{"id":2038,"date":"2025-11-16T22:32:54","date_gmt":"2025-11-16T19:02:54","guid":{"rendered":"https:\/\/rakhshai.com\/news\/?p=2038"},"modified":"2025-11-16T22:35:22","modified_gmt":"2025-11-16T19:05:22","slug":"fa-graph-nlp-gpu-support-open-source","status":"publish","type":"post","link":"https:\/\/rakhshai.com\/news\/fa-graph-nlp-gpu-support-open-source\/","title":{"rendered":"\u0628\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0647\u0645 (\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 GPU) \u0628\u0631\u0627\u06cc : \u0627\u0648\u0644\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 NLP \u0641\u0627\u0631\u0633\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06af\u0631\u0627\u0641"},"content":{"rendered":"\n<p><strong><a href=\"https:\/\/github.com\/bazpardazesh-org\/Rakhshai-Graph-based-NLP\">Rakhshai Graph-based NLP for Persian<\/a><\/strong>  \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u06cc \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0648 \u067e\u0698\u0648\u0647\u0634\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0646\u062e\u0633\u062a\u06cc\u0646 \u0628\u0627\u0631 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc <strong>\u06af\u0631\u0627\u0641\u200c\u0628\u0646\u06cc\u0627\u0646<\/strong> \u0631\u0627 \u0628\u0627 \u0642\u062f\u0631\u062a PyTorch \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. <\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc \u0631\u0627 \u0628\u0647 <strong>\u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc<\/strong> \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641\u06cc (GNN) \u0622\u0646\u0647\u0627 \u0631\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. Rakhshai Graph-based NLP for Persian \u0628\u0627 \u0627\u0644\u0647\u0627\u0645 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f TextGCN\u060c GCN \u0648 GraphSAGE \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u062a\u0646\u0648\u0639 \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u06cc NLP \u0641\u0627\u0631\u0633\u06cc \u0631\u0627 \u062f\u0627\u0631\u062f \u2013 \u0627\u0632 <strong>\u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0648 \u062e\u0644\u0627\u0635\u0647\u200c\u0633\u0627\u0632\u06cc<\/strong> \u062a\u0627 <strong>\u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631 \u0645\u062d\u062a\u0648\u0627\u060c \u062a\u0634\u062e\u06cc\u0635 \u0646\u0641\u0631\u062a\u200c\u067e\u0631\u0627\u06a9\u0646\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc<\/strong>. <\/p>\n\n\n\n<p>\u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0648\u0633\u0637 \u062a\u06cc\u0645 RakhshAI (\u0634\u0631\u06a9\u062a \u0622\u0631\u06cc\u0627 \u0647\u0627\u0645\u0627\u0646 \u0645\u0647\u0631 \u067e\u0627\u0631\u0633\u0647) \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u062f\u0631 \u06af\u06cc\u062a\u200c\u0647\u0627\u0628 \u0645\u0646\u062a\u0634\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a \u062a\u0627 \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u06cc\u0627 \u062f\u0631 \u062a\u0648\u0633\u0639\u0647\u200c\u0627\u0634 \u0645\u0634\u0627\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u062f\u06cc\u062f \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u062f\u0631 <a href=\"https:\/\/github.com\/bazpardazesh-org\/Rakhshai-Graph-based-NLP\">Rakhshai Graph-based NLP for Persian<\/a><\/h2>\n\n\n\n<p>\u062f\u0631 \u0646\u0633\u062e\u0647\u200c\u06cc \u062c\u062f\u06cc\u062f Rakhshai Graph-based NLP for Persian\u060c \u0628\u0647\u0628\u0648\u062f\u0647\u0627\u06cc \u0642\u0627\u0628\u0644\u200c\u062a\u0648\u062c\u0647\u06cc \u0635\u0648\u0631\u062a \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 <strong>\u0645\u0627\u0698\u0648\u0644\u0627\u0631\u062a\u0631\u060c \u067e\u0631\u0642\u062f\u0631\u062a\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644\u200c\u06af\u0633\u062a\u0631\u0634\u200c\u062a\u0631<\/strong> \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0627\u062e\u06cc\u0631 \u0639\u0628\u0627\u0631\u062a\u200c\u0627\u0646\u062f \u0627\u0632:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0645\u0647\u0627\u062c\u0631\u062a \u06a9\u0627\u0645\u0644 \u0628\u0647 PyTorch Geometric:<\/strong> \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc Rakhshai Graph-based NLP for Persian \u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0631 \u067e\u0627\u06cc\u0647\u200c\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u06cc PyTorch Geometric (PyG) \u0628\u0627\u0632\u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0645\u0627\u0698\u0648\u0644 \u062c\u062f\u06cc\u062f <code>pyg_data.py<\/code> \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0647 \u0641\u0631\u0645\u062a \u062f\u0627\u062f\u0647\u200c\u06cc PyG \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u06a9\u0647 \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0628\u0627 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 PyG \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u0627\u0639\u062b <strong>\u0637\u0631\u0627\u062d\u06cc \u0645\u0627\u0698\u0648\u0644\u0627\u0631\u062a\u0631<\/strong> \u062f\u0631 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0634\u062f\u0647 \u0648 \u0627\u0632 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0628\u0647\u06cc\u0646\u0647\u200c\u06cc PyG \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06af\u0631\u0627\u0641 \u0628\u0647\u0631\u0647 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f\u060c \u062f\u0631 \u0646\u062a\u06cc\u062c\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a \u06af\u0631\u0627\u0641\u06cc \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0628\u0627 <strong>\u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u062a\u0631\u06cc<\/strong> \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n\n\n\n<li><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc \u0628\u0627 \u0634\u062a\u0627\u0628 GPU:<\/strong> \u0645\u062f\u0644\u200c\u0647\u0627\u06cc <strong>\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641\u06cc GCN\u060c GraphSAGE \u0648 GAT<\/strong> \u0627\u06a9\u0646\u0648\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc PyG \u062f\u0631 Rakhshai Graph-based NLP for Persian \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f \u0648 <strong>\u06a9\u0627\u0645\u0644\u0623 \u0627\u0632 GPU \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f<\/strong>. \u0628\u062f\u06cc\u0646\u200c\u062a\u0631\u062a\u06cc\u0628 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc \u062e\u0648\u062f \u0631\u0627 \u0631\u0648\u06cc \u06a9\u0627\u0631\u062a \u06af\u0631\u0627\u0641\u06cc\u06a9 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f \u0648 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0648\u06cc \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0628\u0627 \u0634\u062a\u0627\u0628 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f Rakhshai Graph-based NLP for Persian \u0631\u0627 \u0628\u0631\u0627\u06cc <strong>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0632\u0631\u06af<\/strong> \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0647\u0628\u0648\u062f \u062f\u0627\u062f\u0647 \u0648 \u0627\u0645\u06a9\u0627\u0646 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0642\u062f\u0631\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0645\u0648\u0627\u0632\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/li>\n\n\n\n<li><strong>\u0627\u0641\u0632\u0648\u062f\u0646 \u0631\u0627\u0628\u0637 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 (CLI):<\/strong> \u06cc\u06a9 <strong>\u0631\u0627\u0628\u0637 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0628\u0647 \u0646\u0627\u0645 <code>rgnn-cli<\/code><\/strong> \u0628\u0647 \u067e\u0631\u0648\u0698\u0647 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u062c\u0631\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0627\u0636\u0627\u0641\u06cc \u0645\u06cc\u0633\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0628\u0627 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u060c \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0641\u0646\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062a\u0646\u0647\u0627 \u0628\u0627 \u0686\u0646\u062f \u062f\u0633\u062a\u0648\u0631 \u0633\u0627\u062f\u0647\u060c \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0648 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc (\u0645\u062b\u0644\u0627\u064b \u06cc\u06a9 GCN \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646) \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0646\u0646\u062f. \u0627\u06cc\u0646 CLI \u0637\u0631\u0627\u062d\u06cc \u0645\u0627\u0698\u0648\u0644\u0627\u0631 Rakhshai Graph-based NLP for Persian \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0631\u062f\u0647 \u0648 <strong>\u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u0634\u0648\u0646\u062f\u0647 \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647\u200c\u06cc \u0645\u062f\u0644\u200c\u0647\u0627<\/strong> \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n\n\n\n<li><strong>\u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u0628\u0627 PyTest:<\/strong> \u0646\u0633\u062e\u0647\u200c\u06cc \u062c\u062f\u06cc\u062f \u0634\u0627\u0645\u0644 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u06cc \u06a9\u0627\u0645\u0644\u06cc \u0627\u0632 <strong>\u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u0648\u0627\u062d\u062f \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647<\/strong> \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 PyTest \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0627\u06cc\u0646 \u062a\u0633\u062a\u200c\u0647\u0627 \u0647\u0631 \u062c\u0632\u0621 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 (\u0627\u0632 \u0633\u0627\u062e\u062a \u06af\u0631\u0627\u0641 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0648\u0638\u0627\u06cc\u0641 \u062a\u062d\u0644\u06cc\u0644\u06cc) \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u0648 \u0628\u0647 \u062d\u0641\u0638 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0648 <strong>\u0627\u0639\u062a\u0645\u0627\u062f\u067e\u0630\u06cc\u0631\u06cc<\/strong> \u06a9\u062f \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631 \u0628\u0627\u0639\u062b \u0634\u062f\u0647 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062e\u0627\u0637\u0631 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0627\u0636\u0627\u0641\u0647 \u06a9\u0646\u0646\u062f \u06cc\u0627 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0645\u062f\u0646\u0638\u0631\u0634\u0627\u0646 \u0631\u0627 \u0627\u0639\u0645\u0627\u0644 \u06a9\u0646\u0646\u062f\u060c \u0686\u0631\u0627 \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a\u200c\u0647\u0627 \u0627\u0632 <strong>\u062f\u0631\u0633\u062a \u0639\u0645\u0644\u200c\u06a9\u0631\u062f\u0646 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/strong> \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u0627\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062c\u062f\u06cc\u062f\u060c Rakhshai Graph-based NLP for Persian \u0631\u0627 \u0628\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0627\u06cc <strong>\u0645\u0646\u0639\u0637\u0641\u200c\u062a\u0631 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631<\/strong> \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0645\u0647\u0627\u062c\u0631\u062a \u0628\u0647 PyG \u0648 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0627\u0698\u0648\u0644\u0627\u0631\u060c \u0627\u0645\u06a9\u0627\u0646 <strong>\u06af\u0633\u062a\u0631\u0634 \u0622\u0633\u0627\u0646<\/strong> \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 (\u0628\u0631\u0627\u06cc \u0645\u062b\u0627\u0644 \u0627\u0641\u0632\u0648\u062f\u0646 \u0646\u0648\u0639 \u06af\u0631\u0627\u0641 \u06cc\u0627 \u0645\u062f\u0644 \u062c\u062f\u06cc\u062f) \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0644\u0637\u0641 <strong>\u0634\u062a\u0627\u0628 GPU<\/strong> \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc PyG\u060c \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u0641\u062a\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f <strong>\u067e\u0698\u0648\u0647\u0634\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0632\u0631\u06af\u200c\u062a\u0631<\/strong> \u06cc\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645\u200c\u062a\u0631\u06cc \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u06a9\u0645\u062a\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u0646\u062f. \u0631\u0627\u0628\u0637 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u062c\u062f\u06cc\u062f \u0646\u06cc\u0632 \u062a\u062c\u0631\u0628\u0647\u200c\u06cc \u06a9\u0627\u0631\u0628\u0631\u06cc \u0628\u0647\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0641\u0631\u0627\u0647\u0645 \u0646\u0645\u0648\u062f\u0647 \u0648 \u062f\u0631 \u06a9\u0646\u0627\u0631 <strong>\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u062c\u0627\u0645\u0639 \u0648 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0645\u0644<\/strong>\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0628\u0647\u200c\u06a9\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062c\u0627\u0645\u0639\u0647\u200c\u06cc NLP \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0628\u06cc\u0627\u0646 \u062f\u06cc\u06af\u0631\u060c Rakhshai Graph-based NLP for Persian \u0627\u06a9\u0646\u0648\u0646 \u06cc\u06a9 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0648 \u0622\u0645\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc NLP \u0641\u0627\u0631\u0633\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06af\u0631\u0627\u0641 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0647\u0645 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u067e\u0631\u0648\u0698\u0647 Rakhshai Graph-based NLP for Persian<\/h2>\n\n\n\n<p>\u062f\u0631 \u06cc\u06a9 \u0646\u06af\u0627\u0647 \u06a9\u0644\u06cc\u060c \u067e\u0631\u0648\u0698\u0647\u200c\u06cc Rakhshai Graph-based NLP for Persian  \u062f\u0627\u0631\u0627\u06cc \u0645\u0632\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0628\u0631\u062c\u0633\u062a\u0647\u200c\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u062a\u0645\u0627\u06cc\u0632 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0641\u0627\u0631\u0633\u06cc \u0628\u0627 Stanza:<\/strong> Rakhshai Graph-based NLP for Persian \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f Stanza \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0628\u0647\u0631\u0647 \u0645\u06cc\u200c\u0628\u0631\u062f. \u0628\u0647 \u06a9\u0645\u06a9 Stanza\u060c \u0645\u062a\u0646 \u0648\u0631\u0648\u062f\u06cc \u0641\u0627\u0631\u0633\u06cc <strong>\u062a\u0648\u06a9\u0646\u200c\u0633\u0627\u0632\u06cc<\/strong> \u0634\u062f\u0647 \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0622\u0646 \u0645\u0627\u0646\u0646\u062f <strong>\u0628\u0631\u0686\u0633\u0628\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u06cc (POS)<\/strong> \u0648 <strong>\u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0635\u0631\u0641\u06cc\/\u0644\u0645\u0627\u062a\u06cc\u06a9<\/strong> \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0632\u0628\u0627\u0646\u06cc \u0633\u067e\u0633 \u062f\u0631 \u0633\u0627\u062e\u062a \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0646\u062d\u0648\u06cc (dependency graph) \u0628\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u0631\u0648\u0646\u062f \u062a\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0633\u062a\u0648\u0631\u06cc \u062c\u0645\u0644\u0627\u062a \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u06af\u0631\u0627\u0641 \u0646\u0645\u0627\u06cc\u0634 \u06cc\u0627\u0628\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Stanza \u0628\u0647 Rakhshai Graph-based NLP for Persian \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0638\u0631\u0627\u06cc\u0641 \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc (\u0645\u0627\u0646\u0646\u062f \u067e\u0633\u0648\u0646\u062f\u0647\u0627\u060c \u0634\u0646\u0627\u0633\u0647\u200c\u0647\u0627 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u0646\u062d\u0648\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647) \u0631\u0627 \u062f\u0631 \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0645\u0646\u0639\u06a9\u0633 \u06a9\u0631\u062f\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/li>\n\n\n\n<li><strong>\u0646\u0631\u0645\u0627\u0644\u200c\u0633\u0627\u0632\u06cc \u0648 \u0644\u0650\u0645\u0627\u062a\u06cc\u0632\u0647\u200c\u06a9\u0631\u062f\u0646 \u0645\u062a\u0646 \u0641\u0627\u0631\u0633\u06cc:<\/strong> \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u067e\u06cc\u0634 \u0627\u0632 \u062a\u0628\u062f\u06cc\u0644 \u0628\u0647 \u06af\u0631\u0627\u0641 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f <strong>\u0646\u0631\u0645\u0627\u0644\u200c\u0633\u0627\u0632\u06cc<\/strong> \u0634\u0648\u0646\u062f (\u0645\u062b\u0644\u0627\u064b \u06cc\u06a9\u0633\u0627\u0646\u200c\u0633\u0627\u0632\u06cc \u062d\u0631\u0648\u0641 \u0639\u0631\u0628\u06cc \u0648 \u0641\u0627\u0631\u0633\u06cc\u060c \u062d\u0630\u0641 \u0639\u0644\u0627\u0626\u0645 \u0632\u0627\u0626\u062f \u0648 &#8230;) \u0648 \u06a9\u0644\u0645\u0627\u062a \u0628\u0647 <strong>\u0631\u06cc\u0634\u0647\u200c\u06cc \u0644\u063a\u0648\u06cc (Lemma)<\/strong> \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u0627\u06cc\u0646\u062f \u0628\u0627\u0639\u062b \u06a9\u0627\u0647\u0634 \u067e\u0631\u0627\u06a9\u0646\u062f\u06af\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0628\u0647\u0628\u0648\u062f \u062f\u0642\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u06a9\u0647 \u0648\u062c\u0648\u062f \u0634\u06a9\u0644\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06cc\u06a9 \u06a9\u0644\u0645\u0647 (\u0645\u0627\u0646\u0646\u062f &#8220;\u0645\u06cc\u200c\u0631\u0648\u0645&#8221; \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 &#8220;\u0628\u0631\u0648\u0645&#8221;) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0686\u0627\u0644\u0634\u200c\u0633\u0627\u0632 \u0628\u0627\u0634\u062f. Rakhshai Graph-based NLP for Persian \u0628\u0627 \u062a\u06a9\u06cc\u0647 \u0628\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 (\u0646\u0638\u06cc\u0631 Stanza \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc) \u0627\u06cc\u0646 \u06af\u0627\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 <strong>\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc\u200c\u0634\u062f\u0647 \u0648 \u06cc\u06a9\u062f\u0633\u062a\u06cc<\/strong> \u0628\u0647 \u0628\u062e\u0634 \u06af\u0631\u0627\u0641\u200c\u0628\u0646\u062f\u06cc \u062a\u062d\u0648\u06cc\u0644 \u062f\u0647\u062f.<\/li>\n\n\n\n<li><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc \u0645\u062a\u0646\u0648\u0639 \u0628\u0627 PyTorch Geometric:<\/strong> \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0628\u0647 \u0637\u0648\u0631 \u067e\u06cc\u0634\u200c\u0641\u0631\u0636 \u0686\u0646\u062f\u06cc\u0646 \u0645\u062f\u0644 <strong>\u0634\u0628\u06a9\u0647\u200c\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641\u06cc<\/strong> \u0634\u0646\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u0632\u0628\u0627\u0646\u06cc \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 <strong>GCN<\/strong>\u060c <strong>GraphSAGE<\/strong> \u0648 <strong>Graph Attention Network (GAT)<\/strong>. \u062a\u0645\u0627\u0645\u06cc \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch Geometric \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0627\u0632 <strong>\u0645\u0632\u0627\u06cc\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc PyG<\/strong> \u0628\u0647\u0631\u0647 \u0645\u06cc\u200c\u0628\u0631\u0646\u062f \u0648 \u0631\u0648\u06cc GPU \u0646\u06cc\u0632 \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0647\u0633\u062a\u0646\u062f. \u0648\u062c\u0648\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0628\u0647 \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0645\u0633\u0626\u0644\u0647\u200c\u06cc \u062e\u0648\u062f (\u0645\u062b\u0644\u0627\u064b \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646\u060c \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0633\u0646\u0627\u062f \u06cc\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0631\u0648\u0627\u0628\u0637) \u0645\u062f\u0644 \u06af\u0631\u0627\u0641\u06cc \u0645\u0646\u0627\u0633\u0628 \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0647 \u06a9\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f \u06cc\u0627 \u062d\u062a\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0631\u0648\u06cc \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f.<\/li>\n\n\n\n<li><strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 GPU \u0648 \u0645\u062c\u0645\u0648\u0639\u0647 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0645\u0644:<\/strong> Rakhshai Graph-based NLP for Persian \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0648\u0645\u06cc \u0627\u0632 GPU \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u0628\u0647\u0631\u0647 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 <strong>\u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627\u06cc \u0628\u0627\u0644\u0627\u062a\u0631<\/strong> \u0628\u0647 \u062e\u0635\u0648\u0635 \u062f\u0631 \u062a\u0645\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u06cc\u200c\u0634\u0648\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u0648\u062c\u0648\u062f <strong>\u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u062f\u06a9\u0627\u0631<\/strong> \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645\u06cc \u0627\u062c\u0632\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0635\u062d\u06cc\u062d \u0633\u06cc\u0633\u062a\u0645 \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062d\u0641\u0638 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0631\u0648\u06cc \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc Rakhshai Graph-based NLP for Persian \u062d\u0633\u0627\u0628 \u06a9\u0646\u0646\u062f\u060c \u0628\u0644\u06a9\u0647 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u0646\u06cc\u0632 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u0628\u0627 \u062e\u06cc\u0627\u0644 \u0631\u0627\u062d\u062a \u062f\u0631 \u06a9\u062f \u062a\u063a\u06cc\u06cc\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u0627\u0636\u0627\u0641\u0647 \u0646\u0645\u0627\u06cc\u0646\u062f\u061b \u0686\u0631\u0627 \u06a9\u0647 \u062a\u0633\u062a\u200c\u0647\u0627\u06cc \u0642\u0648\u06cc \u062c\u0644\u0648\u06cc \u0648\u0631\u0648\u062f \u0628\u0627\u06af \u0648 \u0627\u0641\u062a \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f.<\/li>\n<\/ul>\n\n\n\n<p>\u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u060c Rakhshai Graph-based NLP for Persian \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0631\u0627\u06cc <strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc \u0641\u0627\u0631\u0633\u06cc \u0628\u0647 \u06a9\u0645\u06a9 \u06af\u0631\u0627\u0641<\/strong> \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645 <strong>\u062f\u0627\u0646\u0634 \u067e\u0698\u0648\u0647\u0634\u06cc \u0646\u0648\u06cc\u0646<\/strong> (\u0645\u062f\u0644\u200c\u0647\u0627\u06cc GNN \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc) \u0631\u0627 \u0628\u0647 \u062e\u062f\u0645\u062a \u06af\u0631\u0641\u062a\u0647 \u0648 \u0647\u0645 \u0628\u0647 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 (\u0633\u0631\u0639\u062a\u060c \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u062a\u0633\u062a\u200c\u0647\u0627 \u0648 \u0633\u0647\u0648\u0644\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647) \u062a\u0648\u062c\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u062c\u0627\u0645\u0639\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0648 \u0627\u0632 \u0645\u0634\u0627\u0631\u06a9\u062a \u062c\u0627\u0645\u0639\u0647\u200c\u06cc \u0641\u0646\u06cc \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06af\u0631 \u067e\u0698\u0648\u0647\u0634\u06af\u0631 NLP \u0647\u0633\u062a\u06cc\u062f \u06cc\u0627 \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0632\u0628\u0627\u0646\u06cc \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c Rakhshai Graph-based NLP for Persian \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0627\u0628\u0632\u0627\u0631\u06cc \u062a\u0648\u0627\u0646\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0628\u0631\u062f \u06a9\u0627\u0631\u0647\u0627\u06cc \u0634\u0645\u0627 \u0639\u0645\u0644 \u06a9\u0646\u062f. \u0627\u0632 \u062c\u0627\u0645\u0639\u0647\u200c\u06cc \u067e\u0698\u0648\u0647\u0634\u06af\u0631\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u062f\u0639\u0648\u062a \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u0628\u0647 \u067e\u0631\u0648\u0698\u0647\u200c\u06cc Rakhshai \u0628\u067e\u06cc\u0648\u0646\u062f\u0646\u062f \u06cc\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0632 \u0622\u0646 \u0628\u0647\u0631\u0647 \u0628\u06af\u06cc\u0631\u0646\u062f \u062a\u0627 \u0628\u0627 \u0647\u0645 \u0628\u0647 \u0627\u0631\u062a\u0642\u0627\u06cc \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 NLP \u0641\u0627\u0631\u0633\u06cc \u06a9\u0645\u06a9 \u06a9\u0646\u06cc\u0645. <\/p>\n\n\n\n<p><strong>Rakhshai Graph-based NLP for Persian \u0645\u0646\u062a\u0638\u0631 \u0627\u06cc\u062f\u0647\u200c\u0647\u0627\u060c \u0628\u0627\u0632\u062e\u0648\u0631\u062f\u0647\u0627 \u0648 \u0645\u0634\u0627\u0631\u06a9\u062a \u0634\u0645\u0627\u0633\u062a!<\/strong><a href=\"https:\/\/github.com\/bazpardazesh-org\/Rakhshai-Graph-based-NLP#:~:text=%DA%A9%D8%AA%D8%A7%D8%A8%D8%AE%D8%A7%D9%86%D9%87%D9%94%20Rakhshai%20Graph,%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4%20%D9%87%D8%B1%20%D9%82%D8%B3%D9%85%D8%AA%20%D8%A7%D8%B1%D8%A7%D8%A6%D9%87%20%D8%AF%D9%87%DB%8C%D9%85\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><a href=\"https:\/\/github.com\/bazpardazesh-org\/Rakhshai-Graph-based-NLP#:~:text=%D9%85%D8%AB%D8%A7%D9%84%E2%80%8C%D9%87%D8%A7%DB%8C%DB%8C%20%D8%A8%D8%B1%D8%A7%DB%8C%20%D8%A2%D8%B2%D9%85%D8%A7%DB%8C%D8%B4%20%D9%87%D8%B1%20%D9%82%D8%B3%D9%85%D8%AA,%D8%A7%D8%B1%D8%A7%D8%A6%D9%87%20%D8%AF%D9%87%DB%8C%D9%85\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Rakhshai Graph-based NLP for Persian \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u06cc \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0648 \u067e\u0698\u0648\u0647\u0634\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0646\u062e\u0633\u062a\u06cc\u0646 \u0628\u0627\u0631 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u200c\u0628\u0646\u06cc\u0627\u0646 \u0631\u0627 \u0628\u0627 \u0642\u062f\u0631\u062a PyTorch \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0645\u062a\u0646\u200c\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc \u0631\u0627 \u0628\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u06af\u0631\u0627\u0641\u06cc &#8230; <a class=\"cz_readmore\" href=\"https:\/\/rakhshai.com\/news\/fa-graph-nlp-gpu-support-open-source\/\"><i class=\"fa czico-109-link-symbol-1\" aria-hidden=\"true\"><\/i><span>\u0627\u062f\u0627\u0645\u0647 \u0645\u0637\u0644\u0628<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":1978,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-2038","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-iranian-artificial-intelligence-events"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0628\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0645\u0647\u0645 (\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 GPU) \u0628\u0631\u0627\u06cc : \u0627\u0648\u0644\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 NLP \u0641\u0627\u0631\u0633\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06af\u0631\u0627\u0641 &#8226; \u0646\u0634\u0631\u06cc\u0647 \u0647\u0648\u0634 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