{"id":3746,"date":"2023-03-17T21:34:07","date_gmt":"2023-03-17T21:34:07","guid":{"rendered":"https:\/\/aramweb.ir\/?p=3746"},"modified":"2023-03-17T21:35:51","modified_gmt":"2023-03-17T21:35:51","slug":"%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%a8%d8%a7-pytorch","status":"publish","type":"post","link":"https:\/\/aramweb.de\/?p=3746&lang=fa","title":{"rendered":"\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0628\u0627 PyTorch"},"content":{"rendered":"\n<p>PyTorch \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u0646\u0639\u0637\u0641 \u0648 \u06af\u0648\u06cc\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">PyTorch \u0686\u06cc\u0633\u062a\u061f<\/h2>\n\n\n\n<p>PyTorch \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0628\u0627\u0644\u0627\u06cc \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062a\u0627\u0646\u0633\u0648\u0631 \u0633\u0637\u062d \u067e\u0627\u06cc\u06cc\u0646 <a href=\"https:\/\/pytorch.org\/docs\/stable\/torch.html\">torch<\/a> \u0633\u0627\u062e\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0622\u0631\u0627\u06cc\u0647 \u0647\u0627\u06cc \u0686\u0646\u062f \u0628\u0639\u062f\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u06a9\u0646\u062f. . PyTorch \u0647\u0645\u0686\u0646\u06cc\u0646 \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0633\u0637\u062d \u0628\u0627\u0644\u0627 <a href=\"https:\/\/pytorch.org\/docs\/stable\/nn.html\">torch.nn<\/a> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627 \u0648 \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u0634\u062a\u0631\u06a9\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc\u060c \u0645\u0627\u0646\u0646\u062f \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0646\u0648\u0644\u0648\u0634\u0646\u060c \u0644\u0627\u06cc\u0647\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u0634\u0648\u0646\u062f\u0647\u060c \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062a\u0648\u0627\u0628\u0639 \u0641\u0639\u0627\u0644 \u0633\u0627\u0632\u06cc\u060c \u062a\u0648\u0627\u0628\u0639 \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646\u060c \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647. PyTorch \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 <a href=\"https:\/\/pytorch.org\/docs\/stable\/autograd.html\">\u062a\u0645\u0627\u06cc\u0632 \u062e\u0648\u062f\u06a9\u0627\u0631<\/a> \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0647\u0631 \u0639\u0628\u0627\u0631\u062a \u062a\u0627\u0646\u0633\u0648\u0631\u06cc \u0631\u0627 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0647\u0631 \u062a\u0627\u0646\u0633\u0648\u0631\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u06a9\u0646\u06cc\u062f. \u0645\u062a\u063a\u06cc\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631<\/p>\n\n\n\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc PyTorch \u062d\u0627\u0644\u062a <a href=\"https:\/\/pytorch.org\/docs\/stable\/notes\/autograd.html#pytorch-s-automatic-differentiation-engine\">\u0627\u062c\u0631\u0627\u06cc \u0645\u0634\u062a\u0627\u0642<\/a> \u0622\u0646 \u0627\u0633\u062a\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0647\u0631 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0639\u0627\u0645\u0644\u06cc \u0648 \u0641\u0648\u0631\u0627\u064b \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 PyTorch \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0635\u0631\u06cc \u0648 \u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0639\u0628\u0627\u0631\u0627\u062a <a href=\"https:\/\/docs.python.org\/3\/tutorial\/controlflow.html\">\u062c\u0631\u06cc\u0627\u0646 \u06a9\u0646\u062a\u0631\u0644 \u067e\u0627\u06cc\u062a\u0648\u0646<\/a> \u0645\u0627\u0646\u0646\u062f \u00abif\u00bb\u060c \u00abfor\u00bb\u060c \u00abwhile\u00bb \u0648 \u063a\u06cc\u0631\u0647 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u06af\u0631\u0627\u0646\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u0645\u0648\u062f\u0627\u0631\u0647\u0627\u06cc \u062b\u0627\u0628\u062a \u06cc\u0627 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0646\u0645\u0627\u062f\u06cc\u0646.<\/p>\n\n\n\n<p>\u06cc\u06a9\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc PyTorch <a href=\"https:\/\/pytorch.org\/tutorials\/beginner\/pytorch_with_examples.html#dynamic-computation-graphs\">\u06af\u0631\u0627\u0641 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u067e\u0648\u06cc\u0627<\/a> \u0622\u0646 \u0627\u0633\u062a\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0627\u0646\u0633\u0648\u0631\u0647\u0627 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0631\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0627\u062c\u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f. . \u0627\u06cc\u0646 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062f\u0644 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u0648\u06cc\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627 \u06cc\u0627 \u0627\u0644\u0632\u0627\u0645\u0627\u062a \u0648\u0638\u06cc\u0641\u0647 \u062e\u0648\u062f \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f. \u0628\u0631\u0627\u06cc \u0642\u0627\u0628\u0644\u06cc\u062a PyTorch \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u062f\u0647\u06cc\u062f.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0686\u0631\u0627 \u0627\u0632 PyTorch \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645\u061f<\/h2>\n\n\n\n<p>PyTorch \u0686\u0646\u062f\u06cc\u0646 \u0645\u0632\u06cc\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646 \u0648 \u0645\u062d\u0642\u0642\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0622\u0633\u0627\u0646 \u0627\u0633\u062a: PyTorch \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 API \u0633\u0627\u062f\u0647 \u0648 \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0632 \u0633\u0628\u06a9 \u0648 \u0642\u0631\u0627\u0631\u062f\u0627\u062f\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u06cc\u06a9 \u067e\u06cc\u0631\u0648\u06cc \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 PyTorch \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0622\u0634\u0646\u0627 \u0645\u0627\u0646\u0646\u062f NumPy\u060c SciPy\u060c scikit-learn \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0645\u0648\u0632\u0634\u200c\u0647\u0627\u060c \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u060c \u0645\u0633\u062a\u0646\u062f\u0627\u062a\u060c \u0627\u0646\u062c\u0645\u0646\u200c\u0647\u0627\u060c \u0648\u0628\u0644\u0627\u06af\u200c\u0647\u0627\u060c \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u060c \u062f\u0648\u0631\u0647\u200c\u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u0628\u06cc\u0627\u0628\u06cc\u062f \u06a9\u0647 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 PyTorch \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f.<\/li>\n\n\n\n<li>\u0645\u0646\u0639\u0637\u0641 \u0648 \u0631\u0633\u0627 \u0627\u0633\u062a: PyTorch \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0627\u0645\u0644 \u0628\u0631 \u0646\u062d\u0648\u0647 \u062a\u0639\u0631\u06cc\u0641 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062e\u0648\u062f \u0648 \u0646\u062d\u0648\u0647 \u0622\u0645\u0648\u0632\u0634 \u0622\u0646\u0647\u0627 \u0645\u06cc \u062f\u0647\u062f. \u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u060c \u0647\u0627\u06cc\u067e\u0631\u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u060c \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u0647\u0627\u060c<br>\u062a\u0648\u0627\u0628\u0639 \u0627\u0632 \u062f\u0633\u062a \u062f\u0627\u062f\u0646\u060c<br>\u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc \u0645\u0646\u0638\u0645 \u0633\u0627\u0632\u06cc\u060c<br>\u0648 \u063a\u06cc\u0631\u0647\u060c \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u06a9\u062f \u06cc\u0627 \u06a9\u0627\u0645\u067e\u0627\u06cc\u0644 \u0645\u062c\u062f\u062f \u0646\u0645\u0648\u062f\u0627\u0631. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0637\u0642 \u06cc\u0627 \u0639\u0645\u0644\u06a9\u0631\u062f \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u06cc\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n\n\n\n<li>\u0633\u0631\u06cc\u0639 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a: PyTorch \u0627\u0632 \u0642\u062f\u0631\u062a GPU (\u0648 CPU) \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a \u062a\u0627\u0646\u0633\u0648\u0631 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \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 \u06cc\u0627 \u06af\u0631\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <a href=\"https:\/\/pytorch.org\/tutorials\/beginner\/dist_overview.html\">torch.distributed<\/a> \u06cc\u0627 \u0633\u0627\u06cc\u0631 \u0641\u0631\u06cc\u0645 \u0648\u0631\u06a9 \u0647\u0627 \u0645\u0627\u0646\u0646\u062f <a href=\"https:\/\/horovod.ai\/\">Horovod<\/a> \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f. ) \u06cc\u0627 <a href=\"https:\/\/docs.ray.io\/en\/latest\/index.html\">Ray<\/a>. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0641\u0627\u06cc\u0644 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f\u060c<br>\u0627\u0634\u06a9\u0627\u0644 \u0632\u062f\u0627\u06cc\u06cc\u060c\u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0631\u062f\u0646\u060c\u0686\u0648\u0628 \u0628\u0631\u06cc\u060c\u062a\u062c\u0633\u0645\u060c\u0648 \u063a\u06cc\u0631\u0647\u060c \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc \u06a9\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u06cc\u0646\u0647 \u06a9\u0646\u06cc\u062f\u0648 \u06a9\u06cc\u0641\u06cc\u062a \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a \u0648 \u0642\u0627\u0628\u0644 \u0647\u0645\u06a9\u0627\u0631\u06cc:<br>PyTorch \u0627\u0632 \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0635\u0627\u062f\u0631\u0627\u062a \u0645\u062f\u0644\u0627\u0632 \u0641\u0631\u06cc\u0645\u0648\u0631\u06a9 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631\u06cc \u0645\u0627\u0646\u0646\u062f TensorFlow\u060c\u06a9\u0631\u0627\u0633\u060cONNX\u060c \u0648 \u063a\u06cc\u0631\u0647. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0628\u062f\u0644 \u0647\u0627 \u06cc\u0627 \u0644\u0641\u0627\u0641 \u0647\u0627 \u0645\u0627\u0646\u0646\u062f <a href=\"https:\/\/www.onnxruntime.ai\/\">ONNX Runtime<\/a>\u060c<a href=\"https:\/\/www.pytorchlightning.ai\/\">PyTorch Lightning<\/a>\u060c<a href=\"https:\/\/huggingface.co\/transformers\/index.html\">\u062a\u0631\u0627\u0646\u0633\u0641\u0648\u0631\u0645\u0627\u062a\u0648\u0631\u0647\u0627\u06cc \u0635\u0648\u0631\u062a \u062f\u0631 \u0622\u063a\u0648\u0634 \u06af\u0631\u0641\u062a\u0646<\/a>\u060c \u0648 \u063a\u06cc\u0631\u0647.<br>\u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 PyTorch \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f \u06cc\u0627 \u0633\u06a9\u0648\u0647\u0627 \u0645\u0627\u0646\u0646\u062f <a href=\"https:\/\/flask.palletsprojects.com\/en\/2.0.x\/\">Flask<\/a>\u060c<a href=\"https:\/\/www.djangoproject.com\/\">\u062c\u0627\u0646\u06af\u0648<\/a>\u060c<a href=\"https:\/\/streamlit.io\/\">Streamlit<\/a>\u060c<br><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>PyTorch \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u0646\u0639\u0637\u0641 \u0648 \u06af\u0648\u06cc\u0627 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641\u060c \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0648 \u0633\u0627\u06cc\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a \u0648\u0628\u0644\u0627\u06af\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 PyTorch \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. PyTorch \u0686\u06cc\u0633\u062a\u061f [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":3748,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[447],"tags":[],"class_list":["post-3746","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category--fa"],"featured_image_src":{"landsacpe":["https:\/\/aramweb.de\/wp-content\/uploads\/2023\/03\/88cb43fc4ab5-1140x445.jpg",1140,445,true],"list":["https:\/\/aramweb.de\/wp-content\/uploads\/2023\/03\/88cb43fc4ab5-463x348.jpg",463,348,true],"medium":["https:\/\/aramweb.de\/wp-content\/uploads\/2023\/03\/88cb43fc4ab5-300x166.jpg",300,166,true],"full":["https:\/\/aramweb.de\/wp-content\/uploads\/2023\/03\/88cb43fc4ab5.jpg",1280,710,false]},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - 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