{"id":31663,"date":"2026-04-19T08:00:06","date_gmt":"2026-04-19T00:00:06","guid":{"rendered":"https:\/\/www.varidata.com\/?p=31663"},"modified":"2026-04-15T17:16:32","modified_gmt":"2026-04-15T09:16:32","slug":"gpu-or-npu-for-ai-inference-hosting","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/gpu-or-npu-for-ai-inference-hosting\/","title":{"rendered":"AI \u63a8\u7406\u4f3a\u670d\u5668\u79df\u7528\u8a72\u9078 GPU \u9084\u662f NPU"},"content":{"rendered":"\n<p>\u7576\u5de5\u7a0b\u5e2b\u8a55\u4f30<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/hk\/\" target=\"_blank\">AI \u63a8\u7406<\/a>\u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\u6642\uff0c\u771f\u6b63\u7684\u554f\u984c\u4e26\u4e0d\u662f\u54ea\u4e00\u7a2e\u52a0\u901f\u5668\u807d\u8d77\u4f86\u66f4\u65b0\uff0c\u800c\u662f\u54ea\u4e00\u7a2e\u8a08\u7b97\u8def\u5f91\u66f4\u5951\u5408\u5177\u9ad4\u5de5\u4f5c\u8ca0\u8f09\u3001\u8edf\u9ad4\u5806\u758a\u4ee5\u53ca\u7dad\u904b\u6a21\u578b\u3002\u5728<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/hk\/\" target=\"_blank\">\u9999\u6e2f\u90e8\u7f72\u5834\u666f<\/a>\u4e2d\uff0c\u9019\u500b\u9078\u64c7\u9084\u6703\u8207\u8de8\u5883\u5ef6\u9072\u3001\u7db2\u8def\u8986\u84cb\u7bc4\u570d\uff0c\u4ee5\u53ca\u5718\u968a\u5f9e\u539f\u578b\u8d70\u5411\u6b63\u5f0f\u4e0a\u7dda\u7684\u901f\u5ea6\u76f4\u63a5\u76f8\u95dc\u3002\u5c0d\u5927\u591a\u6578\u6280\u8853\u63a1\u8cfc\u8005\u800c\u8a00\uff0c\u570d\u7e5e AI \u63a8\u7406\u4f3a\u670d\u5668\u79df\u7528\u7684\u8a0e\u8ad6\uff0c\u5f80\u5f80\u59cb\u65bc\u57f7\u884c\u884c\u70ba\u672c\u8eab\uff1a\u901a\u7528\u578b\u4e26\u884c\u8a08\u7b97\u5f15\u64ce\u901a\u5e38\u66f4\u9069\u5408\u591a\u6a23\u5316\u6a21\u578b\uff0c\u800c\u795e\u7d93\u7db2\u8def\u512a\u5148\u7684\u5f15\u64ce\u5247\u66f4\u504f\u5411\u65bc\u7a69\u5b9a\u8a08\u7b97\u5716\u3001\u53d7\u9650\u7b97\u5b50\u96c6\u4ee5\u53ca\u6df1\u5ea6\u6700\u4f73\u5316\u5f8c\u7684\u80fd\u6548\u8868\u73fe\u3002<\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc\u9019\u500b\u9078\u64c7\u6703\u5728\u771f\u5be6\u63a8\u7406\u7cfb\u7d71\u4e2d\u5982\u6b64\u95dc\u9375<\/strong><\/h2>\n<p>\u63a8\u7406\u624d\u662f\u6a21\u578b\u771f\u6b63\u9762\u5c0d\u6d41\u91cf\u7684\u968e\u6bb5\u3002\u8a13\u7df4\u6216\u8a31\u66f4\u5bb9\u6613\u5438\u5f15\u95dc\u6ce8\uff0c\u4f46\u751f\u7522\u74b0\u5883\u4e2d\u7684\u58d3\u529b\uff0c\u6700\u7d42\u6703\u843d\u5728\u8acb\u6c42\u6392\u7a0b\u3001\u8a18\u61b6\u9ad4\u5340\u57df\u6027\u3001\u6279\u6b21\u8655\u7406\u884c\u70ba\u4ee5\u53ca\u5c3e\u5ef6\u9072\u4e0a\u3002\u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc\u786c\u9ad4\u9078\u578b\u4e0d\u80fd\u88ab\u7c21\u5316\u6210\u5e7e\u500b\u884c\u92b7\u6a19\u7c64\u3002\u4e00\u500b\u771f\u6b63\u7684\u751f\u7522\u7d1a\u63a8\u7406\u4f3a\u670d\u5668\u5fc5\u9808\u80fd\u5920\u61c9\u5c0d\u8907\u96dc\u800c\u4e0d\u5b8c\u7f8e\u7684\u73fe\u5be6\uff1a<\/p>\n<ul>\n<li>\u9762\u5c0d\u7684\u662f\u6df7\u5408\u8acb\u6c42\u898f\u6a21\uff0c\u800c\u4e0d\u662f\u5be6\u9a57\u5ba4\u88e1\u4e7e\u6de8\u6574\u9f4a\u7684\u57fa\u6e96\u8f38\u5165\uff1b<\/li>\n<li>\u4f75\u767c\u8ca0\u8f09\u5728\u9ad8\u5cf0\u8207\u4f4e\u8c37\u4e4b\u9593\u6ce2\u52d5\u660e\u986f\uff1b<\/li>\n<li>Token \u9577\u5ea6\u3001\u5f71\u50cf\u5c3a\u5bf8\u6216\u97f3\u8a0a\u6642\u9577\u6703\u5728\u57f7\u884c\u6642\u8b8a\u5316\uff1b<\/li>\n<li>\u6846\u67b6\u7248\u672c\u5347\u7d1a\u8207\u8a08\u7b97\u5716\u6539\u5beb\u7d93\u5e38\u767c\u751f\uff1b<\/li>\n<li>\u4e00\u65e6\u76ee\u6a19\u5f8c\u7aef\u7121\u6cd5\u5b8c\u6574\u652f\u63f4\u6a21\u578b\uff0c\u5c31\u6703\u51fa\u73fe\u7b97\u5b50\u56de\u9000\u57f7\u884c\u3002<\/li>\n<\/ul>\n<p>\u5b98\u65b9\u6846\u67b6\u6587\u4ef6\u5728\u8a0e\u8ad6\u908a\u7de3\u8207\u5d4c\u5165\u5f0f\u90e8\u7f72\u6642\uff0c\u53cd\u8986\u5f37\u8abf\u5f8c\u7aef\u5c08\u7528\u5316\u3001\u9762\u5411\u786c\u9ad4\u7684 lowering\uff0c\u4ee5\u53ca\u52a0\u901f\u5668\u7279\u5b9a\u7684\u57f7\u884c\u8def\u5f91\u3002\u9019\u4e9b\u8cc7\u6599\u4e5f\u63ed\u793a\u4e86\u4e00\u500b\u975e\u5e38\u5be6\u969b\u7684\u4e8b\u5be6\uff1a\u4e00\u65e6\u6a21\u578b\u88ab lowering \u5230\u67d0\u500b\u7279\u5b9a\u5f8c\u7aef\uff0c\u53ef\u651c\u6027\u5f80\u5f80\u5c31\u4e0d\u518d\u662f\u7d55\u5c0d\u7684\uff0c\u800c\u662f\u5e36\u6709\u689d\u4ef6\u7684\u3002\u9019\u4e00\u9ede\u5c0d\u65bc\u5e0c\u671b\u540c\u4e00\u5957\u7a0b\u5f0f\u78bc\u540c\u6642\u670d\u52d9 API\u3001\u5167\u90e8\u5de5\u5177\u4ee5\u53ca\u591a\u5340\u57df\u696d\u52d9\u74b0\u5883\u7684\u5718\u968a\u4f86\u8aaa\u5c24\u70ba\u91cd\u8981\u3002<\/p>\n<h2><strong>GPU \u8207 NPU\uff1a\u66f4\u504f\u6975\u5ba2\u8996\u89d2\u7684\u5dee\u7570<\/strong><\/h2>\n<p>\u5728\u6a21\u578b\u8b8a\u5316\u983b\u7e41\u3001\u6a21\u578b\u898f\u6a21\u8f03\u5927\u3001\u985e\u578b\u591a\u6a23\uff0c\u6216\u8005\u958b\u767c\u8005\u5e0c\u671b\u76e1\u53ef\u80fd\u6e1b\u5c11\u5de5\u5177\u93c8\u610f\u5916\u7684\u5834\u666f\u4e0b\uff0c\u57fa\u65bc GPU \u7684\u63a8\u7406\u8def\u5f91\u901a\u5e38\u662f\u66f4\u7a69\u59a5\u7684\u9078\u64c7\u3002GPU \u4e26\u4e0d\u795e\u5947\uff0c\u5b83\u53ea\u662f\u53d7\u76ca\u65bc\u66f4\u6210\u719f\u7684\u7de8\u8b6f\u8def\u5f91\u3001\u66f4\u5ee3\u6cdb\u7684\u6846\u67b6\u6574\u5408\uff0c\u4ee5\u53ca\u9577\u671f\u4ee5\u4f86\u5728\u9748\u6d3b\u8655\u7406\u9ad8\u5bc6\u5ea6\u4e26\u884c\u8a08\u7b97\u65b9\u9762\u7d2f\u7a4d\u4e0b\u4f86\u7684\u751f\u614b\u512a\u52e2\u3002<\/p>\n<p>NPU \u8def\u5f91\u5247\u4e0d\u540c\u3002\u5b83\u662f\u570d\u7e5e\u795e\u7d93\u7db2\u8def\u57f7\u884c\u6548\u7387\u4f86\u8a2d\u8a08\u7684\uff0c\u901a\u5e38\u6703\u5c0d\u8a08\u7b97\u5716\u7d50\u69cb\u3001\u91cf\u5316\u7b56\u7565\u3001\u652f\u63f4\u7b97\u5b50\u4ee5\u53ca\u8a18\u61b6\u9ad4\u898f\u5283\u505a\u51fa\u66f4\u5f37\u7684\u5047\u8a2d\u3002\u5b98\u65b9\u908a\u7de3\u90e8\u7f72\u6587\u4ef6\u901a\u5e38\u5c07 NPU \u5f8c\u7aef\u63cf\u8ff0\u70ba\u9ad8\u5ea6\u6700\u4f73\u5316\uff0c\u4f46\u4e5f\u660e\u78ba\u4f9d\u8cf4\u65bc\u76ee\u6a19\u5e73\u53f0\u7279\u5b9a\u7684 lowering \u548c\u9762\u5411\u52a0\u901f\u5668\u7684\u7de8\u8b6f\u3002\u5728\u5be6\u52d9\u88e1\uff0c\u9019\u901a\u5e38\u610f\u5473\u8457\uff1a\u53ea\u8981\u8a08\u7b97\u5716\u8db3\u5920\u300c\u898f\u6574\u300d\uff0c\u5b83\u5c31\u80fd\u5e36\u4f86\u51fa\u8272\u7684\u6548\u7387\uff1b\u4e00\u65e6\u504f\u96e2\u7406\u60f3\u8def\u5f91\uff0c\u9748\u6d3b\u6027\u5c31\u6703\u660e\u986f\u4e0b\u964d\u3002<\/p>\n<ol>\n<li><strong>GPU \u7684\u908f\u8f2f\uff1a<\/strong>\u66f4\u901a\u7528\u7684\u4e26\u884c\u8a08\u7b97\u80fd\u529b\u3001\u66f4\u5f37\u7684\u8edf\u9ad4\u751f\u614b\u53ef\u651c\u6027\u3001\u66f4\u5bb9\u6613\u627f\u8f09\u591a\u6a23\u5316\u6a21\u578b\u3002<\/li>\n<li><strong>NPU \u7684\u908f\u8f2f\uff1a<\/strong>\u66f4\u5c08\u7528\u7684\u795e\u7d93\u7db2\u8def\u57f7\u884c\u65b9\u5f0f\u3001\u66f4\u9ad8\u7684\u80fd\u6548\u6f5b\u529b\u3001\u66f4\u56b4\u683c\u7684\u90e8\u7f72\u9650\u5236\u3002<\/li>\n<li><strong>\u5de5\u7a0b\u4e0a\u7684\u7d50\u679c\uff1a<\/strong>\u5982\u679c\u91cd\u8996\u9748\u6d3b\u6027\uff0c\u901a\u5e38\u504f\u5411 GPU\uff1b\u5982\u679c\u662f\u5728\u56fa\u5b9a\u689d\u4ef6\u4e0b\u8ffd\u6c42\u7a69\u5b9a\u6548\u7387\uff0c\u5247\u53ef\u80fd\u504f\u5411 NPU\u3002<\/li>\n<\/ol>\n<h2><strong>\u6846\u67b6\u73fe\u5be6\u5982\u4f55\u6539\u8b8a\u9019\u500b\u9078\u64c7<\/strong><\/h2>\n<p>\u5de5\u7a0b\u5e2b\u771f\u6b63\u90e8\u7f72\u7684\u5f9e\u4f86\u4e0d\u662f\u300c\u88f8\u786c\u9ad4\u300d\uff0c\u800c\u662f\u900f\u904e\u57f7\u884c\u6642\u3001\u5716\u7de8\u8b6f\u5668\u3001\u6838\u5fc3\u3001delegate\u3001\u532f\u51fa\u5668\u4ee5\u53ca\u670d\u52d9\u5c64\u5171\u540c\u7d44\u6210\u7684\u57f7\u884c\u9ad4\u7cfb\u3002\u7406\u8ad6\u5728\u9019\u88e1\u958b\u59cb\u9047\u5230\u73fe\u5be6\u4e2d\u7684\u300c\u5751\u300d\u3002\u6709\u4e9b\u57f7\u884c\u6642\u78ba\u5be6\u5728\u540c\u4e00\u500b\u6846\u67b6\u4e0b\u66b4\u9732 CPU\u3001GPU \u548c NPU \u5f8c\u7aef\uff0c\u4f46\u5f8c\u7aef\u4e26\u5b58\u4e26\u4e0d\u7b49\u65bc\u80fd\u529b\u5b8c\u5168\u5c0d\u7b49\u3002\u73fe\u4ee3\u908a\u7de3\u57f7\u884c\u6642\u7684\u6587\u4ef6\u660e\u78ba\u6307\u51fa\uff0c\u5f8c\u7aef\u9078\u64c7\u6703\u5f71\u97ff\u6700\u4f73\u5316\u884c\u70ba\u3001\u7522\u7269\u751f\u6210\u65b9\u5f0f\uff0c\u5728\u67d0\u4e9b\u60c5\u6cc1\u4e0b\u751a\u81f3\u6703\u6539\u8b8a\u6a21\u578b\u8868\u793a\u672c\u8eab\u3002<\/p>\n<p>\u9019\u6703\u5e36\u4f86\u5e7e\u500b\u76f4\u63a5\u5f71\u97ff\uff1a<\/p>\n<ul>\n<li>\u7b97\u5b50\u8986\u84cb\u7387\u53ef\u80fd\u6210\u70ba\u96b1\u85cf\u6700\u6df1\u7684\u74f6\u9838\uff1b<\/li>\n<li>\u91cf\u5316\u5728\u67d0\u4e9b\u8def\u5f91\u4e0a\u662f\u53ef\u9078\u9805\uff0c\u800c\u5728\u53e6\u4e00\u4e9b\u8def\u5f91\u4e0a\u5247\u662f\u524d\u63d0\u689d\u4ef6\uff1b<\/li>\n<li>\u52d5\u614b shape \u5728 lowering \u5f8c\u53ef\u80fd\u9000\u5316\u70ba\u975c\u614b\u5047\u8a2d\uff1b<\/li>\n<li>\u56de\u9000\u57f7\u884c\u53ef\u80fd\u6703\u62b9\u6389\u539f\u672c\u671f\u5f85\u4e2d\u7684\u6548\u7387\u6536\u76ca\uff1b<\/li>\n<li>\u4e0d\u540c\u5f8c\u7aef\u5728\u5206\u6790\u3001\u9664\u932f\u8207\u5b9a\u4f4d\u554f\u984c\u6642\u7684\u5de5\u4f5c\u6d41\u7a0b\u5dee\u7570\u5f88\u5927\u3002<\/li>\n<\/ul>\n<p>\u5982\u679c\u4f60\u7684\u5718\u968a\u7d93\u5e38\u66f4\u63db\u6a21\u578b\u3001\u6e2c\u8a66\u4e0d\u540c\u67b6\u69cb\uff0c\u6216\u8005\u5e0c\u671b\u5728\u540c\u4e00\u500b\u7bc0\u9ede\u4e0a\u540c\u6642\u63d0\u4f9b\u591a\u7a2e\u6a21\u614b\u670d\u52d9\uff0c\u90a3\u9ebc GPU \u8def\u5f91\u901a\u5e38\u66f4\u4e0d\u5bb9\u6613\u300c\u8e29\u96f7\u300d\u3002\u5982\u679c\u4f60\u7684\u8a08\u7b97\u5716\u5df2\u7d93\u7a69\u5b9a\uff0c\u800c\u4e14\u90e8\u7f72\u5718\u968a\u9858\u610f\u63a5\u53d7\u5f8c\u7aef\u7279\u5b9a\u7684\u6700\u4f73\u5316\u5de5\u4f5c\uff0c\u90a3\u9ebc NPU \u8def\u5f91\u5c31\u53ef\u80fd\u5e36\u4f86\u66f4\u4e7e\u6de8\u7684\u80fd\u6548\u908a\u754c\u3002<\/p>\n<h2><strong>GPU \u901a\u5e38\u5728\u54ea\u4e9b\u5834\u666f\u66f4\u5360\u512a<\/strong><\/h2>\n<p>\u5728\u9748\u6d3b\u6027\u6bd4\u300c\u7d14\u7cb9\u5c08\u7528\u5316\u300d\u66f4\u91cd\u8981\u7684\u74b0\u5883\u88e1\uff0c\u57fa\u65bc GPU \u7684\u63a8\u7406\u4f3a\u670d\u5668\u901a\u5e38\u66f4\u9069\u5408\u4f5c\u70ba\u5de5\u7a0b\u9810\u8a2d\u65b9\u6848\u3002\u5c0d\u65bc\u5728\u9999\u6e2f\u4f3a\u670d\u5668\u79df\u7528\u74b0\u5883\u4e2d\u5efa\u69cb API\u3001\u5167\u90e8\u5e73\u53f0\u6216\u6df7\u5408\u578b\u8ca0\u8f09\u7684\u6280\u8853\u5718\u968a\u800c\u8a00\uff0c\u9019\u4e00\u9ede\u5c24\u5176\u660e\u986f\u3002<\/p>\n<ul>\n<li><strong>\u5927\u578b\u6a21\u578b\u670d\u52d9\uff1a<\/strong>\u7121\u8ad6\u662f Transformer \u98a8\u683c\u63a8\u7406\u3001\u9577\u4e0a\u4e0b\u6587\u8655\u7406\uff0c\u9084\u662f\u591a\u968e\u6bb5\u751f\u6210\u5f0f\u6d41\u7a0b\uff0c\u901a\u5e38\u90fd\u66f4\u9069\u5408\u904b\u884c\u5728\u9748\u6d3b\u7684\u52a0\u901f\u5668\u5806\u758a\u4e0a\u3002<\/li>\n<li><strong>\u591a\u6a21\u578b\u7bc0\u9ede\uff1a<\/strong>\u5982\u679c\u4e00\u53f0\u4f3a\u670d\u5668\u540c\u6642\u627f\u8f09\u6587\u5b57\u3001\u8996\u89ba\u3001\u5411\u91cf\u5d4c\u5165\u8207\u6392\u5e8f\u670d\u52d9\uff0c\u90a3\u9ebc\u901a\u7528\u52a0\u901f\u65b9\u6848\u5f80\u5f80\u80fd\u986f\u8457\u964d\u4f4e\u7dad\u904b\u6469\u64e6\u3002<\/li>\n<li><strong>\u5feb\u901f\u8fed\u4ee3\uff1a<\/strong>\u7576\u6a21\u578b\u3001tokenizer\u3001\u524d\u8655\u7406\u6216\u57f7\u884c\u6642\u7d93\u5e38\u8b8a\u52d5\u6642\uff0c\u6210\u719f\u5de5\u5177\u93c8\u53ef\u4ee5\u6709\u6548\u964d\u4f4e\u9077\u79fb\u98a8\u96aa\u3002<\/li>\n<li><strong>\u6df7\u5408\u7cbe\u5ea6\u5be6\u9a57\uff1a<\/strong>\u5c0d\u591a\u7a2e\u6578\u503c\u683c\u5f0f\u7684\u5ee3\u6cdb\u652f\u63f4\uff0c\u6709\u52a9\u65bc\u6700\u4f73\u5316\u904e\u7a0b\u66f4\u52a0\u9806\u66a2\u3002<\/li>\n<li><strong>\u53ef\u9664\u932f\u6027\uff1a<\/strong>\u6548\u80fd\u5206\u6790\u3001\u93c8\u8def\u8ffd\u8e64\u4ee5\u53ca\u66f4\u5e95\u5c64\u7684\u6838\u5fc3\u53ef\u89c0\u6e2c\u6027\u901a\u5e38\u66f4\u6210\u719f\u3002<\/li>\n<\/ul>\n<p>\u5c0d\u5de5\u7a0b\u5e2b\u800c\u8a00\uff0c\u9019\u7a2e\u512a\u52e2\u4e0d\u50c5\u50c5\u9ad4\u73fe\u5728\u6548\u80fd\u4e0a\uff0c\u66f4\u9ad4\u73fe\u5728\u5de5\u4f5c\u8ca0\u8f09\u80fd\u6b63\u78ba\u57f7\u884c\u3001\u904e\u7a0b\u53ef\u89c0\u6e2c\uff0c\u4ee5\u53ca\u5728\u4e0b\u4e00\u6b21\u6846\u67b6\u5347\u7d1a\u6216\u6a21\u578b\u8b8a\u66f4\u5f8c\u4ecd\u7136\u6613\u65bc\u7dad\u8b77\u3002\u9019\u7a2e\u50f9\u503c\u5728 AI \u63a8\u7406\u4f3a\u670d\u5668\u79df\u7528\u4e2d\u7d93\u5e38\u88ab\u4f4e\u4f30\u3002<\/p>\n<h2><strong>NPU \u901a\u5e38\u5728\u54ea\u4e9b\u5834\u666f\u66f4\u5360\u512a<\/strong><\/h2>\n<p>\u7576\u5de5\u4f5c\u8ca0\u8f09\u8db3\u5920\u72f9\u7a84\u3001\u8db3\u5920\u91cd\u8907\uff0c\u4e26\u4e14\u5df2\u7d93\u570d\u7e5e\u56fa\u5b9a\u90e8\u7f72\u76ee\u6a19\u505a\u904e\u5c08\u9580\u6700\u4f73\u5316\u6642\uff0cNPU \u624d\u6703\u771f\u6b63\u5c55\u73fe\u5438\u5f15\u529b\u3002\u795e\u7d93\u7db2\u8def\u52a0\u901f\u5f8c\u7aef\u7684\u5b98\u65b9\u6307\u5357\u901a\u5e38\u6703\u5f37\u8abf\u91cf\u5316\u57f7\u884c\u3001\u76ee\u6a19\u5e73\u53f0\u5c08\u7528\u7de8\u8b6f\u4ee5\u53ca\u7cbe\u7d30\u7684\u8a18\u61b6\u9ad4\u653e\u7f6e\u3002\u9019\u4e9b\u4e26\u4e0d\u662f\u7121\u8db3\u8f15\u91cd\u7684\u5be6\u4f5c\u7d30\u7bc0\uff0c\u800c\u662f\u6574\u500b\u90e8\u7f72\u6a21\u5f0f\u7684\u57fa\u790e\u3002<\/p>\n<p>\u5178\u578b\u9069\u5408 NPU \u7684\u5834\u666f\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\u8f38\u5165\u5c3a\u5bf8\u7a69\u5b9a\u3001\u7b97\u5b50\u5716\u56fa\u5b9a\u7684\u8996\u89ba\u8655\u7406\u6d41\u7a0b\uff1b<\/li>\n<li>\u6a21\u578b\u6f14\u9032\u8f03\u6162\u7684\u8a9e\u97f3\u6216\u611f\u6e2c\u5668\u63a8\u7406\u4efb\u52d9\uff1b<\/li>\n<li>\u5c0d\u80fd\u8017\u8207\u6563\u71b1\u5305\u7d61\u6709\u56b4\u683c\u8981\u6c42\u7684\u5d4c\u5165\u5f0f\u6216\u908a\u7de3\u90e8\u7f72\uff1b<\/li>\n<li>\u540c\u4e00\u7a2e\u63a8\u7406\u8a2d\u5099\u9700\u8981\u5927\u898f\u6a21\u8907\u88fd\u90e8\u7f72\u7684\u5834\u666f\uff1b<\/li>\n<li>\u91cf\u5316\u5df2\u7d93\u6210\u70ba\u6a21\u578b\u751f\u547d\u9031\u671f\u4e00\u90e8\u5206\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/li>\n<\/ol>\n<p>\u5c0d\u9019\u4e9b\u5de5\u4f5c\u8ca0\u8f09\u800c\u8a00\uff0cNPU \u7684\u512a\u52e2\u5f80\u5f80\u4e0d\u53ea\u662f\u9ad4\u73fe\u5728\u67d0\u500b\u55ae\u4e00\u57fa\u6e96\u503c\u4e0a\uff0c\u66f4\u5728\u65bc\u5b83\u80fd\u5920\u8b93\u57f7\u884c\u8def\u5f91\u66f4\u52a0\u300c\u7d00\u5f8b\u5316\u300d\u3002\u53ea\u8981\u8a08\u7b97\u5716\u53ef\u63a7\u3001\u6838\u5fc3\u8207\u652f\u63f4\u7b97\u5b50\u5c0d\u9f4a\u3001\u57f7\u884c\u6642\u4e5f\u570d\u7e5e\u76ee\u6a19\u5e73\u53f0\u505a\u4e86\u8abf\u6821\uff0c\u6574\u500b\u90e8\u7f72\u53ef\u4ee5\u975e\u5e38\u512a\u96c5\u3002\u4e00\u65e6\u9019\u4e9b\u5047\u8a2d\u4e2d\u7684\u4efb\u4e00\u689d\u5931\u6548\uff0c\u9019\u7a2e\u512a\u96c5\u5c31\u6703\u8fc5\u901f\u6d88\u5931\u3002<\/p>\n<h2><strong>\u5ef6\u9072\u3001\u541e\u5410\u8207\u300c\u904e\u5ea6\u7c21\u5316\u57fa\u6e96\u6e2c\u8a66\u300d\u7684\u9677\u9631<\/strong><\/h2>\n<p>\u5f88\u591a\u57fa\u790e\u8a2d\u65bd\u6587\u7ae0\u5728\u8a0e\u8ad6\u786c\u9ad4\u6642\uff0c\u559c\u6b61\u7528\u5b64\u7acb\u7684\u541e\u5410\u6578\u5b57\u4f86\u5851\u9020\u512a\u52e2\uff0c\u4f46\u5de5\u7a0b\u5e2b\u90fd\u77e5\u9053\uff0c\u751f\u7522\u74b0\u5883\u7684\u884c\u70ba\u662f\u7531\u4f47\u5217\u3001\u6279\u6b21\u7b56\u7565\u3001\u8a18\u61b6\u9ad4\u62f7\u8c9d\u3001\u5e8f\u5217\u5316\u958b\u92b7\u548c\u7db2\u8def\u6296\u52d5\u5171\u540c\u5851\u9020\u7684\u3002\u4e3b\u6d41\u6846\u67b6\u7684\u670d\u52d9\u6587\u4ef6\u4e5f\u6307\u51fa\uff0c\u6279\u6b21\u7b56\u7565\u548c\u8acb\u6c42\u7279\u5fb5\u5c0d\u7d50\u679c\u7684\u5f71\u97ff\uff0c\u5f80\u5f80\u4e26\u4e0d\u4e9e\u65bc\u786c\u9ad4\u672c\u8eab\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u5728\u9078\u64c7 GPU \u9084\u662f NPU \u4e4b\u524d\uff0c\u66f4\u61c9\u8a72\u512a\u5148\u9a57\u8b49\u4ee5\u4e0b\u554f\u984c\uff0c\u800c\u4e0d\u662f\u8ffd\u9010\u8868\u9762\u7684\u300c\u8dd1\u5206\u300d\uff1a<\/p>\n<ul>\n<li>\u9019\u500b\u5de5\u4f5c\u8ca0\u8f09\u66f4\u9069\u5408\u5927\u6279\u6b21\u8655\u7406\uff0c\u9084\u662f\u5c0d\u4f4e\u5ef6\u9072\u66f4\u654f\u611f\uff1f<\/li>\n<li>\u8f38\u5165 shape \u662f\u5426\u8db3\u5920\u7a69\u5b9a\uff0c\u5f9e\u800c\u652f\u63f4\u5f8c\u7aef\u7279\u5b9a\u6700\u4f73\u5316\uff1f<\/li>\n<li>\u662f\u5426\u6703\u56e0\u70ba\u4e0d\u652f\u63f4\u7684\u7b97\u5b50\u800c\u89f8\u767c\u7de9\u6162\u7684\u56de\u9000\u8def\u5f91\uff1f<\/li>\n<li>\u524d\u8655\u7406\u8207\u5f8c\u8655\u7406\u80fd\u5426\u7dad\u6301\u5728\u540c\u4e00\u689d\u57f7\u884c\u93c8\u8def\u4e2d\u5b8c\u6210\uff1f<\/li>\n<li>\u6d41\u91cf\u6a21\u5f0f\u66f4\u734e\u52f5\u5c08\u7528\u8abf\u6821\uff0c\u9084\u662f\u66f4\u9700\u8981\u5ee3\u6cdb\u76f8\u5bb9\u6027\uff1f<\/li>\n<\/ul>\n<p>\u5373\u4fbf\u67d0\u7a2e\u52a0\u901f\u5668\u5728\u5be6\u9a57\u74b0\u5883\u88e1\u8868\u73fe\u51fa\u8272\uff0c\u5982\u679c\u6bcf\u500b\u8acb\u6c42\u4ecd\u7136\u5728\u7de8\u6392\u3001\u8f49\u63db\u6216\u56de\u9000\u7a0b\u5f0f\u78bc\u4e2d\u6d6a\u8cbb\u5927\u91cf\u6642\u9593\uff0c\u5b83\u5728\u751f\u7522\u4e2d\u4f9d\u7136\u53ef\u80fd\u5931\u6557\u3002\u63a8\u7406\u4f3a\u670d\u5668\u8a2d\u8a08\u672c\u8cea\u4e0a\u662f\u4e00\u500b\u7cfb\u7d71\u5de5\u7a0b\u554f\u984c\uff0c\u800c\u4e0d\u53ea\u662f\u4e00\u500b\u6676\u7247\u9078\u64c7\u554f\u984c\u3002<\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc\u9999\u6e2f\u9069\u5408 AI \u63a8\u7406\u4f3a\u670d\u5668\u79df\u7528<\/strong><\/h2>\n<p>\u5c0d\u65bc\u9700\u8981\u540c\u6642\u670d\u52d9\u4e2d\u570b\u5927\u9678\u76f8\u95dc\u5340\u57df\u3001\u5468\u908a\u5e02\u5834\u4ee5\u53ca\u570b\u969b\u6d41\u91cf\u7684\u5718\u968a\u800c\u8a00\uff0c\u9999\u6e2f\u4f3a\u670d\u5668\u79df\u7528\u901a\u5e38\u4f4d\u65bc\u4e00\u500b\u975e\u5e38\u5be6\u7528\u7684\u4e2d\u9593\u4f4d\u7f6e\u3002\u5b83\u4e4b\u6240\u4ee5\u6709\u5438\u5f15\u529b\uff0c\u4e26\u4e0d\u662f\u56e0\u70ba\u6982\u5ff5\u71b1\u5ea6\uff0c\u800c\u662f\u56e0\u70ba\u7db2\u8def\u5730\u7406\u4f4d\u7f6e\u672c\u8eab\u5c31\u6703\u5f71\u97ff\u7cfb\u7d71\u67b6\u69cb\u3002AI API \u5c0d\u56de\u61c9\u6ce2\u52d5\u975e\u5e38\u654f\u611f\uff0c\u800c\u4e00\u65e6\u50b3\u8f38\u884c\u70ba\u4e0d\u7a69\u5b9a\uff0c\u6574\u500b\u63a8\u7406\u7cfb\u7d71\u7684\u8106\u5f31\u6027\u5c31\u6703\u8fc5\u901f\u4e0a\u5347\u3002<\/p>\n<p>\u9999\u6e2f\u901a\u5e38\u9069\u5408\u4ee5\u4e0b\u985e\u578b\u7684\u90e8\u7f72\uff1a<\/p>\n<ul>\n<li>\u9700\u8981\u5728\u591a\u500b\u5e02\u5834\u4e4b\u9593\u5e73\u8861\u5b58\u53d6\u9ad4\u9a57\u7684\u5340\u57df API \u9598\u9053\uff1b<\/li>\n<li>\u5c0d\u8def\u7531\u54c1\u8cea\u8207\u8a08\u7b97\u8cc7\u6e90\u540c\u6a23\u654f\u611f\u7684\u8de8\u5883\u63a8\u7406\u670d\u52d9\uff1b<\/li>\n<li>\u5728\u540c\u4e00\u7dad\u904b\u898f\u5283\u4e2d\u540c\u6642\u7d50\u5408\u4f3a\u670d\u5668\u79df\u7528\u8207\u4f3a\u670d\u5668\u8a17\u7ba1\u7684\u6df7\u5408\u90e8\u7f72\uff1b<\/li>\n<li>\u5e0c\u671b\u66f4\u9806\u66a2\u5730\u9023\u63a5\u4e0a\u6e38\u8207\u4e0b\u6e38\u570b\u969b\u670d\u52d9\u7684\u6280\u8853\u5718\u968a\u3002<\/li>\n<\/ul>\n<p>\u5c0d\u6280\u8853\u4eba\u54e1\u800c\u8a00\uff0c\u6838\u5fc3\u89c0\u9ede\u5176\u5be6\u5f88\u76f4\u63a5\uff1a\u5982\u679c\u53ea\u9078\u64c7\u52a0\u901f\u5668\u800c\u4e0d\u540c\u6642\u8003\u616e\u7db2\u8def\u4f4d\u7f6e\uff0c\u90a3\u9ebc\u9019\u500b\u8a2d\u8a08\u53ea\u5b8c\u6210\u4e86\u4e00\u534a\u3002\u90e8\u7f72\u5728\u9999\u6e2f\u7684 AI 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NPU\u3002<\/li>\n<li><strong>\u91cf\u5316\u6210\u719f\u5ea6\uff1a<\/strong>\u5982\u679c\u6574\u500b\u6d41\u7a0b\u5df2\u7d93\u4f9d\u8cf4\u91cf\u5316\u7522\u7269\uff0cNPU \u624d\u66f4\u5177\u73fe\u5be6\u53ef\u884c\u6027\u3002<\/li>\n<li><strong>\u5de5\u5177\u93c8\u6210\u719f\u5ea6\uff1a<\/strong>\u5982\u679c\u5718\u968a\u9700\u8981\u66f4\u5bb9\u6613\u7684\u9664\u932f\u65b9\u5f0f\u8207\u66f4\u5ee3\u7684\u6846\u67b6\u652f\u63f4\uff0c\u7e7c\u7e8c\u9078\u64c7 GPU \u66f4\u7a69\u59a5\u3002<\/li>\n<li><strong>\u529f\u8017\u8207\u6563\u71b1\u9650\u5236\uff1a<\/strong>\u5982\u679c\u80fd\u6548\u662f\u7cfb\u7d71\u67b6\u69cb\u7684\u6838\u5fc3\u76ee\u6a19\uff0c\u90a3\u9ebc\u61c9\u512a\u5148\u8a55\u4f30 NPU\u3002<\/li>\n<li><strong>\u670d\u52d9\u7bc4\u570d\uff1a<\/strong>\u5982\u679c\u4e00\u500b\u7bc0\u9ede\u8981\u540c\u6642\u627f\u8f09\u591a\u7a2e\u5de5\u4f5c\u8ca0\u8f09\uff0cGPU \u901a\u5e38\u66f4\u4e7e\u6de8\u4fd0\u843d\u3002<\/li>\n<\/ol>\n<p>\u4e5f\u53ef\u4ee5\u6309\u90e8\u7f72\u74b0\u5883\u4f86\u7c97\u7565\u6620\u5c04\uff1a<\/p>\n<ul>\n<li><strong>\u539f\u578b\u9a57\u8b49\u5e73\u53f0\uff1a<\/strong>GPU\u3002<\/li>\n<li><strong>\u901a\u7528 API \u4f3a\u670d\u5668\u79df\u7528\uff1a<\/strong>GPU\u3002<\/li>\n<li><strong>\u56fa\u5b9a\u529f\u80fd\u7684\u908a\u7de3\u8a2d\u5099\uff1a<\/strong>NPU\u3002<\/li>\n<li><strong>\u6df7\u5408\u5340\u57df\u63a8\u7406\u53e2\u96c6\uff1a<\/strong>\u512a\u5148 GPU\uff0c\u53ea\u5728\u5c08\u7528\u93c8\u8def\u4e2d\u5f15\u5165 NPU\u3002<\/li>\n<li><strong>\u9577\u751f\u547d\u9031\u671f\u5d4c\u5165\u5f0f\u90e8\u7f72\uff1a<\/strong>\u5982\u679c\u8edf\u9ad4\u5951\u7d04\u8db3\u5920\u7a69\u5b9a\uff0c\u53ef\u4ee5\u8003\u616e NPU\u3002<\/li>\n<\/ul>\n<h2><strong>\u90a3\u4e9b\u7d93\u5e38\u88ab\u5ffd\u7565\u7684\u7dad\u904b\u98a8\u96aa<\/strong><\/h2>\n<p>\u95dc\u65bc\u786c\u9ad4\u7684\u722d\u8ad6\uff0c\u5e38\u5e38\u5ffd\u7565\u6389\u7dad\u8b77\u6210\u672c\uff0c\u4f46\u751f\u7522\u5718\u968a\u771f\u6b63\u9762\u5c0d\u7684\uff0c\u6070\u6070\u90fd\u662f\u9019\u4e9b\u7d30\u7bc0\uff1a<\/p>\n<ul>\n<li>\u9a45\u52d5\u8207\u57f7\u884c\u6642\u4e4b\u9593\u7684\u76f8\u5bb9\u8996\u7a97\uff1b<\/li>\n<li>\u6846\u67b6\u5347\u7d1a\u5f8c\u5716\u532f\u51fa\u884c\u70ba\u7684\u56de\u6b78\u554f\u984c\uff1b<\/li>\n<li>\u5f8c\u7aef\u5c08\u7528\u6545\u969c\u7684\u53ef\u89c0\u6e2c\u6027\u4e0d\u8db3\uff1b<\/li>\n<li>\u6a21\u578b\u66f4\u65b0\u5f8c\u91cd\u65b0\u91cf\u5316\u5e36\u4f86\u7684\u984d\u5916\u6210\u672c\uff1b<\/li>\n<li>\u908a\u7de3\u7aef\u5c08\u5c6c\u554f\u984c\u96e3\u4ee5\u5728\u4f3a\u670d\u5668\u7aef\u6e2c\u8a66\u4e2d\u91cd\u73fe\u3002<\/li>\n<\/ul>\n<p>\u4e5f\u6b63\u56e0\u5982\u6b64\uff0c\u4fdd\u5b88\u4e00\u4e9b\u7684\u8a2d\u8a08\u53cd\u800c\u5e38\u5e38\u80fd\u7bc0\u7701\u6578\u500b\u6708\u6642\u9593\u3002GPU \u5806\u758a\u5728\u7d19\u9762\u4e0a\u4e5f\u8a31\u6c92\u6709\u90a3\u9ebc\u300c\u6975\u81f4\u300d\uff0c\u4f46\u5982\u679c\u5b83\u80fd\u964d\u4f4e\u9077\u79fb\u98a8\u96aa\uff0c\u4e26\u4fdd\u6301\u8f03\u5f37\u7684\u53ef\u89c0\u6e2c\u6027\uff0c\u90a3\u9ebc\u5728\u5f88\u591a\u60c5\u6cc1\u4e0b\u5b83\u53cd\u800c\u662f\u66f4\u7406\u6027\u7684\u7cfb\u7d71\u5de5\u7a0b\u9078\u64c7\u3002\u76f8\u5c0d\u5730\uff0cNPU \u5806\u758a\u53ea\u6709\u5728\u5de5\u4f5c\u8ca0\u8f09\u8db3\u5920\u7a69\u5b9a\u3001\u4e26\u4e14\u5f8c\u7aef\u5c08\u7528\u5de5\u7a0b\u6295\u5165\u53ef\u4ee5\u5728\u9577\u671f\u88e1\u88ab\u6524\u63d0\u6642\uff0c\u624d\u771f\u6b63\u503c\u5f97\u3002<\/p>\n<h2><strong>\u9999\u6e2f\u90e8\u7f72\u898f\u5283\u7684\u6700\u4f73\u5be6\u52d9<\/strong><\/h2>\n<p>\u5c0d\u65bc\u5728\u9999\u6e2f\u843d\u5730\u7684 AI \u57fa\u790e\u8a2d\u65bd\u800c\u8a00\uff0c\u6280\u8853\u898f\u5283\u6700\u597d\u5c07\u8a08\u7b97\u8cc7\u6e90\u9078\u64c7\u8207\u62d3\u6a38\u8a2d\u8a08\u7d50\u5408\u8d77\u4f86\u770b\u3002\u4e00\u500b\u66f4\u7a69\u59a5\u7684\u6a21\u5f0f\u901a\u5e38\u662f\uff1a\u5148\u628a\u901a\u7528\u578b\u63a8\u7406\u4f3a\u670d\u5668\u79df\u7528\u653e\u5728\u9748\u6d3b\u7684\u52a0\u901f\u5668\u7bc0\u9ede\u4e0a\uff0c\u518d\u5728\u6548\u80fd\u5256\u6790\u660e\u78ba\u8b49\u660e\u6536\u76ca\u4e4b\u5f8c\uff0c\u628a\u6210\u719f\u4e14\u91cd\u8907\u7684\u5de5\u4f5c\u8ca0\u8f09\u9077\u79fb\u5230\u5c08\u7528\u93c8\u8def\u4e2d\u3002<\/p>\n<ol>\n<li>\u5148\u5f9e\u76f8\u5bb9\u6027\u512a\u5148\u7684\u90e8\u7f72\u8def\u5f91\u958b\u59cb\u3002<\/li>\n<li>\u91cf\u6e2c\u7b97\u5b50\u8986\u84cb\u3001\u8a18\u61b6\u9ad4\u58d3\u529b\u8207\u5c3e\u5ef6\u9072\u8868\u73fe\u3002<\/li>\n<li>\u628a\u4e92\u52d5\u5f0f\u6d41\u91cf\u8207\u6279\u91cf\u63a8\u7406\u4efb\u52d9\u62c6\u5206\u958b\u3002<\/li>\n<li>\u53ea\u6709\u5728\u8a08\u7b97\u5716\u5df2\u7d93\u7a69\u5b9a\u6642\uff0c\u624d\u5f15\u5165\u5f8c\u7aef\u5c08\u7528\u6700\u4f73\u5316\u3002<\/li>\n<li>\u6839\u64da\u63a7\u5236\u6b0a\u3001\u652f\u63f4\u908a\u754c\u4ee5\u53ca\u64f4\u5bb9\u7bc0\u594f\u4f86\u8a55\u4f30\u4f3a\u670d\u5668\u79df\u7528\u9084\u662f\u4f3a\u670d\u5668\u8a17\u7ba1\u3002<\/li>\n<\/ol>\n<p>\u9019\u6a23\u505a\u53ef\u4ee5\u907f\u514d\u4e00\u7a2e\u975e\u5e38\u5178\u578b\u7684\u932f\u8aa4\uff1a\u5728\u8b49\u64da\u4e0d\u8db3\u6642\u904e\u65e9\u8d70\u5411\u904e\u5ea6\u5c08\u7528\u5316\u3002\u63a8\u7406\u5e73\u53f0\u53ea\u6709\u5728\u67b6\u69cb\u8ddf\u8457\u5de5\u4f5c\u8ca0\u8f09\u8b49\u64da\u8d70\uff0c\u800c\u4e0d\u662f\u8ddf\u8457\u52a0\u901f\u5668\u6d41\u884c\u8da8\u52e2\u8d70\u6642\uff0c\u751f\u547d\u9031\u671f\u624d\u6703\u66f4\u5065\u5eb7\u3002<\/p>\n<h2><strong>\u6700\u7d42\u7d50\u8ad6<\/strong><\/h2>\n<p>\u5c0d\u65bc\u5927\u591a\u6578\u751f\u7522\u5718\u968a\u800c\u8a00\uff0cGPU \u4ecd\u7136\u662f AI \u63a8\u7406\u4f3a\u670d\u5668\u79df\u7528\u4e2d\u66f4\u5b89\u5168\u7684\u9810\u8a2d\u9078\u9805\uff0c\u56e0\u70ba\u5b83\u66f4\u80fd\u5bb9\u5fcd\u8b8a\u5316\uff0c\u652f\u63f4\u66f4\u5ee3\u6cdb\u7684\u6a21\u578b\u985e\u578b\uff0c\u4e5f\u66f4\u8cbc\u8fd1\u771f\u5be6\u7dda\u4e0a\u7cfb\u7d71\u7684\u8907\u96dc\u6027\u3002NPU 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\u63a8\u7406\u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\uff0c\u4e5f\u61c9\u59cb\u7d42\u570d\u7e5e\u8edf\u9ad4\u73fe\u5be6\u4f86\u5efa\u69cb\uff0c\u800c\u4e0d\u662f\u570d\u7e5e\u52a0\u901f\u5668\u795e\u8a71\u4f86\u60f3\u50cf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7576\u5de5\u7a0b\u5e2b\u8a55\u4f30AI \u63a8\u7406\u4f3a\u670d\u5668\u79df\u7528\u65b9\u6848\u6642\uff0c\u771f\u6b63\u7684\u554f\u984c\u4e26\u4e0d\u662f\u54ea\u4e00\u7a2e\u52a0\u901f\u5668\u807d\u8d77\u4f86\u66f4\u65b0\uff0c\u800c\u662f\u54ea\u4e00\u7a2e\u8a08\u7b97\u8def\u5f91\u66f4\u5951\u5408\u5177\u9ad4\u5de5 [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/gpu-or-npu-for-ai-inference-hosting\/\">Read 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