{"id":1130,"date":"2026-08-25T16:03:31","date_gmt":"2026-08-25T16:03:31","guid":{"rendered":"https:\/\/ouaggad.com\/blog\/?post_type=ai_term&p=1130"},"modified":"2026-08-30T21:49:52","modified_gmt":"2026-08-30T21:49:52","slug":"transformer-architecture-ar","status":"publish","type":"ai_term","link":"https:\/\/ouaggad.com\/blog\/ai\/glossary\/transformer-architecture-ar\/","title":{"rendered":"\u0645\u0627 \u0647\u0648 Transformer\u061f \u0634\u0631\u062d \u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0648\u0643\u064a\u0641 \u062a\u0639\u0645\u0644"},"content":{"rendered":"

\u0627\u0642\u0631\u0623 \u0647\u0630\u0647 \u0627\u0644\u062c\u0645\u0644\u0629: \u00ab\u0648\u0636\u0639\u062a \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0648\u0644\u0629 \u0644\u0623\u0646\u0647 \u0643\u0627\u0646 \u062b\u0642\u064a\u0644\u064b\u0627.\u00bb<\/p>\n

\u0639\u0644\u0649 \u0645\u0627\u0630\u0627 \u064a\u0639\u0648\u062f \u00ab\u0647\u0648\u00bb \u0641\u064a \u00ab\u0644\u0623\u0646\u0647\u00bb\u061f \u0639\u0644\u0649 \u0627\u0644\u0643\u062a\u0627\u0628\u060c \u0637\u0628\u0639\u064b\u0627.<\/p>\n

\u0627\u0644\u0622\u0646: \u00ab\u0648\u0636\u0639\u062a \u0627\u0644\u0643\u062a\u0627\u0628 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0648\u0644\u0629 \u0644\u0623\u0646\u0647\u0627 \u0643\u0627\u0646\u062a \u0642\u0631\u064a\u0628\u0629.\u00bb \u0647\u0646\u0627 \u0627\u0644\u0639\u0648\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0648\u0644\u0629.<\/p>\n

\u0623\u0646\u062a \u062d\u0633\u0645\u062a \u0647\u0630\u0627 \u0641\u064a \u062c\u0632\u0621 \u0645\u0646 \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0648\u062f\u0648\u0646 \u0623\u0646 \u062a\u0646\u062a\u0628\u0647 \u0623\u0646\u0643 \u0631\u062c\u0639\u062a \u0628\u0639\u064a\u0646\u064a\u0643 \u0625\u0644\u0649 \u0628\u062f\u0627\u064a\u0629 \u0627\u0644\u062c\u0645\u0644\u0629. \u0647\u0630\u0647 \u0627\u0644\u0642\u062f\u0631\u0629 \u2014 \u0623\u0646 \u062a\u0646\u0638\u0631 \u0625\u0644\u0649 \u0643\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u062f\u0641\u0639\u0629 \u0648\u0627\u062d\u062f\u0629 \u0648\u062a\u0642\u0631\u0631 \u0623\u064a\u0647\u0627 \u064a\u0631\u062a\u0628\u0637 \u0628\u0623\u064a \u2014 \u0647\u064a \u0628\u0627\u0644\u0636\u0628\u0637 \u0645\u0627 \u064a\u0641\u0639\u0644\u0647 Transformer.<\/p>\n

\u0645\u0627 \u0647\u0648 Transformer\u061f<\/h2>\n

Transformer\u060c \u0623\u0648 \u0628\u0646\u064a\u0629 \u0627\u0644\u0645\u062d\u0648\u0651\u0644\u0627\u062a\u060c \u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u0644\u062a\u0635\u0645\u064a\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062a\u0633\u0645\u062d \u0644\u0644\u0646\u0645\u0648\u0630\u062c \u0628\u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0646\u0635 \u0643\u0644\u0647 \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f \u0628\u062f\u0644 \u0642\u0631\u0627\u0621\u062a\u0647 \u0643\u0644\u0645\u0629 \u0643\u0644\u0645\u0629 \u0628\u0627\u0644\u062a\u0631\u062a\u064a\u0628.<\/p>\n

\u0648\u0647\u064a \u0627\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0634\u062a\u063a\u0644 \u062e\u0644\u0641 ChatGPT \u0648Claude \u0648Gemini \u0648\u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0643\u0644 \u0623\u062f\u0627\u0629 \u0644\u063a\u0648\u064a\u0629 \u062a\u0633\u062a\u0639\u0645\u0644\u0647\u0627 \u0627\u0644\u064a\u0648\u0645. \u0627\u0644\u062d\u0631\u0641 T \u0641\u064a \u0627\u0633\u0645 GPT \u064a\u0639\u0646\u064a Transformer. \u0648\u0643\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0629 \u0643\u0628\u064a\u0631<\/a> \u062a\u0633\u0645\u0639 \u0639\u0646\u0647 \u0627\u0644\u064a\u0648\u0645 \u0645\u0628\u0646\u064a \u0639\u0644\u064a\u0647\u0627.<\/p>\n

\u0645\u0627 \u0627\u0644\u0630\u064a \u0643\u0627\u0646 \u0642\u0628\u0644\u0647\u0627\u061f<\/h2>\n

\u0642\u0628\u0644\u0647\u0627\u060c \u0643\u0627\u0646\u062a \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0642\u0631\u0623 \u0627\u0644\u0646\u0635 \u0643\u0645\u0627 \u0646\u0642\u0631\u0623 \u0646\u062d\u0646: \u0643\u0644\u0645\u0629\u060c \u062b\u0645 \u0627\u0644\u062a\u064a \u0628\u0639\u062f\u0647\u0627\u060c \u062b\u0645 \u0627\u0644\u062a\u064a \u0628\u0639\u062f\u0647\u0627.<\/p>\n

\u0648\u0627\u0644\u0645\u0634\u0643\u0644\u0629 \u0623\u0646 \u0645\u0627 \u064a\u064f\u0642\u0631\u0623 \u0623\u0648\u0644\u064b\u0627 \u064a\u0628\u0647\u062a. \u062d\u064a\u0646 \u062a\u0635\u0644 \u0625\u0644\u0649 \u0646\u0647\u0627\u064a\u0629 \u0641\u0642\u0631\u0629 \u0637\u0648\u064a\u0644\u0629\u060c \u064a\u0643\u0648\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0642\u062f \u0646\u0633\u064a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0643\u064a\u0641 \u0628\u062f\u0623\u062a. \u0645\u062b\u0644 \u0634\u062e\u0635 \u064a\u0633\u062a\u0645\u0639 \u0625\u0644\u0649 \u0642\u0635\u0629 \u0637\u0648\u064a\u0644\u0629 \u0639\u0628\u0631 \u0627\u0644\u0647\u0627\u062a\u0641 \u0645\u0639 \u062a\u0642\u0637\u0651\u0639 \u0641\u064a \u0627\u0644\u0635\u0648\u062a.<\/p>\n

\u0648\u0644\u0623\u0646 \u0627\u0644\u0642\u0631\u0627\u0621\u0629 \u0645\u062a\u0633\u0644\u0633\u0644\u0629\u060c \u0644\u0645 \u064a\u0643\u0646 \u0645\u0645\u0643\u0646\u064b\u0627 \u062a\u0633\u0631\u064a\u0639\u0647\u0627. \u0643\u0644 \u0643\u0644\u0645\u0629 \u062a\u0646\u062a\u0638\u0631 \u0627\u0644\u062a\u064a \u0642\u0628\u0644\u0647\u0627.<\/p>\n

\u0645\u0627 \u0627\u0644\u0630\u064a \u063a\u064a\u0651\u0631\u062a\u0647\u061f<\/h2>\n

\u0634\u064a\u0626\u0627\u0646.<\/p>\n

\u0627\u0644\u0623\u0648\u0644: \u0627\u0644\u0646\u0638\u0631 \u0625\u0644\u0649 \u0627\u0644\u0643\u0644 \u062f\u0641\u0639\u0629 \u0648\u0627\u062d\u062f\u0629.<\/strong> \u0628\u062f\u0644 \u0627\u0644\u062a\u0633\u0644\u0633\u0644\u060c \u064a\u0641\u062d\u0635 Transformer \u0643\u0644 \u0643\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0635 \u0645\u0639\u064b\u0627 \u0648\u064a\u062d\u0633\u0628 \u0645\u062f\u0649 \u0627\u0631\u062a\u0628\u0627\u0637 \u0643\u0644 \u0643\u0644\u0645\u0629 \u0628\u0643\u0644 \u0643\u0644\u0645\u0629 \u0623\u062e\u0631\u0649. \u0644\u0647\u0630\u0627 \u064a\u0639\u0631\u0641 \u0623\u0646 \u00ab\u0644\u0623\u0646\u0647\u00bb \u062a\u0639\u0648\u062f \u0639\u0644\u0649 \u0627\u0644\u0643\u062a\u0627\u0628 \u0644\u0627 \u0639\u0644\u0649 \u0627\u0644\u0637\u0627\u0648\u0644\u0629\u060c \u062d\u062a\u0649 \u0644\u0648 \u0641\u0635\u0644\u062a \u0628\u064a\u0646\u0647\u0645\u0627 \u0639\u0634\u0631 \u0643\u0644\u0645\u0627\u062a.<\/p>\n

\u0647\u0630\u0647 \u0627\u0644\u0622\u0644\u064a\u0629 \u062a\u0633\u0645\u0649 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647\u060c \u0623\u0648 Attention. \u0648\u0627\u0644\u0627\u0633\u0645 \u0645\u0648\u0641\u0651\u0642 \u0647\u0630\u0647 \u0627\u0644\u0645\u0631\u0629: \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u064a\u0642\u0631\u0631 \u0639\u0644\u0649 \u0623\u064a \u0623\u062c\u0632\u0627\u0621 \u0645\u0646 \u0627\u0644\u0646\u0635 \u00ab\u064a\u0646\u062a\u0628\u0647\u00bb \u0639\u0646\u062f \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0644 \u0643\u0644\u0645\u0629.<\/p>\n

\u0627\u0644\u062b\u0627\u0646\u064a: \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u0648\u0627\u0632\u064a.<\/strong> \u0644\u0623\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0644\u0645 \u062a\u0639\u062f \u062a\u0646\u062a\u0638\u0631 \u0628\u0639\u0636\u0647\u0627\u060c \u0623\u0635\u0628\u062d \u0645\u0645\u0643\u0646\u064b\u0627 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0639\u0644\u0649 \u0622\u0644\u0627\u0641 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0627\u062a \u0641\u064a \u0648\u0642\u062a \u0648\u0627\u062d\u062f.<\/p>\n

\u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0641\u064a \u0623\u0646 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0635\u0627\u0631\u062a \u0628\u0647\u0630\u0627 \u0627\u0644\u062d\u062c\u0645. \u0644\u0645 \u062a\u0635\u0628\u062d \u0627\u0644\u0641\u0643\u0631\u0629 \u0623\u0630\u0643\u0649 \u0641\u062d\u0633\u0628\u060c \u0628\u0644 \u0623\u0635\u0628\u062d \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0645\u0644\u064a\u064b\u0627.<\/p>\n

\u0644\u0645\u0627\u0630\u0627 \u064a\u0647\u0645\u0651\u0643 \u0647\u0630\u0627\u061f<\/h2>\n

\u0644\u0623\u0646\u0647 \u064a\u0641\u0633\u0651\u0631 \u0633\u0644\u0648\u0643\u064b\u0627 \u062a\u0644\u0627\u062d\u0638\u0647 \u064a\u0648\u0645\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0623\u062f\u0648\u0627\u062a.<\/p>\n

\u062d\u064a\u0646 \u062a\u0639\u0637\u064a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0646\u0635\u064b\u0627 \u0637\u0648\u064a\u0644\u064b\u0627 \u062b\u0645 \u062a\u0633\u0623\u0644\u0647 \u0639\u0646 \u062a\u0641\u0635\u064a\u0644 \u0641\u064a \u0623\u0648\u0644\u0647\u060c \u0641\u0647\u0648 \u0642\u0627\u062f\u0631 \u0639\u0644\u0649 \u0627\u0644\u0639\u0648\u062f\u0629 \u0625\u0644\u064a\u0647. \u0647\u0630\u0627 \u0628\u0641\u0636\u0644 Attention.<\/p>\n

\u0648\u062d\u064a\u0646 \u064a\u0628\u062f\u0623 \u0641\u064a \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0643 \u0645\u0639 \u0627\u0644\u0646\u0635\u0648\u0635 \u0627\u0644\u0637\u0648\u064a\u0644\u0629 \u062c\u062f\u064b\u0627\u060c \u0641\u0630\u0644\u0643 \u0644\u0623\u0646 \u062d\u0633\u0627\u0628 \u0639\u0644\u0627\u0642\u0629 \u0643\u0644 \u0643\u0644\u0645\u0629 \u0628\u0643\u0644 \u0643\u0644\u0645\u0629 \u064a\u0635\u0628\u062d \u0645\u0643\u0644\u0641\u064b\u0627 \u0628\u0633\u0631\u0639\u0629 \u0643\u0644\u0645\u0627 \u0637\u0627\u0644 \u0627\u0644\u0646\u0635. \u0648\u0644\u0647\u0630\u0627 \u062a\u0648\u062c\u062f \u0646\u0627\u0641\u0630\u0629 \u0633\u064a\u0627\u0642<\/a> \u062a\u062d\u062f\u0651\u062f \u0645\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0644\u0635\u0642\u0647 \u0641\u064a \u0627\u0644\u0645\u062d\u0627\u062f\u062b\u0629 \u0627\u0644\u0648\u0627\u062d\u062f\u0629.<\/p>\n

\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/h2>\n

Transformer \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u062a\u0642\u0646\u064a \u0648\u0631\u0627\u0621 \u0627\u0644\u0642\u0641\u0632\u0629 \u0627\u0644\u062a\u064a \u0639\u0634\u0646\u0627\u0647\u0627 \u0641\u064a \u0627\u0644\u0633\u0646\u0648\u0627\u062a \u0627\u0644\u0623\u062e\u064a\u0631\u0629.<\/p>\n

\u0641\u0643\u0631\u062a\u0647 \u0641\u064a \u062c\u0648\u0647\u0631\u0647\u0627 \u0628\u0633\u064a\u0637\u0629: \u0644\u0627 \u062a\u0642\u0631\u0623 \u0628\u0627\u0644\u062a\u0631\u062a\u064a\u0628\u060c \u0627\u0646\u0638\u0631 \u0625\u0644\u0649 \u0643\u0644 \u0634\u064a\u0621 \u0648\u0627\u062d\u0633\u0628 \u0645\u0627 \u064a\u0631\u062a\u0628\u0637 \u0628\u0645\u0627\u0630\u0627.<\/p>\n

\u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0641\u0647\u0648 \u0645\u0627 \u0632\u0627\u0644 \u064a\u062d\u0633\u0628 \u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0643\u0644\u0645\u0627\u062a. \u0644\u0627 \u064a\u0641\u0647\u0645 \u0627\u0644\u0642\u0635\u0629\u060c \u0648\u0644\u0627 \u064a\u0639\u0631\u0641 \u0625\u0646 \u0643\u0627\u0646 \u0645\u0627 \u064a\u0642\u0648\u0644\u0647 \u0635\u062d\u064a\u062d\u064b\u0627. \u0647\u0648 \u0641\u0642\u0637 \u064a\u062d\u0633\u0646 \u062c\u062f\u064b\u0627 \u0645\u0639\u0631\u0641\u0629 \u0623\u064a \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u062a\u062e\u0635\u0651 \u0623\u064a\u0647\u0627.<\/p>\n","protected":false},"excerpt":{"rendered":"

\u0634\u0631\u062d \u0628\u0633\u064a\u0637 \u0648\u0645\u0645\u062a\u0639 \u0644\u0628\u0646\u064a\u0629 Transformer\u060c \u0648\u0643\u064a\u0641 \u062a\u0633\u062a\u062e\u062f\u0645 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u0644\u0641\u0647\u0645 \u0627\u0644\u0639\u0644\u0627\u0642\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a\u060c \u0648\u0639\u0644\u0627\u0642\u062a\u0647\u0627 \u0628\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a 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