{"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\/ir\/wiki\/trax-library\/","title":{"rendered":"\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax"},"content":{"rendered":"<p>Trax \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0637 Google Brain \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0628\u0647 \u062f\u0644\u06cc\u0644 \u06a9\u0627\u0631\u0627\u06cc\u06cc\u060c \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc \u0648 \u0633\u0647\u0648\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647\u060c \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062c\u0630\u0627\u0628\u06cc\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a. Trax \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u067e\u0632\u0634\u06a9\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0628\u0633\u0627\u0632\u0646\u062f\u060c \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u0646\u062f\u060c \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc (NLP) \u0648 \u0641\u0631\u0627\u062a\u0631 \u0627\u0632 \u0622\u0646 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0631\u0627\u06a9\u0633 \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax \u0627\u0632 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0633\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0632\u0645\u0627\u06cc\u0634 \u0628\u0627 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0633\u0631\u0686\u0634\u0645\u0647 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f. \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062f\u0631 \u0633\u0627\u0644 2019 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &quot;Trax: Deep Learning with Clear Code and Speed&quot; \u062a\u0648\u0633\u0637 \u0645\u062d\u0642\u0642\u0627\u0646 Google Brain \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u060c \u0645\u0639\u0631\u0641\u06cc \u0634\u062f. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 Trax \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 NLP \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f \u0648 \u0648\u0636\u0648\u062d\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u067e\u062a\u0627\u0646\u0633\u06cc\u0644 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0630\u06cc\u0631\u0634 \u06af\u0633\u062a\u0631\u062f\u0647 \u0628\u0631\u062c\u0633\u062a\u0647 \u06a9\u0631\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax<\/h2>\n<p>Trax \u0628\u0631 \u0631\u0648\u06cc JAX \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u062f\u06cc\u06af\u0631 \u06a9\u0647 \u062a\u0645\u0627\u06cc\u0632 \u0648 \u0634\u062a\u0627\u0628 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631 CPU\u060c GPU \u06cc\u0627 TPU \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc \u06a9\u0646\u062f. Trax \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc JAX \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0633\u0631\u06cc\u0639 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0633\u062a \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c Trax \u062f\u0627\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u0648 \u0634\u0647\u0648\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0628\u0647 \u0633\u0631\u0639\u062a \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0637\u06cc\u0641 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641\u200c\u0634\u062f\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u060c \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc (RNN) \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u0627\u0644 (CNN) \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u0627\u062c\u0632\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f \u062a\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f. Trax \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc\u060c \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0648 \u063a\u06cc\u0631\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062f\u0627\u062e\u0644\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax: \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n<p>\u062f\u0631 \u0647\u0633\u062a\u0647 Trax \u0645\u0641\u0647\u0648\u0645 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0646\u0627\u0645 \u00ab\u062a\u0631\u06a9\u06cc\u0628\u200c\u06a9\u0646\u0646\u062f\u0647\u00bb \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062a\u0631\u06a9\u06cc\u0628 \u06a9\u0646\u0646\u062f\u0647 \u0647\u0627 \u062a\u0648\u0627\u0628\u0639 \u062f\u0631\u062c\u0647 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0644\u0627\u06cc\u0647 \u0647\u0627 \u0648 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0631\u0627 \u0627\u0645\u06a9\u0627\u0646 \u067e\u0630\u06cc\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0622\u0646\u200c\u0647\u0627 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0647\u0645 \u0642\u0631\u0627\u0631 \u062f\u0647\u0646\u062f \u0648 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u0637\u0631\u0627\u062d\u06cc \u0633\u0627\u062e\u062a \u0645\u062f\u0644 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f \u06a9\u062f \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0631\u0627 \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>Trax \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u062a\u0645\u0627\u06cc\u0632 \u062e\u0648\u062f\u06a9\u0627\u0631 JAX \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u0624\u062b\u0631 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0628\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646\u060c \u0645\u0627\u0646\u0646\u062f \u0646\u0632\u0648\u0644 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062a\u0635\u0627\u062f\u0641\u06cc (SGD) \u0648 Adam\u060c \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0628\u0647 \u0631\u0648\u0632 \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u062f\u0633\u062a\u06af\u0627\u0647 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax<\/h2>\n<p>Trax \u0686\u0646\u062f\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u062f\u0648\u0644\u0627\u0631 \u0628\u0648\u062f\u0646<\/strong>: \u0637\u0631\u0627\u062d\u06cc \u0645\u062f\u0648\u0644\u0627\u0631 Trax \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0627 \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0645\u0627\u0646\u06cc \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062c\u062f\u062f\u060c \u0645\u062f\u0644 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0633\u0627\u0632\u0646\u062f\u060c \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u06a9\u062f \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0631\u0627 \u0627\u0631\u062a\u0642\u0627\u0621 \u0645\u06cc \u062f\u0647\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0647\u0631\u0647 \u0648\u0631\u06cc<\/strong>: \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u062a\u0627\u0628 \u0648 \u062a\u0645\u0627\u06cc\u0632 \u062e\u0648\u062f\u06a9\u0627\u0631 JAX\u060c Trax \u0628\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u062f\u0633\u062a \u0645\u06cc \u06cc\u0627\u0628\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0645\u0646\u0627\u0633\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/strong>: \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u0646\u0648\u0627\u0639 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u062a\u0639\u0631\u06cc\u0641\u200c\u0634\u062f\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0627\u062c\u0632\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u062a\u0646\u0648\u0639 \u0631\u0627 \u062f\u0631 \u062e\u0648\u062f \u062c\u0627\u06cc \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0631\u0627\u062d\u062a\u06cc \u062f\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/strong>: \u0646\u062d\u0648 \u0648\u0627\u0636\u062d \u0648 \u0645\u062e\u062a\u0635\u0631 Trax \u0622\u0646 \u0631\u0627 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0645\u0628\u062a\u062f\u06cc\u0627\u0646 \u0648 \u0647\u0645 \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0628\u0627 \u062a\u062c\u0631\u0628\u0647 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f \u0648 \u0631\u0648\u0646\u062f \u062a\u0648\u0633\u0639\u0647 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 NLP<\/strong>: Trax \u0628\u0647 \u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc NLP \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a\u060c \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062f\u0627\u062e\u0644\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u06cc \u062a\u0631\u062a\u06cc\u0628 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax<\/h2>\n<p>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0644\u06cc \u0628\u0647 \u062f\u0648 \u0646\u0648\u0639 \u0627\u0635\u0644\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0631\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc<\/td>\n<td>\u0627\u06cc\u0646\u0647\u0627 \u0628\u0644\u0648\u06a9 \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0645\u0627\u0646\u0646\u062f \u0644\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0645\u062a\u0631\u0627\u06a9\u0645 (\u06a9\u0627\u0645\u0644\u0627 \u0645\u062a\u0635\u0644) \u0648 \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0647\u0633\u062a\u0646\u062f. \u0622\u0646\u0647\u0627 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/td>\n<td>Trax \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0632 \u0642\u0628\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062e\u0627\u0635 NLP \u0627\u0632 \u062c\u0645\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0627\u062d\u0633\u0627\u0633\u0627\u062a \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f \u06cc\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0646\u062a\u0627\u062c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0627\u0647 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax: \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627<\/h2>\n<p>Trax \u0641\u0631\u0622\u06cc\u0646\u062f \u0633\u0627\u062e\u062a\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0628\u0647 \u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0645\u0627\u0646\u0646\u062f \u0647\u0631 \u0627\u0628\u0632\u0627\u0631 \u062f\u06cc\u06af\u0631\u06cc\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634 \u0647\u0627 \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u062d\u062f\u0648\u062f\u06cc\u062a \u0647\u0627\u06cc \u062d\u0627\u0641\u0638\u0647<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0628\u0647 \u062d\u0627\u0641\u0638\u0647 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u062f\u0631 \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0646\u062f\u0627\u0632\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af. \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0646\u0628\u0627\u0634\u062a \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0627\u0633\u062a\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0627 \u062f\u0631 \u0686\u0646\u062f\u06cc\u0646 \u062f\u0633\u062a\u0647 \u06a9\u0648\u0686\u06a9 \u0642\u0628\u0644 \u0627\u0632 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0627\u0646\u0628\u0627\u0634\u062a\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0645\u0627\u0646 \u0628\u0646\u062f\u06cc \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc<\/strong>: \u0627\u0646\u062a\u062e\u0627\u0628 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u067e\u0627\u06cc\u062f\u0627\u0631 \u0648 \u0645\u0648\u062b\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. Trax \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0646\u0646\u062f \u0641\u0631\u0648\u067e\u0627\u0634\u06cc \u06af\u0627\u0645\u06cc \u0648 \u0641\u0631\u0648\u067e\u0627\u0634\u06cc \u0646\u0645\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647\u200c\u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u062e\u0627\u0635 \u062a\u0646\u0638\u06cc\u0645 \u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634<\/strong>: \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0628\u0631\u0627\u0632\u0634\u060c Trax \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u062d\u0630\u0641 \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc L2 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0631\u06cc\u0645\u0647 \u06a9\u0631\u062f\u0646 \u0648\u0632\u0646\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/strong>: \u0647\u0646\u06af\u0627\u0645 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647\u060c \u062a\u0646\u0638\u06cc\u0645 \u0646\u0631\u062e \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0645\u0646\u062c\u0645\u062f \u06a9\u0631\u062f\u0646 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0635\u06cc \u0628\u0631\u0627\u06cc \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0641\u0631\u0627\u0645\u0648\u0634\u06cc \u0641\u0627\u062c\u0639\u0647\u200c\u0628\u0627\u0631 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax<\/th>\n<th>TensorFlow<\/th>\n<th>PyTorch<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0628\u0647\u0631\u0647 \u0648\u0631\u06cc<\/td>\n<td>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 JAX.<\/td>\n<td>\u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc CUDA.<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631\u06cc<\/td>\n<td>\u0637\u0631\u0627\u062d\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0645\u0627\u0698\u0648\u0644\u0627\u0631.<\/td>\n<td>\u0628\u0633\u06cc\u0627\u0631 \u0627\u0646\u0639\u0637\u0627\u0641 \u067e\u0630\u06cc\u0631 \u0648 \u0642\u0627\u0628\u0644 \u06af\u0633\u062a\u0631\u0634 \u0627\u0633\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc NLP<\/td>\n<td>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u062f\u0627\u062e\u0644\u06cc \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 NLP.<\/td>\n<td>\u0627\u0632 \u0648\u0638\u0627\u06cc\u0641 NLP \u0628\u0627 \u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax<\/h2>\n<p>\u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632\u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 Trax \u0627\u0645\u06cc\u062f\u0648\u0627\u0631 \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0647\u0645\u0686\u0646\u0627\u0646 \u062f\u0631 \u062c\u0627\u0645\u0639\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u062f\u063a\u0627\u0645 \u0622\u0646 \u0628\u0627 JAX \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u062d\u062a\u06cc \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0633\u062e\u062a \u0627\u0641\u0632\u0627\u0631\u06cc\u060c \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0628\u0627\u0642\u06cc \u0645\u06cc \u0645\u0627\u0646\u062f. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0648\u0638\u0627\u06cc\u0641 NLP \u0627\u0647\u0645\u06cc\u062a \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u0627\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc \u06a9\u0646\u062f\u060c \u062a\u0645\u0631\u06a9\u0632 Trax \u0628\u0631 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0686\u0646\u06cc\u0646 \u0648\u0638\u0627\u06cc\u0641\u06cc\u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0627\u06a9\u062a\u0633\u0627\u0628 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0645\u0646\u06cc\u062a \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062f\u0627\u0631\u0646\u062f. \u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Trax \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u06a9\u0647 \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0648 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0639\u0645\u0644 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0648\u0627\u0633\u0637\u0647 \u0628\u06cc\u0646 \u0645\u0634\u062a\u0631\u06cc \u0648 \u0645\u0646\u0628\u0639 \u062f\u0627\u062f\u0647 \u0627\u0632 \u0631\u0627\u0647 \u062f\u0648\u0631\u060c \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f:<\/p>\n<ol>\n<li>\n<p><a href=\"https:\/\/github.com\/google\/trax\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u062e\u0632\u0646 Trax GitHub<\/a>: \u0645\u062e\u0632\u0646 \u0631\u0633\u0645\u06cc GitHub \u062d\u0627\u0648\u06cc \u06a9\u062f \u0645\u0646\u0628\u0639 \u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a Trax.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/trax-ml.readthedocs.io\/en\/latest\/\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0633\u0646\u0627\u062f \u0648 \u0645\u062f\u0627\u0631\u06a9 Trax<\/a>: \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0631\u0633\u0645\u06cc\u060c \u0627\u0631\u0627\u0626\u0647 \u0631\u0627\u0647\u0646\u0645\u0627\u0647\u0627 \u0648 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Trax.<\/p>\n<\/li>\n<li>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2006.15595\" target=\"_new\" rel=\"noopener nofollow\">\u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc Trax<\/a>: \u0645\u0642\u0627\u0644\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0627\u0635\u0644\u06cc \u06a9\u0647 Trax \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u0627\u0635\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc \u0622\u0646 \u0631\u0627 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc \u062f\u0647\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0645\u062e\u062a\u0644\u0641 NLP \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Trax \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0627\u0633\u062a. Trax \u0628\u0627 \u0637\u0631\u0627\u062d\u06cc \u0645\u0627\u0698\u0648\u0644\u0627\u0631\u060c \u0633\u0647\u0648\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647\u060c \u0647\u0645\u0686\u0646\u0627\u0646 \u0631\u0627\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0645\u0648\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u062f\u063a\u0627\u0645 \u0622\u0646 \u0628\u0627 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u06a9\u062a\u0633\u0627\u0628 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0627\u0645\u0646\u06cc\u062a \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062f\u0627\u0631\u0627\u06cc\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u062d\u0642\u0642\u0627\u0646 \u0648 \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f. \u0628\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc \u0648 \u0627\u0647\u0645\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631 \u0648\u0638\u0627\u06cc\u0641 NLP\u060c Trax \u0647\u0645\u0686\u0646\u0627\u0646 \u062f\u0631 \u062e\u0637 \u0645\u0642\u062f\u0645 \u0686\u0634\u0645 \u0627\u0646\u062f\u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627\u0642\u06cc \u0645\u06cc \u0645\u0627\u0646\u062f \u0648 \u0628\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u06a9\u0644 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f.<\/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\/ir\/wp-json\/wp\/v2\/wiki\/479398","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/479398\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/470735"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=479398"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}