{"id":1108,"date":"2026-06-15T18:14:26","date_gmt":"2026-06-15T18:14:26","guid":{"rendered":"https:\/\/convly.ai\/npu-vs-gpu-for-ai-2026\/"},"modified":"2026-08-01T06:46:36","modified_gmt":"2026-08-01T06:46:36","slug":"npu-vs-gpu-for-ai-2026","status":"publish","type":"post","link":"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/","title":{"rendered":"\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0645\u0642\u0627\u0628\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a: \u0645\u0627 \u0627\u0644\u0641\u0631\u0642\u061f (\u0662\u0660\u0662\u0666)"},"content":{"rendered":"<p>\u0643\u0644 \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u0648\u0647\u0627\u062a\u0641 \u0648\u0628\u0637\u0627\u0642\u0629 \u0631\u0633\u0648\u0645\u0627\u062a \u062a\u064f\u0628\u0627\u0639 \u0641\u064a \u0639\u0627\u0645 2026 \u062a\u064f\u0639\u0644\u0646 \u0627\u0644\u0622\u0646 \u0639\u0646 \u0631\u0642\u0645 \u201cAI\u201d. \u0628\u0639\u0636\u0647\u0627 \u064a\u0630\u0643\u0631 \u0648\u062d\u062f\u0629 \u201cTOPS\u201d\u060c \u0648\u0628\u0639\u0636\u0647\u0627 \u064a\u0630\u0643\u0631 \u0648\u062d\u062f\u0629 \u00abTFLOPS\u00bb\u060c \u0648\u0646\u0627\u062f\u0631\u064b\u0627 \u0645\u0627 \u064a\u0648\u0636\u062d \u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062a\u0633\u0648\u064a\u0642\u064a \u0623\u0646 \u0647\u0630\u0647 \u0648\u062d\u062f\u0627\u062a \u0642\u064a\u0627\u0633 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0631\u0642\u0627\u0626\u0642 \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0624\u062f\u064a \u0645\u0647\u0627\u0645 \u0645\u062e\u062a\u0644\u0641\u0629. \u062a\u0639\u062f \u0648\u062d\u062f\u0629 NPU \u0641\u064a \u062c\u0647\u0627\u0632 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 \u0627\u0644\u062c\u062f\u064a\u062f \u0627\u0644\u062e\u0627\u0635 \u0628\u0643 \u0648\u0648\u062d\u062f\u0629 GPU \u0641\u064a \u062c\u0647\u0627\u0632 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u064a \u0627\u0644\u062e\u0627\u0635 \u0628\u0643\u060c \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0641\u0646\u064a\u0629\u060c \u00ab\u0645\u0633\u0631\u0639\u0627\u062a \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u00bb\u060c \u0644\u0643\u0646\u0647\u0645\u0627 \u0635\u064f\u0645\u0645\u062a\u0627 \u0644\u0644\u062a\u0641\u0648\u0642 \u0641\u064a \u0637\u0631\u0641\u064a \u0646\u0642\u064a\u0636 \u0645\u0646 \u0646\u0641\u0633 \u0627\u0644\u0645\u0634\u0643\u0644\u0629.<\/p>\n<p>\u062a\u0648\u0636\u062d \u0647\u0630\u0647 \u0627\u0644\u0645\u0642\u0627\u0644\u0629 \u0645\u0627\u0647\u064a\u0629 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0628\u0627\u0644\u0641\u0639\u0644\u060c \u0648\u0643\u064a\u0641 \u062a\u062e\u062a\u0644\u0641 \u0639\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u0627\u0644\u0628\u0646\u064a\u0629\u060c \u0648\u0623\u064a \u0645\u0646\u0647\u0645\u0627 \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0627 \u062a\u062d\u0627\u0648\u0644 \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647. \u0646\u0633\u062a\u062e\u062f\u0645 \u0623\u0631\u0642\u0627\u0645\u064b\u0627 \u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u0645\u064f\u062b\u0628\u062a\u0629 \u0645\u0633\u062a\u0645\u062f\u0629 \u0645\u0646 \u0627\u0644\u0631\u0642\u0627\u0626\u0642 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u062d\u0627\u0644\u064a\u064b\u0627 \u0641\u064a \u0627\u0644\u0633\u0648\u0642: \u0645\u062d\u0631\u0643 Neural Engine \u0645\u0646 Apple\u060c \u0648Hexagon \u0645\u0646 Qualcomm\u060c \u0648\u0648\u062d\u062f\u0627\u062a NPU \u0645\u0646 Intel \u0648AMD \u0627\u0644\u0645\u0648\u062c\u0648\u062f\u0629 \u062f\u0627\u062e\u0644 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0628\u0631\u0646\u0627\u0645\u062c Copilot+\u060c \u0648\u0645\u0643\u0648\u0646\u0627\u062a \u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a RTX \u0648Blackwell \u0645\u0646 NVIDIA. \u0644\u0627 \u0631\u0642\u0627\u0626\u0642 \u0646\u0638\u0631\u064a\u0629\u060c \u0648\u0644\u0627 \u0645\u0628\u0627\u0644\u063a\u0629.<\/p>\n<div class=\"convly-tldr\">\n<h3>\u0623\u0628\u0631\u0632 \u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c\u0627\u062a<\/h3>\n<ul>\n<li><strong>\u0648\u0638\u0627\u0626\u0641 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u0644\u064a\u0633\u062a \u0623\u0641\u0636\u0644 \u0623\u0648 \u0623\u0633\u0648\u0623.<\/strong> \u0635\u064f\u0645\u0645\u062a \u0648\u062d\u062f\u0627\u062a NPU \u0644\u0625\u062c\u0631\u0627\u0621 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0645\u0646\u062e\u0641\u0636\u0629 \u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0644\u0644\u0637\u0627\u0642\u0629 \u0648\u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632\u061b \u0623\u0645\u0627 \u0648\u062d\u062f\u0627\u062a GPU \u0641\u0642\u062f \u0635\u064f\u0645\u0645\u062a \u0644\u062a\u062d\u0642\u064a\u0642 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u062a\u0648\u0627\u0632\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0648\u0644\u0623\u063a\u0631\u0627\u0636 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li><strong>\u0648\u062d\u062f\u0629 \u00abTOPS\u00bb \u0648\u0648\u062d\u062f\u0629 \u00abTFLOPS\u00bb \u0644\u064a\u0633\u062a\u0627 \u0646\u0641\u0633 \u0627\u0644\u0648\u062d\u062f\u0629.<\/strong> \u064a\u064f\u0642\u0627\u0633 \u0623\u062f\u0627\u0621 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u062f\u062f\u064a\u0629 (NPUs) \u0628\u0648\u062d\u062f\u0629 \u00abTOPS\u00bb \u0628\u0646\u0638\u0627\u0645 INT8\u061b \u0623\u0645\u0627 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs) \u0641\u064a\u064f\u0642\u0627\u0633 \u0623\u062f\u0627\u0621\u0647\u0627 \u0639\u0627\u062f\u0629\u064b \u0628\u0648\u062d\u062f\u0629 \u00abTFLOPS\u00bb \u0628\u0646\u0638\u0627\u0645 \u0627\u0644\u0639\u062f\u062f \u0627\u0644\u0639\u0627\u0626\u0645. \u0648\u0644\u0627 \u064a\u0645\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u0629 \u0647\u0630\u064a\u0646 \u0627\u0644\u0631\u0642\u0645\u064a\u0646 \u0645\u0628\u0627\u0634\u0631\u0629\u064b.<\/li>\n<li><strong>\u0627\u0644\u0641\u062c\u0648\u0629 \u0641\u064a \u0627\u0644\u062d\u062c\u0645 \u0647\u0627\u0626\u0644\u0629.<\/strong> \u062a\u0628\u0644\u063a \u0642\u062f\u0631\u0629 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0644\u0639\u0627\u0645 2026 \u062d\u0648\u0627\u0644\u064a 45-80 TOPS. \u0648\u062a\u0628\u0644\u063a \u0642\u062f\u0631\u0629 \u0628\u0637\u0627\u0642\u0629 NVIDIA RTX 5090 3,352 AI TOPS\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0635\u0644 \u0642\u062f\u0631\u0629 \u0648\u062d\u062f\u0629 B200 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0645\u0631\u0627\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u062d\u0648\u0627\u0644\u064a 4,500 TFLOPS \u0641\u064a FP8.<\/li>\n<li><strong>\u062a\u062a\u0641\u0648\u0642 \u0648\u062d\u062f\u0627\u062a NPU \u0641\u064a \u0627\u0644\u0643\u0641\u0627\u0621\u0629\u060c \u0648\u0644\u064a\u0633 \u0641\u064a \u0627\u0644\u0633\u0631\u0639\u0629.<\/strong> \u0641\u0647\u064a \u062a\u0639\u0645\u0644 \u0628\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 (\u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u060c \u0648\u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0635\u0648\u062a\u064a\u060c \u0648\u0645\u064a\u0632\u0627\u062a Copilot) \u0628\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0644\u0627 \u064a\u062a\u062c\u0627\u0648\u0632 \u062c\u0632\u0621\u064b\u0627 \u0636\u0626\u064a\u0644\u0627\u064b \u0645\u0646 \u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0637\u0627\u0642\u0629\u060c \u0648\u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628 \u064a\u062d\u062a\u0627\u062c \u0643\u0644 \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u0632\u0648\u062f \u0628\u0640 Copilot+ \u0625\u0644\u0649 \u0645\u0627 \u064a\u0632\u064a\u062f \u0639\u0646 40 TOPS \u0645\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0648\u0627\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU).<\/li>\n<li><strong>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) (\u0648\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0644\u0644\u0630\u0627\u0643\u0631\u0629) \u0647\u064a \u0627\u0644\u0623\u0641\u0636\u0644.<\/strong> \u0644\u0627 \u064a\u0632\u0627\u0644 \u062f\u0639\u0645 \u0628\u0631\u0627\u0645\u062c \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0645\u0631\u062d\u0644\u0629 \u0645\u0628\u0643\u0631\u0629\u061b \u0641\u0637\u0631\u0627\u0632 7B \u0627\u0644\u0630\u064a \u064a\u0639\u0645\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 NPU \u0645\u0646 Snapdragon \u064a\u0628\u0644\u063a \u0645\u0639\u062f\u0644 \u0645\u0639\u0627\u0644\u062c\u062a\u0647 \u062d\u0648\u0627\u0644\u064a 9-12 \u0631\u0645\u0632\u064b\u0627 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0641\u064a \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 2026\u060c \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0623\u0633\u0631\u0639 \u0628\u0643\u062b\u064a\u0631.<\/li>\n<li><strong>\u0627\u0644\u062e\u0637 \u0627\u0644\u0641\u0627\u0635\u0644 \u0623\u0635\u0628\u062d \u063a\u064a\u0631 \u0648\u0627\u0636\u062d.<\/strong> \u064a\u0636\u0645 \u0645\u0639\u0627\u0644\u062c M5 \u0645\u0646 Apple \u0645\u0633\u0631\u0639\u0627\u062a \u0639\u0635\u0628\u064a\u0629 \u062f\u0627\u062e\u0644 \u0643\u0644 \u0646\u0648\u0627\u0629 \u0645\u0646 \u0646\u0648\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0628\u064a\u0646\u0645\u0627 \u064a\u062c\u0645\u0639 \u0645\u0639\u0627\u0644\u062c Strix Halo \u0645\u0646 AMD \u0628\u064a\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u0635\u0628\u064a\u0629 (NPU) \u0628\u0642\u0648\u0629 50 TOPS \u0648\u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u062f\u0629 \u0633\u0639\u0629 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a 120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627.<\/li>\n<\/ul>\n<\/div>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-flat ez-toc-counter ez-toc-container-direction\">\n<label for=\"ez-toc-cssicon-toggle-item-6a705d20ad3f7\" class=\"ez-toc-cssicon-toggle-label\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u062a\u0628\u062f\u064a\u0644<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #000000;color:#000000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #000000;color:#000000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/label><input type=\"checkbox\"  id=\"ez-toc-cssicon-toggle-item-6a705d20ad3f7\"  aria-label=\"\u062a\u0628\u062f\u064a\u0644\" \/><nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#What_an_NPU_actually_is\" >\u0645\u0627 \u0647\u064a \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u061f<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#How_a_GPU_differs_architecturally\" >\u0643\u064a\u0641 \u062a\u062e\u062a\u0644\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#TOPS_vs_TFLOPS_why_the_numbers_dont_line_up\" >TOPS \u0645\u0642\u0627\u0628\u0644 TFLOPS: \u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u062a\u0637\u0627\u0628\u0642 \u0627\u0644\u0623\u0631\u0642\u0627\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#Where_each_one_wins\" >\u062d\u064a\u062b \u064a\u0641\u0648\u0632 \u0627\u0644\u062c\u0645\u064a\u0639<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#The_2026_chips_by_the_numbers\" >\u0631\u0642\u0627\u0626\u0642 \u0639\u0627\u0645 2026\u060c \u0628\u0627\u0644\u0623\u0631\u0642\u0627\u0645<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#What_this_means_for_running_AI_locally\" >\u0645\u0627 \u064a\u0639\u0646\u064a\u0647 \u0630\u0644\u0643 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062d\u0644\u064a\u064b\u0651\u0627<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#A_quick_word_on_CPUs_and_TPUs\" >\u0643\u0644\u0645\u0629 \u0633\u0631\u064a\u0639\u0629 \u0639\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0648\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u064a\u0629 (TPU)<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#FAQ\" >\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#Bottom_line\" >\u0627\u0644\u062e\u0644\u0627\u0635\u0629<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/convly.ai\/ar\/npu-vs-gpu-for-ai-2026\/#Related_articles\" >\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"What_an_NPU_actually_is\"><\/span>\u0645\u0627 \u0647\u064a \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639\u061f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0647\u064a \u0643\u062a\u0644\u0629 \u0631\u0642\u0627\u0642\u0629 \u0645\u0635\u0645\u0645\u0629 \u0644\u0623\u062f\u0627\u0621 \u0645\u0647\u0645\u0629 \u0645\u062d\u062f\u062f\u0629 \u0628\u0643\u0641\u0627\u0621\u0629 \u0641\u0627\u0626\u0642\u0629\u060c \u0648\u0647\u064a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 \u0627\u0644\u0636\u0631\u0628 \u0648\u0627\u0644\u062a\u0631\u0627\u0643\u0645 \u0627\u0644\u062a\u064a \u062a\u0634\u0643\u0644 \u062c\u0648\u0647\u0631 \u0627\u0644\u0634\u0628\u0643\u0627\u062a \u0627\u0644\u0639\u0635\u0628\u064a\u0629. \u0648\u0647\u064a \u0644\u064a\u0633\u062a \u0645\u0639\u0627\u0644\u062c\u064b\u0627 \u0645\u062a\u0639\u062f\u062f \u0627\u0644\u0623\u063a\u0631\u0627\u0636\u060c \u0648\u0644\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u0634\u063a\u064a\u0644 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0623\u0648 \u0623\u064a \u0644\u0639\u0628\u0629. \u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0641\u0639\u0644\u0647 \u0647\u0648 \u0645\u0639\u0627\u0644\u062c\u0629 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0630\u0627\u062a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629 (\u0639\u0627\u062f\u0629\u064b INT8 \u0623\u0648 INT4) \u0639\u0628\u0631 \u0623\u062c\u0647\u0632\u0629 \u0645\u062e\u0635\u0635\u0629 \u0628\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0637\u0627\u0642\u0629 \u0645\u0646\u062e\u0641\u0636 \u062c\u062f\u064b\u0651\u0627.<\/p>\n<p>\u0647\u0630\u0647 \u0627\u0644\u0643\u0641\u0627\u0621\u0629 \u0647\u064a \u062c\u0648\u0647\u0631 \u0627\u0644\u0645\u0648\u0636\u0648\u0639. \u0627\u0644\u063a\u0631\u0636 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0648\u0627\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0647\u0648 \u062a\u0645\u0643\u064a\u0646 \u0647\u0627\u062a\u0641\u0643 \u0645\u0646 \u062a\u0639\u062a\u064a\u0645 \u062e\u0644\u0641\u064a\u0629 \u0645\u0642\u0637\u0639 \u0641\u064a\u062f\u064a\u0648\u060c \u0623\u0648 \u062a\u062d\u0648\u064a\u0644 \u0645\u0630\u0643\u0631\u0629 \u0635\u0648\u062a\u064a\u0629 \u0625\u0644\u0649 \u0646\u0635\u060c \u0623\u0648 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0644\u063a\u0648\u064a \u0635\u063a\u064a\u0631 \u062f\u0648\u0646 \u0627\u0633\u062a\u0646\u0632\u0627\u0641 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0623\u0648 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0631\u0648\u062d\u0629. \u0641\u064a \u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632\u060c \u062c\u0639\u0644\u062a \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a \u0645\u0646 \u0647\u0630\u0647 \u0627\u0644\u0648\u062d\u062f\u0629 \u0641\u0626\u0629 \u0648\u0627\u0636\u062d\u0629 \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629: <a href=\"\/ar\/snapdragon-x-elite-vs-apple-m4-ai-laptops\/\">Copilot+ \u0644\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a<\/a> \u064a\u062a\u0637\u0644\u0628 \u0630\u0644\u0643 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (NPU) \u0642\u0627\u062f\u0631\u0629 \u0639\u0644\u0649 \u0625\u062c\u0631\u0627\u0621 \u0623\u0643\u062b\u0631 \u0645\u0646 40 \u062a\u0631\u064a\u0644\u064a\u0648\u0646 \u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 (40+ TOPS)\u060c \u0648\u0630\u0644\u0643 \u062a\u062d\u062f\u064a\u062f\u064b\u0627 \u0644\u0643\u064a \u062a\u0639\u0645\u0644 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0641\u064a \u0627\u0644\u062c\u0647\u0627\u0632 \u2014 \u0645\u062b\u0644 \u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u2014 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 NPU \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0623\u0648 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u0648\u064a\u0642\u0648\u0645 \u0646\u0638\u0627\u0645 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 Windows 11 \u0627\u0644\u0622\u0646 \u0628\u062a\u0648\u0632\u064a\u0639 \u0645\u0647\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u064a\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0648\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (NPU)\u060c \u0628\u0644 \u0625\u0646\u0647 \u064a\u0639\u0631\u0636 \u0646\u0633\u0628\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0648\u062d\u062f\u0629 NPU \u0641\u064a \u00ab\u0645\u062f\u064a\u0631 \u0627\u0644\u0645\u0647\u0627\u0645\u00bb.<\/p>\n<p>\u0627\u0644\u0643\u0644\u0645\u0629 \u0627\u0644\u0645\u0641\u062a\u0627\u062d\u064a\u0629 \u0647\u064a <em>\u0627\u0644\u0627\u0633\u062a\u0646\u062a\u0627\u062c<\/em>. \u062a\u0639\u0645\u0644 \u0648\u062d\u062f\u0627\u062a NPU \u0639\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u064a \u062a\u0645 \u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0645\u0633\u0628\u0642\u064b\u0627. \u0648\u0644\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0623\u0628\u062f\u064b\u0627 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0645\u0646 \u0627\u0644\u0635\u0641\u0631\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0645\u062b\u0644 \u0639\u0628\u0621 \u0639\u0645\u0644 \u0645\u062e\u062a\u0644\u0641\u064b\u0627 \u062c\u0630\u0631\u064a\u064b\u0651\u0627 \u0648\u0623\u0643\u062b\u0631 \u062b\u0642\u0644\u064b\u0627 \u0628\u0643\u062b\u064a\u0631.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_a_GPU_differs_architecturally\"><\/span>\u0643\u064a\u0641 \u062a\u062e\u062a\u0644\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0645\u0639\u0645\u0627\u0631\u064a\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u062f\u0623\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u062d\u064a\u0627\u062a\u0647\u0627 \u0628\u062a\u0642\u062f\u064a\u0645 \u0627\u0644\u0645\u062b\u0644\u062b\u0627\u062a\u060c \u0648\u0642\u062f \u0634\u0643\u0651\u0644 \u0647\u0630\u0627 \u0627\u0644\u0625\u0631\u062b \u0645\u0646\u0647\u0627 \u0645\u062d\u0631\u0643\u064b\u0627 \u0636\u062e\u0645\u064b\u0627 \u0645\u062a\u0648\u0627\u0632\u064a\u064b\u0627 \u0644\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0639\u0627\u0626\u0645\u0629 \u064a\u0636\u0645 \u0622\u0644\u0627\u0641 \u0627\u0644\u0646\u0648\u0649. \u0648\u0623\u0636\u064a\u0641\u062a \u0625\u0644\u0649 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u00ab\u0646\u0648\u0649 \u062a\u064a\u0646\u0633\u0648\u0631\u00bb (\u0645\u0635\u0637\u0644\u062d \u0634\u0631\u0643\u0629 NVIDIA) \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u0635\u0641\u0648\u0641\u0627\u062a\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0627\u0641\u062a\u0631\u0627\u0636\u064a\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a. \u062a\u062d\u062a\u0648\u064a \u0628\u0637\u0627\u0642\u0629 RTX 5090 \u0639\u0644\u0649 21,760 \u0646\u0648\u0627\u0629 CUDA \u0628\u0627\u0644\u0625\u0636\u0627\u0641\u0629 \u0625\u0644\u0649 \u0646\u0648\u0649 Tensor \u0645\u0646 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u062e\u0627\u0645\u0633.<\/p>\n<p>\u0647\u0646\u0627\u0643 \u062b\u0644\u0627\u062b\u0629 \u0627\u062e\u062a\u0644\u0627\u0641\u0627\u062a \u0645\u0639\u0645\u0627\u0631\u064a\u0629 \u0630\u0627\u062a \u0623\u0647\u0645\u064a\u0629:<\/p>\n<ul>\n<li><strong>\u0627\u0644\u062f\u0642\u0629.<\/strong> \u062a\u0639\u0645\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0628\u0643\u0641\u0627\u0621\u0629 \u0639\u0627\u0644\u064a\u0629 \u0641\u064a \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0639\u0627\u0626\u0645\u0629 (FP16\u060c FP32) \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0644\u062a\u062f\u0631\u064a\u0628\u060c \u0648\u062a\u0636\u064a\u0641 \u0623\u062d\u062f\u062b \u0637\u0631\u0627\u0632\u0627\u062a\u0647\u0627 \u0645\u0633\u062a\u0648\u064a\u0627\u062a \u0630\u0627\u062a \u062f\u0642\u0629 \u0623\u0642\u0644. \u0648\u062a\u0639\u062f \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0645\u0646 \u0637\u0631\u0627\u0632 \u00ab\u0628\u0644\u0627\u0643\u0648\u064a\u0644\u00bb \u0623\u0648\u0644 \u0628\u0637\u0627\u0642\u0627\u062a \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 \u062a\u062f\u0639\u0645 \u062f\u0642\u0629 FP4. \u0623\u0645\u0627 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0646\u0648\u0627\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU)\u060c \u0641\u0647\u064a \u062a\u0639\u062a\u0645\u062f \u0628\u0634\u0643\u0644 \u0634\u0628\u0647 \u0643\u0627\u0645\u0644 \u0639\u0644\u0649 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0628\u064a\u0629 \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0630\u0627\u062a \u0627\u0644\u062f\u0642\u0629 \u0627\u0644\u0645\u0646\u062e\u0641\u0636\u0629\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0639\u062f \u0623\u0645\u0631\u0627\u064b \u0631\u0627\u0626\u0639\u0627\u064b \u0644\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0644\u0643\u0646\u0647 \u063a\u064a\u0631 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u062f\u0631\u064a\u0628.<\/li>\n<li><strong>\u0627\u0644\u0630\u0627\u0643\u0631\u0629.<\/strong> \u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0639\u0627\u0645\u0644 \u0627\u0644\u0641\u0627\u0631\u0642 \u0627\u0644\u062e\u0641\u064a. \u062a\u062a\u0645\u062a\u0639 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0628\u0630\u0627\u0643\u0631\u0629 VRAM \u0633\u0631\u064a\u0639\u0629 \u0648\u0645\u062e\u0635\u0635\u0629 \u062e\u0627\u0635\u0629 \u0628\u0647\u0627 (\u062a\u0623\u062a\u064a \u0628\u0637\u0627\u0642\u0629 RTX 5090 \u0645\u0632\u0648\u062f\u0629 \u0628\u0630\u0627\u0643\u0631\u0629 GDDR7 \u0633\u0639\u0629 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0648\u0628\u0633\u0631\u0639\u0629 \u0646\u0642\u0644 \u062a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 1.79 \u062a\u064a\u0631\u0627\u0628\u0627\u064a\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629). \u0623\u0645\u0627 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU)\u060c \u0641\u062a\u062a\u0634\u0627\u0631\u0643 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u0644\u0646\u0638\u0627\u0645 \u0645\u0639 \u062c\u0645\u064a\u0639 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0623\u062e\u0631\u0649\u060c \u0645\u0645\u0627 \u064a\u062d\u062f \u0645\u0646 \u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u0645\u0643\u0646\u0647\u0627 \u0627\u0633\u062a\u064a\u0639\u0627\u0628\u0647 \u0648\u0633\u0631\u0639\u0629 \u062a\u063a\u0630\u064a\u062a\u0647 \u0628\u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<li><strong>\u0627\u0644\u0637\u0627\u0642\u0629.<\/strong> \u062a\u0633\u062a\u0647\u0644\u0643 \u0628\u0637\u0627\u0642\u0629 RTX 5090 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 575 \u0648\u0627\u0637. \u0641\u064a \u0627\u0644\u0645\u0642\u0627\u0628\u0644\u060c \u062a\u0642\u0648\u0645 \u0648\u062d\u062f\u0629 NPU \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0641\u064a \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 \u0628\u062a\u0646\u0641\u064a\u0630 \u0646\u0641\u0633 \u0641\u0626\u0629 \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0628\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0628\u0636\u0639\u0629 \u0648\u0627\u0637\u0627\u062a \u0641\u0642\u0637. \u0648\u0647\u0630\u0647 \u0627\u0644\u062d\u0642\u064a\u0642\u0629 \u0648\u062d\u062f\u0647\u0627 \u062a\u0641\u0633\u0631 \u0633\u0628\u0628 \u0648\u062c\u0648\u062f \u0643\u0644\u062a\u0627 \u0627\u0644\u0634\u0631\u064a\u062d\u062a\u064a\u0646.<\/li>\n<\/ul>\n<p>\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0641\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0643\u0648\u0646 \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0648\u0639\u0631\u0636 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0645\u0646 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0627\u0633\u0648\u0628\u064a\u0629 \u0627\u0644\u062e\u0627\u0645\u060c \u0648\u0647\u0630\u0627 \u0628\u0627\u0644\u0636\u0628\u0637 \u0647\u0648 \u0627\u0644\u0633\u0628\u0628 \u0627\u0644\u0630\u064a \u064a\u062c\u0639\u0644 \u0645\u0634\u062a\u0631\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u064a\u0648\u0644\u0648\u0646 \u0627\u0647\u062a\u0645\u0627\u0645\u064b\u0627 \u0643\u0628\u064a\u0631\u064b\u0627 \u0628\u0630\u0627\u0643\u0631\u0629 VRAM. \u062f\u0644\u064a\u0644\u0646\u0627 \u0625\u0644\u0649 <a href=\"\/ar\/best-gpus-for-local-llms-2026\/\">\u0623\u0641\u0636\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627<\/a> \u064a\u062a\u0639\u0645\u0642 \u0641\u064a \u0647\u0630\u0647 \u0627\u0644\u0645\u0641\u0627\u0636\u0644\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"TOPS_vs_TFLOPS_why_the_numbers_dont_line_up\"><\/span>TOPS \u0645\u0642\u0627\u0628\u0644 TFLOPS: \u0644\u0645\u0627\u0630\u0627 \u0644\u0627 \u062a\u062a\u0637\u0627\u0628\u0642 \u0627\u0644\u0623\u0631\u0642\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0647\u0630\u0627 \u0647\u0648 \u0627\u0644\u0645\u0643\u0627\u0646 \u0627\u0644\u0630\u064a \u062a\u0636\u0644\u0644 \u0641\u064a\u0647 \u0645\u0639\u0638\u0645 \u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0627\u0644\u0642\u0631\u0627\u0621. \u0641\u0628\u0631\u0646\u0627\u0645\u062c TOPS \u064a\u062d\u0635\u064a \u062a\u0631\u064a\u0644\u064a\u0648\u0646\u0627\u062a \u0645\u0646 <em>\u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a<\/em> \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0648\u0641\u064a \u0648\u062d\u062f\u0627\u062a NPU \u064a\u0639\u0646\u064a \u0630\u0644\u0643 \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0639\u0645\u0644\u064a\u0627\u062a \u062d\u0633\u0627\u0628\u064a\u0629 \u0635\u062d\u064a\u062d\u0629 \u0645\u0646 \u0646\u0648\u0639 INT8. \u0648\u064a\u064f\u0642\u0627\u0633 TFLOPS \u0628\u062a\u0631\u064a\u0644\u064a\u0648\u0646\u0627\u062a \u0645\u0646 <em>\u0627\u0644\u0646\u0642\u0637\u0629 \u0627\u0644\u0639\u0627\u0626\u0645\u0629<\/em> \u0639\u0645\u0644\u064a\u0627\u062a \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629\u060c \u0648\u0647\u064a \u0627\u0644\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0648\u0641\u064a \u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0648\u0647\u0645\u0627 \u063a\u064a\u0631 \u0642\u0627\u0628\u0644\u062a\u064a\u0646 \u0644\u0644\u062a\u0628\u0627\u062f\u0644.<\/p>\n<p>\u062a\u0636\u0627\u0639\u0641 INT8 \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 FP16 \u0639\u0644\u0649 \u0646\u0641\u0633 \u0627\u0644\u0623\u062c\u0647\u0632\u0629\u060c \u0644\u0630\u0627 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0648\u0631\u062f \u0623\u0646 \u064a\u0646\u0634\u0631 \u0631\u0642\u0645\u064b\u0627 \u0631\u0626\u064a\u0633\u064a\u064b\u0651\u0627 \u0623\u0643\u0628\u0631 \u0628\u0645\u062c\u0631\u062f \u0627\u0644\u0627\u0633\u062a\u0634\u0647\u0627\u062f \u0628\u0627\u0644\u062a\u0646\u0633\u064a\u0642 \u0627\u0644\u0623\u0642\u0644 \u062f\u0642\u0629. \u0648\u0644\u0647\u0630\u0627 \u0627\u0644\u0633\u0628\u0628\u060c \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u064f\u0633\u062a\u062e\u062f\u0645 INT8 \u0641\u064a \u062a\u0642\u064a\u064a\u0645\u0627\u062a TOPS: \u0641\u0647\u064a \u062a\u0628\u062f\u0648 \u0623\u0641\u0636\u0644. \u0643\u0645\u0627 \u0623\u0646 \u0643\u0644\u0627 \u0627\u0644\u0631\u0642\u0645\u064a\u0646 \u064a\u0645\u062b\u0644\u0627\u0646 \u0623\u0631\u0642\u0627\u0645\u064b\u0627 \u0646\u0638\u0631\u064a\u0629 \u0642\u0635\u0648\u0649 \u062a\u0645 \u0642\u064a\u0627\u0633\u0647\u0627 \u0641\u064a \u0638\u0644 \u0638\u0631\u0648\u0641 \u0645\u062b\u0627\u0644\u064a\u0629\u060c \u0648\u0644\u064a\u0633\u0627 \u0645\u0639\u062f\u0644 \u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0645\u0633\u062a\u062f\u0627\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0648\u0627\u0642\u0639\u064a.<\/p>\n<p>\u0648\u0647\u0646\u0627\u0643 \u0641\u062e \u062b\u0627\u0646\u064d: TOPS \u201c\u0627\u0644\u0645\u0646\u0635\u0629\u201d \u0645\u0642\u0627\u0628\u0644 TOPS \u00ab\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629\u00bb (NPU) \u0648\u062d\u062f\u0647\u0627. \u0641\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u064a\u062a\u0645 \u0627\u0644\u062a\u0631\u0648\u064a\u062c \u0644\u0645\u0646\u0635\u0629 \u00abLunar Lake\u00bb \u0645\u0646 \u0625\u0646\u062a\u0644 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 120 TOPS \u00ab\u0645\u0646\u0635\u0629\u00bb\u060c \u0644\u0643\u0646 \u0647\u0630\u0627 \u0627\u0644\u0631\u0642\u0645 \u064a\u0634\u0645\u0644 67 TOPS \u0645\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u064848 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU)\u060c \u06485 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU). \u062a\u0628\u0644\u063a \u0642\u062f\u0631\u0629 \u0648\u062d\u062f\u0629 NPU \u0628\u0645\u0641\u0631\u062f\u0647\u0627 48 TOPS. \u0639\u0646\u062f \u0645\u0642\u0627\u0631\u0646\u0629 \u0627\u0644\u0631\u0642\u0627\u0626\u0642\u060c \u062a\u0623\u0643\u062f \u0645\u0646 \u0623\u0646\u0643 \u062a\u0642\u0627\u0631\u0646 \u0646\u0641\u0633 \u0627\u0644\u0648\u062d\u062f\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Where_each_one_wins\"><\/span>\u062d\u064a\u062b \u064a\u0641\u0648\u0632 \u0627\u0644\u062c\u0645\u064a\u0639<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div class=\"convly-procons\">\n<div class=\"pros\">\n<h4>\u062a\u064f\u0639\u062f NPU \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0639\u0646\u062f\u0645\u0627\u2026<\/h4>\n<ul>\n<li>\u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0623\u0648 \u0641\u064a \u0627\u0644\u062e\u0644\u0641\u064a\u0629 (\u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u064a\u0631\u0627\u060c \u0648\u0625\u0632\u0627\u0644\u0629 \u0627\u0644\u0636\u0648\u0636\u0627\u0621\u060c \u0648\u0627\u0644\u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0641\u0648\u0631\u064a\u0629\u060c \u0648\u062a\u0623\u062b\u064a\u0631\u0627\u062a Windows Studio).<\/li>\n<li>\u064a\u064f\u0639\u062f \u0639\u0645\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u062a\u062d\u0643\u0645 \u0641\u064a \u062f\u0631\u062c\u0629 \u0627\u0644\u062d\u0631\u0627\u0631\u0629 \u0645\u0646 \u0627\u0644\u0623\u0648\u0644\u0648\u064a\u0627\u062a\u060c \u0633\u0648\u0627\u0621 \u0641\u064a \u0627\u0644\u0647\u0627\u062a\u0641 \u0623\u0648 \u0641\u064a \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644 \u0627\u0644\u0646\u062d\u064a\u0641.<\/li>\n<li>\u0623\u0646\u062a \u062a\u0642\u0648\u0645 \u0628\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0635\u063a\u064a\u0631\u0629 \u0648\u0645\u064f\u0643\u0645\u064e\u0651\u0644\u0629 \u0635\u064f\u0645\u0645\u062a \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u0647\u0630\u0627 \u0627\u0644\u062c\u0647\u0627\u0632.<\/li>\n<li>\u062a\u0631\u064a\u062f \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u062f\u0648\u0646 \u0623\u0646 \u064a\u062a\u0645 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0631\u0648\u062d\u0629 \u0623\u0628\u062f\u064b\u0627.<\/li>\n<\/ul>\n<\/div>\n<div class=\"cons\">\n<h4>\u062a\u064f\u0639\u062f \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u0623\u062f\u0627\u0629 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 \u0639\u0646\u062f\u0645\u0627\u2026<\/h4>\n<ul>\n<li>\u0623\u0646\u062a \u062a\u0642\u0648\u0645 \u0628\u062a\u062f\u0631\u064a\u0628 \u0646\u0645\u0648\u0630\u062c \u0623\u0648 \u0628\u0636\u0628\u0637\u0647.<\/li>\n<li>\u062a\u0631\u064a\u062f \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLM) \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0630\u0627\u062a \u0627\u0644\u062d\u062c\u0645 \u0627\u0644\u0643\u0628\u064a\u0631 (13B\u060c 30B\u060c 70B+) \u0628\u0633\u0631\u0639\u0627\u062a \u062a\u062a\u064a\u062d \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0628\u0634\u0643\u0644 \u0639\u0645\u0644\u064a.<\/li>\n<li>\u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0645\u0639\u062f\u0644 \u0646\u0642\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062e\u0627\u0645 \u0644\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631 \u0623\u0648 \u0645\u0642\u0627\u0637\u0639 \u0627\u0644\u0641\u064a\u062f\u064a\u0648 \u0623\u0648 \u0627\u0644\u0645\u062d\u062a\u0648\u0649 \u062b\u0644\u0627\u062b\u064a \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/li>\n<li>\u0623\u0646\u062a \u062a\u0642\u062f\u0645 \u0646\u0645\u0627\u0630\u062c \u0625\u0644\u0649 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0641\u064a \u0622\u0646 \u0648\u0627\u062d\u062f \u0641\u064a \u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<p>\u0646\u0645\u0648\u0630\u062c \u0630\u0647\u0646\u064a \u0648\u0627\u0636\u062d: \u062a\u062a\u0648\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0645\u0647\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0641\u0643\u0631 \u0641\u064a\u0647\u0627\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u062a\u0648\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0645\u0647\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u062a\u0642\u0631\u0631 \u0639\u0645\u062f\u0627\u064b \u062a\u0634\u063a\u064a\u0644\u0647\u0627. \u0648\u062a\u0623\u062a\u064a \u0645\u0639\u0638\u0645 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0644\u0639\u0627\u0645 2026 \u0645\u0632\u0648\u062f\u0629 \u0628\u0643\u0644\u064a\u0647\u0645\u0627\u060c \u0648\u064a\u0642\u0648\u0645 \u0646\u0638\u0627\u0645 \u0648\u064a\u0646\u062f\u0648\u0632 \u0628\u062a\u062d\u062f\u064a\u062f \u0623\u064a\u0647\u0645\u0627 \u0633\u064a\u064f\u0633\u062a\u062e\u062f\u0645 \u0644\u0643\u0644 \u0645\u0647\u0645\u0629.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_2026_chips_by_the_numbers\"><\/span>\u0631\u0642\u0627\u0626\u0642 \u0639\u0627\u0645 2026\u060c \u0628\u0627\u0644\u0623\u0631\u0642\u0627\u0645<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u0627 \u062a\u0643\u0645\u0646 \u0627\u0644\u0642\u0648\u0629 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0633\u064a\u0644\u064a\u0643\u0648\u0646. \u062a\u0645 \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u062c\u0645\u064a\u0639 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 \u0627\u0644\u0648\u0627\u0631\u062f\u0629 \u0623\u062f\u0646\u0627\u0647 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0645\u0648\u0631\u062f\u064a\u0646 \u0648\u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0627\u0639\u062a\u0628\u0627\u0631\u064b\u0627 \u0645\u0646 \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 2026. \u064a\u0631\u062c\u0649 \u0627\u0644\u0627\u0646\u062a\u0628\u0627\u0647 \u062c\u064a\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u0648\u062d\u062f\u0627\u062a: \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0623\u0648\u0644\u0649 \u0647\u064a NPU INT8 TOPS\u060c \u0623\u0645\u0627 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0641\u0647\u064a \u0642\u062f\u0631\u0629 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU).<\/p>\n<table class=\"convly-vs\">\n<thead>\n<tr>\n<th>\u0627\u0644\u0634\u0631\u064a\u062d\u0629<\/th>\n<th>\u0627\u0644\u0641\u0635\u0644<\/th>\n<th>\u062a\u0635\u0646\u064a\u0641 \u0645\u0633\u0631\u0639\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/th>\n<th>\u0623\u064a\u0646 \u064a\u0639\u064a\u0634<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0645\u062d\u0631\u0643 Apple A18 \/ A18 Pro \u0627\u0644\u0639\u0635\u0628\u064a<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0644\u0644\u0647\u0627\u062a\u0641<\/td>\n<td>35 \u0645\u0639\u0627\u0644\u062c\u064b\u0627 \u0645\u0646 \u0637\u0631\u0627\u0632 TOPS (16 \u0646\u0648\u0627\u0629)<\/td>\n<td>\u0633\u0644\u0633\u0644\u0629 iPhone 16<\/td>\n<\/tr>\n<tr>\n<td>\u0645\u062d\u0631\u0643 Apple M4 \u0627\u0644\u0639\u0635\u0628\u064a<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644<\/td>\n<td>38 \u0642\u0645\u064a\u0635\u064b\u0627<\/td>\n<td>MacBook Air\/Pro<\/td>\n<\/tr>\n<tr>\n<td>Qualcomm Snapdragon X Elite (Hexagon)<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644<\/td>\n<td>45 \u0642\u0645\u0629<\/td>\n<td>\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0645\u0646 \u0637\u0631\u0627\u0632 Copilot+ (\u0627\u0644\u062f\u0641\u0639\u0629 \u0627\u0644\u0623\u0648\u0644\u0649)<\/td>\n<\/tr>\n<tr>\n<td>\u0625\u0646\u062a\u0644 \u0643\u0648\u0631 \u0623\u0644\u062a\u0631\u0627 200V (\u0644\u0648\u0646\u0627\u0631 \u0644\u064a\u0643)<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644<\/td>\n<td>48 \u0642\u0645\u064a\u0635\u064b\u0627<\/td>\n<td>\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0628\u0631\u0646\u0627\u0645\u062c Copilot+<\/td>\n<\/tr>\n<tr>\n<td>AMD Ryzen AI 300 (XDNA 2)<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644<\/td>\n<td>50 \u0642\u0645\u064a\u0635\u064b\u0627<\/td>\n<td>\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0628\u0631\u0646\u0627\u0645\u062c Copilot+<\/td>\n<\/tr>\n<tr>\n<td>\u0643\u0648\u0627\u0644\u0643\u0648\u0645 \u0633\u0646\u0627\u0628\u062f\u0631\u0627\u062c\u0648\u0646 X2 \u0625\u064a\u0644\u064a\u062a (\u0647\u064a\u0643\u0633\u0627\u063a\u0648\u0646)<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644<\/td>\n<td>80 \u0642\u0637\u0639\u0629 (\u062a\u0635\u0644 \u0625\u0644\u0649 85 \u0642\u0637\u0639\u0629 \u0641\u064a \u0627\u0644\u0645\u0646\u062a\u062c\u0627\u062a \u0627\u0644\u0623\u0643\u062b\u0631 \u0645\u0628\u064a\u0639\u064b\u0627)<\/td>\n<td>\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629 \u0645\u0646 \u0637\u0631\u0627\u0632 Copilot+ (\u0627\u0644\u062f\u0641\u0639\u0629 \u0644\u0639\u0627\u0645 2026)<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA RTX 5080<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646<\/td>\n<td>1,801 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u062a\u0641\u0648\u0642\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/td>\n<td>\u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u064a \/ \u0645\u062d\u0637\u0629 \u0627\u0644\u0639\u0645\u0644<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA RTX 5090<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646<\/td>\n<td>3,352 \u0645\u0646 \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u062a\u0641\u0648\u0642\u064a\u0646 \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a<\/td>\n<td>\u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u0643\u062a\u0628\u064a \/ \u0645\u062d\u0637\u0629 \u0627\u0644\u0639\u0645\u0644<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA H100<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>1,979 \u062a\u064a \u0641\u0644\u0648\u0628\u0633 (FP8 \u0643\u062b\u064a\u0641\u0629)<\/td>\n<td>\u0627\u0644\u0633\u062d\u0627\u0628\u0629 \/ \u0627\u0644\u062e\u0648\u0627\u062f\u0645<\/td>\n<\/tr>\n<tr>\n<td>NVIDIA B200 (\u0628\u0644\u0627\u0643\u0648\u064a\u0644)<\/td>\n<td>\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u062d\u0648\u0627\u0644\u064a 4,500 \u062a\u064a \u0641\u0644\u0648\u0628\u0633 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 FP8 \u0627\u0644\u0643\u062b\u064a\u0641\u0629 (9,000 \u062a\u064a \u0641\u0644\u0648\u0628\u0633 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 FP4)<\/td>\n<td>\u0627\u0644\u0633\u062d\u0627\u0628\u0629 \/ \u0627\u0644\u062e\u0648\u0627\u062f\u0645<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0645\u0646 \u0635\u0641\u0648\u0641 NPU \u0625\u0644\u0649 \u0635\u0641\u0648\u0641 GPU \u0644\u064a\u0633 \u062e\u0637\u0623\u064b \u0645\u0637\u0628\u0639\u064a\u064b\u0651\u0627. \u0641\u0647\u0646\u0627\u0643 \u0641\u0627\u0631\u0642 \u064a\u0628\u0644\u063a \u062a\u0642\u0631\u064a\u0628\u064b\u0627 \u0645\u0631\u062a\u0628\u062a\u064a\u0646 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062d\u062c\u0645 \u0628\u064a\u0646 \u0648\u062d\u062f\u0629 NPU \u0641\u064a \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0645\u062d\u0645\u0648\u0644 \u0631\u0627\u0626\u062f \u062a\u0628\u0644\u063a \u0642\u062f\u0631\u062a\u0647\u0627 80 TOPS \u0648\u0628\u0637\u0627\u0642\u0629 RTX 5090 \u0627\u0644\u062a\u064a \u062a\u0628\u0644\u063a \u0642\u062f\u0631\u062a\u0647\u0627 3,352 AI TOPS\u060c \u0648\u0630\u0644\u0643 \u062d\u062a\u0649 \u0642\u0628\u0644 \u0623\u0646 \u0646\u0623\u062e\u0630 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0630\u0627\u0643\u0631\u0629 GPU \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0630\u0627\u062a \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u0631\u062f\u062f\u064a \u0627\u0644\u0639\u0627\u0644\u064a \u0628\u0633\u0639\u0629 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a. \u0647\u0630\u0647 \u0627\u0644\u0641\u062c\u0648\u0629 \u0647\u064a \u062c\u0648\u0647\u0631 \u0627\u0644\u0645\u0648\u0636\u0648\u0639: \u0644\u0645 \u062a\u0643\u0646 \u0648\u062d\u062f\u0627\u062a NPU \u062a\u0633\u0639\u0649 \u0623\u0628\u062f\u064b\u0627 \u0625\u0644\u0649 \u0627\u0644\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u0645\u0637\u0644\u0642. \u0628\u0644 \u062a\u062a\u0641\u0648\u0642 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0644\u0643\u0644 \u0648\u0627\u0637.<\/p>\n<h3>\u0646\u0647\u062c \u0634\u0631\u0643\u0629 \u0622\u0628\u0644 \u0622\u062e\u0630 \u0641\u064a \u0627\u0644\u062a\u063a\u064a\u0631<\/h3>\n<p>\u062a\u0633\u062a\u062d\u0642 \u0634\u0631\u0643\u0629 \u0622\u0628\u0644 \u0625\u0634\u0627\u0631\u0629 \u0645\u0646\u0641\u0635\u0644\u0629 \u0644\u0623\u0646\u0647\u0627 \u062a\u0648\u0642\u0641\u062a \u0639\u0646 \u0627\u0644\u0627\u0646\u062e\u0631\u0627\u0637 \u0641\u064a \u00ab\u0644\u0639\u0628\u0629\u00bb TOPS. \u0648\u0642\u062f \u062a\u0645 \u062a\u0635\u0646\u064a\u0641 \u0645\u062d\u0631\u0643 M4 Neural Engine \u0628\u0642\u062f\u0631\u0629 38 TOPS\u060c \u0648\u0644\u0643\u0646 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u062d\u0631\u0643 M5 (\u0627\u0644\u0630\u064a \u062a\u0645 \u062a\u0632\u0648\u064a\u062f \u062c\u0647\u0627\u0632 MacBook Pro \u0645\u0642\u0627\u0633 14 \u0628\u0648\u0635\u0629 \u0628\u0647 \u0641\u064a \u0623\u0648\u0627\u062e\u0631 \u0639\u0627\u0645 2025\u060c \u0639\u0644\u0649 \u0623\u0646 \u064a\u062a\u0628\u0639\u0647 \u0645\u062d\u0631\u0643\u0627 M5 Pro \u0648M5 Max \u0641\u064a \u0645\u0627\u0631\u0633 2026)\u060c \u0644\u0645 \u062a\u0646\u0634\u0631 \u0634\u0631\u0643\u0629 \u0622\u0628\u0644 \u0623\u064a \u0631\u0642\u0645 \u064a\u062a\u0639\u0644\u0642 \u0628\u0642\u062f\u0631\u0629 \u0645\u062d\u0631\u0643 Neural Engine \u0628\u0627\u0644\u0640TOPS \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642. \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643\u060c \u0623\u0639\u0627\u062f\u062a \u062a\u0635\u0645\u064a\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0648\u0636\u0639 \u0645\u0633\u0631\u0639 \u0639\u0635\u0628\u064a \u062f\u0627\u062e\u0644 \u0643\u0644 \u0646\u0648\u0627\u0629 \u0645\u0646 \u0627\u0644\u0646\u0648\u0649 \u0627\u0644\u0639\u0634\u0631 \u0644\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a\u060c \u0648\u062a\u062f\u0639\u064a \u0623\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0623\u0633\u0631\u0639 \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 3.5 \u0623\u0636\u0639\u0627\u0641 \u0645\u0642\u0627\u0631\u0646\u0629\u064b \u0628\u0640 M4. \u0648\u0647\u0630\u0627 \u0631\u0647\u0627\u0646 \u0645\u062a\u0639\u0645\u062f \u0639\u0644\u0649 \u0623\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062f\u0645\u062c \u0641\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0623\u0643\u062b\u0631 \u0623\u0647\u0645\u064a\u0629 \u0645\u0646 \u0631\u0642\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u062e\u0644\u0637 \u0628\u064a\u0646 \u0627\u0644\u0641\u0635\u0644 \u0627\u0644\u0648\u0627\u0636\u062d \u0628\u064a\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0642\u0627\u0631\u0646 \u0628\u064a\u0646 \u0623\u062c\u0647\u0632\u0629 Mac \u0648Windows \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0641\u0625\u0646 <a href=\"\/ar\/snapdragon-x-elite-vs-apple-m4-ai-laptops\/\">\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 Snapdragon X Elite \u0648 Apple M4<\/a> \u064a\u0634\u0631\u062d \u0628\u0627\u0644\u062a\u0641\u0635\u064a\u0644 \u0643\u064a\u0641 \u064a\u0628\u062f\u0648 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0647\u0630\u064a\u0646 \u0627\u0644\u0646\u0638\u0627\u0645\u064a\u0646 \u0627\u0644\u0628\u064a\u0626\u064a\u064a\u0646 \u0641\u064a \u0627\u0644\u0648\u0627\u0642\u0639.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_this_means_for_running_AI_locally\"><\/span>\u0645\u0627 \u064a\u0639\u0646\u064a\u0647 \u0630\u0644\u0643 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062d\u0644\u064a\u064b\u0651\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0647\u0646\u0627 \u064a\u0643\u0645\u0646 \u0627\u0644\u062c\u0627\u0646\u0628 \u0627\u0644\u0635\u0631\u064a\u062d \u0627\u0644\u0630\u064a \u062a\u062a\u062c\u0627\u0647\u0644\u0647 \u0623\u0648\u0631\u0627\u0642 \u0627\u0644\u0645\u0648\u0627\u0635\u0641\u0627\u062a. \u0641\u064a \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 2026\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u062a\u0645\u062b\u0644 \u0627\u0644\u062d\u0644\u0642\u0629 \u0627\u0644\u0623\u0636\u0639\u0641 \u0641\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0627\u0644\u0645\u062d\u0644\u064a\u0629\u060c \u0644\u064a\u0633 \u0628\u0633\u0628\u0628 \u0628\u0637\u0621 \u0627\u0644\u0631\u0642\u0627\u0642\u0629\u060c \u0628\u0644 \u0644\u0623\u0646 \u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0628\u0631\u0627\u0645\u062c \u063a\u064a\u0631 \u0646\u0627\u0636\u062c\u0629 \u0628\u0639\u062f. \u0623\u0638\u0647\u0631\u062a \u0627\u0644\u0627\u062e\u062a\u0628\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629 \u0627\u0644\u062a\u064a \u0623\u064f\u062c\u0631\u064a\u062a \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c Snapdragon X Elite \u0627\u0644\u0630\u064a \u064a\u0634\u063a\u0644 \u0646\u0645\u0648\u0630\u062c\u064b\u0627 \u0645\u064f\u0643\u0645\u064e\u0651\u0646\u064b\u0627 \u0628\u062d\u062c\u0645 7B \u0639\u0628\u0631 \u0645\u0633\u0627\u0631 QNN \u0645\u0646 Qualcomm \u0623\u0646 \u0645\u0639\u062f\u0644 \u0627\u0644\u0623\u062f\u0627\u0621 \u064a\u0628\u0644\u063a \u062d\u0648\u0627\u0644\u064a 9-12 \u062a\u0648\u0643\u0646 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629. \u0623\u0645\u0627 \u0627\u0644\u062a\u0641\u0627\u0639\u0644 \u0627\u0644\u0633\u0644\u0633 \u0627\u0644\u0630\u064a \u064a\u0634\u0628\u0647 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0623\u062f\u0648\u0627\u062a \u0641\u064a\u0628\u062f\u0623 \u0639\u0646\u062f \u0645\u0627 \u064a\u0642\u0627\u0631\u0628 30 \u062a\u0648\u0643\u0646 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629. \u0648\u0627\u0644\u0623\u0633\u0648\u0623 \u0645\u0646 \u0630\u0644\u0643\u060c \u0623\u0646 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u062b\u0644 Ollama \u0644\u0627 \u062a\u0632\u0627\u0644 \u062a\u0641\u062a\u0642\u0631 \u0625\u0644\u0649 \u0628\u0646\u064a\u0629 \u062d\u0648\u0633\u0628\u0629 \u062e\u0644\u0641\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU)\u060c \u0644\u0630\u0627 \u0641\u0625\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0627\u0644\u0642\u0648\u064a\u0629 \u062a\u0638\u0644 \u062e\u0627\u0645\u0644\u0629 \u0641\u064a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0628\u064a\u0646\u0645\u0627 \u062a\u0642\u0648\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0628\u0627\u0644\u0639\u0645\u0644.<\/p>\n<p>\u0644\u0630\u0627\u060c \u0625\u0630\u0627 \u0643\u0627\u0646 \u0647\u062f\u0641\u0643 \u0627\u0644\u064a\u0648\u0645 \u0647\u0648 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0648\u0630\u062c \u0636\u062e\u0645 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u0645\u0646\u0632\u0644\u060c \u0641\u0625\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u0645\u0646\u0641\u0635\u0644\u0629 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0630\u0627\u0643\u0631\u0629 VRAM \u0643\u0628\u064a\u0631\u0629 \u062a\u0638\u0644 \u0647\u064a \u0627\u0644\u062d\u0644 \u0627\u0644\u0639\u0645\u0644\u064a\u060c \u0648\u0642\u062f \u0646\u0636\u062c\u062a \u062d\u0632\u0645\u0629 \u0628\u0631\u0627\u0645\u062c AMD \u0628\u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u062a\u0635\u0628\u062d \u0628\u062f\u064a\u0644\u0627\u064b \u062d\u0642\u064a\u0642\u064a\u064b\u0651\u0627 \u064a\u0633\u062a\u062d\u0642 \u0623\u0646 \u0646\u0623\u062e\u0630\u0647 \u0641\u064a \u0627\u0644\u0627\u0639\u062a\u0628\u0627\u0631 \u0641\u064a <a href=\"\/ar\/amd-rocm-vs-nvidia-cuda-2026\/\">\u0645\u0642\u0627\u0631\u0646\u0629 ROCm \u0645\u0642\u0627\u0628\u0644 CUDA<\/a>. \u0648\u062a\u0643\u0645\u0646 \u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0648\u0633\u0637\u0649 \u0627\u0644\u0645\u062b\u064a\u0631\u0629 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0641\u064a \u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629: \u062a\u062c\u0645\u0639 \u0645\u0639\u0627\u0644\u062c Ryzen AI Max (\u201cStrix Halo\u201d) \u0645\u0646 AMD \u0628\u064a\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 NPU XDNA 2 \u0628\u0642\u062f\u0631\u0629 50 \u062a\u064a\u0631\u0627-\u0639\u0645\u0644\u064a\u0629 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 (TOPS) \u0648\u0630\u0627\u0643\u0631\u0629 \u0645\u0648\u062d\u062f\u0629 \u062a\u0635\u0644 \u0633\u0639\u062a\u0647\u0627 \u0625\u0644\u0649 128 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u064a\u0645\u0643\u0646\u0647\u0627 \u062a\u062e\u0635\u064a\u0635 \u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 96 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0643\u0630\u0627\u0643\u0631\u0629 VRAM\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0643\u0641\u064a \u0644\u062a\u062d\u0645\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0630\u0627\u062a 120 \u0645\u0644\u064a\u0627\u0631 \u0645\u0639\u0644\u0645\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627. \u0648\u0647\u0630\u0627 \u0639\u062f\u062f \u0645\u0646 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u064a\u0641\u0648\u0642 \u0628\u0643\u062b\u064a\u0631 \u0645\u0627 \u064a\u0645\u0643\u0646 \u0644\u0623\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0628\u0633\u0639\u0629 32 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a \u0627\u0633\u062a\u064a\u0639\u0627\u0628\u0647\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0639\u064a\u062f \u062a\u0634\u0643\u064a\u0644 <a href=\"\/ar\/best-mini-pc-for-local-ai-2026\/\">\u0633\u0648\u0642 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0635\u063a\u064a\u0631\u0629 \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u0644\u064a<\/a>.<\/p>\n<p>\u0623\u0645\u0627 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0647\u0648\u0627\u062a\u0641\u060c \u0641\u0627\u0644\u0623\u0645\u0631 \u064a\u062e\u062a\u0644\u0641 \u062a\u0645\u0627\u0645\u064b\u0627 \u0648\u062a\u0641\u0648\u0632 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0628\u0634\u0643\u0644 \u0648\u0627\u0636\u062d: \u0641\u0644\u0627 \u062a\u0648\u062c\u062f \u0628\u062f\u064a\u0644 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u064a\u0633\u062a\u0647\u0644\u0643 \u0645\u064a\u0644\u064a\u0648\u0627\u062a \u0642\u0644\u064a\u0644\u0629\u060c \u0643\u0645\u0627 \u0623\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0641\u064a \u0627\u0644\u062c\u0647\u0627\u0632 \u0645\u0635\u0645\u0645\u0629 \u062e\u0635\u064a\u0635\u064b\u0627 \u0644\u062a\u062a\u0648\u0627\u0641\u0642 \u0645\u0639 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU). \u0625\u0630\u0627 \u0643\u0627\u0646\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a \u0627\u0644\u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0647\u0648 \u0623\u0648\u0644\u0648\u064a\u062a\u0643\u060c \u0641\u0631\u0627\u062c\u0639 <a href=\"\/ar\/best-phones-for-on-device-ai-2026\/\">\u0623\u0641\u0636\u0644 \u0627\u0644\u0647\u0648\u0627\u062a\u0641 \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u062a\u0642\u0646\u064a\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0641\u064a \u0627\u0644\u062c\u0647\u0627\u0632<\/a>.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"A_quick_word_on_CPUs_and_TPUs\"><\/span>\u0643\u0644\u0645\u0629 \u0633\u0631\u064a\u0639\u0629 \u0639\u0646 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0648\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u062e\u0635\u0635\u064a\u0629 (TPU)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0647\u0646\u0627\u0643 \u0627\u062e\u062a\u0635\u0627\u0631\u0627\u0646 \u0622\u062e\u0631\u0627\u0646 \u064a\u0643\u0645\u0644\u0627\u0646 \u0627\u0644\u0635\u0648\u0631\u0629. \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0645\u0631\u0643\u0632\u064a (CPU) \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0644\u0643\u0646\u0647 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0628\u0637\u0623 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0635\u062f\u062f\u061b \u0641\u0641\u064a \u00ab\u0644\u0648\u0646\u0627\u0631 \u0644\u064a\u0643\u00bb\u060c \u064a\u0633\u0627\u0647\u0645 \u0627\u0644\u0645\u0639\u0627\u0644\u062c \u0627\u0644\u0645\u0631\u0643\u0632\u064a \u0628\u0640 5 \u0641\u0642\u0637 \u0645\u0646 \u0646\u0642\u0627\u0637 TOPS \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u0627\u0644\u0645\u0646\u0635\u0629. \u0648\u064a\u0642\u0648\u0645 \u0641\u064a \u0627\u0644\u063a\u0627\u0644\u0628 \u0628\u062a\u0646\u0633\u064a\u0642 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0627\u0644\u062a\u064a \u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0648\u062d\u062f\u0627\u062a NPU \u0648 GPU \u0627\u0644\u0642\u064a\u0627\u0645 \u0628\u0647\u0627.<\/p>\n<p>\u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u0646\u0633\u0648\u0631 (TPUs) \u0647\u064a \u062f\u0648\u0627\u0626\u0631 ASIC \u0627\u0644\u0645\u062e\u0635\u0635\u0629 \u0645\u0646 Google\u060c \u0648\u0647\u064a \u0623\u0642\u0631\u0628 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0646\u0638\u0631\u064a\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u0635\u0628\u064a\u0629 (NPU) \u0639\u0645\u0644\u0627\u0642\u0629 \u0641\u064a \u0645\u0631\u0643\u0632 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646\u0647\u0627 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u0648\u0647\u064a \u0645\u0648\u062c\u0648\u062f\u0629 \u0641\u064a \u0627\u0644\u0633\u062d\u0627\u0628\u0629\u060c \u0648\u0644\u064a\u0633 \u0641\u064a \u0623\u062c\u0647\u0632\u062a\u0643. \u062a\u0648\u0641\u0631 \u0648\u062d\u062f\u0629 TPU \u0645\u0646 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0633\u0627\u0628\u0639 \u0645\u0646 Google\u060c \u0627\u0644\u0645\u0639\u0631\u0648\u0641\u0629 \u0628\u0627\u0633\u0645 \u201cIronwood\u201d\u060c \u0623\u062f\u0627\u0621\u064b \u064a\u0628\u0644\u063a 4,614 \u062a\u064a \u0641\u0644\u0648\u0628\u0633 (TFLOPS) \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0639\u0627\u0626\u0645\u0629 \u0645\u0646 \u0627\u0644\u062f\u0631\u062c\u0629 \u0627\u0644\u062b\u0627\u0645\u0646\u0629 (FP8) \u0644\u0643\u0644 \u0634\u0631\u064a\u062d\u0629 \u0645\u0639 \u0630\u0627\u0643\u0631\u0629 HBM3e \u0628\u0633\u0639\u0629 192 \u062c\u064a\u062c\u0627\u0628\u0627\u064a\u062a\u060c \u0648\u064a\u0645\u0643\u0646 \u062a\u0648\u0633\u064a\u0639 \u0646\u0637\u0627\u0642 \u0627\u0644\u0645\u062c\u0645\u0648\u0639\u0629 \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0644\u062a\u0634\u0645\u0644 \u0622\u0644\u0627\u0641 \u0627\u0644\u0634\u0631\u0627\u0626\u062d \u0644\u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0648\u062a\u0634\u063a\u064a\u0644\u0647\u0627. \u0644\u0646 \u062a\u062c\u062f \u0623\u0628\u062f\u064b\u0627 \u0648\u0627\u062d\u062f\u0629 \u0645\u0646\u0647\u0627 \u0639\u0644\u0649 \u0645\u0643\u062a\u0628\u0643\u060c \u0644\u0643\u0646 \u0627\u0644\u0643\u062b\u064a\u0631 \u0645\u0646 \u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u062f\u0645\u0647\u0627 \u064a\u062a\u0645 \u062a\u0642\u062f\u064a\u0645\u0647\u0627 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"FAQ\"><\/span>\u0627\u0644\u0623\u0633\u0626\u0644\u0629 \u0627\u0644\u0634\u0627\u0626\u0639\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3>\u0647\u0644 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0623\u0633\u0631\u0639 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u061f<\/h3>\n<p>\u0644\u0627\u060c \u0644\u064a\u0633 \u0645\u0646 \u0627\u0644\u0646\u0627\u062d\u064a\u0629 \u0627\u0644\u0645\u0637\u0644\u0642\u0629. \u0641\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u0645\u062a\u0637\u0648\u0631\u0629 \u0645\u062b\u0644 RTX 5090 (3,352 AI TOPS) \u062a\u062a\u0641\u0648\u0642 \u0628\u0634\u0643\u0644 \u0643\u0628\u064a\u0631 \u0641\u064a \u0627\u0644\u0623\u062f\u0627\u0621 \u0627\u0644\u062d\u0633\u0627\u0628\u064a \u0639\u0644\u0649 \u0623\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (NPU) \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0645\u0633\u062a\u0647\u0644\u0643\u064a\u0646 (45-80 TOPS). \u062a\u0643\u0645\u0646 \u0645\u064a\u0632\u0629 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0641\u064a \u0643\u0641\u0627\u0621\u062a\u0647\u0627: \u0641\u0647\u064a \u062a\u0624\u062f\u064a \u0645\u0647\u0627\u0645 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0628\u0627\u0633\u062a\u0647\u0644\u0627\u0643 \u0628\u0636\u0639\u0629 \u0648\u0627\u0637\u0627\u062a \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0645\u0626\u0627\u062a \u0627\u0644\u0648\u0627\u0637\u0627\u062a\u060c \u0648\u0647\u0648 \u0645\u0627 \u064a\u0647\u0645 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0639\u0645\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629 \u0648\u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631\u060c \u0648\u0644\u064a\u0633 \u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0644\u0633\u0631\u0639\u0629 \u0627\u0644\u0642\u0635\u0648\u0649.<\/p>\n<h3>\u0647\u0644 \u064a\u0645\u0643\u0646\u0646\u064a \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0639\u0644\u0649 \u063a\u0631\u0627\u0631 ChatGPT \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0627\u0644\u062e\u0627\u0635\u0629 \u0628\u064a\u061f<\/h3>\n<p>\u064a\u0645\u0643\u0646\u0643 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0645\u062d\u0644\u064a\u0629 \u0635\u063a\u064a\u0631\u0629 \u0648\u0645\u064f\u0643\u0645\u064e\u0651\u0644\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u064f\u0645\u0644\u064a\u0629 (NPU) \u062a\u0628\u0644\u063a \u0642\u062f\u0631\u062a\u0647\u0627 40+ TOPS\u060c \u0644\u0643\u0646 \u0627\u0644\u062a\u062c\u0631\u0628\u0629 \u0644\u0627 \u062a\u0632\u0627\u0644 \u0645\u062d\u062f\u0648\u062f\u0629 \u0641\u064a \u0645\u0646\u062a\u0635\u0641 \u0639\u0627\u0645 2026. \u064a\u0639\u0645\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0630\u064a \u064a\u0628\u0644\u063a \u062d\u062c\u0645\u0647 7B \u0628\u0645\u0639\u062f\u0644 \u064a\u062a\u0631\u0627\u0648\u062d \u0628\u064a\u0646 9 \u064812 \u062a\u0648\u0643\u0646 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u064f\u0645\u0644\u064a\u0629 (NPU) \u0645\u0646 Snapdragon\u060c \u0648\u0644\u0627 \u062a\u0633\u062a\u0637\u064a\u0639 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u062a\u0634\u063a\u064a\u0644 \u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u064f\u0645\u0644\u064a\u0629 (NPU) \u0647\u0630\u0647 \u0639\u0644\u0649 \u0627\u0644\u0625\u0637\u0644\u0627\u0642 \u062d\u062a\u0649 \u0627\u0644\u0622\u0646. \u0648\u0644\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u062a\u062c\u0631\u0628\u0629 \u0633\u0644\u0633\u0629 \u0645\u0639 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0643\u0628\u064a\u0631\u0629\u060c \u0644\u0627 \u062a\u0632\u0627\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0627\u0644\u0645\u0632\u0648\u062f\u0629 \u0628\u0630\u0627\u0643\u0631\u0629 VRAM \u0643\u0628\u064a\u0631\u0629 \u0647\u064a \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0623\u0641\u0636\u0644.<\/p>\n<h3>\u0644\u0645\u0627\u0630\u0627 \u062a\u062d\u062a\u0627\u062c \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u0629 \u0625\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0639\u0635\u0628\u064a\u0629 (NPU) \u0628\u0642\u0648\u0629 40 TOPS \u0644\u062a\u0634\u063a\u064a\u0644 Copilot+\u061f<\/h3>\n<p>\u062d\u062f\u062f\u062a \u0645\u0627\u064a\u0643\u0631\u0648\u0633\u0648\u0641\u062a 40+ TOPS \u0643\u062d\u062f \u0623\u062f\u0646\u0649 \u062d\u062a\u0649 \u062a\u0639\u0645\u0644 \u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062f\u0645\u062c\u0629 \u0641\u064a \u0627\u0644\u062c\u0647\u0627\u0632 (\u0627\u0644\u062a\u0639\u0644\u064a\u0642\u0627\u062a \u0627\u0644\u062a\u0644\u0642\u0627\u0626\u064a\u0629\u060c \u0648\u062a\u0623\u062b\u064a\u0631\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u0648\u062f\u064a\u0648\u060c \u0648\u00abRecall\u00bb\u060c \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0635\u0648\u0631) \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0631\u0643\u0632\u064a\u0629 (CPU) \u0623\u0648 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU). \u0648\u0647\u0630\u0627 \u064a\u0645\u0646\u0639 \u0647\u0630\u0647 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u0633\u062a\u0645\u0631 \u0645\u0646 \u0627\u0633\u062a\u0646\u0632\u0627\u0641 \u0639\u0645\u0631 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629\u060c \u0648\u064a\u0636\u0645\u0646 \u0642\u062f\u0631\u0629 \u0623\u0633\u0627\u0633\u064a\u0629 \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0637\u0648\u0631\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0647\u062f\u0627\u0641 \u0625\u0644\u064a\u0647\u0627.<\/p>\n<h3>\u0645\u0627 \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 TOPS \u0648TFLOPS\u061f<\/h3>\n<p>\u062a\u0642\u064a\u0633 \u0648\u062d\u062f\u0629 TOPS \u062a\u0631\u064a\u0644\u064a\u0648\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u0635\u062d\u064a\u062d\u0629 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 (\u0639\u0627\u062f\u0629\u064b INT8) \u0648\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u062f\u062f\u064a\u0629 (NPUs). \u0623\u0645\u0627 \u0648\u062d\u062f\u0629 TFLOPS \u0641\u062a\u0642\u064a\u0633 \u062a\u0631\u064a\u0644\u064a\u0648\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0639\u0627\u0626\u0645\u0629 \u0641\u064a \u0627\u0644\u062b\u0627\u0646\u064a\u0629 \u0648\u062a\u064f\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs) \u0648\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628. \u0648\u0646\u0638\u0631\u064b\u0627 \u0644\u0627\u062e\u062a\u0644\u0627\u0641 \u0627\u0644\u062f\u0642\u0629 \u0648\u0627\u0644\u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629\u060c \u0644\u0627 \u064a\u0645\u0643\u0646 \u0645\u0642\u0627\u0631\u0646\u0629 \u0631\u0642\u0645 TOPS \u0628\u0631\u0642\u0645 TFLOPS \u0628\u0634\u0643\u0644 \u0645\u0628\u0627\u0634\u0631.<\/p>\n<h3>\u0647\u0644 \u064a\u062d\u062a\u0648\u064a \u0645\u0639\u0627\u0644\u062c M5 \u0645\u0646 \u0622\u0628\u0644 \u0639\u0644\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0634\u0628\u0643\u064a\u0629 (NPU)\u061f<\/h3>\n<p>\u0646\u0639\u0645. \u064a\u062d\u062a\u0648\u064a \u0645\u0639\u0627\u0644\u062c M5 \u0639\u0644\u0649 \u0645\u062d\u0631\u0643 \u0639\u0635\u0628\u064a (Neural Engine) \u0645\u0643\u0648\u0646 \u0645\u0646 16 \u0646\u0648\u0627\u0629\u060c \u0644\u0643\u0646 \u0634\u0631\u0643\u0629 \u0622\u0628\u0644 \u0644\u0645 \u062a\u0639\u062f \u062a\u0646\u0634\u0631 \u0631\u0642\u0645\u064b\u0627 \u064a\u0639\u0628\u0651\u0631 \u0639\u0646 \u0623\u062f\u0627\u0621\u0647 \u0628\u0627\u0644\u0640\u00abTOPS\u00bb. \u0648\u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0630\u0644\u0643\u060c \u0623\u0636\u0627\u0641\u062a \u0622\u0628\u0644 \u0645\u0633\u0631\u0639\u0627\u062a \u0639\u0635\u0628\u064a\u0629 (Neural Accelerators) \u0625\u0644\u0649 \u0643\u0644 \u0646\u0648\u0627\u0629 \u0645\u0646 \u0646\u0648\u0649 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0648\u062a\u062f\u0639\u064a \u0623\u0646 \u0623\u062f\u0627\u0621 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0641\u064a\u0647 \u0623\u0633\u0631\u0639 \u0628\u0645\u0627 \u064a\u0635\u0644 \u0625\u0644\u0649 3.5 \u0623\u0636\u0639\u0627\u0641 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0645\u0639\u0627\u0644\u062c M4\u060c \u0645\u0645\u0627 \u064a\u0634\u064a\u0631 \u0625\u0644\u0649 \u062a\u062d\u0648\u0644 \u0646\u062d\u0648 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062f\u0645\u062c \u0641\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0628\u062f\u0644\u0627\u064b \u0645\u0646 \u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u0649 \u0645\u0648\u0627\u0635\u0641\u0627\u062a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a (NPU) \u0627\u0644\u0645\u0633\u062a\u0642\u0644\u0629.<\/p>\n<h3>\u0647\u0644 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 TPU \u0623\u0641\u0636\u0644 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 GPU \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/h3>\n<p>\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0648\u0627\u0633\u0639\u0629 \u0627\u0644\u0646\u0637\u0627\u0642 \u0627\u0644\u062a\u064a \u062a\u062c\u0631\u064a\u0647\u0627 \u00ab\u062c\u0648\u062c\u0644\u00bb \u0646\u0641\u0633\u0647\u0627\u060c \u062a\u064f\u0639\u062f \u0648\u062d\u062f\u0627\u062a TPU \u0630\u0627\u062a \u0642\u062f\u0631\u0629 \u062a\u0646\u0627\u0641\u0633\u064a\u0629 \u0639\u0627\u0644\u064a\u0629 \u0648\u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629 \u0639\u0644\u0649 \u0645\u0633\u062a\u0648\u0649 \u00ab\u0627\u0644\u0628\u0648\u062f\u00bb. \u0644\u0643\u0646 \u0648\u062d\u062f\u0627\u062a TPU \u0647\u064a \u062f\u0648\u0627\u0626\u0631 ASIC \u0645\u062e\u0635\u0635\u0629 \u0644\u0644\u0633\u062d\u0627\u0628\u0629 \u0641\u0642\u0637 \u0648\u0644\u0627 \u064a\u0645\u0643\u0646 \u0634\u0631\u0627\u0624\u0647\u0627 \u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u0627 \u0645\u0639 \u0623\u062c\u0647\u0632\u0629 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0634\u062e\u0635\u064a\u0629\u060c \u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u0648\u062d\u062f\u0627\u062a GPU \u0647\u064a \u062f\u0648\u0627\u0626\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u063a\u0631\u0627\u0636 \u0648\u062a\u0639\u0645\u0644 \u0641\u064a \u0623\u064a \u0645\u0643\u0627\u0646. \u0648\u0628\u0627\u0644\u0646\u0633\u0628\u0629 \u0644\u0645\u0639\u0638\u0645 \u0627\u0644\u0646\u0627\u0633\u060c \u0641\u0625\u0646 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u0639\u0645\u0644\u064a \u0647\u0648 \u0627\u0644\u0627\u062e\u062a\u064a\u0627\u0631 \u0628\u064a\u0646 \u0648\u062d\u062f\u0627\u062a NPU \u0648\u0648\u062d\u062f\u0627\u062a GPU\u060c \u0648\u0644\u064a\u0633 \u0648\u062d\u062f\u0627\u062a TPU.<\/p>\n<h3>\u0647\u0644 \u0633\u062a\u062d\u0644 \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPUs) \u0645\u062d\u0644 \u0648\u062d\u062f\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPUs) \u0641\u064a \u0645\u062c\u0627\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u061f<\/h3>\n<p>\u0644\u0627 \u062a\u0646\u0627\u0633\u0628 \u0623\u062d\u0645\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062b\u0642\u064a\u0644\u0629. \u062a\u062a\u0648\u0644\u0649 \u0648\u062d\u062f\u0627\u062a NPU \u0645\u0647\u0627\u0645 \u0627\u0644\u0627\u0633\u062a\u062f\u0644\u0627\u0644 \u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0639\u0644\u0649 \u0627\u0644\u062c\u0647\u0627\u0632\u060c \u0648\u0633\u062a\u0633\u062a\u0645\u0631 \u0647\u0630\u0647 \u0627\u0644\u062d\u0635\u0629 \u0641\u064a \u0627\u0644\u0646\u0645\u0648. \u0644\u0643\u0646 \u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0648\u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629 \u0627\u0644\u0636\u062e\u0645\u0629 \u0648\u062a\u0648\u0644\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u0639\u0627\u0644\u064a\u0629 \u0644\u0627 \u062a\u0632\u0627\u0644 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u0648\u062d\u062f\u0627\u062a GPU (\u0623\u0648 TPU). \u0627\u0644\u0635\u0648\u0631\u0629 \u0627\u0644\u0648\u0627\u0642\u0639\u064a\u0629 \u0644\u0639\u0627\u0645 2026 \u0647\u064a \u0627\u0644\u062a\u0642\u0627\u0631\u0628\u060c \u062d\u064a\u062b \u0633\u062a\u0633\u062a\u062d\u0648\u0630 \u0643\u0644 \u0645\u0646 \u0648\u062d\u062f\u0627\u062a NPU \u0648\u0648\u062d\u062f\u0627\u062a GPU \u0648\u062a\u0635\u0645\u064a\u0645\u0627\u062a \u0627\u0644\u0630\u0627\u0643\u0631\u0629 \u0627\u0644\u0645\u0648\u062d\u062f\u0629 \u0639\u0644\u0649 \u062d\u0635\u0629 \u0645\u0646 \u0627\u0644\u0633\u0648\u0642.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Bottom_line\"><\/span>\u0627\u0644\u062e\u0644\u0627\u0635\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0625\u0646 \u0627\u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0647\u064a \u0637\u0631\u064a\u0642\u0629 \u062e\u0627\u0637\u0626\u0629 \u0641\u064a \u0637\u0631\u062d \u0627\u0644\u0645\u0648\u0636\u0648\u0639 \u0625\u0630\u0627 \u0646\u0638\u0631\u062a \u0625\u0644\u064a\u0647\u0627 \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u0645\u0646\u0627\u0641\u0633\u0629. \u0641\u0647\u0645\u0627 \u0625\u062c\u0627\u0628\u062a\u0627\u0646 \u0639\u0644\u0649 \u0633\u0624\u0627\u0644\u064a\u0646 \u0645\u062e\u062a\u0644\u0641\u064a\u0646. \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u064a\u062f \u0630\u0643\u0627\u0621\u064b \u0627\u0635\u0637\u0646\u0627\u0639\u064a\u064b\u0627 \u0641\u0639\u0627\u0644\u064b\u0627 \u064a\u0639\u0645\u0644 \u062f\u0627\u0626\u0645\u064b\u0627 \u062f\u0648\u0646 \u0627\u0633\u062a\u0646\u0632\u0627\u0641 \u0627\u0644\u0628\u0637\u0627\u0631\u064a\u0629\u060c \u0641\u0625\u0646 \u0648\u062d\u062f\u0629 NPU \u062a\u0624\u062f\u064a \u0645\u0647\u0645\u062a\u0647\u0627 \u0628\u0634\u0643\u0644 \u062e\u0641\u064a \u062f\u0627\u062e\u0644 \u0647\u0627\u062a\u0641\u0643 \u0648\u062c\u0647\u0627\u0632 \u0627\u0644\u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0627\u0644\u0645\u062d\u0645\u0648\u0644\u060c \u0643\u0645\u0627 \u0623\u0646 \u0627\u0644\u062c\u064a\u0644 \u0627\u0644\u0630\u064a \u0633\u064a\u0635\u062f\u0631 \u0641\u064a \u0639\u0627\u0645 2026 (\u0628\u0642\u062f\u0631\u0629 80 TOPS \u0639\u0644\u0649 Snapdragon X2\u060c \u064848-50 TOPS \u0639\u0644\u0649 Intel \u0648AMD) \u064a\u062a\u0645\u062a\u0639 \u0628\u0642\u062f\u0631\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629. \u0623\u0645\u0627 \u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0631\u063a\u0628 \u0641\u064a \u062a\u062f\u0631\u064a\u0628 \u0627\u0644\u0646\u0645\u0627\u0630\u062c\u060c \u0623\u0648 \u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 (LLMs) \u0645\u062d\u0644\u064a\u064b\u0651\u0627\u060c \u0623\u0648 \u0625\u0646\u0634\u0627\u0621 \u0645\u062d\u062a\u0648\u0649 \u0648\u0633\u0627\u0626\u0637 \u0628\u0633\u0631\u0639\u0629\u060c \u0641\u0625\u0646 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0627 \u062a\u0632\u0627\u0644 \u0627\u0644\u062e\u064a\u0627\u0631 \u0627\u0644\u062c\u0627\u062f \u0627\u0644\u0648\u062d\u064a\u062f\u060c \u0648\u0644\u0627 \u064a\u0648\u062c\u062f \u0641\u064a \u0639\u0627\u0644\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0645\u0627 \u064a\u0642\u062a\u0631\u0628 \u0645\u0646 \u0628\u0637\u0627\u0642\u0629 RTX 5090 \u0623\u0648 B200 \u0645\u0646 \u062d\u064a\u062b \u0645\u0639\u062f\u0644 \u0627\u0644\u0625\u0646\u062a\u0627\u062c\u064a\u0629 \u0627\u0644\u062e\u0627\u0645.<\/p>\n<p>\u0627\u0644\u062a\u0637\u0648\u0631 \u0627\u0644\u0623\u0643\u062b\u0631 \u0625\u062b\u0627\u0631\u0629 \u0644\u0644\u0627\u0647\u062a\u0645\u0627\u0645 \u0647\u0648 \u0623\u0646 \u0627\u0644\u062d\u062f\u0648\u062f \u0628\u064a\u0646 \u0647\u0630\u0647 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0622\u062e\u0630\u0629 \u0641\u064a \u0627\u0644\u062a\u0644\u0627\u0634\u064a. \u0641\u0634\u0631\u0643\u0629 \u00ab\u0622\u0628\u0644\u00bb \u062a\u0639\u0645\u0644 \u0639\u0644\u0649 \u062f\u0645\u062c \u0627\u0644\u062a\u0633\u0631\u064a\u0639 \u0627\u0644\u0639\u0635\u0628\u064a \u0641\u064a \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0628\u064a\u0646\u0645\u0627 \u062a\u0632\u0648\u062f \u0634\u0631\u0643\u0629 \u00abAMD\u00bb \u0648\u062d\u062f\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0628\u0630\u0627\u0643\u0631\u0629 \u0645\u0646 \u0641\u0626\u0629 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU)\u060c \u0643\u0645\u0627 \u0623\u0646 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0627\u062a \u062a\u062a\u0642\u062f\u0645 \u0628\u0628\u0637\u0621 \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0645\u062c\u0627\u0644. \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0627\u0644\u064a\u060c \u0627\u062e\u062a\u0631 \u0627\u0644\u0634\u0631\u0627\u0621 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0637\u0628\u064a\u0639\u0629 \u0623\u0639\u0628\u0627\u0621 \u0627\u0644\u0639\u0645\u0644: \u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0644\u0644\u0643\u0641\u0627\u0621\u0629 \u0648\u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u0645\u062d\u064a\u0637\u064a\u060c \u0648\u0627\u0633\u062a\u062e\u062f\u0645 \u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0644\u0644\u0642\u0648\u0629 \u0648\u062d\u062c\u0645 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0645\u062d\u0644\u064a\u0629. \u0644\u0627 \u062a\u062f\u0639 \u0631\u0642\u0645 TOPS \u0648\u0627\u062d\u062f\u064b\u0627 \u0645\u0643\u062a\u0648\u0628\u064b\u0627 \u0639\u0644\u0649 \u0645\u0644\u0635\u0642 \u064a\u062a\u062e\u0630 \u0627\u0644\u0642\u0631\u0627\u0631 \u0646\u064a\u0627\u0628\u0629 \u0639\u0646\u0643.<\/p>\n<p><!--related-block--><\/p>\n<div class=\"convly-related\">\n<h2><span class=\"ez-toc-section\" id=\"Related_articles\"><\/span>\u0645\u0642\u0627\u0644\u0627\u062a \u0630\u0627\u062a \u0635\u0644\u0629<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/convly.ai\/ar\/claude-billing-changes-2026\/\">\u0625\u0639\u0627\u062f\u0629 \u0647\u064a\u0643\u0644\u0629 \u0646\u0638\u0627\u0645 \u0627\u0644\u0641\u0648\u062a\u0631\u0629 \u0627\u0644\u062e\u0627\u0635 \u0628\u0640 Claude: \u0627\u0644\u062a\u063a\u064a\u064a\u0631 \u0627\u0644\u0630\u064a \u0623\u0639\u0644\u0646\u062a \u0639\u0646\u0647 \u0634\u0631\u0643\u0629 Anthropic \u0641\u064a \u064a\u0648\u0646\u064a\u0648\u060c \u062b\u0645 \u0639\u0644\u064e\u0651\u0642\u062a\u0647 \u0644\u0627\u062d\u0642\u064b\u0627<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/huawei-ascend-950-pangu-explained-2026\/\">\u0645\u0639\u0645\u0627\u0631\u064a\u0629 Huawei Ascend 950 \u0648\u0646\u0638\u0627\u0645 Pangu: \u0631\u0647\u0627\u0646 \u0627\u0644\u0635\u064a\u0646 \u0639\u0644\u0649 \u0631\u0642\u0627\u0626\u0642 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u0639\u0627\u0645 2026<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ollama-vs-jan-2026\/\">\u0645\u0642\u0627\u0631\u0646\u0629 Ollama \u0648Jan: \u0623\u064a \u062a\u0637\u0628\u064a\u0642 \u0630\u0643\u0627\u0621 \u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0645\u062d\u0644\u064a \u064a\u0641\u0648\u0632 \u0641\u064a \u0639\u0627\u0645 2026\u061f<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/lm-studio-complete-guide-2026\/\">LM Studio: \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0634\u0627\u0645\u0644 (2026)<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/what-is-ollama-complete-guide-2026\/\">\u0645\u0627 \u0647\u0648 \u0623\u0648\u0644\u0627\u064e\u0645\u0627\u061f \u0627\u0644\u062f\u0644\u064a\u0644 \u0627\u0644\u0643\u0627\u0645\u0644 \u0644\u062a\u0634\u063a\u064a\u0644 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0643\u0628\u064a\u0631\u0629 \u0645\u062d\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0639\u0627\u0645 2026<\/a><\/li>\n<li><a href=\"https:\/\/convly.ai\/ar\/ollama-vs-lm-studio-vs-vllm-vs-llama-cpp-2026\/\">\u0623\u0648\u0644\u0627\u064e\u0645\u0627 \u0645\u0642\u0627\u0628\u0644 \u0644\u0648 \u0625\u0645 \u0633\u062a\u0648\u062f\u064a\u0648 \u0645\u0642\u0627\u0628\u0644 \u0641\u064a \u0625\u0644 \u0625\u0644 \u0625\u0645 \u0645\u0642\u0627\u0628\u0644 \u0644\u0627\u0645\u0627.\u0633\u064a\u0628\u064a: \u0623\u064a\u064f\u0651\u0647\u0627 \u064a\u062c\u0628 \u0623\u0646 \u062a\u0633\u062a\u062e\u062f\u0645 \u0641\u064a \u0639\u0627\u0645 \u0662\u0660\u0662\u0666\u061f<\/a><\/li>\n<\/ul>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u062a\u0639\u0645\u0644 \u0643\u0644 \u0645\u0646 \u0648\u062d\u062f\u0629 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0639\u0635\u0628\u064a\u0629 (NPU) \u0648\u0648\u062d\u062f\u0629 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0631\u0633\u0648\u0645\u0627\u062a (GPU) \u0639\u0644\u0649 \u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a\u060c \u0644\u0643\u0646\u0647\u0645\u0627 \u0645\u0635\u0645\u0645\u062a\u0627\u0646 \u0644\u0623\u062f\u0627\u0621 \u0645\u0647\u0627\u0645 \u0645\u062a\u0628\u0627\u064a\u0646\u0629. \u0648\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0627 \u064a\u0645\u064a\u0632 \u0643\u0644 \u0645\u0646\u0647\u0645\u0627 \u0641\u064a \u0639\u0627\u0645 2026\u060c \u0645\u0639 \u0623\u0631\u0642\u0627\u0645 \u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0645\u0639\u062f\u0644\u0627\u062a TOPS \u0648TFLOPS \u0645\u0633\u062a\u0645\u062f\u0629 \u0645\u0646 \u0627\u0644\u0631\u0642\u0627\u0626\u0642 \u0627\u0644\u0645\u062a\u0648\u0641\u0631\u0629 \u0641\u0639\u0644\u064a\u064b\u0651\u0627 \u0641\u064a \u0627\u0644\u0623\u0633\u0648\u0627\u0642.<\/p>","protected":false},"author":1,"featured_media":2059,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[245],"tags":[757,332,756,256,362,360,278,758],"class_list":["post-1108","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-chips","tag-ai-chips","tag-copilot-pc","tag-gpu","tag-local-llm","tag-neural-engine","tag-npu","tag-on-device-ai","tag-tops"],"_links":{"self":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1108","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/comments?post=1108"}],"version-history":[{"count":3,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1108\/revisions"}],"predecessor-version":[{"id":1387,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/posts\/1108\/revisions\/1387"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media\/2059"}],"wp:attachment":[{"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/media?parent=1108"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/categories?post=1108"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/convly.ai\/ar\/wp-json\/wp\/v2\/tags?post=1108"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}