062f\u0627\u0631 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u0643\u0646\u062f \u0648 \u0633\u067e\u0633 \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0636\u0631\u0628\u060c \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u0631\u0627 \u0628\u0627 \u0628\u0631\u062f\u0627\u0631 \u0647\u0627\u06cc \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u062d\u0627\u0635\u0644 \u0627\u0632 \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u062a\u0631\u0643\u06cc\u0628 \u0645\u06cc\u200c\u0643\u0646\u062f.<\/p>\n

\u062f\u0631 \u0634\u0643\u0644 \u06f3 \u0645\u0627\u0698\u0648\u0644 SE \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc\u0643\u0646\u06cc\u0645. \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u0639\u0628\u0648\u0631 \u067e\u0646\u062c\u0631\u0647 \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0627\u0632 \u0631\u0648\u06cc \u0648\u0631\u0648\u062f\u06cc\u060c \u062a\u0639\u062f\u0627\u062f\u06cc \u0628\u0631\u062f\u0627\u0631 \u062f\u0627\u0631\u06cc\u0645 \u0643\u0647 \u0634\u0627\u0645\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u0648\u0631\u0648\u062f\u06cc \u0647\u0633\u062a\u0646\u062f. \u0628\u0627 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u06af\u06cc\u0631\u06cc \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u0647\u0627\u060c \u06cc\u0643 \u0628\u0631\u062f\u0627\u0631 \u062d\u0627\u0635\u0644 \u0645\u06cc\u0634\u0648\u062f. \u0633\u067e\u0633 \u0627\u06cc\u0646 \u0628\u0631\u062f\u0627\u0631 \u0627\u0632 \u062f\u0648 \u0644\u0627\u06cc\u0647 \u0648 \u062a\u0627\u0628\u0639 \u0641\u0639\u0627\u0644\u0633\u0627\u0632\u06cc \u0639\u0628\u0648\u0631 \u0645\u06cc\u0643\u0646\u062f \u0648 \u0633\u067e\u0633 \u062f\u0631 \u0628\u0631\u062f\u0627\u0631 \u0647\u0627\u06cc \u062e\u0631\u0648\u062c\u06cc \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0636\u0631\u0628 \u0645\u06cc\u0634\u0648\u062f. \u0633\u0627\u062e\u062a\u0627\u0631 \u0646\u0647\u0627\u06cc\u06cc \u0645\u062f\u0644 ContextNet \u0647\u0645\u0627\u0646 \u0645\u062f\u0644 Transducer-RNN\u0627\u0633\u062a [\u06f5] \u0643\u0647 \u0627\u0632 \u0633\u0647 \u0628\u062e\u0634 \u0627\u0646\u0643\u0648\u062f\u0631 \u0635\u0648\u062a\u060c \u0627\u0646\u0643\u0648\u062f\u0631 \u0628\u0631\u0686\u0633\u0628 \u0648 \u06cc\u0643 \u0634\u0628\u0643\u0647 \u0645\u0634\u062a\u0631\u0643 \u0628\u0631\u0627\u06cc \u062f\u06cc\u0643\u0648\u062f \u0643\u0631\u062f\u0646 \u0648 \u062a\u0631\u0643\u06cc\u0628 \u0627\u0646\u0643\u0648\u062f\u0631\u0647\u0627 \u062a\u0634\u0643\u06cc\u0644 \u0634\u062f\u0647. \u062a\u0641\u0627\u0648\u062a \u0645\u062f\u0644 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u062f\u0631 \u0627\u0646\u0643\u0648\u062f\u0631 \u0635\u0648\u062a \u0627\u0633\u062a \u0643\u0647 \u0627\u0632 \u0645\u0643\u0627\u0646\u06cc\u0632\u0645 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u00a0\u0627\u0646\u062c\u0627\u0645 \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0648 \u067e\u06cc\u062f\u0627 \u0643\u0631\u062f\u0646 \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0628\u06cc\u0646 \u0643\u0644\u0645\u0627\u062a \u062a\u0634\u0643\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n

\"\"<\/p>\n

\u0634\u0643\u0644 \u06f3 :\u0645\u0627\u0698\u0648\u0644 SE<\/p>\n

\u062f\u0631 \u0634\u0643\u0644 \u06f2 \u0647\u0645 \u062f\u0642\u062a \u0645\u062f\u0644 ContextNet \u0628\u0627 \u0633\u0627\u06cc\u0632 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645. \u062f\u0631 \u0628\u06cc\u0634\u062a\u0631 \u062d\u0627\u0644\u062a \u0647\u0627 \u062f\u0642\u062a \u0645\u062f\u0644 ContextNet \u0627\u062e\u062a\u0644\u0627\u0641 \u062e\u06cc\u0644\u06cc \u0643\u0645\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u062f\u0627\u0631\u062f.<\/p>\n

\u0622\u0632\u0645\u0627\u064a\u0634 \u0647\u0627<\/h2>\n

\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0631\u0627\u06cc \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631\u060c \u062a\u0644\u0627\u0634 \u0643\u0631\u062f\u06cc\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0622\u0645\u0648\u0632\u0634 \u0628\u062f\u0647\u06cc\u0645. \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627 \u0631\u0648\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0646\u062f. \u0633\u067e\u0633 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a\u06cc \u0631\u0648\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0627\u0639\u0645\u0627\u0644 \u0634\u062f \u0648 \u062f\u0648\u0628\u0627\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u062c\u062f\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u0633\u067e\u0633 \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0628\u0627 \u062d\u062f\u0648\u062f \u06f6 \u0633\u0627\u0639\u062a \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u06cc\u0643 \u0628\u0627\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0648 \u06cc\u0643 \u0628\u0627\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u062c\u062f\u06cc\u062f \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a tokenizer \u062a\u063a\u06cc\u06cc\u0631 \u0643\u0631\u062f\u0646\u062f \u0648 \u062f\u0648\u0628\u0627\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0643\u0648\u0686\u0643 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u062f\u0631 \u0645\u062f\u0644 \u0645\u062a\u062f\u0627\u0648\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0643\u0648\u0686\u0643 \u0634\u0628\u0643\u0647 \u06cc \u067e\u06cc\u0648\u0646\u062f\u06cc\u060c \u062f\u06cc\u0643\u0648\u062f\u0631 \u0648 \u0627\u0646\u0643\u0648\u062f\u0631 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062f\u0627\u0631\u0627\u06cc \u06f3\u06f2\u06f0\u060c \u06f3\u06f2\u06f0 \u0648 \u06f1\u06f7\u06f6 \u0628\u0639\u062f \u0645\u06cc \u0628\u0627\u0634\u062f. \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u062f\u0648\u0645 \u0628\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u062f\u0631 \u0634\u0628\u0643\u0647 \u06cc \u067e\u06cc\u0648\u0646\u062f\u06cc\u060c \u062f\u06cc\u0643\u0648\u062f\u0631 \u0648 \u0627\u0646\u0643\u0648\u062f\u0631 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0631\u0627\u0628\u0631 \u06f2\u06f8\u06f0 \u060c\u06f1\u06f4\u06f0 \u060c \u06f2\u06f8\u06f0 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u06cc\u0643 \u0628\u0627\u0631 \u0628\u0627 size-batch \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f1\u06f6 \u0648 \u062f\u0631 \u06f8\u06f0 epoch \u0628\u0627 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06f5 .\u06f2 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0646\u062f. \u06cc\u0643 \u0628\u0627\u0631 \u0647\u0645 \u0628\u0639\u062f \u0627\u0632 \u062a\u063a\u06cc\u06cc\u0631 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0627 size-batch \u0628\u0627 \u0627\u0646\u062f\u0627\u0632\u0647 \u06f2\u06f1 \u0648 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u06f5 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0648 \u06f2\u06f5 .\u06f0 \u0628\u0639\u062f \u0627\u0632 \u06f3\u06f0 epoch \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0646\u062f.<\/p>\n

\u0627\u0628\u0632\u0627\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/h3>\n

\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0648\u06cc \u0645\u062f\u0644 \u0647\u0627\u060c \u0627\u0632 \u0627\u0628\u0632\u0627\u0631 Nemo] \u06f6] \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. Nemo \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0643\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627 \u0648 \u0645\u0627\u0698\u0648\u0644 \u0647\u0627 \u0627\u0633\u062a \u0643\u0647 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u0634\u0648\u062f. Nemo \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u06cc\u0634 \u0641\u0631\u0636 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0622\u0645\u0627\u062f\u0647 \u062e\u0648\u062f \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0648 \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0645\u062f\u0644 ContextNet \u0631\u0627 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0647\u0627 \u0647\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0648 \u0647\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062f\u0644 \u0628\u062f\u0648\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0631 Nemo \u0645\u0648\u062c\u0648\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n

\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0627\u0632 \u0645\u062d\u06cc\u0637 Colab Google \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u062f\u0631 \u0646\u0633\u062e\u0647 \u0631\u0627\u06cc\u06af\u0627\u0646 \u0627\u06cc\u0646 \u067e\u0644\u062a\u0641\u0631\u0645\u060c \u0633\u0631\u0648\u0631\u06cc \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0646\u062f\u0647 \u06af\u0631\u0627\u0641\u06cc\u0643\u06cc K80 Nvidia \u0648 \u062d\u0627\u0641\u0638\u0647 \u06af\u0631\u0627\u0641\u06cc\u0643\u06cc 12GB \u0648 \u06cc\u0627 16GB \u062f\u0631 \u0628\u0647 \u0643\u0627\u0631\u0628\u0631 \u0627\u062e\u062a\u0635\u0627\u0635 \u067e\u06cc\u062f\u0627 \u0645\u06cc\u0643\u0646\u062f. \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631 \u0628\u0647 \u0686\u0646\u062f \u0633\u0627\u0639\u062a \u062f\u0631 \u0631\u0648\u0632 \u0645\u062d\u062f\u0648\u062f \u0634\u062f\u0647 \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0646\u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0622\u0645\u0648\u0632\u0634 \u0631\u0627 \u0628\u0647 \u0645\u062f\u062a \u0637\u0648\u0644\u0627\u0646\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u0645.<\/p>\n

\u062f\u064a\u062a\u0627\u0633\u062a \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/h3>\n

\u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0631\u0648\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0627\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a AN4 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. AN4 \u062f\u06cc\u062a\u0627\u0633\u062a \u0643\u0648\u0686\u0643\u06cc \u0627\u0633\u062a \u0643\u0647 \u0634\u0627\u0645\u0644 \u0643\u0644\u06cc\u067e \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0627\u0632 \u062e\u0648\u0627\u0646\u062f\u0646 \u0622\u062f\u0631\u0633\u060c \u0627\u0633\u0645 \u0648 \u063a\u06cc\u0631\u0647 \u0645\u06cc\u0628\u0627\u0627\u0634\u062f [\u06f7] .\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0641\u0627\u0631\u0633\u06cc \u0627\u0632 \u0646\u0633\u062e\u0647 \u0641\u0627\u0631\u0633\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a 1.5 Voice Common Mozilla \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u0627\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u062d\u062f\u0648\u062f \u06f3\u06f0\u06f0 \u0633\u0627\u0639\u062a \u0635\u0648\u062a \u0648 \u0645\u062a\u0646 \u0641\u0627\u0631\u0633\u06cc \u0627\u0633\u062a \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062a\u0646 \u0628\u0627\u0632 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0639\u0645\u0648\u0645 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f. \u0628\u062e\u0634 \u0622\u0645\u0648\u0632\u0634 \u0627\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u06f6 \u0633\u0627\u0639\u062a \u0635\u0648\u062a \u0641\u0627\u0631\u0633\u06cc \u0648 \u0645\u062a\u0646 \u0627\u0633\u062a \u0643\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 [\u06f8].<\/p>\n

\u0646\u062a\u0627\u064a\u062c<\/h3>\n
    \n
  1. \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc: \u0628\u0627 \u0645\u062f\u0644 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0643\u0648\u0686\u0643\u060c \u062e\u0637\u0627 \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a AN4 \u0628\u0647 \u062d\u062f\u0648\u062f 47.0=WER \u0631\u0633\u06cc\u062f. \u0645\u0634\u062e\u0635\u0627 \u0627\u06cc\u0646 \u0645\u0642\u062f\u0627\u0631 \u062e\u0637\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0633\u0627\u06cc\u0632 \u0643\u0648\u0686\u0643 \u062f\u06cc\u062a\u0627\u0633\u062a \u0645\u0646\u0627\u0633\u0628 \u0646\u0628\u0648\u062f \u0648 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0648\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u0643\u0648\u0686\u0643 \u062a\u0631\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0646\u062f. \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u062c\u062f\u06cc\u062f \u062e\u0637\u0627 \u0628\u0639\u062f \u0627\u0632 \u06f7\u06f0 epoch \u0628\u0647 27.0=WER \u0631\u0633\u06cc\u062f \u0643\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u0644 \u0627\u0648\u0644\u06cc\u0647 \u062f\u0642\u062a \u0645\u0646\u0627\u0633\u0628\u06cc \u0628\u0648\u062f. \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u0628\u0639\u0627\u062f \u06f6\u06f4 \u0628\u0631\u0627\u06cc \u0627\u0646\u0643\u0648\u062f\u0631\u060c \u062f\u06cc\u0643\u0648\u062f\u0631 \u0648 \u0634\u0628\u0643\u0647 \u067e\u06cc\u0648\u0646\u062f\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0646\u062f.<\/li>\n
  2. \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u06cc \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc: \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0686\u0646\u062f\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0646\u062f. \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u0643 tokenizer \u0627\u0632 \u0646\u0648\u0639 spe \u0628\u0627 35 = size-vocab \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 \u0645\u062f\u0644 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0628\u0639\u062f \u0627\u0632 \u06f8\u06f0 epoch \u0628\u0647 \u062e\u0637\u0627\u06cc 72.0=WER \u0631\u0633\u06cc\u062f \u0648 \u0645\u062f\u0644 \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u062a\u0641\u0627\u0648\u062a \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0628\u0647 88.0=WER .\u062f\u0631 \u0647\u0631 \u062f\u0648 \u062d\u0627\u0644\u062a \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645 \u0643\u0647 \u062e\u0637\u0627\u06cc \u062e\u06cc\u0644\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u06cc\u0645. \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0647\u0645 \u0646\u0633\u0628\u062a\u0627 \u0637\u0648\u0644\u0627\u0646\u06cc \u0627\u0633\u062a \u0648 \u0646\u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0645\u062f\u0644 \u0631\u0627 \u0631\u0648\u06cc \u0645\u062d\u06cc\u0637 colab \u0628\u0647 \u0645\u062f\u062a \u0645\u0646\u0627\u0633\u0628 \u0622\u0645\u0648\u0632\u0634 \u0628\u062f\u0647\u06cc\u0645.<\/li>\n<\/ol>\n

    \u062f\u0631 \u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 size-batch \u0631\u0648\u06cc \u06f1\u06f6 \u0648 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0648\u06cc \u0645\u0642\u062f\u0627\u0631 \u062b\u0627\u0628\u062a \u06f5 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0628\u0648\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0639\u062f \u0627\u0632 \u0628\u0631\u0631\u0633\u06cc \u0645\u062f\u0644\u060c \u0627\u0628\u062a\u062f\u0627 \u0646\u062d\u0648\u0647 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u062a\u063a\u06cc\u06cc\u0631 \u0643\u0631\u062f \u0643\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f. \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u062f\u0631 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a tokenizer \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u060c \u0627\u0646\u062f\u0627\u0632\u0647 size-vocab \u0628\u0647 \u06f1\u06f0\u06f2\u06f4 \u062a\u063a\u06cc\u06cc\u0631 \u0643\u0631\u062f. \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0628\u0639\u062f \u0627\u0632 \u06f2\u06f0 epoch \u0628\u0647 \u062e\u0637\u0627\u06cc 66.0=WER \u0631\u0633\u06cc\u062f\u06cc\u0645 \u0643\u0647 \u0647\u0645 \u0627\u0632 \u0646\u0638\u0631 \u0632\u0645\u0627\u0646\u06cc \u0648 \u0647\u0645 \u0627\u0632 \u0646\u0638\u0631 \u062e\u0637\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u062d\u0627\u0644\u062a \u0627\u0648\u0644\u06cc\u0647 \u0628\u0647\u0628\u0648\u062f \u067e\u06cc\u062f\u0627 \u0643\u0631\u062f\u0647 \u0628\u0648\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u0631\u0633\u06cc\u062f \u0643\u0647 \u062e\u0637\u0627\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062d\u0627\u0644 \u0643\u0627\u0647\u0634 \u0646\u06cc\u0633\u062a \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062e\u0627\u0637\u0631 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0647 \u06f2\u06f5 .\u06f0 \u0643\u0627\u0647\u0634 \u067e\u06cc\u062f\u0627 \u0643\u0631\u062f. \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u0643\u0627\u0631 \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0628\u0631\u0627\u06cc \u06f1\u06f0 epoch \u0628\u06cc\u0634\u062a\u0631 \u062e\u0637\u0627 \u0628\u0647 62.0=WER \u0631\u0633\u06cc\u062f.<\/p>\n

    \u0645\u0634\u062e\u0635\u0627 \u0627\u06cc\u0646 \u0628\u0627\u0631 \u0647\u0645 \u0647\u0646\u0648\u0632 \u062e\u0637\u0627 \u0645\u0646\u0627\u0633\u0628 \u0646\u0628\u0648\u062f \u0648\u0644\u06cc \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u06cc\u062a\u0627\u0633\u062a \u0645\u062d\u062f\u0648\u062f \u0648 \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0639\u062f\u0645 \u062a\u062e\u0635\u06cc\u0635 \u0633\u0631\u0648\u0631\u060c \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u0631\u0633\u062f \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0647\u0633\u062a\u0646\u062f \u0648 \u0641\u0642\u0637 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u0628\u0627 \u062f\u06cc\u062a\u0627\u0633\u062a \u0637\u0648\u0644\u0627\u0646\u06cc \u062a\u0631 \u0648 \u0632\u0645\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0627\u0631\u06cc\u0645. \u062f\u0631 \u0634\u0643\u0644 \u06f4 \u062f\u0648 \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645. \u0645\u0634\u062e\u0635\u0627 \u0628\u0631\u0627\u06cc \u062c\u0645\u0644\u0647 \u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u062a\u0631 \u0648 \u0643\u0648\u062a\u0627\u0647 \u062a\u0631 \u0645\u062f\u0644 \u062f\u0642\u062a \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u062f\u0627\u0631\u062f \u0648 \u0648\u0642\u062a\u06cc \u062c\u0645\u0644\u0647 \u0647\u0627 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627\u0634\u0646\u062f \u062f\u0642\u062a \u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0633\u062a.<\/p>\n

    \u0645\u0642\u0627\u064a\u0633\u0647 \u0628\u0627 \u0645\u062f\u0644 ContextNet<\/h3>\n

    \u0628\u0647 \u0637\u0648\u0631 \u0643\u0644\u06cc \u0645\u062f\u0644 ContextNet \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u062e\u0637\u0627\u06cc \u0645\u0634\u0627\u0628\u0647\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u062f\u0627\u0634\u062a. \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a AN4 \u060c\u062e\u0637\u0627\u06cc ContextNet \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u06f5 .\u06f0 \u0631\u0633\u06cc\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0643\u0627\u0647\u0634 \u0633\u0627\u06cc\u0632 \u0645\u062f\u0644 ContextNet \u0628\u0627 \u0643\u0627\u0647\u0634 \u062a\u0639\u062f\u0627\u062f \u0641\u06cc\u062a\u0631\u0647\u0627 \u0628\u0647 \u06f1\u06f2\u06f8\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0643\u0627\u0647\u0634 \u0627\u0628\u0639\u0627\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0648 \u067e\u06cc\u0648\u0646\u062f\u06cc \u0628\u0647 \u06f6\u06f4 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u062d\u0627\u0644\u062a \u062e\u0637\u0627 \u0628\u0647 WER=0.22 \u0631\u0633\u06cc\u062f.<\/p>\n

    \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0631\u0648\u06cc \u0645\u062f\u0644 \u0641\u0627\u0631\u0633\u06cc\u060c \u062e\u0637\u0627\u06cc \u0645\u062f\u0644 512-ContextNet \u0643\u0647 \u06cc\u0643\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0645\u062f\u0644 \u062f\u0631 Nemo \u0627\u0633\u062a \u0628\u0647 \u062d\u062f\u0648\u062f 82.0=WER \u0631\u0633\u06cc\u062f \u0643\u0647 \u0647\u0645\u0686\u0646\u0627\u0646 \u0645\u0642\u062f\u0627\u0631 \u0645\u0646\u0627\u0633\u0628\u06cc \u0646\u0628\u0648\u062f. \u0627\u0644\u0628\u062a\u0647 \u0627\u06cc\u0646 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u062f\u0648\u0646 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0646\u062f\u0627\u0632\u0647 size-vocab \u062f\u0631 tokenizer \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f. \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645 \u0643\u0647 \u062e\u0637\u0627\u06cc \u0628\u0627\u0644\u0627\u06cc \u0645\u062f\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0645\u0634\u062a\u0631\u0643\u06cc \u0628\u06cc\u0646 \u0647\u0631 \u062f\u0648 \u0646\u0648\u0639 \u0645\u062f\u0644 \u0627\u0633\u062a. \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0645\u06cc\u062a\u0648\u0627\u0646 \u062d\u062f\u0633 \u0632\u062f \u0643\u0647 \u062f\u06cc\u062a\u0627\u0633\u062a \u0643\u0648\u0686\u0643 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0639\u062f\u0645 \u062a\u062e\u0635\u06cc\u0635 \u0633\u0631\u0648\u0631 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0622\u0645\u0648\u0632\u0634 \u0637\u0648\u0644\u0627\u0646\u06cc\u060c \u0645\u0634\u0643\u0644\u0627\u062a \u0627\u0635\u0644\u06cc \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627 \u0628\u0648\u062f\u0647 \u0627\u0646\u062f.<\/p>\n

    \u0628\u0631\u0631\u0633\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u0637\u0627\u0644\u0639\u0627\u062a \u0648 \u0622\u0632\u0645\u0627\u064a\u0634 \u0647\u0627<\/h3>\n

    \u0628\u0647 \u0637\u0648\u0631 \u0643\u0644\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u0648\u062b\u0631 \u0628\u0647 \u0633\u0647 \u062f\u0633\u062a\u0647 \u062a\u0642\u0633\u06cc\u0645 \u0645\u06cc\u0634\u0648\u0646\u062f:<\/p>\n

    \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634: \u0627\u06cc\u0646\u062c\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0643\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0627\u062b\u06cc\u0631 \u0631\u0648\u06cc \u062e\u0637\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u062f\u0627\u0634\u062a \u0639\u062f\u062f Size-Vocab\u062f\u0631 Tokenizer \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0648\u062f. \u0627\u0628\u062a\u062f\u0627 Size-Vocab \u0631\u0648\u06cc \u062d\u062f\u0648\u062f \u06f3\u06f0 \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0628\u0648\u062f \u0643\u0647 \u0645\u0639\u0627\u062f\u0644 \u062f\u0627\u0634\u062a\u0646 \u062f\u0627\u06cc\u0631\u0647 \u0644\u063a\u0627\u062a\u06cc \u0627\u0633\u062a \u0643\u0647 \u0641\u0642\u0637 \u0634\u0627\u0645\u0644 \u062d\u0631\u0648\u0641 \u0627\u0644\u0641\u0628\u0627 \u0645\u06cc\u0634\u0648\u062f. \u0648\u0644\u06cc \u0628\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0627\u06cc\u0632 \u062f\u0627\u06cc\u0631\u0647 \u0644\u063a\u0627\u062a\u060c \u0643\u0644\u0645\u0627\u062a \u0648 \u062d\u0631\u0648\u0641 \u067e\u0634\u062a \u0647\u0645 \u067e\u0631\u062a\u0643\u0631\u0627\u0631 \u0647\u0645 \u0645\u06cc\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062c\u0632\u0627 \u0648 \u0645\u0633\u062a\u0642\u0644 \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a\u0647 \u0628\u0634\u0648\u0646\u062f.<\/p>\n

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    \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u0646\u062f\u0647: \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 size-batch \u0631\u0627 \u062f\u0627\u0631\u06cc\u0645. \u0645\u0642\u062f\u0627\u0631 \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0628\u0631\u0627\u06cc \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u06f5 \u0627\u0633\u062a \u0643\u0647 \u0639\u062f\u062f \u0628\u0632\u0631\u06af\u06cc \u0627\u0633\u062a.<\/p>\n

    \"\"<\/p>\n

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    \u0637\u0628\u0642 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0643\u0647 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u06cc\u0645 \u0628\u0639\u062f \u0627\u0632 \u062d\u062f\u0648\u062f \u06f2\u06f0 epoch \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0643\u0627\u0647\u0634 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0627\u0631\u06cc\u0645. \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u062f\u0631 \u062d\u0627\u0644\u062a \u067e\u06cc\u0634 \u0641\u0631\u0636 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0643\u0627\u0647\u0634 \u067e\u06cc\u062f\u0627 \u0646\u0645\u06cc\u0643\u0646\u062f \u0643\u0647 \u0628\u0627\u0632 \u0647\u0645 \u0637\u0628\u0642 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0646\u062a\u06cc\u062c\u0647 \u0645\u0637\u0644\u0648\u0628\u06cc \u0646\u0645\u06cc \u062f\u0647\u062f. \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0637\u0628\u0642 \u062c\u0633\u062a \u0648 \u062c\u0648\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0645\u062f\u0644 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0627\u0628\u0632\u0627\u0631 Nemo \u0628\u0627 size-batch \u062d\u062f\u0627\u0642\u0644 \u06f2\u06f5\u06f6 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 [\u06f9] \u0643\u0647 \u0639\u062f\u062f \u0628\u0633\u06cc\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc \u0627\u0632 \u0645\u0642\u062f\u0627\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0645\u0627 \u0627\u0633\u062a. \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u06cc\u0646 \u0639\u062f\u062f \u0628\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u06f2\u06f1 \u0643\u0647 \u062f\u0631 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0645\u0627 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u06af\u0631\u0627\u0641\u06cc\u0643\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u062a\u062e\u0635\u06cc\u0635 \u06cc\u0627\u0641\u062a\u0647 \u062f\u0631 Colab \u062f\u0627\u0634\u062a \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0646\u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u0627\u06cc\u0646 \u0639\u062f\u062f \u0631\u0627 \u0631\u0648\u06cc \u0645\u0642\u062f\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0643\u0646\u06cc\u0645. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0645\u06cc\u062a\u0648\u0627\u0646\u062f \u0631\u0648\u06cc \u062e\u0637\u0627\u06cc \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062a\u062d\u062a \u062a\u0627\u062b\u06cc\u0631 \u0642\u0631\u0627\u0631 \u0628\u062f\u0647\u062f \u0686\u0648\u0646 size-batch \u062a\u062e\u0645\u06cc\u0646\u06cc \u0627\u0632 \u062c\u0647\u062a \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062d\u0631\u0643\u062a \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 descent-gradient \u0645\u06cc \u062f\u0647\u062f \u0648 \u0627\u06af\u0631 \u0627\u06cc\u0646 \u062a\u062e\u0645\u06cc\u0646 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0643\u0627\u0641\u06cc \u062f\u0642\u06cc\u0642 \u0646\u0628\u0627\u0634\u062f \u0645\u0645\u0643\u0646 \u0627\u0633\u062a \u0628\u0647 \u0646\u0642\u0637\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0646\u0631\u0633\u06cc\u0645 [\u06f1\u06f0].<\/p>\n

    \u0646\u062a\u064a\u062c\u0647 \u06af\u064a\u0631\u06cc<\/h2>\n

    \u0628\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0647\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645 \u0643\u0647 \u062e\u0637\u0627\u06cc \u0645\u062f\u0644 \u0647\u0627 \u0628\u0627\u0644\u0627\u0633\u062a. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0633\u0627\u06cc\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0643\u0647 \u0641\u0642\u0637 \u0634\u0627\u0645\u0644 \u06f6 \u0633\u0627\u0639\u062a \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u0641\u0627\u0631\u0633\u06cc \u0628\u0648\u062f \u0648 \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u060c \u0627\u0646\u062a\u0638\u0627\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0631\u0627 \u062f\u0627\u0634\u062a\u06cc\u0645 (\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u062f\u0631 \u0645\u0633\u062a\u0646\u062f\u0627\u062a Nemo \u062f\u0631 [\u06f1\u06f1] \u0645\u06cc\u0628\u06cc\u0646\u06cc\u0645 \u0643\u0647 \u062f\u0642\u062a \u0645\u062f\u0644 \u0698\u0627\u067e\u0646\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0631\u0648\u06cc \u062f\u06cc\u062a\u0627\u0633\u062a Voice Common Mozilla \u0628\u0627 \u0686\u0646\u062f \u0633\u0627\u0639\u062a \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u062e\u0637\u0627\u06cc \u062d\u062f\u0648\u062f 5.0=WER \u0645\u06cc\u0631\u0633\u062f.) \u0648 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u06cc\u0643 \u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0648 \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u0628\u06cc\u0634\u062a\u0631 \u062f\u0627\u0631\u06cc\u0645. \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u062f\u06cc\u062f\u06cc\u0645 \u0643\u0647 \u0627\u06cc\u0646 \u062e\u0637\u0627\u06cc \u0628\u0627\u0644\u0627 \u0628\u0647 \u0645\u062f\u0644 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0645\u062d\u062f\u0648\u062f \u0646\u0645\u06cc\u0634\u0648\u062f \u0648 \u0645\u062f\u0644 ContextNet \u0643\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0631\u0642\u06cc\u0628 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0627\u0633\u062a \u0647\u0645 \u0647\u0645\u06cc\u0646 \u062e\u0637\u0627 \u0647\u0627 \u0631\u0627 \u062f\u0627\u0634\u062a. \u0643\u062f \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u06af\u0632\u0627\u0631\u0634 \u062f\u0631 \u06af\u06cc\u062a \u0647\u0627\u0628 \u0634\u0631\u0643\u062a \u0639\u0635\u0631 \u06af\u0648\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632 \u0642\u0631\u0627\u0631 \u062e\u0648\u0627\u0647\u0646\u062f \u06af\u0631\u0641\u062a \u0648 \u0628\u0631\u0627\u06cc \u0627\u062f\u0627\u0645\u0647 \u0643\u0627\u0631 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0647\u0633\u062a\u0646\u062f. \u0647\u0645\u06cc\u0646\u0637\u0648\u0631 \u06cc\u0643 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627 \u062e\u0637\u0627\u06cc 62.0=WER \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a \u0643\u0647 \u0645\u06cc\u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0646 \u0628\u0631\u0627\u06cc \u0627\u062f\u0627\u0645\u0647 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0643\u0631\u062f. \u0628\u0647 \u0637\u0648\u0631 \u0643\u0644\u06cc \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u0631\u0633\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0647\u0627\u06cc \u0645\u062f\u0644 \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0634\u062f\u0647 \u0627\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u062f\u0627\u0634\u062a\u0646 \u06cc\u0643 \u0645\u062f\u0644 \u0645\u0646\u0627\u0633\u0628 \u0643\u0627\u0646\u0641\u0648\u0631\u0645\u0631 \u0641\u0627\u0631\u0633\u06cc \u0641\u0642\u0637 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0648 \u062f\u06cc\u062a\u0627\u0633\u062a \u0628\u0632\u0631\u06af\u062a\u0631 \u062f\u0627\u0631\u06cc\u0645.<\/p>\n

    \u0645\u0631\u0627\u062c\u0639<\/h2>\n
      \n
    1. Gulati, A., Qin, J., Chiu, C.-C., Parmar, N., Zhang, Y., Yu, J., Han, W., Wang, S., Zhang, Z., Wu, Y., &amp\u037e Pang, R. (2020, May 16). Conformer: Convolution-augmented transformer for speech recognition. arXiv.org. Ret<\/li>\n
    2. Han, W., Zhang, Z., Zhang, Y., Yu, J., Chiu, C.-C., Qin, J., Gu-lati, A., Pang, R., &amp\u037e Wu, Y. (2020, May 16). ContextNet: Improving convolutional neural networks for automatic speech recognition with Global Context. arXiv.org. Retrieved September 8, 2022, from https:\/\/arxiv.org\/abs\/2005.03191<\/a><\/li>\n
    3. Y. Lu, Z. Li, D. He, Z. Sun, B. Dong, T. Qin, L. Wang, and T.-Y. Liu, \u201cUn- derstanding and improving transformer from a multi-particle dynamic system point of view,\u201d arXiv preprint arXiv:1906.02762, 2019.<\/li>\n
    4. J. Hu, L. Shen, and G. Sun, \u201cSqueeze-and-excitation networks,\u201d in Proceed- ings of the IEEE conference on computer vision and pattern recognition, 2018, pp. 7132\u20137141.<\/li>\n
    5. A. Graves, \u201cSequence transduction with recurrent neural networks,\u201d arXiv preprint arXiv:1211.3711, 2012<\/li>\n
    6. https:\/\/developer.nvidia.com\/nvidia-nemo<\/a><\/li>\n
    7. https:\/\/huggingface.co\/datasets\/espnet\/an4<\/a><\/li>\n
    8. https:\/\/commonvoice.mozilla.org\/fa<\/a><\/li>\n
    9. https:\/\/github.com\/NVIDIA\/NeMo\/issues\/3288<\/a><\/li>\n
    10. https:\/\/deeplizard.com\/learn\/video\/U4WB9p6ODjM<\/a><\/li>\n
    11. colab.research.google.com\/github\/NVIDIA\/NeMo\/blob\/stable\/tutorials\/asr\/ASR_CTC_Language_Finetuning.ipynb<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"

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