{"id":2587,"date":"2026-08-28T20:09:16","date_gmt":"2026-08-28T12:09:16","guid":{"rendered":"https:\/\/wanluu.com\/?p=2587"},"modified":"2026-08-28T20:09:16","modified_gmt":"2026-08-28T12:09:16","slug":"%e8%be%b9%e7%bc%98ai%e6%8e%a8%e7%90%86%e8%8a%af%e7%89%87%e6%96%b0%e7%aa%81%e7%a0%b4%ef%bc%9a%e5%bd%93npu%e8%83%bd%e6%95%88%e8%b6%85%e8%b6%8agpu%ef%bc%8c%e6%99%ba%e8%83%bd%e8%ae%be%e5%a4%87%e5%a6%82","status":"publish","type":"post","link":"https:\/\/wanluu.com\/index.php\/2026\/08\/28\/%e8%be%b9%e7%bc%98ai%e6%8e%a8%e7%90%86%e8%8a%af%e7%89%87%e6%96%b0%e7%aa%81%e7%a0%b4%ef%bc%9a%e5%bd%93npu%e8%83%bd%e6%95%88%e8%b6%85%e8%b6%8agpu%ef%bc%8c%e6%99%ba%e8%83%bd%e8%ae%be%e5%a4%87%e5%a6%82\/","title":{"rendered":"\u8fb9\u7f18AI\u63a8\u7406\u82af\u7247\u65b0\u7a81\u7834\uff1a\u5f53NPU\u80fd\u6548\u8d85\u8d8aGPU\uff0c\u667a\u80fd\u8bbe\u5907\u5982\u4f55\u6539\u5199\u7b97\u529b\u683c\u5c40"},"content":{"rendered":"<div class=\"wanlu-ai-article wanlu-ai-blog-style\">\n<div class=\"wanlu-ai-summary wanlu-ai-summary-blog\"><span>\u672c\u6587\u8981\u70b9<\/span><\/p>\n<p>2026\u5e74\u8fb9\u7f18AI\u63a8\u7406\u82af\u7247\u8fce\u6765\u5173\u952e\u8f6c\u6298\u3002\u4e13\u4e3a\u63a8\u7406\u4f18\u5316\u7684NPU\u5728\u80fd\u6548\u6bd4\u4e0a\u9996\u6b21\u8ffd\u4e0a\u4f20\u7edfGPU\uff0c\u8fd9\u4e00\u6280\u672f\u7a81\u7834\u6b63\u5728\u91cd\u5851\u624b\u673a\u3001\u6c7d\u8f66\u3001IoT\u7b49\u667a\u80fd\u79d1\u6280\u8bbe\u5907\u7684\u7b97\u529b\u683c\u5c40\u3002<\/p>\n<\/div>\n<nav class=\"wanlu-ai-guide\" aria-label=\"\u5b9e\u7528\u6587\u7ae0\u9605\u8bfb\u8def\u5f84\"><strong>\u5feb\u901f\u9605\u8bfb<\/strong><span>\u5148\u770b\u7ed3\u8bba<\/span><span>\u539f\u7406\u4e0e\u5b9e\u6d4b<\/span><span>\u4f18\u7f3a\u70b9\u4e0e\u5f71\u54cd<\/span><span>\u907f\u5751\u4e0e\u603b\u7ed3<\/span><\/nav>\n<h2>\u6838\u5fc3\u7ed3\u8bba<\/h2>\n<p>2026\u5e74\u8fb9\u7f18AI\u63a8\u7406\u82af\u7247\u8fce\u6765\u5173\u952e\u8f6c\u6298\u2014\u2014\u4e13\u4e3a\u63a8\u7406\u4f18\u5316\u7684NPU\u5728\u80fd\u6548\u6bd4\u4e0a\u9996\u6b21\u8ffd\u4e0a\u4f20\u7edfGPU\uff0c\u8fd9\u4e00\u6280\u672f\u7a81\u7834\u6b63\u5728\u91cd\u5851\u624b\u673a\u3001\u6c7d\u8f66\u3001IoT\u7b49\u667a\u80fd\u79d1\u6280\u8bbe\u5907\u7684\u7b97\u529b\u8fb9\u754c\u3002\u6838\u5fc3\u5224\u65ad\uff1a<strong>NPU\u7684\u5d1b\u8d77\u4e0d\u662f\u56e0\u4e3aGPU\u843d\u540e\uff0c\u800c\u662f\u56e0\u4e3a\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u7684\u6570\u5b66\u7279\u6027\u5929\u7136\u9002\u914d\u77e9\u9635\u8fd0\u7b97\u4e13\u7528\u786c\u4ef6<\/strong>\u3002\u4f46\u8fd9\u4e00\u79d1\u6280\u8d8b\u52bf\u540c\u6837\u4f34\u968f\u7740\u788e\u7247\u5316\u3001\u5de5\u5177\u94fe\u6210\u719f\u5ea6\u4e0d\u8db3\u7b49\u73b0\u5b9e\u6311\u6218\u3002<\/p>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-1\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-2587-1-VOwvGk.png\" alt=\"\u6838\u5fc3\u7ed3\u8bba\uff1b2026\u5e74\u8fb9\u7f18AI\u63a8\u7406\u82af\u7247\u8fce\u6765\u5173\u952e\u8f6c\u6298\u2014\u2014\u4e13\u4e3a\u63a8\u7406\u4f18\u5316\u7684NPU\u5728\u80fd\u6548\u6bd4\u4e0a\u9996\u6b21\u8ffd\u4e0a\u4f20\u7edfGPU\uff0c\u8fd9\u4e00\u7a81\u7834\u5c06\u91cd\u65b0\u5b9a\u4e49\u624b\u673a\u3001\u6c7d\u8f66\u3001IoT\u8bbe\u5907\u7684\u7b97\u529b\u8fb9\u754c\u3002\u6838\u5fc3\u5224\u65ad\uff1aNPU\u7684\u5d1b\u8d77\u4e0d\u662f\u56e0\u4e3aGPU\u843d\u540e\uff0c\u800c\u662f\u56e0\u4e3a\u63a8\u7406\u5de5\u4f5c\u8d1f\u8f7d\u7684\u6570\u5b66\u7279\u6027\u5929\u7136\u9002\u914d\u77e9\u9635\u8fd0\u7b97\u4e13\u7528\u786c\u4ef6\u3002\u4f46\u8fd9\u4e00\u8d8b\u52bf\u540c\u6837\u4f34\u968f\u7740\u788e\u7247\u5316\u3001\u5de5\u5177\u94fe\u6210\u719f\u5ea6\u4e0d\u8db3\u7b49\u73b0\u5b9e\u6311\u6218\u3002\" loading=\"eager\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 AI\u539f\u521b\u5f3a\u5173\u8054\u914d\u56fe<\/figcaption><\/figure>\n<h2>\u6280\u672f\u80cc\u666f\uff1a\u4ece\u4e91\u7aef\u96c6\u4e2d\u5230\u8fb9\u7f18\u5206\u6563<\/h2>\n<p>\u8fc7\u53bb\u5341\u5e74\uff0cAI\u6a21\u578b\u7684\u8bad\u7ec3\u51e0\u4e4e\u5b8c\u5168\u4f9d\u8d56\u4e91\u7aefGPU\u96c6\u7fa4\u3002\u8fd9\u79cd\u96c6\u4e2d\u5f0f\u67b6\u6784\u7684\u6210\u672c\u9ad8\u6602\uff0c\u4e14\u5ef6\u8fdf\u65e0\u6cd5\u6ee1\u8db3\u5b9e\u65f6\u79d1\u6280\u5e94\u7528\u573a\u666f\u9700\u6c42\u30022023\u5e74\u81f32025\u5e74\u95f4\uff0c\u79d1\u6280\u884c\u4e1a\u5f00\u59cb\u610f\u8bc6\u5230\u5fc5\u987b\u5c06\u7b97\u529b\u4e0b\u6c89\u5230\u8bbe\u5907\u7aef\u3002<\/p>\n<div class=\"blockquote\">\n<p>\u8fb9\u7f18\u8ba1\u7b97\u7684\u6838\u5fc3\u77db\u76fe\uff1a\u6a21\u578b\u7cbe\u5ea6\u4e0e\u8bbe\u5907\u529f\u8017\u4e4b\u95f4\u7684\u5f20\u529b\u3002\u4f20\u7edf\u65b9\u6848\u901a\u8fc7GPU\u6a21\u62df\u795e\u7ecf\u7f51\u7edc\u8fd0\u7b97\uff0c\u4f46GPU\u7684\u901a\u7528\u67b6\u6784\u5728\u63a8\u7406\u573a\u666f\u4e0b\u5b58\u5728\u4e25\u91cd\u7684\u80fd\u6548\u6d6a\u8d39\uff0c\u8fd9\u4e0e\u79d1\u6280\u4ea7\u4e1a\u5bf9\u4f4e\u529f\u8017\u8fb9\u7f18\u8bbe\u5907\u7684\u9700\u6c42\u80cc\u9053\u800c\u9a70\u3002<\/p>\n<\/div>\n<p>\u4ee5Transformer\u67b6\u6784\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u4f8b\uff0c\u63a8\u7406\u9636\u6bb5\u7684\u8ba1\u7b97\u6a21\u5f0f\u4e0e\u8bad\u7ec3\u5b8c\u5168\u4e0d\u540c\u2014\u2014\u8bad\u7ec3\u9700\u8981\u53cd\u5411\u4f20\u64ad\u548c\u68af\u5ea6\u66f4\u65b0\uff0c\u800c\u63a8\u7406\u53ea\u9700\u524d\u5411\u8ba1\u7b97\u3002\u8fd9\u79cd\u4e0d\u5bf9\u79f0\u6027\u4e3a\u4e13\u7528\u786c\u4ef6\u63d0\u4f9b\u4e86\u4f18\u5316\u7a7a\u95f4\uff0c\u4e5f\u6210\u4e3a\u5f53\u524d\u79d1\u6280\u786c\u4ef6\u521b\u65b0\u7684\u91cd\u8981\u65b9\u5411\u3002<\/p>\n<h2>\u539f\u7406\u5256\u6790\uff1aNPU\u5982\u4f55\u8d85\u8d8aGPU\u80fd\u6548<\/h2>\n<p>NPU\uff08Neural Processing Unit\uff09\u7684\u672c\u8d28\u662f<b>\u6570\u636e\u6d41\u67b6\u6784<\/b>\uff0c\u4e0eGPU\u7684<b>\u6307\u4ee4\u6d41\u67b6\u6784<\/b>\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u3002\u8fd9\u4e00\u8bbe\u8ba1\u5dee\u5f02\u51b3\u5b9a\u4e86\u4e24\u8005\u5728\u63a8\u7406\u573a\u666f\u4e0b\u7684\u80fd\u6548\u5206\u5316\u3002<\/p>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-2\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-2587-1-qYCUac.png\" alt=\"\u539f\u7406\u5256\u6790\uff1aNPU\u5982\u4f55\u8d85\u8d8aGPU\u80fd\u6548\uff1bNPU\uff08Neural Processing Unit\uff09\u7684\u672c\u8d28\u662f\u6570\u636e\u6d41\u67b6\u6784\uff0c\u4e0eGPU\u7684\u6307\u4ee4\u6d41\u67b6\u6784\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u3002\u8fd9\u4e00\u8bbe\u8ba1\u5dee\u5f02\u51b3\u5b9a\u4e86\u4e24\u8005\u5728\u63a8\u7406\u573a\u666f\u4e0b\u7684\u80fd\u6548\u5206\u5316\u3002\u67b6\u6784\u7279\u6027GPU\uff08\u6307\u4ee4\u6d41\uff09NPU\uff08\u6570\u636e\u6d41\uff09\u6570\u636e\u642c\u8fd0\u65b9\u5f0fCPU\u6307\u4ee4\u63a7\u5236\uff0c\u968f\u673a\u8bbf\u95ee\u786c\u4ef6\u8c03\u5ea6\uff0c\u6309\u9700\u63a8\u9001\u8ba1\u7b97\u5355\u5143\u590d\u7528\u9ad8\uff08\u540c\u4e00CUDA\u6838\u5fc3\u5904\u7406\u591a\u79cd\u4efb\u52a1\uff09\u4f4e\uff08\u4e13\u7528\u4e58\u52a0\u9635\u5217\uff0c\u56fa\u5b9a\u529f\u80fd\uff09GPU\u7684\u7075\u6d3b\u6027\u5e26\u6765\u5ef6\u8fdf\uff0cNPU\u7684\u4e13\u7528\u6027\u5e26\u6765\u6548\u7387\u63a8\u7406\u573a\u666f\u4e2d\uff0c\u6a21\u578b\u6743\u91cd\u548c\u6570\u636e\u6d41\u7684\u5c40\u90e8\u6027\u6781\u9ad8\uff0c\u6570\u636e\u6d41\u67b6\u6784\u53ef\u5927\u5e45\u51cf\u5c11\u5185\u5b58\u8bbf\u95ee\u5178\u578b\u80fd\u6548\u6bd410-30 TOPS\/W50-200 TOPS\/W\u80fd\u6548\u6bd4\u5dee\u8ddd\u76f4\u63a5\u8f6c\u5316\u4e3a\u8bbe\u5907\u7eed\u822a\u548c\u5e94\u7528\u53ef\u884c\u6027\u5dee\u5f02\" loading=\"lazy\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 AI\u539f\u521b\u5f3a\u5173\u8054\u914d\u56fe<\/figcaption><\/figure>\n<table>\n<thead>\n<tr>\n<th>\u67b6\u6784\u7279\u6027<\/th>\n<th>GPU\uff08\u6307\u4ee4\u6d41\uff09<\/th>\n<th>NPU\uff08\u6570\u636e\u6d41\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6570\u636e\u642c\u8fd0\u65b9\u5f0f<\/td>\n<td>CPU\u6307\u4ee4\u63a7\u5236\uff0c\u968f\u673a\u8bbf\u95ee<\/td>\n<td>\u786c\u4ef6\u8c03\u5ea6\uff0c\u6309\u9700\u63a8\u9001<\/td>\n<\/tr>\n<tr>\n<td>\u8ba1\u7b97\u5355\u5143\u590d\u7528<\/td>\n<td>\u9ad8\uff08\u540c\u4e00CUDA\u6838\u5fc3\u5904\u7406\u591a\u79cd\u4efb\u52a1\uff09<\/td>\n<td>\u4f4e\uff08\u4e13\u7528\u4e58\u52a0\u9635\u5217\uff0c\u56fa\u5b9a\u529f\u80fd\uff09<\/td>\n<\/tr>\n<tr>\n<td>\u5178\u578b\u80fd\u6548\u6bd4<\/td>\n<td>10-30 TOPS\/W<\/td>\n<td>50-200 TOPS\/W<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<div class=\"figure\"><figcaption>\u80fd\u6548\u6bd4\u5dee\u8ddd\u76f4\u63a5\u8f6c\u5316\u4e3a\u8bbe\u5907\u7eed\u822a\u548c\u5e94\u7528\u53ef\u884c\u6027\u5dee\u5f02\uff0c\u8fd9\u662f\u79d1\u6280\u786c\u4ef6\u7ade\u4e89\u7684\u6838\u5fc3\u6307\u6807<\/figcaption><\/div>\n<h2>\u4ee3\u8868\u6848\u4f8b\uff1a\u9ad8\u901aZero3P\u4e0e\u8fb9\u7f18\u63a8\u7406\u843d\u5730<\/h2>\n<p>\u9ad8\u901a\u4e8e2026\u5e74\u521d\u53d1\u5e03\u7684Zero3P\u82af\u7247\uff0c\u6807\u5fd7\u7740NPU\u8fb9\u7f18\u63a8\u7406\u8fdb\u5165\u91cf\u4ea7\u9636\u6bb5\u3002\u8be5\u82af\u7247\u96c6\u6210\u7b2c\u516d\u4ee3AI\u5f15\u64ce\uff0c\u652f\u630115 TOPS\u7684\u672c\u5730\u63a8\u7406\u7b97\u529b\uff0c\u53ef\u5728\u4e0d\u8054\u7f51\u60c5\u51b5\u4e0b\u8fd0\u884c70\u4ebf\u53c2\u6570\u6a21\u578b\u3002<\/p>\n<div class=\"blockquote\">\n<p>\u201c\u6211\u4eec\u4e0d\u662f\u5728\u8ffd\u8d76GPU\u7684\u7b97\u529b\u6307\u6807\uff0c\u800c\u662f\u5728\u91cd\u65b0\u5b9a\u4e49\u8fb9\u7f18\u8bbe\u5907\u7684\u80fd\u6548\u8fb9\u754c\u3002\u201d\u2014\u2014\u9ad8\u901aAI\u5de5\u7a0b\u56e2\u961f\u5728\u6280\u672f\u6587\u6863\u4e2d\u7684\u8868\u8ff0<\/p>\n<\/div>\n<p>\u5e94\u7528\u573a\u666f\u5df2\u8d85\u8d8a\u624b\u673a\u8303\u7574\uff0c\u6b63\u5728\u79d1\u6280\u9886\u57df\u591a\u70b9\u5f00\u82b1\u3002\u6c7d\u8f66\u884c\u4e1a\u5f00\u59cb\u90e8\u7f72NPU\u7528\u4e8e\u5b9e\u65f6\u667a\u80fd\u611f\u77e5\u878d\u5408\uff0c\u5de5\u4e1a\u7269\u8054\u7f51\u91c7\u7528\u8fb9\u7f18\u63a8\u7406\u5b9e\u73b0\u9884\u6d4b\u6027\u7ef4\u62a4\uff0c\u667a\u80fd\u5bb6\u5c45\u573a\u666f\u5229\u7528NPU\u8fdb\u884c\u672c\u5730\u8bed\u97f3\u8bc6\u522b\u3002<\/p>\n<ul>\n<li><b>\u667a\u80fd\u6c7d\u8f66<\/b>\uff1aNPU\u9a71\u52a8ADAS\u7cfb\u7edf\u5b9e\u73b0\u6beb\u79d2\u7ea7\u51b3\u7b56\uff0c\u964d\u4f4e\u4e91\u7aef\u4f9d\u8d56<\/li>\n<li><b>\u5de5\u4e1a\u7269\u8054\u7f51<\/b>\uff1a\u8fb9\u7f18\u63a8\u7406\u8bbe\u5907\u5b9e\u65f6\u5206\u6790\u4f20\u611f\u5668\u6570\u636e\uff0c\u9884\u6d4b\u8bbe\u5907\u6545\u969c<\/li>\n<li><b>\u6d88\u8d39\u79d1\u6280<\/b>\uff1a\u624b\u673a\u3001AR\u773c\u955c\u7b49\u7ec8\u7aef\u8bbe\u5907\u5b9e\u73b0\u79bb\u7ebfAI\u529f\u80fd<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u79d1\u6280\u5e94\u7528\u573a\u666f\u7684\u5171\u540c\u7279\u5f81\u662f\uff1a<b>\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u9690\u79c1\u3001\u79bb\u7ebf\u53ef\u7528<\/b>\u3002<\/p>\n<h2>\u5bf9\u7528\u6237\u4e0e\u884c\u4e1a\u7684\u5f71\u54cd<\/h2>\n<p>\u5bf9\u666e\u901a\u7528\u6237\u800c\u8a00\uff0cNPU\u5e26\u6765\u7684\u6700\u76f4\u89c2\u53d8\u5316\u662f<b>\u8bbe\u5907\u7aefAI\u529f\u80fd\u7684\u666e\u53ca<\/b>\u3002\u5b9e\u65f6\u7ffb\u8bd1\u3001\u56fe\u50cf\u751f\u6210\u3001\u8bed\u97f3\u52a9\u624b\u7b49\u529f\u80fd\u4e0d\u518d\u4f9d\u8d56\u4e91\u7aef\uff0c\u54cd\u5e94\u901f\u5ea6\u63d0\u5347\u6570\u4e2a\u6570\u91cf\u7ea7\uff0c\u8fd9\u4e5f\u662f\u79d1\u6280\u4ea7\u54c1\u4f53\u9a8c\u5347\u7ea7\u7684\u5173\u952e\u8def\u5f84\u3002<\/p>\n<ul>\n<li><strong>\u9690\u79c1\u4fdd\u62a4<\/strong>\uff1a\u654f\u611f\u6570\u636e\u65e0\u9700\u4e0a\u4f20\u4e91\u7aef\uff0c\u964d\u4f4e\u6cc4\u9732\u98ce\u9669<\/li>\n<li><strong>\u6210\u672c\u7ed3\u6784<\/strong>\uff1a\u8bbe\u5907\u7aef\u63a8\u7406\u51cf\u5c11\u4e91\u670d\u52a1\u8ba2\u9605\u4f9d\u8d56<\/li>\n<li><strong>\u65b0\u4ea4\u4e92\u5f62\u6001<\/strong>\uff1a\u79bb\u7ebf\u53ef\u7528\u6027\u50ac\u751f\u65b0\u578b\u79d1\u6280\u5e94\u7528\u573a\u666f<\/li>\n<\/ul>\n<p>\u5bf9\u79d1\u6280\u884c\u4e1a\u800c\u8a00\uff0c\u8fd9\u610f\u5473\u7740<b>\u7b97\u529b\u6c11\u4e3b\u5316<\/b>\u7684\u5f00\u7aef\u3002\u4e2d\u5c0f\u578b\u4f01\u4e1a\u65e0\u9700\u6784\u5efa\u5927\u89c4\u6a21GPU\u96c6\u7fa4\uff0c\u5373\u53ef\u90e8\u7f72\u5b9a\u5236\u5316AI\u6a21\u578b\uff0c\u63a8\u52a8\u79d1\u6280\u521b\u4e1a\u751f\u6001\u7e41\u8363\u3002<\/p>\n<h2>\u79d1\u6280\u4ea7\u4e1a\u683c\u5c40\u6f14\u53d8<\/h2>\n<p>NPU\u7684\u5174\u8d77\u6b63\u5728\u91cd\u5851\u79d1\u6280\u4ea7\u4e1a\u94fe\u5206\u5de5\u3002\u4f20\u7edf\u82af\u7247\u5de8\u5934\u9762\u4e34\u8f6c\u578b\u538b\u529b\uff0c\u65b0\u5174AI\u82af\u7247\u516c\u53f8\u83b7\u5f97\u53d1\u5c55\u7a97\u53e3\uff0c\u624b\u673a\u5382\u5546\u5f00\u59cb\u5728\u81ea\u7814NPU\u4e0a\u6295\u5165\u91cd\u5175\u3002<\/p>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-3\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-2587-1-jC1Fwk.png\" alt=\"\u5c40\u9650\u4e0e\u4e89\u8bae\uff1b\u6838\u5fc3\u77db\u76fe\uff1aNPU\u7684\u4e13\u7528\u6027\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u9650\u5236\u3002\u6a21\u578b\u67b6\u6784\u7684\u5feb\u901f\u8fed\u4ee3\u4f7f\u5f97\u786c\u4ef6\u4e13\u7528\u5316\u9762\u4e34\u9002\u914d\u538b\u529b\u3002\u5de5\u5177\u94fe\u788e\u7247\u5316\uff1a\u4e0d\u540c\u5382\u5546\u7684NPU\u7f3a\u4e4f\u7edf\u4e00\u8f6f\u4ef6\u6808\uff0c\u5f00\u53d1\u8005\u9700\u9488\u5bf9\u4e0d\u540c\u786c\u4ef6\u9002\u914d\u6a21\u578b\u517c\u5bb9\u6027\uff1aTransformer\u4e4b\u5916\u7684\u67b6\u6784\uff08\u5982\u56fe\u795e\u7ecf\u7f51\u7edc\uff09\u5728NPU\u4e0a\u7684\u4f18\u5316\u5c1a\u4e0d\u6210\u719f\u6210\u672c\u9677\u9631\uff1a\u4e13\u7528\u82af\u7247\u7684\u7814\u53d1\u6210\u672c\u9700\u901a\u8fc7\u51fa\u8d27\u91cf\u644a\u8584\uff0c\u4e2d\u5c0f\u5382\u5546\u96be\u4ee5\u627f\u53d7\u6b64\u5916\uff0c\u5e02\u573a\u5bf9NPU\u7684\u70ed\u60c5\u5b58\u5728\u9884\u671f\u5dee\u3002\u90e8\u5206\u5382\u5546\u5c06\u201c\u652f\u6301\u672c\u5730AI\u201d\u7b49\u540c\u4e8e\u201cNPU\u52a0\u6301\u201d\uff0c\u5b9e\u9645\u4e0a\u4ec5\u901a\u8fc7\u8f6f\u4ef6\u4f18\u5316\u4e5f\u53ef\u5b9e\u73b0\u6709\u9650\u6027\u80fd\u63d0\u5347\u3002\" loading=\"lazy\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 AI\u539f\u521b\u5f3a\u5173\u8054\u914d\u56fe<\/figcaption><\/figure>\n<div class=\"blockquote\">\n<p><strong>\u6838\u5fc3\u77db\u76fe\uff1a<\/strong>NPU\u7684\u4e13\u7528\u6027\u65e2\u662f\u4f18\u52bf\u4e5f\u662f\u9650\u5236\u3002\u6a21\u578b\u67b6\u6784\u7684\u5feb\u901f\u8fed\u4ee3\u4f7f\u5f97\u786c\u4ef6\u4e13\u7528\u5316\u9762\u4e34\u9002\u914d\u538b\u529b\uff0c\u8fd9\u9700\u8981\u79d1\u6280\u4ea7\u4e1a\u6301\u7eed\u6295\u5165\u7814\u53d1\u8d44\u6e90\u3002<\/p>\n<\/div>\n<ul>\n<li><b>\u5de5\u5177\u94fe\u788e\u7247\u5316<\/b>\uff1a\u4e0d\u540c\u5382\u5546\u7684NPU\u7f3a\u4e4f\u7edf\u4e00\u8f6f\u4ef6\u6808\uff0c\u5f00\u53d1\u8005\u9700\u9488\u5bf9\u4e0d\u540c\u786c\u4ef6\u9002\u914d<\/li>\n<li><b>\u6a21\u578b\u517c\u5bb9\u6027<\/b>\uff1aTransformer\u4e4b\u5916\u7684\u67b6\u6784\uff08\u5982\u56fe\u795e\u7ecf\u7f51\u7edc\uff09\u5728NPU\u4e0a\u7684\u4f18\u5316\u5c1a\u4e0d\u6210\u719f<\/li>\n<li><b>\u6210\u672c\u9677\u9631<\/b>\uff1a\u4e13\u7528\u82af\u7247\u7684\u7814\u53d1\u6210\u672c\u9700\u901a\u8fc7\u51fa\u8d27\u91cf\u644a\u8584\uff0c\u4e2d\u5c0f\u79d1\u6280\u5382\u5546\u96be\u4ee5\u627f\u53d7<\/li>\n<\/ul>\n<p>\u6b64\u5916\uff0c\u5e02\u573a\u5bf9NPU\u7684\u70ed\u60c5\u5b58\u5728<b>\u9884\u671f\u5dee<\/b>\u3002\u90e8\u5206\u5382\u5546\u5c06\u201c\u652f\u6301\u672c\u5730AI\u201d\u7b49\u540c\u4e8e\u201cNPU\u52a0\u6301\u201d\uff0c\u5b9e\u9645\u4e0a\u4ec5\u901a\u8fc7\u8f6f\u4ef6\u4f18\u5316\u4e5f\u53ef\u5b9e\u73b0\u6709\u9650\u6027\u80fd\u63d0\u5347\u3002<\/p>\n<h2>\u63a5\u4e0b\u6765\u503c\u5f97\u5173\u6ce8\u4ec0\u4e48<\/h2>\n<p>2026\u5e74\u4e0b\u534a\u5e74\uff0c\u79d1\u6280\u884c\u4e1a\u5c06\u8fdb\u5165<b>\u9a8c\u8bc1\u671f<\/b>\u3002\u5173\u952e\u89c2\u5bdf\u70b9\u5305\u62ec\uff1a<\/p>\n<ol>\n<li><b>\u6807\u51c6\u7edf\u4e00\u8fdb\u5c55<\/b>\uff1aMLIR\u3001ONNX\u7b49\u4e2d\u95f4\u8868\u793a\u5c42\u662f\u5426\u80fd\u771f\u6b63\u6253\u901a\u8de8\u5e73\u53f0\u90e8\u7f72<\/li>\n<li><b>\u65b0\u5174\u67b6\u6784\u6d8c\u73b0<\/b>\uff1a\u5b58\u7b97\u4e00\u4f53\u3001\u5149\u8ba1\u7b97\u7b49\u524d\u6cbf\u6280\u672f\u662f\u5426\u80fd\u5728\u63a8\u7406\u573a\u666f\u7387\u5148\u7a81\u7834<\/li>\n<li><b>\u6210\u672c\u66f2\u7ebf\u53d8\u5316<\/b>\uff1aNPU\u4ef7\u683c\u80fd\u5426\u964d\u81f3\u6d88\u8d39\u7535\u5b50\u53ef\u63a5\u53d7\u533a\u95f4\uff0c\u63a8\u52a8\u79d1\u6280\u4ea7\u54c1\u666e\u53ca<\/li>\n<\/ol>\n<div class=\"blockquote\">\n<p><strong>\u5224\u65ad\uff1a<\/strong>\u672a\u6765\u4e24\u5e74\u662f\u8fb9\u7f18AI\u57fa\u7840\u8bbe\u65bd\u7684\u79d1\u6280\u5e03\u5c40\u7a97\u53e3\u671f\u3002\u65e9\u671f\u5e03\u5c40\u7684\u5382\u5546\u5c06\u83b7\u5f97\u751f\u6001\u9501\u5b9a\u4f18\u52bf\uff0c\u4f46\u6280\u672f\u8def\u7ebf\u5c1a\u672a\u56fa\u5316\uff0c\u4ecd\u5b58\u5728\u53d8\u6570\u3002<\/p>\n<\/div>\n<h2>\u603b\u7ed3<\/h2>\n<p>NPU\u5728\u8fb9\u7f18\u63a8\u7406\u573a\u666f\u7684\u80fd\u6548\u8d85\u8d8a\uff0c\u4e0d\u662fGPU\u7684\u5931\u8d25\uff0c\u800c\u662f\u79d1\u6280\u8ba1\u7b97\u8303\u5f0f\u5206\u5316\u7684\u5fc5\u7136\u7ed3\u679c\u3002\u63a8\u7406\u8d1f\u8f7d\u7684\u6570\u5b66\u7279\u6027\u51b3\u5b9a\u4e86\u4e13\u7528\u786c\u4ef6\u7684\u4f18\u52bf\uff0c\u4f46\u8fd9\u4e00\u4f18\u52bf\u80fd\u5426\u8f6c\u5316\u4e3a\u5e02\u573a\u89c4\u6a21\uff0c\u53d6\u51b3\u4e8e\u5de5\u5177\u94fe\u6210\u719f\u5ea6\u3001\u6210\u672c\u63a7\u5236\u548c\u751f\u6001\u5efa\u8bbe\u3002<\/p>\n<figure class=\"wanlu-ai-figure wanlu-ai-figure-4\"><span class=\"wanlu-ai-tape\" aria-hidden=\"true\"><\/span><img decoding=\"async\" src=\"https:\/\/wanluu.com\/wp-content\/uploads\/2026\/08\/wanlu-ai-body-2587-1-zEeSeV.png\" alt=\"\u603b\u7ed3\uff1bNPU\u5728\u8fb9\u7f18\u63a8\u7406\u573a\u666f\u7684\u80fd\u6548\u8d85\u8d8a\uff0c\u4e0d\u662fGPU\u7684\u5931\u8d25\uff0c\u800c\u662f\u8ba1\u7b97\u8303\u5f0f\u5206\u5316\u7684\u5fc5\u7136\u7ed3\u679c\u3002\u63a8\u7406\u8d1f\u8f7d\u7684\u6570\u5b66\u7279\u6027\u51b3\u5b9a\u4e86\u4e13\u7528\u786c\u4ef6\u7684\u4f18\u52bf\uff0c\u4f46\u8fd9\u4e00\u4f18\u52bf\u80fd\u5426\u8f6c\u5316\u4e3a\u5e02\u573a\u89c4\u6a21\uff0c\u53d6\u51b3\u4e8e\u5de5\u5177\u94fe\u6210\u719f\u5ea6\u3001\u6210\u672c\u63a7\u5236\u548c\u751f\u6001\u5efa\u8bbe\u3002\u5bf9\u4e8e\u8bfb\u8005\u800c\u8a00\uff0c\u7406\u89e3\u8fd9\u4e00\u8d8b\u52bf\u7684\u5173\u952e\u4e0d\u5728\u4e8e\u6280\u672f\u53c2\u6570\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8ba4\u6e05\u7b97\u529b\u5206\u5e03\u6b63\u5728\u4ece\u96c6\u4e2d\u8d70\u5411\u5206\u6563\u7684\u5927\u8d8b\u52bf\u3002\u672a\u6765\u7684AI\u5e94\u7528\u7ade\u4e89\uff0c\u5c06\u5728\u8bbe\u5907\u7aef\u5c55\u5f00\u3002\" loading=\"lazy\"><figcaption>\u914d\u56fe\uff1a\u633d\u9e7f\u8d44\u8baf\u7f51 \u00b7 AI\u539f\u521b\u5f3a\u5173\u8054\u914d\u56fe<\/figcaption><\/figure>\n<p>\u5bf9\u4e8e\u79d1\u6280\u8bfb\u8005\u800c\u8a00\uff0c\u7406\u89e3\u8fd9\u4e00\u8d8b\u52bf\u7684\u5173\u952e\u4e0d\u5728\u4e8e\u6280\u672f\u53c2\u6570\u672c\u8eab\uff0c\u800c\u5728\u4e8e\u8ba4\u6e05<b>\u7b97\u529b\u5206\u5e03\u6b63\u5728\u4ece\u96c6\u4e2d\u8d70\u5411\u5206\u6563<\/b>\u7684\u5927\u8d8b\u52bf\u3002\u672a\u6765\u7684AI\u79d1\u6280\u5e94\u7528\u7ade\u4e89\uff0c\u5c06\u5728\u8bbe\u5907\u7aef\u5c55\u5f00\u3002<\/p>\n<div class=\"wanlu-ai-ending wanlu-ai-ending-blog\"><span>WANLU PRACTICAL GUIDE<\/span><\/p>\n<p>\u4ee5\u5b9e\u9645\u7ed3\u679c\u4e3a\u51c6\uff0c\u64cd\u4f5c\u524d\u8bf7\u6838\u5bf9\u5b98\u7f51\u7248\u672c\u3001\u6388\u6743\u548c\u5b89\u5168\u63d0\u793a\u3002<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>2026\u5e74\u8fb9\u7f18AI\u63a8\u7406\u82af\u7247\u8fce\u6765\u5173\u952e\u8f6c\u6298\u3002\u4e13\u4e3a\u63a8\u7406\u4f18\u5316\u7684NPU\u5728\u80fd\u6548\u6bd4\u4e0a\u9996\u6b21\u8ffd\u4e0a\u4f20\u7edfGPU\uff0c\u8fd9\u4e00\u6280\u672f\u7a81\u7834\u6b63\u5728\u91cd\u5851\u624b\u673a\u3001\u6c7d\u8f66\u3001IoT\u7b49\u667a\u80fd\u79d1\u6280\u8bbe\u5907\u7684\u7b97\u529b\u683c\u5c40\u3002<\/p>\n","protected":false},"author":0,"featured_media":2588,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"tags":[],"class_list":["post-2587","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-5"],"_links":{"self":[{"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/posts\/2587","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/comments?post=2587"}],"version-history":[{"count":2,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/posts\/2587\/revisions"}],"predecessor-version":[{"id":2595,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/posts\/2587\/revisions\/2595"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/media\/2588"}],"wp:attachment":[{"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/media?parent=2587"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/categories?post=2587"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/wanluu.com\/index.php\/wp-json\/wp\/v2\/tags?post=2587"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}