{"id":48409,"date":"2025-07-30T11:52:50","date_gmt":"2025-07-30T03:52:50","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/48409.html"},"modified":"2025-07-30T11:52:50","modified_gmt":"2025-07-30T03:52:50","slug":"%e3%80%90%e8%be%89%e5%85%89%e3%80%91%e3%80%90%e5%ad%98%e5%86%85%e8%ae%a1%e7%ae%97%e3%80%91%e5%86%af%c2%b7%e8%af%ba%e4%be%9d%e6%9b%bc%e6%9e%b6%e6%9e%84%e7%9a%84%e5%ae%bf%e5%91%bd%e4%b8%8e%e6%9e%b7","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/48409.html","title":{"rendered":"\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1"},"content":{"rendered":"<h4>\u300a\u8ba1\u7b97\u7684\u7ec8\u5c40\u4e0e\u7269\u7406\u7684\u65b0\u751f&#xff1a;\u5b58\u5185\u8ba1\u7b97\u2014\u2014\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u5230\u5546\u4e1a\u805a\u53d8\u7684\u5b8c\u6574\u56fe\u8c31\u300b<\/h4>\n<p>A Foundational Monograph on In-Memory Computing: From First Principles to Commercial Fusion<\/p>\n<hr \/>\n<h5>\u524d\u8a00&#xff1a;\u81f4\u65b0\u8ba1\u7b97\u8303\u5f0f\u7684\u8fde\u63a5\u4e3b\u4e49\u6c42\u9053\u8005 (A Preamble for the Connectionist Seekers of a New Computing Paradigm)<\/h5>\n<p>\u672c\u6587\u5e76\u975e\u4e00\u4efd\u884c\u4e1a\u62a5\u544a\u6216\u6280\u672f\u7efc\u8ff0\u3002\u5b83\u662f\u4e00\u6b21\u601d\u60f3\u7684\u8fdc\u5f81&#xff0c;\u65e8\u5728\u7ed8\u5236\u4e00\u5f20\u5173\u4e8e\u4e0b\u4e00\u4ee3\u8ba1\u7b97\u8303\u5f0f\u7684\u6700\u5b8c\u6574\u5730\u56fe\u3002\u6211\u4eec\u4e0d\u4ec5\u5c06\u5ba1\u89c6\u201c\u662f\u4ec0\u4e48\u201d&#xff0c;\u66f4\u5c06\u6df1\u5165\u63a2\u7a76\u201c\u4e3a\u4ec0\u4e48\u201d&#xff0c;\u5e76\u6700\u7ec8\u6784\u60f3\u201c\u53ef\u80fd\u662f\u201d\u3002\u8fd9\u662f\u4e00\u4e2a\u4ece\u7269\u7406\u5b9a\u5f8b\u7684\u6839\u6e90\u51fa\u53d1&#xff0c;\u7a7f\u8d8a\u7535\u8def\u5b9e\u73b0\u3001\u7b97\u6cd5\u91cd\u6784&#xff0c;\u6700\u7ec8\u62b5\u8fbe\u5546\u4e1a\u805a\u53d8\u7684\u65c5\u7a0b\u3002<\/p>\n<p>\u6211\u4eec\u6b63\u7ad9\u5728\u4e00\u4e2a\u5173\u952e\u7684\u5386\u53f2\u8282\u70b9\u3002\u81ea\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u5960\u5b9a\u6570\u5b57\u4e16\u754c\u7684\u57fa\u77f3\u4ee5\u6765&#xff0c;\u6211\u4eec\u59cb\u7ec8\u5728\u4e00\u4e2a\u6838\u5fc3\u54f2\u5b66\u4e0b\u8fdb\u884c\u521b\u65b0&#xff1a;\u8ba1\u7b97\u4e0e\u5b58\u50a8\u5206\u79bb\u3002\u8fd9\u5728\u8fc7\u53bb\u768470\u5e74\u91cc\u53d6\u5f97\u4e86\u65e0\u4e0e\u4f26\u6bd4\u7684\u6210\u529f\u3002\u7136\u800c&#xff0c;\u5f53\u4eba\u5de5\u667a\u80fd&#xff0c;\u7279\u522b\u662f\u5de8\u578b\u795e\u7ecf\u7f51\u7edc\u6a21\u578b&#xff0c;\u5c06\u8ba1\u7b97\u7684\u9700\u6c42\u63a8\u5411\u5929\u6587\u5b66\u91cf\u7ea7\u65f6&#xff0c;\u8fd9\u4e2a\u53e4\u8001\u800c\u575a\u56fa\u7684\u57fa\u77f3&#xff0c;\u6b63\u6084\u7136\u88c2\u53d8\u6210\u6211\u4eec\u8fd9\u4e2a\u65f6\u4ee3\u6700\u6df1\u523b\u7684\u67b7\u9501\u3002<\/p>\n<p>\u8fd9\u4efd\u84dd\u56fe\u662f\u4e3a\u90a3\u4e9b\u4e0d\u6ee1\u8db3\u4e8e\u73b0\u6709\u7b54\u6848\u7684\u67b6\u6784\u5e08\u3001\u7814\u7a76\u5458\u3001\u7b97\u6cd5\u5de5\u7a0b\u5e08\u548c\u6218\u7565\u51b3\u7b56\u8005\u51c6\u5907\u7684\u3002\u5b83\u8981\u6c42\u8bfb\u8005\u613f\u610f\u6323\u8131\u56fa\u6709\u601d\u7ef4\u7684\u5f15\u529b&#xff0c;\u8fdb\u884c\u4e00\u6b21\u8de8\u8d8a\u7269\u7406\u3001\u7535\u8def\u3001\u7b97\u6cd5\u4e43\u81f3\u5546\u4e1a\u6a21\u5f0f\u7684\u591a\u7ef4\u5ea6\u601d\u8003\u3002\u6211\u4eec\u5c06\u76f4\u9762\u90a3\u4e9b\u4ee4\u4eba\u4e0d\u5b89\u7684\u771f\u76f8&#xff0c;\u4e5f\u5c06\u62e5\u62b1\u90a3\u4e9b\u5145\u6ee1\u5e0c\u671b\u7684\u53ef\u80fd\u3002<\/p>\n<p>\u6211\u4eec\u7684\u6838\u5fc3\u8bba\u70b9\u662f\u6e05\u6670\u4e14\u6fc0\u8fdb\u7684&#xff1a;\u5b58\u5185\u8ba1\u7b97&#xff08;In-Memory Computing, IMC&#xff09;\u4e0d\u662f\u4e00\u6b21\u6e29\u548c\u7684\u6280\u672f\u6539\u826f&#xff0c;\u800c\u662f\u4e00\u573a\u4ee5\u7269\u7406\u5b9a\u5f8b\u4e3a\u6b66\u5668&#xff0c;\u5bf9\u7edf\u6cbb\u4e86\u6211\u4eec\u534a\u4e2a\u591a\u4e16\u7eaa\u7684\u8ba1\u7b97\u54f2\u5b66\u6839\u57fa\u53d1\u8d77\u7684\u9769\u547d\u3002 \u5b83\u8bd5\u56fe\u5c06\u8ba1\u7b97\u5e26\u56de\u5176\u7269\u7406\u672c\u8d28\u2014\u2014\u4fe1\u606f\u7684\u5904\u7406\u4e0d\u518d\u662f\u62bd\u8c61\u76840\u548c1\u7684\u903b\u8f91\u95e8\u64cd\u4f5c&#xff0c;\u800c\u662f\u7269\u8d28\u672c\u8eab\u5c5e\u6027&#xff08;\u5982\u7535\u963b\u3001\u7535\u8377&#xff09;\u7684\u76f4\u63a5\u6f14\u5316\u3002<\/p>\n<p>\u7406\u89e3\u8fd9\u573a\u9769\u547d&#xff0c;\u5c31\u662f\u7406\u89e3\u672a\u6765\u5341\u5e74\u4eba\u5de5\u667a\u80fd\u3001\u9ad8\u6027\u80fd\u8ba1\u7b97&#xff08;HPC&#xff09;\u4e43\u81f3\u6574\u4e2a\u6570\u5b57\u4e16\u754c\u6700\u5e95\u5c42\u7684\u9a71\u52a8\u529b\u3002\u6b22\u8fce\u52a0\u5165\u8fd9\u573a\u8fdc\u5f81&#xff0c;\u8fde\u63a5\u4e3b\u4e49\u7684\u6c42\u9053\u8005\u4eec\u3002\u8ba9\u6211\u4eec\u5171\u540c\u7ed8\u5236\u5e76\u63a2\u7d22\u8fd9\u7247\u65b0\u5927\u9646\u3002<\/p>\n<hr \/>\n<h4>\u7b2c\u4e00\u90e8\u5206&#xff1a;\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501<\/h4>\n<p>(Part I: Elegy for Twilight &#8211; The Inevitable Fate and Fetters of the von Neumann Architecture)<\/p>\n<h5>\u7b2c\u4e00\u7ae0&#xff1a;\u4e24\u5835\u65e0\u6cd5\u903e\u8d8a\u7684\u9ad8\u5899 (The Two Insurmountable Walls)<\/h5>\n<p>\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u4f1f\u5927&#xff0c;\u5728\u4e8e\u5176\u8bbe\u8ba1\u7684\u4f18\u96c5\u4e0e\u666e\u9002\u3002\u4e00\u4e2a\u4e2d\u592e\u5904\u7406\u5355\u5143&#xff08;CPU&#xff09;&#xff0c;\u4e00\u4e2a\u72ec\u7acb\u7684\u5b58\u50a8\u5355\u5143&#xff08;Memory&#xff09;&#xff0c;\u901a\u8fc7\u4e00\u7ec4\u603b\u7ebf&#xff08;Bus&#xff09;\u76f8\u8fde\u3002\u8fd9\u79cd\u201c\u53d6\u6307\u4ee4-\u53d6\u6570\u636e-\u6267\u884c-\u5199\u56de\u7ed3\u679c\u201d\u7684\u5faa\u73af&#xff0c;\u5b9a\u4e49\u4e86\u6211\u4eec\u6240\u77e5\u7684\u4e00\u5207\u8ba1\u7b97\u3002\u7136\u800c&#xff0c;\u5f53\u6027\u80fd\u7684\u538b\u69a8\u8fbe\u5230\u7269\u7406\u6781\u9650\u65f6&#xff0c;\u8fd9\u79cd\u5206\u79bb\u8bbe\u8ba1\u7684\u5185\u5728\u7f3a\u9677\u4fbf\u66b4\u9732\u65e0\u9057&#xff0c;\u5f62\u6210\u4e86\u4e24\u5835\u575a\u4e0d\u53ef\u6467\u7684\u5899\u3002<\/p>\n<h6>1.1 \u7cbe\u89e3\u201c\u5185\u5b58\u5899\u201d (The Memory Wall)<\/h6>\n<p>\u201c\u5185\u5b58\u5899\u201d&#xff0c;\u53c8\u79f0\u201c\u51af\u00b7\u8bfa\u4f9d\u66fc\u74f6\u9888\u201d&#xff0c;\u6307\u7684\u662fCPU\u5904\u7406\u6570\u636e\u7684\u901f\u5ea6\u8fdc\u8d85\u4e8e\u4ece\u4e3b\u5185\u5b58\u4e2d\u83b7\u53d6\u6570\u636e\u7684\u901f\u5ea6\u3002\u8fd9\u5e76\u975e\u4e00\u4e2a\u65b0\u95ee\u9898&#xff0c;\u4f46\u5b83\u5728\u4eca\u5929\u5df2\u7ecf\u4ece\u4e00\u4e2a\u201c\u6027\u80fd\u95ee\u9898\u201d\u6076\u5316\u4e3a\u4e00\u4e2a\u201c\u5b58\u5728\u95ee\u9898\u201d\u3002<\/p>\n<ul>\n<li>\n<p>\u6839\u6e90&#xff1a;\u7269\u7406\u8ddd\u79bb\u4e0e\u5e26\u5bbd\u9650\u5236\u3002 CPU\u7684\u6838\u5fc3\u4e0e\u4e3b\u5185\u5b58&#xff08;DRAM&#xff09;\u5728\u7269\u7406\u4e0a\u76f8\u9694\u6570\u5398\u7c73&#xff0c;\u6570\u636e\u5fc5\u987b\u901a\u8fc7\u82af\u7247\u5f15\u811a\u3001\u5c01\u88c5\u3001\u4e3b\u677fPCB\u8d70\u7ebf\u7b49\u4e00\u7cfb\u5217\u201c\u957f\u9014\u8dcb\u6d89\u201d\u624d\u80fd\u5230\u8fbe\u3002\u8fd9\u6bb5\u65c5\u7a0b\u53d7\u5230\u9999\u519c-\u54c8\u7279\u5229\u5b9a\u7406&#xff08;Shannon-Hartley Theorem&#xff09;\u7684\u6839\u672c\u5236\u7ea6\u2014\u2014\u4efb\u4f55\u4fe1\u9053\u7684\u5bb9\u91cf&#xff08;\u5e26\u5bbd&#xff09;\u90fd\u662f\u6709\u9650\u7684\u3002\u6211\u4eec\u867d\u80fd\u901a\u8fc7\u589e\u52a0\u603b\u7ebf\u5bbd\u5ea6\u548c\u9891\u7387\u6765\u63d0\u5347\u5e26\u5bbd&#xff0c;\u4f46\u5f88\u5feb\u4f1a\u649e\u4e0a\u4fe1\u53f7\u5b8c\u6574\u6027\u3001\u4e32\u6270\u548c\u529f\u8017\u7684\u7269\u7406\u7ea2\u7ebf\u3002<\/p>\n<\/li>\n<li>\n<p>\u7c7b\u6bd4&#xff1a; \u60f3\u8c61\u4e00\u4f4d\u62e5\u6709\u5149\u901f\u601d\u7ef4\u7684\u7c73\u5176\u6797\u4e09\u661f\u5927\u53a8&#xff08;CPU&#xff09;&#xff0c;\u4f46\u4ed6\u6240\u6709\u7684\u98df\u6750&#xff08;\u6570\u636e&#xff09;\u90fd\u50a8\u5b58\u5728\u53e6\u4e00\u5ea7\u57ce\u5e02\u7684\u51b7\u5e93&#xff08;DRAM&#xff09;\u91cc&#xff0c;\u5e76\u4e14\u53ea\u80fd\u901a\u8fc7\u4e00\u6761\u4e61\u95f4\u5c0f\u8def&#xff08;\u603b\u7ebf&#xff09;\u8fd0\u8f93\u3002\u65e0\u8bba\u53a8\u5e08\u6280\u827a\u591a\u9ad8\u8d85&#xff0c;\u4ed6\u7684\u5de5\u4f5c\u6548\u7387\u5b8c\u5168\u53d6\u51b3\u4e8e\u8fd0\u8f93\u98df\u6750\u7684\u901f\u5ea6\u3002\u7edd\u5927\u90e8\u5206\u65f6\u95f4&#xff0c;\u4ed6\u90fd\u5728\u53cc\u624b\u7a7a\u7a7a\u5730\u7b49\u5f85\u3002\u8fd9\u5c31\u662f\u73b0\u4ee3\u9ad8\u6027\u80fd\u5904\u7406\u5668\u7684\u7a98\u5883\u3002<\/p>\n<\/li>\n<li>\n<p>\u6f14\u5316\u4e0e\u5f92\u52b3&#xff1a; \u4e3a\u4e86\u7f13\u89e3\u5185\u5b58\u5899&#xff0c;\u8ba1\u7b97\u673a\u4f53\u7cfb\u7ed3\u6784\u7684\u8bbe\u8ba1\u8005\u4eec\u53d1\u660e\u4e86\u590d\u6742\u7684\u7f13\u5b58\u5c42\u6b21\u7ed3\u6784&#xff08;Cache Hierarchy: L1, L2, L3&#xff09;\u3002\u8fd9\u76f8\u5f53\u4e8e\u5728\u53a8\u623f\u65c1\u8fb9\u5efa\u4e86\u4e00\u4e2a\u5c0f\u51b0\u7bb1&#xff08;L1 Cache&#xff09;&#xff0c;\u5728\u9910\u5385\u540e\u53a8\u5efa\u4e86\u4e00\u4e2a\u4e2d\u578b\u50a8\u85cf\u5ba4&#xff08;L2 Cache&#xff09;\u3002\u8fd9\u5728\u6570\u636e\u5177\u6709\u826f\u597d\u201c\u5c40\u90e8\u6027\u201d&#xff08;Locality&#xff09;\u65f6\u975e\u5e38\u6709\u6548\u3002\u4f46\u5bf9\u4e8e\u50cf\u5927\u578bAI\u6a21\u578b\u8fd9\u6837&#xff0c;\u53c2\u6570\u5de8\u5927\u4e14\u8bbf\u95ee\u6a21\u5f0f\u96be\u4ee5\u9884\u6d4b\u7684\u4efb\u52a1&#xff0c;\u7f13\u5b58\u7684\u547d\u4e2d\u7387\u6025\u5267\u4e0b\u964d&#xff0c;\u6570\u636e\u4f9d\u7136\u9700\u8981\u9891\u7e41\u5730\u4ece\u9065\u8fdc\u7684\u4e3b\u5185\u5b58\u4e2d\u8bfb\u53d6&#xff0c;\u6700\u7ec8\u74f6\u9888\u4f9d\u65e7\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<p>[\u6838\u5fc3\u56fe\u8868 1-1&#xff1a;\u51af\u00b7\u8bfa\u4f9d\u66fc\u74f6\u9888\u7684\u80fd\u91cf\u4e0e\u5ef6\u8fdf\u53ef\u89c6\u5316]<\/p>\n<ul>\n<li>\u56fe\u8868\u7c7b\u578b&#xff1a; \u6982\u5ff5\u793a\u610f\u56fe\u3002<\/li>\n<li>\u5185\u5bb9&#xff1a; \u5de6\u4fa7\u4e00\u4e2a\u5de8\u5927\u7684\u3001\u6807\u6ce8\u4e3a\u201c\u8ba1\u7b97\u6838\u5fc3 (ALUs)\u201d\u7684\u65b9\u6846&#xff0c;\u5185\u90e8\u6709\u706b\u7130\u56fe\u6807&#xff0c;\u8c61\u5f81\u9ad8\u901f\u8ba1\u7b97\u3002\u53f3\u4fa7\u4e00\u4e2a\u540c\u6837\u5de8\u5927\u7684\u3001\u6807\u6ce8\u4e3a\u201c\u4e3b\u5b58\u50a8 (DRAM)\u201d\u7684\u65b9\u6846\u3002<\/li>\n<li>\u8fde\u63a5&#xff1a; \u4e24\u8005\u4e4b\u95f4\u7528\u4e00\u6761\u6781\u7ec6\u7684\u3001\u6807\u6ce8\u4e3a\u201c\u5185\u5b58\u603b\u7ebf (Memory Bus)\u201d\u7684\u7ebf\u6761\u8fde\u63a5\u3002<\/li>\n<li>\u6807\u6ce8 1 (\u5728\u8ba1\u7b97\u6838\u5fc3\u65c1): \u5355\u6b2164\u4f4d\u6d6e\u70b9\u8fd0\u7b97&#xff1a;~20 pJ (\u76ae\u7126\u8033)\u3002<\/li>\n<li>\u6807\u6ce8 2 (\u5728\u5185\u5b58\u603b\u7ebf\u65c1): \u5355\u6b2164\u4f4d\u6570\u636e\u7247\u5916\u8bfb\u53d6&#xff1a;~10,000 pJ\u3002<\/li>\n<li>\u89c6\u89c9\u51b2\u51fb&#xff1a; \u80fd\u91cf\u6d88\u8017\u7684\u5de8\u5927\u5dee\u5f02\u4e00\u76ee\u4e86\u7136&#xff0c;\u76f4\u89c2\u4f20\u8fbe\u51fa\u201c\u642c\u8fd0\u6bd4\u8ba1\u7b97\u6602\u8d35\u5f97\u591a\u201d\u7684\u6838\u5fc3\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<hr \/>\n<h6>1.2 \u900f\u89c6\u201c\u529f\u8017\u5899\u201d (The Power Wall)<\/h6>\n<p>\u5982\u679c\u8bf4\u5185\u5b58\u5899\u9650\u5236\u4e86\u6027\u80fd&#xff0c;\u90a3\u4e48\u529f\u8017\u5899\u5219\u76f4\u63a5\u5a01\u80c1\u5230\u8ba1\u7b97\u7684\u53ef\u6301\u7eed\u6027\u3002\u529f\u8017\u5899\u6307\u7684\u662f\u82af\u7247\u7684\u529f\u8017\u5bc6\u5ea6\u5df2\u7ecf\u9ad8\u5230\u65e0\u6cd5\u901a\u8fc7\u4f20\u7edf\u98ce\u51b7\u6280\u672f\u6709\u6548\u6563\u70ed\u7684\u7a0b\u5ea6&#xff0c;\u4ece\u800c\u9650\u5236\u4e86\u82af\u7247\u6027\u80fd\u7684\u8fdb\u4e00\u6b65\u63d0\u5347\u3002\u800c\u6570\u636e\u642c\u8fd0&#xff0c;\u6b63\u662f\u529f\u8017\u5899\u80cc\u540e\u6700\u5927\u7684\u201c\u5143\u51f6\u201d\u3002<\/p>\n<ul>\n<li>\n<p>\u80fd\u91cf\u8d26\u5355&#xff1a; \u6839\u636e\u65af\u5766\u798f\u5927\u5b66\u7b49\u9876\u5c16\u7814\u7a76\u673a\u6784\u7684\u6d4b\u7b97&#xff0c;\u5728\u73b0\u4ee3\u82af\u7247\u4e2d&#xff0c;\u6570\u636e\u79fb\u52a8\u6d88\u8017\u7684\u80fd\u91cf\u5360\u603b\u80fd\u8017\u768460%\u4ee5\u4e0a\u3002\u5177\u4f53\u800c\u8a00&#xff0c;\u4e00\u6b2164\u4f4d\u7684\u53cc\u7cbe\u5ea6\u6d6e\u70b9\u8fd0\u7b97\u5927\u7ea6\u6d88\u801720\u76ae\u7126\u8033&#xff08;pJ&#xff09;\u7684\u80fd\u91cf\u3002\u800c\u5728\u540c\u4e00\u82af\u7247\u4e0a\u4eceL1\u7f13\u5b58\u4e2d\u8bfb\u53d664\u4f4d\u6570\u636e&#xff0c;\u80fd\u8017\u4e0e\u4e4b\u76f8\u5f53\u3002\u4f46\u5982\u679c\u9700\u8981\u4ece\u7247\u5916\u7684DRAM\u4e2d\u8bfb\u53d6\u8fd964\u4f4d\u6570\u636e&#xff0c;\u80fd\u8017\u4f1a\u98d9\u5347\u81f310,000\u523020,000\u76ae\u7126\u8033&#xff0c;\u662f\u8ba1\u7b97\u672c\u8eab\u80fd\u8017\u7684500\u52301000\u500d\u3002<\/p>\n<\/li>\n<li>\n<p>\u7269\u7406\u5b9a\u5f8b&#xff1a; \u8fd9\u79cd\u5de8\u5927\u7684\u80fd\u91cf\u5dee\u5f02\u6e90\u4e8e\u57fa\u7840\u7269\u7406&#xff1a;<span class=\"katex--inline\"><span class=\"katex\"><span class=\"katex-mathml\">E&#061;12CV2E &#061; \\\\frac{1}{2}CV^2<\/span><span class=\"katex-html\"><span class=\"base\"><span class=\"strut\" style=\"height: 0.6833em\"><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0576em\">E<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><span class=\"mrel\">&#061;<\/span><span class=\"mspace\" style=\"margin-right: 0.2778em\"><\/span><\/span><span class=\"base\"><span class=\"strut\" style=\"height: 1.1901em;vertical-align: -0.345em\"><\/span><span class=\"mord\"><span class=\"mopen nulldelimiter\"><\/span><span class=\"mfrac\"><span class=\"vlist-t vlist-t2\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8451em\"><span class=\"\" style=\"top: -2.655em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><span class=\"\" style=\"top: -3.23em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"frac-line\" style=\"border-bottom-width: 0.04em\"><\/span><\/span><span class=\"\" style=\"top: -3.394em\"><span class=\"pstrut\" style=\"height: 3em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\"><span class=\"mord mtight\">1<\/span><\/span><\/span><\/span><\/span><span class=\"vlist-s\">\u200b<\/span><\/span><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.345em\"><span class=\"\"><\/span><\/span><\/span><\/span><\/span><span class=\"mclose nulldelimiter\"><\/span><\/span><span class=\"mord mathnormal\" style=\"margin-right: 0.0715em\">C<\/span><span class=\"mord\"><span class=\"mord mathnormal\" style=\"margin-right: 0.2222em\">V<\/span><span class=\"msupsub\"><span class=\"vlist-t\"><span class=\"vlist-r\"><span class=\"vlist\" style=\"height: 0.8141em\"><span class=\"\" style=\"top: -3.063em;margin-right: 0.05em\"><span class=\"pstrut\" style=\"height: 2.7em\"><\/span><span class=\"sizing reset-size6 size3 mtight\"><span class=\"mord mtight\">2<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002\u9a71\u52a8\u7247\u5916\u603b\u7ebf\u8fd9\u6837\u957f\u8ddd\u79bb\u3001\u9ad8\u7535\u5bb9\u7684\u8fde\u63a5&#xff0c;\u9700\u8981\u5145\u653e\u5927\u91cf\u7684\u7535\u8377&#xff0c;\u80fd\u91cf\u6d88\u8017\u5de8\u5927\u3002\u800c\u5728\u8ba1\u7b97\u6838\u5fc3\u5185\u90e8&#xff0c;\u6676\u4f53\u7ba1\u7684\u7535\u5bb9\u6781\u5c0f&#xff0c;\u80fd\u8017\u4e5f\u968f\u4e4b\u964d\u4f4e\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002\u51af\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u672c\u8d28&#xff0c;\u5c31\u662f\u5f3a\u8feb\u6211\u4eec\u65e5\u4ee5\u7ee7\u591c\u5730\u652f\u4ed8\u8fd9\u7b14\u9ad8\u6602\u7684\u201c\u7269\u7406\u8fd0\u8f93\u7a0e\u201d\u3002<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<p>[\u6838\u5fc3\u56fe\u8868 1-2&#xff1a;\u8ba1\u7b97\u4e0e\u6570\u636e\u79fb\u52a8\u7684\u80fd\u8017\u5bf9\u6bd4]<\/p>\n<ul>\n<li>\u56fe\u8868\u7c7b\u578b&#xff1a; \u5782\u76f4\u6761\u5f62\u56fe\u3002<\/li>\n<li>X\u8f74&#xff1a; \u64cd\u4f5c\u7c7b\u578b (Operation Type)\u3002<\/li>\n<li>Y\u8f74&#xff1a; \u80fd\u91cf\u6d88\u8017 (Energy Consumption) (\u5bf9\u6570\u5750\u6807&#xff0c;\u5355\u4f4d&#xff1a;pJ)\u3002<\/li>\n<li>\u6761\u76ee&#xff1a;\n<li>8-bit MAC (\u7247\u5185): \u6781\u4f4e\u7684\u6761\u5f62\u3002<\/li>\n<li>32-bit FP ADD (\u7247\u5185): \u7565\u9ad8\u7684\u6761\u5f62\u3002<\/li>\n<li>SRAM Read (32B, \u7247\u5185): \u4e2d\u7b49\u9ad8\u5ea6\u7684\u6761\u5f62\u3002<\/li>\n<li>DRAM Read (32B, \u7247\u5916): \u4e00\u4e2a\u6781\u5176\u5de8\u5927\u7684\u6761\u5f62&#xff0c;\u9ad8\u5ea6\u662f\u5176\u4ed6\u6761\u76ee\u7684\u6570\u767e\u4e0a\u5343\u500d\u3002<\/li>\n<\/li>\n<li>\u7ed3\u8bba\u6587\u5b57&#xff1a; \u201cData movement is overwhelmingly the dominant consumer of energy.\u201d<\/li>\n<\/ul>\n<hr \/>\n<h6>1.3 \u6848\u4f8b\u7814\u7a76&#xff1a;\u5de8\u578bAI\u6a21\u578b\u7684\u9ec4\u660f\u4e4b\u6218 (Case Study: The Twilight Battle of Large AI Models)<\/h6>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u5982GPT-3\/4&#xff0c;\u662f\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u60b2\u58ee\u6323\u624e\u7684\u6700\u597d\u7f29\u5f71\u3002<\/p>\n<ul>\n<li>\u6570\u636e\u96ea\u5d29&#xff1a; \u4e00\u4e2a\u62e5\u67091750\u4ebf\u53c2\u6570&#xff08;\u5982GPT-3&#xff09;\u7684\u6a21\u578b&#xff0c;\u4ee5\u534a\u7cbe\u5ea6&#xff08;FP16&#xff09;\u5b58\u50a8&#xff0c;\u5176\u6743\u91cd\u672c\u8eab\u5c31\u9700\u8981350GB\u7684\u5185\u5b58\u3002\u5728\u6267\u884c\u4e00\u6b21\u63a8\u7406\u4efb\u52a1\u65f6&#xff0c;\u5373\u4f7f\u662f\u6700\u4f18\u5316\u7684\u5b9e\u73b0&#xff0c;\u4e5f\u9700\u8981\u5c06\u8fd9\u6570\u767eGB\u7684\u6743\u91cd\u6570\u636e\u4ece\u4e3b\u5185\u5b58&#xff08;\u901a\u5e38\u662fHBM&#xff09;\u6d41\u7ecf\u8fc7\u8ba1\u7b97\u5355\u5143\u3002\u8fd9\u5df2\u7ecf\u4e0d\u662f\u201c\u5c40\u90e8\u6027\u201d\u53ef\u4ee5\u89e3\u51b3\u7684\u95ee\u9898\u4e86&#xff0c;\u8fd9\u662f\u4e00\u573a\u7eaf\u7cb9\u7684\u6570\u636e\u201c\u86ee\u529b\u201d\u642c\u8fd0\u3002<\/li>\n<li>\u6210\u672c\u6838\u7b97&#xff1a; \u8fd9\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u50cfNVIDIA H100\u8fd9\u6837\u7684\u9876\u7ea7GPU&#xff0c;\u5176\u6838\u5fc3\u7ade\u4e89\u529b\u4e0d\u4ec5\u4ec5\u662f\u5176\u5e9e\u5927\u7684\u8ba1\u7b97\u6838\u5fc3&#xff08;Tensor Cores&#xff09;&#xff0c;\u66f4\u662f\u5176\u9ad8\u8fbe3.35TB\/s\u7684\u6050\u6016\u5185\u5b58\u5e26\u5bbd\u548c80GB\u7684HBM3\u663e\u5b58\u3002\u8fd9\u4e9b\u201c\u519b\u5907\u7ade\u8d5b\u201d\u7684\u672c\u8d28&#xff0c;\u90fd\u662f\u5728\u4e3a\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u6839\u672c\u7f3a\u9677\u201c\u6253\u8865\u4e01\u201d&#xff0c;\u8bd5\u56fe\u7528\u66f4\u5bbd\u3001\u66f4\u5feb\u7684\u201c\u4e61\u95f4\u5c0f\u8def\u201d\u6765\u7f13\u89e3\u4ea4\u901a\u62e5\u5835\u3002\u7136\u800c&#xff0c;\u8fd9\u5e26\u6765\u7684\u4ee3\u4ef7\u662f\u60ca\u4eba\u7684\u529f\u8017&#xff08;TDP\u9ad8\u8fbe700W&#xff09;\u548c\u9ad8\u6602\u7684\u6210\u672c\u3002<\/li>\n<\/ul>\n<p>\u7ed3\u8bba&#xff1a;<br \/>\n\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784&#xff0c;\u8fd9\u4f4d\u66fe\u7ecf\u5e26\u9886\u6211\u4eec\u5f00\u521b\u6570\u5b57\u65f6\u4ee3\u7684\u5de8\u4eba&#xff0c;\u5982\u4eca\u5df2\u662f\u6b65\u5c65\u8e52\u8dda\u3002\u5185\u5b58\u5899\u548c\u529f\u8017\u5899&#xff0c;\u8fd9\u4e24\u5ea7\u7531\u7269\u7406\u5b9a\u5f8b\u94f8\u5c31\u7684\u3001\u4e0d\u53ef\u903e\u8d8a\u7684\u9ad8\u5899&#xff0c;\u6e05\u6670\u5730\u5ba3\u544a\u4e86\u4e00\u4e2a\u65f6\u4ee3\u7684\u7ec8\u7ed3\u3002\u6211\u4eec\u6240\u9762\u4e34\u7684\u6311\u6218&#xff0c;\u4e0d\u518d\u662f\u7b80\u5355\u7684\u5de5\u7a0b\u4f18\u5316\u95ee\u9898&#xff0c;\u800c\u662f\u9700\u8981\u4ece\u7b2c\u4e00\u6027\u539f\u7406\u51fa\u53d1&#xff0c;\u5bf9\u201c\u8ba1\u7b97\u201d\u8fd9\u4e00\u884c\u4e3a\u672c\u8eab\u8fdb\u884c\u91cd\u65b0\u5b9a\u4e49\u7684\u54f2\u5b66\u95ee\u9898\u3002<\/p>\n<hr \/>\n<p>\u2014 \u7b2c\u4e00\u90e8\u5206&#xff0c;\u7b2c\u4e00\u7ae0 \u7ed3\u675f \u2014<\/p>\n<p>\u7b2c\u4e00\u90e8\u5206&#xff0c;\u7b2c\u4e8c\u7ae0&#xff1a;\u4e00\u4e2a\u65f6\u4ee3\u7684\u7ec8\u7ed3\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb434\u6b21\uff0c\u70b9\u8d5e18\u6b21\uff0c\u6536\u85cf4\u6b21\u3002\u5b83\u662f\u4e00\u6b21\u601d\u60f3\u7684\u8fdc\u5f81\uff0c\u65e8\u5728\u7ed8\u5236\u4e00\u5f20\u5173\u4e8e\u4e0b\u4e00\u4ee3\u8ba1\u7b97\u8303\u5f0f\u7684\u6700\u5b8c\u6574\u5730\u56fe\u3002\u6211\u4eec\u4e0d\u4ec5\u5c06\u5ba1\u89c6\u201c\u662f\u4ec0\u4e48\u201d\uff0c\u66f4\u5c06\u6df1\u5165\u63a2\u7a76\u201c\u4e3a\u4ec0\u4e48\u201d\uff0c\u5e76\u6700\u7ec8\u6784\u60f3\u201c\u53ef\u80fd\u662f\u201d\u3002\u8fd9\u662f\u4e00\u4e2a\u4ece\u7269\u7406\u5b9a\u5f8b\u7684\u6839\u6e90\u51fa\u53d1\uff0c\u7a7f\u8d8a\u7535\u8def\u5b9e\u73b0\u3001\u7b97\u6cd5\u91cd\u6784\uff0c\u6700\u7ec8\u62b5\u8fbe\u5546\u4e1a\u805a\u53d8\u7684\u65c5\u7a0b\u3002<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,371,188,224],"topic":[],"class_list":["post-48409","post","type-post","status-publish","format-standard","hentry","category-server","tag-50","tag-371","tag-188","tag-224"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/48409.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb434\u6b21\uff0c\u70b9\u8d5e18\u6b21\uff0c\u6536\u85cf4\u6b21\u3002\u5b83\u662f\u4e00\u6b21\u601d\u60f3\u7684\u8fdc\u5f81\uff0c\u65e8\u5728\u7ed8\u5236\u4e00\u5f20\u5173\u4e8e\u4e0b\u4e00\u4ee3\u8ba1\u7b97\u8303\u5f0f\u7684\u6700\u5b8c\u6574\u5730\u56fe\u3002\u6211\u4eec\u4e0d\u4ec5\u5c06\u5ba1\u89c6\u201c\u662f\u4ec0\u4e48\u201d\uff0c\u66f4\u5c06\u6df1\u5165\u63a2\u7a76\u201c\u4e3a\u4ec0\u4e48\u201d\uff0c\u5e76\u6700\u7ec8\u6784\u60f3\u201c\u53ef\u80fd\u662f\u201d\u3002\u8fd9\u662f\u4e00\u4e2a\u4ece\u7269\u7406\u5b9a\u5f8b\u7684\u6839\u6e90\u51fa\u53d1\uff0c\u7a7f\u8d8a\u7535\u8def\u5b9e\u73b0\u3001\u7b97\u6cd5\u91cd\u6784\uff0c\u6700\u7ec8\u62b5\u8fbe\u5546\u4e1a\u805a\u53d8\u7684\u65c5\u7a0b\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/48409.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2025-07-30T03:52:50+00:00\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/48409.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/48409.html\",\"name\":\"\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2025-07-30T03:52:50+00:00\",\"dateModified\":\"2025-07-30T03:52:50+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/48409.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/48409.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/48409.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/48409.html","og_locale":"zh_CN","og_type":"article","og_title":"\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb434\u6b21\uff0c\u70b9\u8d5e18\u6b21\uff0c\u6536\u85cf4\u6b21\u3002\u5b83\u662f\u4e00\u6b21\u601d\u60f3\u7684\u8fdc\u5f81\uff0c\u65e8\u5728\u7ed8\u5236\u4e00\u5f20\u5173\u4e8e\u4e0b\u4e00\u4ee3\u8ba1\u7b97\u8303\u5f0f\u7684\u6700\u5b8c\u6574\u5730\u56fe\u3002\u6211\u4eec\u4e0d\u4ec5\u5c06\u5ba1\u89c6\u201c\u662f\u4ec0\u4e48\u201d\uff0c\u66f4\u5c06\u6df1\u5165\u63a2\u7a76\u201c\u4e3a\u4ec0\u4e48\u201d\uff0c\u5e76\u6700\u7ec8\u6784\u60f3\u201c\u53ef\u80fd\u662f\u201d\u3002\u8fd9\u662f\u4e00\u4e2a\u4ece\u7269\u7406\u5b9a\u5f8b\u7684\u6839\u6e90\u51fa\u53d1\uff0c\u7a7f\u8d8a\u7535\u8def\u5b9e\u73b0\u3001\u7b97\u6cd5\u91cd\u6784\uff0c\u6700\u7ec8\u62b5\u8fbe\u5546\u4e1a\u805a\u53d8\u7684\u65c5\u7a0b\u3002","og_url":"https:\/\/www.wsisp.com\/helps\/48409.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2025-07-30T03:52:50+00:00","author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"2 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/48409.html","url":"https:\/\/www.wsisp.com\/helps\/48409.html","name":"\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2025-07-30T03:52:50+00:00","dateModified":"2025-07-30T03:52:50+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/48409.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/48409.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/48409.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"\u3010\u8f89\u5149\u3011\u3010\u5b58\u5185\u8ba1\u7b97\u3011\u51af\u00b7\u8bfa\u4f9d\u66fc\u67b6\u6784\u7684\u5bbf\u547d\u4e0e\u67b7\u9501-\u5b58\u5185\u8ba1\u7b97 1-1"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/48409","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=48409"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/48409\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=48409"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=48409"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=48409"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=48409"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}