{"id":476306,"date":"2023-08-09T07:28:31","date_gmt":"2023-08-09T07:28:31","guid":{"rendered":""},"modified":"2023-09-05T11:12:26","modified_gmt":"2023-09-05T11:12:26","slug":"codebert","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/codebert\/","title":{"rendered":"\u0915\u094b\u0921\u092c\u0930\u094d\u091f"},"content":{"rendered":"

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u090f\u0915 \u0928\u092f\u093e, \u092c\u0921\u093c\u0947 \u092a\u0948\u092e\u093e\u0928\u0947 \u0915\u093e \u0914\u0930 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0939\u0948 \u091c\u093f\u0938\u0947 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u094b \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0914\u0930 \u0938\u092e\u091d\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u092a\u094d\u0930\u0938\u0902\u0938\u094d\u0915\u0930\u0923 (\u090f\u0928\u090f\u0932\u092a\u0940) \u0915\u0947 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u090f\u0915 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u094d\u0930\u0917\u0924\u093f \u0939\u0948 \u0914\u0930 \u0907\u0938\u0947 \u0915\u0908 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0905\u092a\u0928\u093e\u092f\u093e \u0917\u092f\u093e \u0939\u0948, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0915\u094b\u0921 \u0915\u0940 \u0938\u092e\u091d, \u0905\u0928\u0941\u0935\u093e\u0926 \u0914\u0930 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0938\u0947 \u091c\u0941\u0921\u093c\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902\u0964<\/p>\n

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u093e \u0909\u0926\u094d\u092d\u0935 \u0914\u0930 \u0907\u0938\u0915\u093e \u092a\u0939\u0932\u093e \u0909\u0932\u094d\u0932\u0947\u0916<\/h2>\n

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u092e\u093e\u0907\u0915\u094d\u0930\u094b\u0938\u0949\u092b\u094d\u091f \u0930\u093f\u0938\u0930\u094d\u091a \u090f\u0936\u093f\u092f\u093e \u0915\u0940 \u0936\u094b\u0927 \u092a\u094d\u0930\u092f\u094b\u0917\u0936\u093e\u0932\u093e \u0938\u0947 \u0909\u092d\u0930\u093e, \u091c\u094b \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u094d\u091e\u093e\u0928 \u0915\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930\u094b\u0902 \u092e\u0947\u0902 \u0938\u092b\u0932\u0924\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u091c\u093e\u0928\u093e \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u093e \u090f\u0915 \u092a\u094d\u0930\u092e\u0941\u0916 \u0936\u094b\u0927 \u0938\u0902\u0917\u0920\u0928 \u0939\u0948\u0964 \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u0939\u0932\u0940 \u092c\u093e\u0930 2020 \u092e\u0947\u0902 \u092a\u094d\u0930\u0915\u093e\u0936\u093f\u0924 \u201c\u0915\u094b\u0921\u092c\u0930\u094d\u091f: \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0914\u0930 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932\u201d \u0928\u093e\u092e\u0915 \u090f\u0915 \u0936\u094b\u0927 \u092a\u0924\u094d\u0930 \u092e\u0947\u0902 \u091c\u0928\u0924\u093e \u0915\u0947 \u0938\u093e\u092e\u0928\u0947 \u092a\u0947\u0936 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0925\u093e\u0964<\/p>\n

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u0947 \u0930\u091a\u0928\u093e\u0915\u093e\u0930\u094b\u0902 \u0928\u0947 \u090f\u0915 \u0910\u0938\u0947 \u092e\u0949\u0921\u0932 \u0915\u0940 \u092c\u0922\u093c\u0924\u0940 \u091c\u093c\u0930\u0942\u0930\u0924 \u0915\u094b \u092a\u0939\u091a\u093e\u0928\u093e \u091c\u094b \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u094b \u0909\u0938\u0940 \u0924\u0930\u0939 \u0938\u092e\u091d \u0914\u0930 \u092a\u094d\u0930\u094b\u0938\u0947\u0938 \u0915\u0930 \u0938\u0915\u0947 \u091c\u0948\u0938\u0947 \u092e\u0928\u0941\u0937\u094d\u092f \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e\u0913\u0902 \u0914\u0930 \u0915\u094b\u0921 \u0915\u0947 \u092c\u0940\u091a \u0915\u0940 \u0916\u093e\u0908 \u0915\u094b \u092a\u093e\u091f\u093e \u091c\u093e \u0938\u0915\u0947\u0964 \u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0907\u0938\u0940 \u091c\u093c\u0930\u0942\u0930\u0924 \u0938\u0947 \u092a\u0948\u0926\u093e \u0939\u0941\u0906 \u0914\u0930 \u0905\u092a\u0928\u0947 \u092a\u0939\u0932\u0947 \u0909\u0932\u094d\u0932\u0947\u0916 \u0915\u0947 \u092c\u093e\u0926 \u0938\u0947 \u0939\u0940 \u090f\u0928\u090f\u0932\u092a\u0940 \u0938\u092e\u0941\u0926\u093e\u092f \u092e\u0947\u0902 \u0939\u0932\u091a\u0932 \u092e\u091a\u093e \u0930\u0939\u093e \u0939\u0948\u0964<\/p>\n

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u093e \u0916\u0941\u0932\u093e\u0938\u093e: \u090f\u0915 \u0917\u0939\u0928 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923<\/h2>\n

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u092e\u0942\u0932\u0924\u0903 \u090f\u0915 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930-\u0906\u0927\u093e\u0930\u093f\u0924 \u092e\u0949\u0921\u0932 \u0939\u0948, \u091c\u093f\u0938\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u0947 \u0915\u094b\u0921 \u0915\u0947 \u090f\u0915 \u092c\u0921\u093c\u0947 \u0938\u092e\u0942\u0939 \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964 \u092f\u0939 \u092e\u0949\u0921\u0932 BERT (\u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930\u094d\u0938 \u0938\u0947 \u0926\u094d\u0935\u093f\u0926\u093f\u0936\u093e\u0924\u094d\u092e\u0915 \u090f\u0928\u0915\u094b\u0921\u0930 \u092a\u094d\u0930\u0924\u093f\u0928\u093f\u0927\u093f\u0924\u094d\u0935) \u092e\u0949\u0921\u0932 \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948, \u091c\u094b \u090f\u0915 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0924\u0915\u0928\u0940\u0915 \u0939\u0948 \u091c\u093f\u0938\u0928\u0947 NLP \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0915\u094d\u0930\u093e\u0902\u0924\u093f \u0932\u093e \u0926\u0940 \u0939\u0948\u0964<\/p>\n

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092c\u0930\u094d\u091f \u092e\u0949\u0921\u0932 \u0938\u0947 \u0905\u0932\u0917 \u0939\u0948 \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0907\u0938\u0947 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0914\u0930 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e\u0913\u0902 \u0926\u094b\u0928\u094b\u0902 \u092a\u0930 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0915\u094b\u0921 \u0915\u0947 \u0935\u093e\u0915\u094d\u092f\u0935\u093f\u0928\u094d\u092f\u093e\u0938 \u0914\u0930 \u0905\u0930\u094d\u0925 \u0935\u093f\u091c\u094d\u091e\u093e\u0928 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u094b\u0924\u093e \u0939\u0948 \u091c\u092c\u0915\u093f \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u091f\u093f\u092a\u094d\u092a\u0923\u093f\u092f\u094b\u0902 \u0914\u0930 \u0926\u0938\u094d\u0924\u093e\u0935\u0947\u091c\u093c\u0940\u0915\u0930\u0923 \u0915\u094b \u092d\u0940 \u0938\u092e\u091d\u0924\u093e \u0939\u0948\u0964 \u092e\u0949\u0921\u0932 \u092e\u093e\u0938\u094d\u0915\u094d\u0921 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932\u093f\u0902\u0917 \u0915\u093e \u0932\u093e\u092d \u0909\u0920\u093e\u0924\u093e \u0939\u0948 \u0914\u0930 \u091f\u094b\u0915\u0928 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u090f\u0915 \u0928\u092f\u093e \u092a\u094d\u0930\u0940-\u091f\u094d\u0930\u0947\u0928\u093f\u0902\u0917 \u0915\u093e\u0930\u094d\u092f \u0939\u0948 \u091c\u094b \u0907\u0938\u0947 \u0915\u094b\u0921 \u0915\u094b \u092c\u0947\u0939\u0924\u0930 \u0922\u0902\u0917 \u0938\u0947 \u0938\u092e\u091d\u0928\u0947 \u0914\u0930 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u094b\u0924\u094d\u0938\u093e\u0939\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n

CodeBERT \u0915\u0947 \u0905\u0902\u0926\u0930: \u092f\u0939 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u093e \u0939\u0948<\/h2>\n

\u0939\u0941\u0921 \u0915\u0947 \u0928\u0940\u091a\u0947, CodeBERT \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092e\u0949\u0921\u0932 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948, \u091c\u094b \u090f\u0915 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u093e \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0939\u0948 \u091c\u094b \u0938\u094d\u0935-\u0927\u094d\u092f\u093e\u0928 \u0924\u0902\u0924\u094d\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0924\u093e \u0939\u0948\u0964 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0949\u0930\u094d\u092e\u0930 \u092e\u0949\u0921\u0932 \u0907\u0928\u092a\u0941\u091f \u0921\u0947\u091f\u093e \u0915\u0947 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u092d\u093e\u0917\u094b\u0902 \u092a\u0930 \u0927\u094d\u092f\u093e\u0928 \u0915\u0947\u0902\u0926\u094d\u0930\u093f\u0924 \u0915\u0930\u0915\u0947 \u0907\u0928\u092a\u0941\u091f \u0914\u0930 \u0906\u0909\u091f\u092a\u0941\u091f \u0915\u0947 \u092c\u0940\u091a \u0928\u093f\u0930\u094d\u092d\u0930\u0924\u093e \u0915\u094b \u092a\u0915\u0921\u093c\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u091c\u093f\u092e\u094d\u092e\u0947\u0926\u093e\u0930 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092e\u0949\u0921\u0932 \u0915\u094b \u0938\u092e\u093e\u0928\u093e\u0902\u0924\u0930 \u092e\u0947\u0902 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0938\u0902\u0938\u093e\u0927\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0905\u0928\u0941\u092e\u0924\u093f \u092e\u093f\u0932\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0915\u0941\u0936\u0932 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n

\u092a\u094d\u0930\u0940-\u091f\u094d\u0930\u0947\u0928\u093f\u0902\u0917 \u0915\u0947 \u0932\u093f\u090f, CodeBERT \u0926\u094b \u0930\u0923\u0928\u0940\u0924\u093f\u092f\u093e\u0901 \u0905\u092a\u0928\u093e\u0924\u093e \u0939\u0948\u0964 \u092a\u0939\u0932\u093e \u092e\u093e\u0938\u094d\u0915\u094d\u0921 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932 \u0939\u0948, \u091c\u0939\u093e\u0901 \u0915\u0941\u091b \u091f\u094b\u0915\u0928 (\u0936\u092c\u094d\u0926 \u092f\u093e \u0905\u0915\u094d\u0937\u0930) \u0907\u0928\u092a\u0941\u091f \u0938\u0947 \u092c\u0947\u0924\u0930\u0924\u0940\u092c \u0922\u0902\u0917 \u0938\u0947 \u092e\u093e\u0938\u094d\u0915 \u0915\u093f\u090f \u091c\u093e\u0924\u0947 \u0939\u0948\u0902, \u0914\u0930 \u092e\u0949\u0921\u0932 \u0915\u094b \u0907\u0928 \u092e\u093e\u0938\u094d\u0915\u094d\u0921 \u091f\u094b\u0915\u0928 \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u0926\u0942\u0938\u0930\u093e \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u091f\u094b\u0915\u0928 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0939\u0948, \u091c\u0939\u093e\u0901 \u0915\u0941\u091b \u091f\u094b\u0915\u0928 \u0915\u094b \u0926\u0942\u0938\u0930\u094b\u0902 \u0938\u0947 \u092c\u0926\u0932 \u0926\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0914\u0930 \u092e\u0949\u0921\u0932 \u0915\u094b \u0907\u0928 \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u091f\u094b\u0915\u0928 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n

\u092f\u0947 \u0924\u0915\u0928\u0940\u0915\u0947\u0902 CodeBERT \u0915\u094b \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e\u0913\u0902 \u0914\u0930 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0915\u094b\u0921 \u0926\u094b\u0928\u094b\u0902 \u092e\u0947\u0902 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924 \u0938\u0902\u0930\u091a\u0928\u093e\u0913\u0902 \u0914\u0930 \u092a\u0948\u091f\u0930\u094d\u0928 \u0915\u094b \u0938\u0940\u0916\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u0940 \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902<\/h2>\n

\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u092e\u0947\u0902 \u0915\u0908 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0902 \u0939\u0948\u0902 \u091c\u094b \u0907\u0938\u0947 \u0905\u0928\u094d\u092f \u092e\u0949\u0921\u0932\u094b\u0902 \u0938\u0947 \u0905\u0932\u0917 \u092c\u0928\u093e\u0924\u0940 \u0939\u0948\u0902:<\/p>\n

    \n
  1. \n

    \u092c\u0939\u0941\u092d\u093e\u0937\u0940 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e \u0938\u092e\u091d<\/strong>\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u0908 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u094b \u0938\u092e\u091d \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0928\u092e\u0947\u0902 \u092a\u093e\u092f\u0925\u0928, \u091c\u093e\u0935\u093e, \u091c\u093e\u0935\u093e\u0938\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u091f, \u092a\u0940\u090f\u091a\u092a\u0940, \u0930\u0942\u092c\u0940, \u0917\u094b \u0906\u0926\u093f \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n

  2. \n

    \u0905\u0902\u0924\u0930-\u092d\u093e\u0937\u093e \u0905\u0928\u0941\u0935\u093e\u0926<\/strong>\u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0915\u094b \u090f\u0915 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e \u0938\u0947 \u0926\u0942\u0938\u0930\u0940 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e \u092e\u0947\u0902 \u0905\u0928\u0941\u0935\u093e\u0926 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  3. \n

    \u0915\u094b\u0921 \u0938\u093e\u0930\u093e\u0902\u0936\u0940\u0915\u0930\u0923<\/strong>: \u092f\u0939 \u0915\u093f\u0938\u0940 \u0926\u093f\u090f \u0917\u090f \u0915\u094b\u0921 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u0938\u093e\u0930\u093e\u0902\u0936 \u092f\u093e \u091f\u093f\u092a\u094d\u092a\u0923\u0940 \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  4. \n

    \u0915\u094b\u0921 \u0916\u094b\u091c<\/strong>: \u092f\u0939 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0916\u094b\u091c \u0938\u0915\u0924\u093e \u0939\u0948, \u092f\u093e \u0907\u0938\u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924 \u092d\u0940\u0964<\/p>\n<\/li>\n

  5. \n

    \u0915\u094b\u0921 \u092a\u0942\u0930\u094d\u0923\u0924\u093e<\/strong>\u0905\u092a\u0942\u0930\u094d\u0923 \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0926\u093f\u090f \u091c\u093e\u0928\u0947 \u092a\u0930, CodeBERT \u0915\u094b\u0921 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0928\u093f\u0930\u0902\u0924\u0930\u0924\u093e \u0915\u093e \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

    \u0915\u094b\u0921 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930BERT: \u090f\u0915 \u0935\u0930\u094d\u0917\u0940\u0915\u0930\u0923<\/h2>\n

    \u0939\u093e\u0932\u093e\u0901\u0915\u093f CodeBERT \u092e\u0941\u0916\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u090f\u0915 \u0939\u0940 \u092a\u094d\u0930\u0915\u093e\u0930 \u0915\u093e \u0939\u0948, \u0932\u0947\u0915\u093f\u0928 \u0907\u0938\u0947 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0920\u0940\u0915 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0928\u093f\u092e\u094d\u0928 \u0924\u093e\u0932\u093f\u0915\u093e \u0909\u0928 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u094b \u0926\u0930\u094d\u0936\u093e\u0924\u0940 \u0939\u0948 \u091c\u093f\u0928\u0915\u0947 \u0932\u093f\u090f CodeBERT \u0915\u094b \u091f\u094d\u092f\u0942\u0928 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948:<\/p>\n\n\n\n\n\n\n\n\n
    \u0915\u093e\u092e<\/th>\n\u0935\u093f\u0935\u0930\u0923<\/th>\n<\/tr>\n<\/thead>\n
    \u0915\u094b\u0921 \u0938\u093e\u0930\u093e\u0902\u0936\u0940\u0915\u0930\u0923<\/td>\n\u0915\u093f\u0938\u0940 \u0926\u093f\u090f \u0917\u090f \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u0938\u093e\u0930\u093e\u0902\u0936 \u0924\u0948\u092f\u093e\u0930 \u0915\u0930\u0928\u093e\u0964<\/td>\n<\/tr>\n
    \u0915\u094b\u0921 \u0905\u0928\u0941\u0935\u093e\u0926<\/td>\n\u090f\u0915 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e \u0938\u0947 \u0926\u0942\u0938\u0930\u0940 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e \u092e\u0947\u0902 \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0915\u093e \u0905\u0928\u0941\u0935\u093e\u0926 \u0915\u0930\u0928\u093e\u0964<\/td>\n<\/tr>\n
    \u0915\u094b\u0921 \u0916\u094b\u091c<\/td>\n\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u0915\u094d\u0935\u0947\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0915\u0947 \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0916\u094b\u091c\u0928\u093e, \u092f\u093e \u0907\u0938\u0915\u0947 \u0935\u093f\u092a\u0930\u0940\u0924\u0964<\/td>\n<\/tr>\n
    \u0915\u094b\u0921 \u092a\u0942\u0930\u094d\u0923\u0924\u093e<\/td>\n\u0905\u092a\u0942\u0930\u094d\u0923 \u0915\u094b\u0921 \u0938\u094d\u0928\u093f\u092a\u0947\u091f \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0928\u093f\u0930\u0902\u0924\u0930\u0924\u093e \u0915\u0940 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u0940 \u0915\u0930\u0928\u093e\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u093e \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0909\u092a\u092f\u094b\u0917: \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n

    \u0905\u092a\u0928\u0940 \u0915\u094d\u0937\u092e\u0924\u093e \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, CodeBERT \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0941\u091b \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901 \u092a\u0947\u0936 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0947 \u0932\u093f\u090f, CodeBERT \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u0908 \u092d\u093e\u0937\u093e\u0913\u0902 \u092e\u0947\u0902 \u0915\u094b\u0921 \u0915\u0947 \u0935\u093f\u0936\u093e\u0932 \u0914\u0930 \u0935\u093f\u0935\u093f\u0927 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964 \u0907\u0938\u0915\u0947 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924, \u0905\u0928\u094d\u092f \u0921\u0940\u092a \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0924\u0930\u0939, CodeBERT \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f-\u0907\u0902\u091f\u0947\u0902\u0938\u093f\u0935 \u0939\u0948, \u091c\u093f\u0938\u0915\u0947 \u0932\u093f\u090f \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0939\u094b\u0924\u0940 \u0939\u0948\u0964<\/p>\n

    \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u0930 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u091c\u0948\u0938\u0947 \u0938\u092e\u093e\u0927\u093e\u0928, \u091c\u0939\u093e\u0901 \u090f\u0915 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u094b\u0921\u092c\u0930\u094d\u091f \u092e\u0949\u0921\u0932 \u0915\u094b \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0920\u0940\u0915 \u0938\u0947 \u091f\u094d\u092f\u0942\u0928 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948, \u0907\u0928 \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u094b \u0915\u092e \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0938\u093e\u0925 \u0939\u0940, \u0915\u094d\u0932\u093e\u0909\u0921-\u0906\u0927\u093e\u0930\u093f\u0924 \u092a\u094d\u0932\u0947\u091f\u092b\u093c\u0949\u0930\u094d\u092e \u0910\u0938\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0936\u0915\u094d\u0924\u093f\u0936\u093e\u0932\u0940 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928 \u0915\u094d\u0937\u092e\u0924\u093e\u090f\u0901 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0909\u0928\u094d\u0939\u0947\u0902 \u0935\u094d\u092f\u093e\u092a\u0915 \u0926\u0930\u094d\u0936\u0915\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0938\u0941\u0932\u092d \u092c\u0928\u093e\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n

    \u0915\u094b\u0921\u092c\u0930\u094d\u091f: \u0924\u0941\u0932\u0928\u093e \u0914\u0930 \u092c\u0947\u0902\u091a\u092e\u093e\u0930\u094d\u0915<\/h2>\n

    CodeBERT \u0905\u0928\u094d\u092f \u0938\u092e\u093e\u0928 \u092e\u0949\u0921\u0932\u094b\u0902, \u091c\u0948\u0938\u0947 RoBERTa \u0914\u0930 GPT-2 \u0938\u0947 \u0905\u0932\u0917 \u0939\u0948, \u0915\u094d\u092f\u094b\u0902\u0915\u093f \u0907\u0938\u0915\u093e \u0927\u094d\u092f\u093e\u0928 \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u094b \u0938\u092e\u091d\u0928\u0947 \u092a\u0930 \u0939\u0948\u0964 \u0928\u093f\u092e\u094d\u0928 \u0924\u093e\u0932\u093f\u0915\u093e \u090f\u0915 \u0924\u0941\u0932\u0928\u093e \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948:<\/p>\n\n\n\n\n\n\n\n
    \u0928\u092e\u0942\u0928\u093e<\/th>\n\u0915\u0947\u0902\u0926\u094d\u0930<\/th>\n\u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u093e\u0930\u094d\u092f<\/th>\n<\/tr>\n<\/thead>\n
    \u0915\u094b\u0921\u092c\u0930\u094d\u091f<\/td>\n\u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0914\u0930 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e\u090f\u0901<\/td>\n\u092e\u093e\u0938\u094d\u0915\u094d\u0921 \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932\u093f\u0902\u0917, \u091f\u094b\u0915\u0928 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u094b \u092a\u094d\u0930\u0924\u093f\u0938\u094d\u0925\u093e\u092a\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e<\/td>\n<\/tr>\n
    \u0930\u094b\u092c\u0930\u094d\u091f\u093e<\/td>\n\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e\u090f\u0901<\/td>\n\u092e\u093e\u0938\u094d\u0915\u094d\u0921 \u092d\u093e\u0937\u093e \u092e\u0949\u0921\u0932\u093f\u0902\u0917<\/td>\n<\/tr>\n
    \u091c\u0940\u092a\u0940\u091f\u0940-2<\/td>\n\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e\u090f\u0901<\/td>\n\u092d\u093e\u0937\u093e \u092e\u0949\u0921\u0932\u093f\u0902\u0917<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u0915\u094b\u0921\u092c\u0930\u094d\u091f \u092a\u0930 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f<\/h2>\n

    \u0915\u094b\u0921\u092c\u0930\u094d\u091f \u091c\u0948\u0938\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0936\u0941\u0930\u0942\u0906\u0924 \u0921\u0947\u0935\u0932\u092a\u0930\u094d\u0938 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0909\u0928\u094d\u0928\u0924 \u0909\u092a\u0915\u0930\u0923\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0926\u094d\u0935\u093e\u0930 \u0916\u094b\u0932\u0924\u0940 \u0939\u0948\u0964 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u093e\u0928 \u0915\u094b\u0921 \u0938\u0902\u092a\u093e\u0926\u0915 \u0936\u093e\u092e\u093f\u0932 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u091c\u094b \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u0930 \u0915\u0947 \u0907\u0930\u093e\u0926\u0947 \u0915\u093e \u0905\u0928\u0941\u092e\u093e\u0928 \u0932\u0917\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0938\u092e\u092f \u092e\u0947\u0902 \u0915\u094b\u0921 \u0915\u094b \u0938\u094d\u0935\u0924\u0903 \u092a\u0942\u0930\u094d\u0923 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u092f\u093e \u0938\u093f\u0938\u094d\u091f\u092e \u091c\u094b \u0915\u094b\u0921 \u092e\u0947\u0902 \u092c\u0917 \u0915\u094b \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0930\u0942\u092a \u0938\u0947 \u0938\u092e\u091d \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0920\u0940\u0915 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n

    \u0907\u0938\u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u094b \u0905\u0928\u094d\u092f \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u094b\u0902 \u091c\u0948\u0938\u0947 \u0915\u093f \u0938\u0941\u0926\u0943\u0922\u0940\u0915\u0930\u0923 \u0938\u0940\u0916\u0928\u0947 \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u0924\u093e\u0915\u093f \u0910\u0938\u0947 \u092e\u0949\u0921\u0932 \u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u090f \u091c\u093e \u0938\u0915\u0947\u0902 \u091c\u094b \u0905\u0927\u093f\u0915 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0915\u094b\u0921 \u0915\u0930\u0928\u093e \u0938\u0940\u0916 \u0938\u0915\u0947\u0902, \u091c\u093f\u0938\u0938\u0947 \u0914\u0930 \u092d\u0940 \u0905\u0927\u093f\u0915 \u092a\u0930\u093f\u0937\u094d\u0915\u0943\u0924 \u090f\u0906\u0908 \u0915\u094b\u0921\u093f\u0902\u0917 \u0938\u0939\u093e\u092f\u0915\u094b\u0902 \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0939\u094b \u0938\u0915\u0947\u0964<\/p>\n

    \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0914\u0930 \u0915\u094b\u0921\u092c\u0930\u094d\u091f<\/h2>\n

    \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 CodeBERT \u091c\u0948\u0938\u0947 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u0914\u0930 \u092a\u0930\u093f\u0928\u093f\u092f\u094b\u091c\u0928 \u0915\u094b \u0938\u0941\u0935\u093f\u0927\u093e\u091c\u0928\u0915 \u092c\u0928\u093e\u0928\u0947 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u0947 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0917\u0941\u092e\u0928\u093e\u092e\u0940 \u0915\u0940 \u090f\u0915 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924 \u092a\u0930\u0924 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u094b \u092e\u0942\u0932\u094d\u092f\u0935\u093e\u0928 \u0915\u094b\u0921\u092c\u0947\u0938 \u0915\u0947 \u0938\u093e\u0925 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0938\u092e\u092f \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964<\/p>\n

    \u0907\u0938\u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0932\u094b\u0921 \u0915\u094b \u0938\u0902\u0924\u0941\u0932\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 CodeBERT \u0915\u0947 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u092f\u093e \u0924\u0948\u0928\u093e\u0924\u0940 \u0915\u0947 \u0932\u093f\u090f \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u0935\u093e\u0932\u0947 \u0911\u0928\u0932\u093e\u0907\u0928 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0924\u0915 \u0938\u0941\u091a\u093e\u0930\u0942 \u0914\u0930 \u0915\u0941\u0936\u0932 \u092a\u0939\u0941\u0902\u091a \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u0935\u093f\u0924\u0930\u093f\u0924 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u093f\u0902\u0917 \u0935\u093e\u0924\u093e\u0935\u0930\u0923 \u092e\u0947\u0902\u0964<\/p>\n

    \u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n

    \u091c\u094b \u0932\u094b\u0917 CodeBERT \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0928\u0947 \u092e\u0947\u0902 \u0930\u0941\u091a\u093f \u0930\u0916\u0924\u0947 \u0939\u0948\u0902, \u0909\u0928\u0915\u0947 \u0932\u093f\u090f \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0932\u093e\u092d\u0915\u093e\u0930\u0940 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n

      \n
    1. \n

      \u0915\u094b\u0921\u092c\u0930\u094d\u091f: \u092a\u094d\u0930\u094b\u0917\u094d\u0930\u093e\u092e\u093f\u0902\u0917 \u0914\u0930 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e\u0913\u0902 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932<\/a> - \u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u093e \u092a\u0930\u093f\u091a\u092f \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u093e \u092e\u0942\u0932 \u0936\u094b\u0927 \u092a\u0924\u094d\u0930\u0964<\/p>\n<\/li>\n

    2. \n

      \u092e\u093e\u0907\u0915\u094d\u0930\u094b\u0938\u0949\u092b\u094d\u091f \u0930\u093f\u0938\u0930\u094d\u091a \u090f\u0936\u093f\u092f\u093e<\/a> \u2013 \u0915\u094b\u0921\u092c\u0930\u094d\u091f \u0915\u0947 \u092a\u0940\u091b\u0947 \u0915\u093e \u0938\u0902\u0917\u0920\u0928\u0964<\/p>\n<\/li>\n

    3. \n

      \u092c\u0930\u094d\u091f: \u092d\u093e\u0937\u093e \u0938\u092e\u091d \u0915\u0947 \u0932\u093f\u090f \u0921\u0940\u092a \u092c\u093e\u0908\u0921\u093e\u092f\u0930\u0947\u0915\u094d\u0936\u0928\u0932 \u091f\u094d\u0930\u093e\u0902\u0938\u092b\u093e\u0930\u094d\u092e\u0930 \u0915\u093e \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923<\/a> - BERT \u092a\u0930 \u0906\u0927\u093e\u0930\u092d\u0942\u0924 \u092a\u0947\u092a\u0930, CodeBERT \u0915\u093e \u0906\u0927\u093e\u0930\u0964<\/p>\n<\/li>\n<\/ol>","protected":false},"featured_media":467894,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476306","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about CodeBERT: A Bridge Between Code and Natural Language<\/mark>","faq_items":[{"question":"What is CodeBERT?","answer":"

      CodeBERT is a pre-trained model developed by Microsoft Research Asia, designed specifically for understanding and processing programming languages. It uses a combination of natural language processing and programming languages to translate, summarize, and complete code, among other tasks.<\/p>"},{"question":"Who developed CodeBERT and when was it first mentioned?","answer":"

      CodeBERT was developed by Microsoft Research Asia and was first mentioned in a research paper titled \"CodeBERT: A Pre-Trained Model for Programming and Natural Languages,\" published in 2020.<\/p>"},{"question":"How does CodeBERT work?","answer":"

      CodeBERT uses a transformer-based model for its underlying operations. It leverages self-attention mechanisms to capture dependencies in input data. The model employs two pre-training techniques: masked language modeling, where it predicts randomly masked tokens from the input, and replaced token detection, where it identifies tokens that have been replaced with others.<\/p>"},{"question":"What are the key features of CodeBERT?","answer":"

      CodeBERT has several key features. It can understand multiple programming languages, translate code snippets from one programming language to another, generate a natural language summary for a given piece of code, search for code snippets given a natural language query, and predict the likely continuation of an incomplete code snippet.<\/p>"},{"question":"What are some challenges of using CodeBERT and how can they be solved?","answer":"

      Some challenges of using CodeBERT include the requirement of a large and diverse dataset for training and the extensive computational resources it requires. These challenges can be addressed by employing transfer learning, where a pre-trained CodeBERT model is fine-tuned for specific tasks, and by using cloud-based platforms for training.<\/p>"},{"question":"How does CodeBERT compare to similar models like RoBERTa and GPT-2?","answer":"

      Unlike RoBERTa and GPT-2, which are primarily focused on natural languages, CodeBERT is designed to understand both programming and natural languages. While RoBERTa and GPT-2 use only masked language modeling and language modeling respectively as pre-training tasks, CodeBERT employs both masked language modeling and replaced token detection.<\/p>"},{"question":"How can proxy servers be used with CodeBERT?","answer":"

      Proxy servers can provide an additional layer of security when working with CodeBERT, especially when dealing with valuable codebases. They can also balance the load and ensure efficient access to online resources used for training or deploying CodeBERT, particularly in a distributed computing environment.<\/p>"},{"question":"What are some future perspectives related to CodeBERT?","answer":"

      Future technologies may leverage CodeBERT to develop intelligent code editors that predict a programmer's intent and autocomplete code, or systems that understand and fix bugs in code automatically. It could also be combined with technologies like reinforcement learning to create models that learn to code more effectively.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/476306","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/476306\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/467894"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=476306"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}