{"id":479398,"date":"2023-08-09T10:35:54","date_gmt":"2023-08-09T10:35:54","guid":{"rendered":""},"modified":"2023-09-05T11:18:45","modified_gmt":"2023-09-05T11:18:45","slug":"trax-library","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/trax-library\/","title":{"rendered":"\u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633"},"content":{"rendered":"<p>Trax \u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u062a\u0639\u0644\u0645 \u0639\u0645\u064a\u0642 \u0645\u0641\u062a\u0648\u062d\u0629 \u0627\u0644\u0645\u0635\u062f\u0631 \u062a\u0645 \u062a\u0637\u0648\u064a\u0631\u0647\u0627 \u0628\u0648\u0627\u0633\u0637\u0629 Google Brain. \u0644\u0642\u062f \u0627\u0643\u062a\u0633\u0628 \u0627\u0647\u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0641\u064a \u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0646\u0638\u0631\u064b\u0627 \u0644\u0643\u0641\u0627\u0621\u062a\u0647 \u0648\u0645\u0631\u0648\u0646\u062a\u0647 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647. \u062a\u064f\u0645\u0643\u0651\u0646 \u062a\u0631\u0627\u0643\u0633 \u0627\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u064a\u0646 \u0645\u0646 \u0628\u0646\u0627\u0621 \u0648\u062a\u062f\u0631\u064a\u0628 \u0648\u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629 (NLP) \u0648\u0645\u0627 \u0628\u0639\u062f\u0647.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0646\u0634\u0623\u0629 \u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633 \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647\u0627<\/h2>\n<p>\u0646\u0634\u0623\u062a \u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633 \u0645\u0646 \u0627\u0644\u062d\u0627\u062c\u0629 \u0625\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u062a\u062c\u0631\u0628\u0629 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u062a\u0645 \u062a\u0642\u062f\u064a\u0645\u0647 \u0644\u0623\u0648\u0644 \u0645\u0631\u0629 \u0641\u064a \u0639\u0627\u0645 2019 \u0639\u0646\u062f\u0645\u0627 \u0646\u0634\u0631 \u0628\u0627\u062d\u062b\u0648\u0646 \u0645\u0646 Google Brain \u0648\u0631\u0642\u0629 \u0628\u062d\u062b\u064a\u0629 \u0628\u0639\u0646\u0648\u0627\u0646 &quot;Trax: Deep Learning with Clear Code and Speed&quot;. \u0642\u062f\u0645\u062a \u0627\u0644\u0648\u0631\u0642\u0629 \u062a\u0631\u0627\u0643\u0633 \u0643\u0625\u0637\u0627\u0631 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0627\u062a \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0648\u0633\u0644\u0637\u062a \u0627\u0644\u0636\u0648\u0621 \u0639\u0644\u0649 \u0648\u0636\u0648\u062d\u0647 \u0648\u0643\u0641\u0627\u0621\u062a\u0647 \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0639\u062a\u0645\u0627\u062f\u0647 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062a\u0641\u0635\u064a\u0644\u064a\u0629 \u0639\u0646 \u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633<\/h2>\n<p>\u062a\u0645 \u0628\u0646\u0627\u0621 Trax \u0639\u0644\u0649 \u0642\u0645\u0629 JAX\u060c \u0648\u0647\u064a \u0645\u0643\u062a\u0628\u0629 \u0623\u062e\u0631\u0649 \u0644\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u062a\u0648\u0641\u0631 \u0627\u0644\u062a\u0645\u0627\u064a\u0632 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0648\u0627\u0644\u062a\u0633\u0631\u064a\u0639 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0623\u0648 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0623\u0648 TPU. \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0642\u062f\u0631\u0627\u062a JAX\u060c \u064a\u062d\u0642\u0642 Trax \u0639\u0645\u0644\u064a\u0627\u062a \u062d\u0633\u0627\u0628\u064a\u0629 \u0633\u0631\u064a\u0639\u0629 \u0648\u0641\u0639\u0627\u0644\u0629\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642. \u0639\u0644\u0627\u0648\u0629 \u0639\u0644\u0649 \u0630\u0644\u0643\u060c \u062a\u062a\u0645\u064a\u0632 \u062a\u0631\u0627\u0643\u0633 \u0628\u062a\u0635\u0645\u064a\u0645 \u0645\u0639\u064a\u0627\u0631\u064a \u0648\u0628\u062f\u064a\u0647\u064a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0623\u0648\u0644\u064a\u0629 \u0648\u062a\u062c\u0631\u0628\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0645\u062e\u062a\u0644\u0641\u0629 \u0628\u0633\u0631\u0639\u0629.<\/p>\n<p>\u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0648\u0627\u0633\u0639\u0629 \u0645\u0646 \u0637\u0628\u0642\u0627\u062a \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0645\u062b\u0644 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062a\u0643\u0631\u0631\u0629 (RNNs) \u0648\u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629 (CNNs). \u064a\u0645\u0643\u0646 \u062f\u0645\u062c \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0648\u062a\u062e\u0635\u064a\u0635\u0647\u0627 \u0628\u0633\u0647\u0648\u0644\u0629 \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0642\u062f\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629. \u064a\u0648\u0641\u0631 Trax \u0623\u064a\u0636\u064b\u0627 \u062f\u0639\u0645\u064b\u0627 \u0645\u062f\u0645\u062c\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u0625\u0646\u0634\u0627\u0621 \u0627\u0644\u0646\u0635\u0648\u0635 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631 \u0648\u0627\u0644\u0645\u0632\u064a\u062f.<\/p>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633: \u0643\u064a\u0641 \u062a\u0639\u0645\u0644<\/h2>\n<p>\u0641\u064a \u0642\u0644\u0628 Trax \u064a\u0643\u0645\u0646 \u0645\u0641\u0647\u0648\u0645 \u0642\u0648\u064a \u064a\u064f\u0639\u0631\u0641 \u0628\u0627\u0633\u0645 &quot;\u0627\u0644\u0645\u062c\u0645\u0639\u0627\u062a&quot;. \u0627\u0644\u0645\u062c\u0645\u0639\u0627\u062a \u0647\u064a \u0648\u0638\u0627\u0626\u0641 \u0639\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0631\u062a\u064a\u0628 \u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0643\u0648\u064a\u0646 \u0637\u0628\u0642\u0627\u062a \u0648\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u0641\u0647\u064a \u062a\u0633\u0645\u062d \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0628\u062a\u0643\u062f\u064a\u0633 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0639\u064b\u0627\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0625\u0646\u0634\u0627\u0621 \u0628\u0646\u064a\u0629 \u0645\u0631\u0646\u0629 \u0648\u0646\u0645\u0648\u0630\u062c\u064a\u0629. \u064a\u0639\u0645\u0644 \u0647\u0630\u0627 \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0628\u0646\u0627\u0621 \u0627\u0644\u0646\u0645\u0648\u0630\u062c\u060c \u0648\u062a\u0639\u0632\u064a\u0632 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0625\u0639\u0627\u062f\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629\u060c \u0648\u062a\u0634\u062c\u064a\u0639 \u0627\u0644\u062a\u062c\u0631\u064a\u0628.<\/p>\n<p>\u062a\u0633\u062a\u0641\u064a\u062f Trax \u0645\u0646 \u0625\u0645\u0643\u0627\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0645\u0627\u064a\u0632 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a \u0644\u0640 JAX \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629. \u064a\u062a\u064a\u062d \u0630\u0644\u0643 \u0644\u062e\u0648\u0627\u0631\u0632\u0645\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u062a\u062f\u0631\u062c\u060c \u0645\u062b\u0644 \u0627\u0644\u0646\u0633\u0628 \u0627\u0644\u062a\u062f\u0631\u062c \u0627\u0644\u0639\u0634\u0648\u0627\u0626\u064a (SGD) \u0648Adam\u060c \u062a\u062d\u062f\u064a\u062b \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u062b\u0646\u0627\u0621 \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u062a\u062f\u0639\u0645 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0623\u064a\u0636\u064b\u0627 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0648\u0632\u0639 \u0639\u0628\u0631 \u0623\u062c\u0647\u0632\u0629 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0633\u0647\u0644 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0639\u0644\u0649 \u0623\u062c\u0647\u0632\u0629 \u0642\u0648\u064a\u0629.<\/p>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633<\/h2>\n<p>\u064a\u0642\u062f\u0645 Trax \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0645\u064a\u0632\u0647 \u0639\u0646 \u0623\u0637\u0631 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u0623\u062e\u0631\u0649:<\/p>\n<ol>\n<li>\n<p><strong>\u0646\u0645\u0637\u064a\u0629<\/strong>: \u064a\u062a\u064a\u062d \u0627\u0644\u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a \u0644\u0640 Trax \u0644\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0625\u0646\u0634\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0645\u0639\u0642\u062f\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u062c\u0645\u0639 \u0628\u064a\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u062a\u0639\u0632\u064a\u0632 \u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u0635\u064a\u0627\u0646\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0643\u0641\u0627\u0621\u0629<\/strong>: \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u062a\u0633\u0631\u064a\u0639 JAX \u0648\u0627\u0644\u062a\u0645\u0627\u064a\u0632 \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u060c \u064a\u062d\u0642\u0642 Trax \u062d\u0633\u0627\u0628\u064b\u0627 \u0641\u0639\u0627\u0644\u0627\u064b\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647 \u0645\u0646\u0627\u0633\u0628\u064b\u0627 \u062a\u0645\u0627\u0645\u064b\u0627 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0631\u0648\u0646\u0629<\/strong>: \u062a\u0648\u0641\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u062a\u0646\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u062f\u062f\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0631\u0648\u0646\u0629 \u0641\u064a \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u062e\u0635\u0635\u0629\u060c \u0648\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0645\u062a\u0646\u0648\u0639\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u0639\u0645\u0627\u0644<\/strong>: \u0628\u0646\u0627\u0621 \u062c\u0645\u0644\u0629 Trax \u0627\u0644\u0648\u0627\u0636\u062d \u0648\u0627\u0644\u0645\u0648\u062c\u0632 \u064a\u062c\u0639\u0644\u0647\u0627 \u0641\u064a \u0645\u062a\u0646\u0627\u0648\u0644 \u0643\u0644 \u0645\u0646 \u0627\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u064a\u0646 \u0630\u0648\u064a \u0627\u0644\u062e\u0628\u0631\u0629\u060c \u0645\u0645\u0627 \u064a\u0628\u0633\u0637 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062a\u0637\u0648\u064a\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0639\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/strong>: Trax \u0645\u0646\u0627\u0633\u0628 \u0628\u0634\u0643\u0644 \u062e\u0627\u0635 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP)\u060c \u0645\u0639 \u062f\u0639\u0645 \u0645\u062f\u0645\u062c \u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0645\u062d\u0648\u0644\u0627\u062a \u0627\u0644\u062a\u0633\u0644\u0633\u0644 \u0625\u0644\u0649 \u0627\u0644\u062a\u0633\u0644\u0633\u0644.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u0645\u0643\u062a\u0628\u0629 Trax \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639 \u0625\u0644\u0649 \u0646\u0648\u0639\u064a\u0646 \u0631\u0626\u064a\u0633\u064a\u064a\u0646:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u064a\u0643\u062a\u0628<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0634\u0628\u0643\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/td>\n<td>\u0647\u0630\u0647 \u0647\u064a \u0627\u0644\u0644\u0628\u0646\u0627\u062a \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u060c \u0645\u062b\u0644 \u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u0643\u062b\u064a\u0641\u0629 (\u0627\u0644\u0645\u062a\u0635\u0644\u0629 \u0628\u0627\u0644\u0643\u0627\u0645\u0644) \u0648\u0627\u0644\u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0627\u0641\u064a\u0641\u064a\u0629. \u0625\u0646\u0647\u0645 \u064a\u0639\u0645\u0644\u0648\u0646 \u0639\u0644\u0649 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0625\u062f\u062e\u0627\u0644 \u0648\u064a\u0637\u0628\u0642\u0648\u0646 \u0627\u0644\u062a\u062d\u0648\u064a\u0644\u0627\u062a \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0645\u062e\u0631\u062c\u0627\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0645\u0627\u0630\u062c \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0645\u0633\u0628\u0642\u064b\u0627<\/td>\n<td>\u062a\u0648\u0641\u0631 \u062a\u0631\u0627\u0643\u0633 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062d\u062f\u062f\u0629\u060c \u0628\u0645\u0627 \u0641\u064a \u0630\u0644\u0643 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0622\u0644\u064a\u0629 \u0648\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0645\u0634\u0627\u0639\u0631. \u064a\u0645\u0643\u0646 \u0636\u0628\u0637 \u0647\u0630\u0647 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062c\u062f\u064a\u062f\u0629 \u0623\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0628\u0627\u0634\u0631\u0629 \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633: \u0627\u0644\u0645\u0634\u0627\u0643\u0644 \u0648\u0627\u0644\u062d\u0644\u0648\u0644<\/h2>\n<p>\u062a\u0639\u0645\u0644 Trax \u0639\u0644\u0649 \u062a\u0628\u0633\u064a\u0637 \u0639\u0645\u0644\u064a\u0629 \u0628\u0646\u0627\u0621 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0648\u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0648\u0646\u0634\u0631\u0647\u0627. \u0648\u0645\u0639 \u0630\u0644\u0643\u060c \u0645\u062b\u0644 \u0623\u064a \u0623\u062f\u0627\u0629\u060c \u0641\u0647\u064a \u062a\u0623\u062a\u064a \u0645\u0639 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644:<\/p>\n<ol>\n<li>\n<p><strong>\u0642\u064a\u0648\u062f \u0627\u0644\u0630\u0627\u0643\u0631\u0629<\/strong>: \u0642\u062f \u064a\u062a\u0637\u0644\u0628 \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0630\u0627\u0643\u0631\u0629 \u0643\u0628\u064a\u0631\u0629\u060c \u062e\u0627\u0635\u0629 \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0623\u062d\u062c\u0627\u0645 \u062f\u0641\u0639\u0627\u062a \u0643\u0628\u064a\u0631\u0629. \u0623\u062d\u062f \u0627\u0644\u062d\u0644\u0648\u0644 \u0647\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0631\u0627\u0643\u0645 \u0627\u0644\u062a\u062f\u0631\u062c\u060c \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u062a\u062f\u0631\u062c\u0627\u062a \u0639\u0644\u0649 \u062f\u0641\u0639\u0627\u062a \u0635\u063a\u064a\u0631\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0642\u0628\u0644 \u062a\u062d\u062f\u064a\u062b \u0645\u0639\u0644\u0645\u0627\u062a \u0627\u0644\u0646\u0645\u0648\u0630\u062c.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u062f\u0648\u0644\u0629 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645<\/strong>: \u064a\u0639\u062f \u0627\u062e\u062a\u064a\u0627\u0631 \u062c\u062f\u0648\u0644 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0645\u0646\u0627\u0633\u0628 \u0623\u0645\u0631\u064b\u0627 \u0628\u0627\u0644\u063a \u0627\u0644\u0623\u0647\u0645\u064a\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0645\u0633\u062a\u0642\u0631 \u0648\u0627\u0644\u0641\u0639\u0627\u0644. \u062a\u0648\u0641\u0631 \u062a\u0631\u0627\u0643\u0633 \u062c\u062f\u0627\u0648\u0644 \u0644\u0645\u0639\u062f\u0644\u0627\u062a \u0627\u0644\u062a\u0639\u0644\u0645 \u0645\u062b\u0644 \u062a\u0636\u0627\u0624\u0644 \u0627\u0644\u062e\u0637\u0648\u0627\u062a \u0648\u0627\u0644\u062a\u0636\u0627\u0624\u0644 \u0627\u0644\u0623\u0633\u064a\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0636\u0628\u0637\u0647\u0627 \u0628\u062f\u0642\u0629 \u0644\u0645\u0647\u0627\u0645 \u0645\u062d\u062f\u062f\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f<\/strong>: \u0644\u0644\u062a\u062e\u0641\u064a\u0641 \u0645\u0646 \u0627\u0644\u062a\u062c\u0647\u064a\u0632 \u0627\u0644\u0632\u0627\u0626\u062f\u060c \u062a\u0642\u062f\u0645 Trax \u0637\u0628\u0642\u0627\u062a \u0627\u0644\u062a\u0633\u0631\u0628 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u0646\u0638\u064a\u0645 \u0645\u062b\u0644 \u062a\u0646\u0638\u064a\u0645 L2 \u0644\u0645\u0639\u0627\u0642\u0628\u0629 \u0627\u0644\u0623\u0648\u0632\u0627\u0646 \u0627\u0644\u0643\u0628\u064a\u0631\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627<\/strong>: \u0639\u0646\u062f \u0636\u0628\u0637 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u0645\u0646 \u0627\u0644\u0636\u0631\u0648\u0631\u064a \u0636\u0628\u0637 \u0645\u0639\u062f\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0648\u062a\u062c\u0645\u064a\u062f \u0637\u0628\u0642\u0627\u062a \u0645\u0639\u064a\u0646\u0629 \u0644\u0645\u0646\u0639 \u0627\u0644\u0646\u0633\u064a\u0627\u0646 \u0627\u0644\u0643\u0627\u0631\u062b\u064a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633<\/th>\n<th>TensorFlow<\/th>\n<th>\u0628\u0627\u064a \u062a\u0648\u0631\u0634<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0643\u0641\u0627\u0621\u0629<\/td>\n<td>\u062d\u0633\u0627\u0628 \u0641\u0639\u0627\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 JAX.<\/td>\n<td>\u0641\u0639\u0627\u0644 \u0645\u0639 \u062f\u0639\u0645 CUDA.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0644\u0645\u0631\u0648\u0646\u0629<\/td>\n<td>\u062a\u0635\u0645\u064a\u0645 \u0648\u062d\u062f\u0627\u062a \u0644\u0644\u063a\u0627\u064a\u0629.<\/td>\n<td>\u0645\u0631\u0646\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u064a\u0639.<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0639\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629<\/td>\n<td>\u062f\u0639\u0645 \u0645\u062f\u0645\u062c \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629.<\/td>\n<td>\u064a\u062f\u0639\u0645 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NLP) \u0645\u0639 \u0627\u0644\u0645\u062d\u0648\u0644\u0627\u062a.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633<\/h2>\n<p>\u062a\u0639\u062f \u0627\u0644\u0622\u0641\u0627\u0642 \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0644\u0640 Trax \u0648\u0627\u0639\u062f\u0629\u060c \u062d\u064a\u062b \u062a\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0643\u062a\u0633\u0627\u0628 \u0634\u0639\u0628\u064a\u0629 \u0641\u064a \u0645\u062c\u062a\u0645\u0639 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0648\u064a\u0636\u0645\u0646 \u062a\u0643\u0627\u0645\u0644\u0647 \u0645\u0639 JAX \u0628\u0642\u0627\u0621\u0647 \u0641\u0639\u0627\u0644\u0627\u064b \u0648\u0642\u0627\u0628\u0644\u0627\u064b \u0644\u0644\u062a\u0637\u0648\u064a\u0631\u060c \u062d\u062a\u0649 \u0645\u0639 \u062a\u0642\u062f\u0645 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0623\u062c\u0647\u0632\u0629. \u0646\u0638\u0631\u064b\u0627 \u0644\u0623\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0635\u0628\u062d\u062a \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629 \u0645\u062a\u0632\u0627\u064a\u062f\u0629\u060c \u0641\u0625\u0646 \u062a\u0631\u0643\u064a\u0632 \u062a\u0631\u0627\u0643\u0633 \u0639\u0644\u0649 \u062f\u0639\u0645 \u0645\u062b\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645 \u064a\u0636\u0639\u0647\u0627 \u0641\u064a \u0645\u0648\u0642\u0639 \u062c\u064a\u062f \u0644\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644\u064a\u0629 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629.<\/p>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u0645\u0643\u062a\u0628\u0629 Trax<\/h2>\n<p>\u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0645\u0627\u0646 \u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Trax \u0644\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642 \u0627\u0644\u062a\u064a \u062a\u062a\u0637\u0644\u0628 \u0645\u062c\u0645\u0648\u0639\u0627\u062a \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0628\u064a\u0631\u0629\u060c \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0633\u0627\u0639\u062f \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0639\u0645\u0644\u064a\u0629 \u0627\u0633\u062a\u0631\u062c\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0624\u0642\u062a. \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0630\u0644\u0643\u060c \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644 \u0644\u062a\u0639\u0632\u064a\u0632 \u0627\u0644\u062a\u062f\u0627\u0628\u064a\u0631 \u0627\u0644\u0623\u0645\u0646\u064a\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0643\u0648\u0633\u064a\u0637 \u0628\u064a\u0646 \u0627\u0644\u0639\u0645\u064a\u0644 \u0648\u0645\u0635\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0639\u064a\u062f.<\/p>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u0631\u062c\u0648\u0639 \u0625\u0644\u0649 \u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/github.com\/google\/trax\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0633\u062a\u0648\u062f\u0639 \u062a\u0631\u0627\u0643\u0633 \u062c\u064a\u062b\u0628<\/a>: \u0645\u0633\u062a\u0648\u062f\u0639 GitHub \u0627\u0644\u0631\u0633\u0645\u064a \u0627\u0644\u0630\u064a \u064a\u062d\u062a\u0648\u064a \u0639\u0644\u0649 \u0627\u0644\u0643\u0648\u062f \u0627\u0644\u0645\u0635\u062f\u0631\u064a \u0648\u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0640 Trax.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/trax-ml.readthedocs.io\/en\/latest\/\" target=\"_new\" rel=\"noopener nofollow\">\u062a\u0648\u062b\u064a\u0642 \u062a\u0631\u0627\u0643\u0633<\/a>: \u0627\u0644\u0648\u062b\u0627\u0626\u0642 \u0627\u0644\u0631\u0633\u0645\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0648\u0641\u0631 \u0623\u062f\u0644\u0629 \u0634\u0627\u0645\u0644\u0629 \u0648\u0628\u0631\u0627\u0645\u062c \u062a\u0639\u0644\u064a\u0645\u064a\u0629 \u062d\u0648\u0644 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Trax.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2006.15595\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u0631\u0642\u0629 \u0628\u062d\u062b \u062a\u0631\u0627\u0643\u0633<\/a>: \u0627\u0644\u0648\u0631\u0642\u0629 \u0627\u0644\u0628\u062d\u062b\u064a\u0629 \u0627\u0644\u0623\u0635\u0644\u064a\u0629 \u062a\u0642\u062f\u0645 Trax\u060c \u0648\u062a\u0634\u0631\u062d \u0645\u0628\u0627\u062f\u0626 \u062a\u0635\u0645\u064a\u0645\u0647\u0627\u060c \u0648\u062a\u0639\u0631\u0636 \u0623\u062f\u0627\u0626\u0647\u0627 \u0641\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u062a\u0639\u062a\u0628\u0631 \u0645\u0643\u062a\u0628\u0629 \u062a\u0631\u0627\u0643\u0633 \u0623\u062f\u0627\u0629 \u0642\u0648\u064a\u0629 \u0648\u0641\u0639\u0627\u0644\u0629 \u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0648\u062e\u0627\u0635\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0637\u0628\u064a\u0639\u064a\u0629. \u0628\u0641\u0636\u0644 \u062a\u0635\u0645\u064a\u0645\u0647\u0627 \u0627\u0644\u0645\u0639\u064a\u0627\u0631\u064a\u060c \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u060c \u0648\u062f\u0639\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062f\u0631\u0628\u0629 \u0645\u0633\u0628\u0642\u064b\u0627\u060c \u062a\u0648\u0627\u0635\u0644 Trax \u062a\u0645\u0647\u064a\u062f \u0627\u0644\u0637\u0631\u064a\u0642 \u0644\u0644\u062a\u0637\u0648\u0631\u0627\u062a \u0627\u0644\u0645\u062b\u064a\u0631\u0629 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a. \u064a\u0645\u0643\u0646 \u0623\u0646 \u064a\u0624\u062f\u064a \u062a\u0643\u0627\u0645\u0644\u0647 \u0645\u0639 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0625\u0644\u0649 \u062a\u0639\u0632\u064a\u0632 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0645\u0646\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0631\u0635\u064a\u062f\u064b\u0627 \u0642\u064a\u0645\u064b\u0627 \u0644\u0644\u0628\u0627\u062d\u062b\u064a\u0646 \u0648\u0627\u0644\u0645\u0645\u0627\u0631\u0633\u064a\u0646 \u0639\u0644\u0649 \u062d\u062f\u064d \u0633\u0648\u0627\u0621. \u0645\u0639 \u062a\u0642\u062f\u0645 \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0648\u0627\u0643\u062a\u0633\u0627\u0628 \u0645\u0647\u0627\u0645 \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u0644\u063a\u0648\u064a\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 \u0623\u0647\u0645\u064a\u0629 \u0623\u0643\u0628\u0631\u060c \u062a\u0638\u0644 \u062a\u0631\u0627\u0643\u0633 \u0641\u064a \u0637\u0644\u064a\u0639\u0629 \u0645\u0634\u0647\u062f \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u064a\u0642\u060c \u0645\u0645\u0627 \u064a\u0633\u0627\u0647\u0645 \u0641\u064a \u062a\u0642\u062f\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0643\u0643\u0644.<\/p>","protected":false},"featured_media":470735,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-479398","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Trax Library: A Comprehensive Guide<\/mark>","faq_items":[{"question":"What is Trax Library?","answer":"<p>Trax Library is an open-source deep learning framework developed by Google Brain. It empowers researchers and practitioners to build, train, and deploy various deep learning models, with a focus on natural language processing (NLP) and more.<\/p>"},{"question":"When was Trax Library introduced?","answer":"<p>Trax Library was first introduced in 2019 when researchers from Google Brain published a research paper titled \"Trax: Deep Learning with Clear Code and Speed.\" The paper presented Trax as an efficient and flexible framework for NLP tasks.<\/p>"},{"question":"How does Trax Library work?","answer":"<p>Trax is built on top of JAX, another deep learning library that provides automatic differentiation and acceleration on CPU, GPU, or TPU. It utilizes \"combinators,\" which are higher-order functions that allow users to compose neural network layers and models. This modular design simplifies model construction and encourages code reusability.<\/p>"},{"question":"What are the key features of Trax Library?","answer":"<p>Trax boasts several key features, including modularity, efficiency, flexibility, ease of use, and built-in support for NLP tasks. It provides a wide range of pre-defined neural network layers and models, making it suitable for various use cases.<\/p>"},{"question":"What types of Trax Library are there?","answer":"<p>Trax Library can be categorized into two main types: neural network layers (e.g., dense, convolutional) and pre-trained models. The pre-trained models come with support for tasks like machine translation and sentiment analysis.<\/p>"},{"question":"How can I use Trax Library effectively?","answer":"<p>To use Trax effectively, consider addressing common challenges like memory constraints, learning rate scheduling, and overfitting. Trax provides solutions, such as gradient accumulation and dropout layers, to mitigate these issues. Fine-tuning pre-trained models requires careful learning rate adjustment and freezing specific layers.<\/p>"},{"question":"How does Trax Library compare to other frameworks?","answer":"<p>Trax Library stands out with its efficiency, modularity, and NLP support. In comparison, TensorFlow is known for its CUDA support, while PyTorch is highly flexible and extensible.<\/p>"},{"question":"What are the future perspectives of Trax Library?","answer":"<p>The future of Trax Library looks promising as it gains popularity in the machine learning community. Its integration with JAX ensures efficiency and scalability, while its NLP support positions it well for future developments in natural language processing.<\/p>"},{"question":"How can proxy servers be associated with Trax Library?","answer":"<p>Proxy servers play a vital role in optimizing data acquisition and security for machine learning tasks. In Trax, they can be used to enhance data retrieval and caching, as well as improve security by acting as intermediaries between clients and remote data sources.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479398","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/479398\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/470735"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=479398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}