{"id":31961,"date":"2026-04-25T08:00:19","date_gmt":"2026-04-25T00:00:19","guid":{"rendered":"https:\/\/www.varidata.com\/?p=31961"},"modified":"2026-04-24T15:40:29","modified_gmt":"2026-04-24T07:40:29","slug":"hybrid-ai-training-and-inference-deployment","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/hybrid-ai-training-and-inference-deployment\/","title":{"rendered":"\u6df7\u5408\u5f0f AI \u8a13\u7df4\u8207\u63a8\u8ad6\u90e8\u7f72"},"content":{"rendered":"\n<p>\n      <a href=\"https:\/\/www.varidata.com\/zh-tw\/blog-en\/linux-ha-web-service-deployment-a-technical-guide\/\" target=\"_blank\">\u6df7\u5408\u90e8\u7f72\u8a13\u7df4<\/a>\u548c\u63a8\u8ad6\uff0c\u65e9\u5df2\u4e0d\u518d\u53ea\u662f\u5927\u578b\u7814\u7a76\u5be6\u9a57\u5ba4\u624d\u6703\u63a1\u7528\u7684\u5c0f\u773e\u8a2d\u8a08\u6a21\u5f0f\u3002\u5c0d\u65bc\u90a3\u4e9b\u65e2\u9700\u8981\u9ad8\u6548\u8a13\u7df4\u6a21\u578b\u3001\u53c8\u8981\u7dad\u6301\u63a8\u8ad6\u7a69\u5b9a\u3001\u53ef\u89c0\u6e2c\u4e26\u6613\u65bc\u64f4\u5c55\u7684\u5718\u968a\u4f86\u8aaa\uff0c\u5b83\u5df2\u7d93\u6210\u70ba\u66f4\u52d9\u5be6\u7684\u904b\u4f5c\u65b9\u5f0f\u3002\u5c0d\u65bc\u5728<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/los-angeles\/\" target=\"_blank\">\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528<\/a>\u74b0\u5883\u4e0a\u5efa\u69cb\u7cfb\u7d71\u7684\u6280\u8853\u8b80\u8005\u800c\u8a00\uff0c\u5176\u6838\u5fc3\u7406\u5ff5\u5176\u5be6\u5f88\u76f4\u63a5\uff1a\u8a13\u7df4\u8207\u63a8\u8ad6\u5728\u57f7\u884c\u6642\u884c\u70ba\u4e0a\u622a\u7136\u4e0d\u540c\uff0c\u56e0\u6b64\u5b83\u5011\u61c9\u8a72\u5171\u4eab\u6574\u9ad4\u7b56\u7565\uff0c\u4f46\u672a\u5fc5\u9700\u8981\u5171\u4eab\u540c\u4e00\u689d\u57f7\u884c\u8def\u5f91\u3002\u628a\u5169\u8005\u5206\u96e2\u958b\u4f86\uff0c\u53ef\u4ee5\u6e1b\u5c11\u76f8\u4e92\u5e72\u64fe\uff0c\u964d\u4f4e\u7dad\u904b\u6469\u64e6\uff0c\u4e26\u8b93\u6a21\u578b\u767c\u4f48\u6d41\u7a0b\u66f4\u5bb9\u6613\u7406\u89e3\u8207\u7ba1\u7406\u3002\n    <\/p>\n<p>\n      \u5f9e\u5de5\u7a0b\u89d2\u5ea6\u4f86\u770b\uff0c\u8a13\u7df4\u662f\u4e00\u7a2e\u7a81\u767c\u578b\u3001\u8cc7\u6e90\u6d88\u8017\u6975\u9ad8\u7684\u5de5\u4f5c\u8ca0\u8f09\u3002\u5b83\u6703\u9577\u6642\u9593\u5360\u7528\u52a0\u901f\u904b\u7b97\u8cc7\u6e90\u3001\u62c9\u53d6\u5927\u898f\u6a21\u8cc7\u6599\u96c6\u3001\u5beb\u5165\u6aa2\u67e5\u9ede\uff0c\u4e26\u4e14\u901a\u5e38\u66f4\u9069\u5408\u6279\u6b21\u6392\u7a0b\u3002\u63a8\u8ad6\u5247\u5b8c\u5168\u4e0d\u540c\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u7a2e\u670d\u52d9\u578b\u5de5\u4f5c\u8ca0\u8f09\uff0c\u5f80\u5f80\u5c0d\u5ef6\u9072\u654f\u611f\u3001\u7531\u8acb\u6c42\u9a45\u52d5\uff0c\u4e5f\u66f4\u96e3\u5bb9\u5fcd\u300c\u566a\u8072\u9130\u5c45\u300d\u7684\u5e72\u64fe\u3002\u5b98\u65b9\u7684\u6a21\u578b\u670d\u52d9\u6307\u5357\u901a\u5e38\u6703\u5f37\u8abf\u5e38\u99d0\u6a21\u578b\u670d\u52d9\u7a0b\u5e8f\u3001\u5065\u5eb7\u6aa2\u67e5\u3001\u6279\u6b21\u8655\u7406\u63a7\u5236\u3001\u6a21\u578b\u7248\u672c\u7ba1\u7406\u4ee5\u53ca\u57f7\u884c\u6642\u53ef\u89c0\u6e2c\u6027\uff0c\u800c\u7de8\u6392\u5c64\u9762\u7684\u6307\u5f15\u5247\u6703\u51f8\u986f\u5bb9\u5668\u6392\u7a0b\u3001\u7b56\u7565\u7d04\u675f\u8207\u53ef\u651c\u5f0f\u90e8\u7f72\u6a21\u5f0f\u3002\u9019\u4e9b\u4e26\u975e\u5076\u7136\u51fa\u73fe\u7684\u7d30\u7bc0\uff0c\u5b83\u5011\u6070\u6070\u8aaa\u660e\uff1a\u751f\u7522\u74b0\u5883\u4e2d\u7684\u63a8\u8ad6\uff0c\u672c\u8cea\u4e0a\u662f\u4e00\u500b\u7cfb\u7d71\u5de5\u7a0b\u554f\u984c\uff0c\u800c\u4e0d\u53ea\u662f\u4e00\u500b\u6a21\u578b\u554f\u984c\u3002\n    <\/p>\n<h2><strong>\u6df7\u5408\u90e8\u7f72\u771f\u6b63\u610f\u5473\u8457\u4ec0\u9ebc<\/strong><\/h2>\n<p>\n      \u6df7\u5408\u90e8\u7f72\u8a13\u7df4\u548c\u63a8\u8ad6\uff0c\u4e26\u4e0d\u610f\u5473\u8457\u628a\u6240\u6709\u5167\u5bb9\u90fd\u6df7\u5728\u540c\u4e00\u500b\u53e2\u96c6\u4e2d\uff0c\u7136\u5f8c\u5bc4\u671b\u65bc\u6392\u7a0b\u898f\u5247\u4f86\u515c\u5e95\u3002\u66f4\u7a69\u5065\u7684\u7406\u89e3\u61c9\u8a72\u662f\uff1a\u70ba\u6a21\u578b\u5efa\u7acb\u8207\u6a21\u578b\u6d88\u8cbb\u5206\u5225\u4f7f\u7528\u4e0d\u540c\u7684\u57f7\u884c\u74b0\u5883\u3001\u64f4\u7e2e\u7b56\u7565\u548c\u751f\u547d\u9031\u671f\u63a7\u5236\u65b9\u5f0f\uff0c\u540c\u6642\u8b93\u7522\u7269\u3001\u5f8c\u8a2d\u8cc7\u6599\u548c\u90e8\u7f72\u81ea\u52d5\u5316\u6d41\u7a0b\u4fdd\u6301\u9023\u901a\u3002\u6a21\u578b\u61c9\u7576\u6cbf\u8457\u4e00\u689d\u53ef\u91cd\u8907\u7684\u93c8\u8def\u6d41\u52d5\uff0c\u5f9e\u8cc7\u6599\u6e96\u5099\u5230\u8a13\u7df4\u3001\u9a57\u8b49\u3001\u5c01\u88dd\u3001\u767c\u4f48\uff0c\u518d\u5230\u670d\u52d9\u3002\u5982\u679c\u9019\u689d\u93c8\u8def\u4e2d\u65b7\uff0c\u5718\u968a\u5c31\u5bb9\u6613\u906d\u9047\u8a13\u7df4\u2014\u670d\u52d9\u504f\u5dee\u3001\u524d\u8655\u7406\u908f\u8f2f\u4e0d\u4e00\u81f4\uff0c\u4ee5\u53ca\u9ad8\u6210\u672c\u7684\u56de\u6efe\u554f\u984c\u3002\u5b98\u65b9\u6d41\u6c34\u7dda\u5be6\u52d9\u4e5f\u660e\u78ba\u63d0\u9192\uff0c\u4e0d\u8981\u5728\u8a13\u7df4\u8def\u5f91\u548c\u670d\u52d9\u8def\u5f91\u4e2d\u91cd\u8907\u5be6\u4f5c\u76f8\u540c\u908f\u8f2f\uff0c\u539f\u56e0\u6b63\u5728\u65bc\u6b64\u3002\n    <\/p>\n<p>\n      \u5c0d\u8a31\u591a\u57fa\u790e\u8a2d\u65bd\u5718\u968a\u4f86\u8aaa\uff0c\u6df7\u5408\u5e03\u5c40\u901a\u5e38\u6703\u843d\u5728\u4ee5\u4e0b\u4e09\u7a2e\u5f62\u5f0f\u4e4b\u4e00\uff1a\n    <\/p>\n<ul>\n<li>\u7368\u7acb\u7684\u8a13\u7df4\u7bc0\u9ede\uff0c\u52a0\u4e0a\u7368\u7acb\u7684\u63a8\u8ad6\u7bc0\u9ede<\/li>\n<li>\u5171\u4eab\u540c\u4e00\u7de8\u6392\u5e73\u9762\uff0c\u4f46\u5c0d\u4e0d\u540c\u4efb\u52d9\u985e\u578b\u9032\u884c\u56b4\u683c\u7684\u908f\u8f2f\u9694\u96e2<\/li>\n<li>\u5f48\u6027\u7684\u8a13\u7df4\u8cc7\u6e90\u642d\u914d\u7a69\u5b9a\u4f3a\u670d\u5668\u79df\u7528\u74b0\u5883\u4e2d\u7684\u9577\u671f\u63a8\u8ad6\u670d\u52d9<\/li>\n<\/ul>\n<p>\n      \u5177\u9ad4\u62d3\u6a38\u5982\u4f55\u9078\u64c7\uff0c\u4e26\u6c92\u6709\u63a7\u5236\u908a\u754c\u672c\u8eab\u90a3\u9ebc\u91cd\u8981\u3002\u8a13\u7df4\u4efb\u52d9\u61c9\u7576\u53ef\u4ee5\u88ab\u4e2d\u65b7\u3001\u6392\u968a\uff0c\u4e26\u5177\u5099\u6aa2\u67e5\u9ede\u6062\u5fa9\u80fd\u529b\u3002\u63a8\u8ad6\u670d\u52d9\u5247\u61c9\u8a72\u66b4\u9732\u5c31\u7dd2\u72c0\u614b\u3001\u652f\u63f4\u5e36\u7248\u672c\u7684\u6a21\u578b\u8f09\u5165\uff0c\u4e26\u80fd\u5728\u6efe\u52d5\u66f4\u65b0\u671f\u9593\u907f\u514d\u5ef6\u9072\u88ab\u6c61\u67d3\u3002\u5e38\u99d0\u578b\u6a21\u578b\u670d\u52d9\u4e4b\u6240\u4ee5\u88ab\u5ee3\u6cdb\u63a1\u7528\uff0c\u662f\u56e0\u70ba\u5b83\u80fd\u5c07\u6a21\u578b\u4fdd\u7559\u5728\u8a18\u61b6\u9ad4\u4e2d\uff0c\u907f\u514d\u91cd\u8907\u8f09\u5165\u7684\u984d\u5916\u958b\u92b7\uff0c\u4e5f\u66f4\u9069\u5408\u5373\u6642\u8acb\u6c42\u6a21\u5f0f\u3002([docs.nvidia.com])\n    <\/p>\n<h2><strong>\u70ba\u4ec0\u9ebc\u5de5\u7a0b\u5718\u968a\u8981\u628a\u8a13\u7df4\u548c\u63a8\u8ad6\u62c6\u958b<\/strong><\/h2>\n<p>\n      \u6700\u76f4\u89c0\u7684\u539f\u56e0\u7576\u7136\u662f\u8cc7\u6e90\u722d\u6436\uff0c\u4f46\u9019\u53ea\u662f\u554f\u984c\u7684\u4e00\u90e8\u5206\u3002\u66f4\u6df1\u5c64\u7684\u539f\u56e0\u5728\u65bc\u5169\u8005\u5728\u7dad\u904b\u76ee\u6a19\u4e0a\u7684\u4e0d\u5c0d\u7a31\u6027\u3002\u8a13\u7df4\u8ffd\u6c42\u7684\u662f\u541e\u5410\u91cf\u3001\u5be6\u9a57\u8fed\u4ee3\u901f\u5ea6\u548c\u53ef\u91cd\u73fe\u6027\uff1b\u63a8\u8ad6\u8ffd\u6c42\u7684\u662f\u53ef\u9760\u6027\u3001\u56de\u61c9\u4e00\u81f4\u6027\u8207\u53d7\u63a7\u767c\u4f48\u3002\u7576\u5b83\u5011\u88ab\u653e\u9032\u540c\u4e00\u500b\u9694\u96e2\u4e0d\u8db3\u7684\u74b0\u5883\u88e1\u6642\uff0c\u5e7e\u4e4e\u6bcf\u4e00\u5c64\u90fd\u66f4\u96e3\u8abf\u6821\u3002GPU \u8a18\u61b6\u9ad4\u788e\u7247\u5316\u6703\u66f4\u56b4\u91cd\uff0cCPU \u6392\u7a0b\u6703\u8b8a\u5f97\u5608\u96dc\uff0c\u5132\u5b58\u8def\u5f91\u6703\u6f14\u8b8a\u6210\u74f6\u9838\uff0c\u7db2\u8def\u4e5f\u4e0d\u5f97\u4e0d\u540c\u6642\u6eff\u8db3\u5169\u7a2e\u5f7c\u6b64\u77db\u76fe\u7684\u6d41\u91cf\u7279\u5fb5\u3002\n    <\/p>\n<ol>\n<li>\n        <strong>\u9694\u96e2\u6027\uff1a<\/strong>\u4e0d\u61c9\u56e0\u70ba\u4e00\u6b21\u65b0\u7684\u5fae\u8abf\u4efb\u52d9\u8017\u76e1\u7b97\u529b\u6216\u586b\u6eff\u672c\u6a5f\u5132\u5b58\uff0c\u5c31\u8b93\u63a8\u8ad6\u670d\u52d9\u8b8a\u6162\u3002\n      <\/li>\n<li>\n        <strong>\u767c\u4f48\u5b89\u5168\uff1a<\/strong>\u7576\u7522\u7269\u900f\u904e\u660e\u78ba\u7684\u767b\u9304\u8868\u6216\u5132\u5b58\u5eab\u6d41\u7a0b\u9032\u884c\u6d41\u8f49\u6642\uff0c\u6a21\u578b\u6649\u5347\u6703\u6bd4\u81e8\u6642\u624b\u52d5\u8907\u88fd\u66f4\u5bb9\u6613\u7ba1\u7406\u3002\n      <\/li>\n<li>\n        <strong>\u5f48\u6027\uff1a<\/strong>\u8a13\u7df4\u9700\u6c42\u5f80\u5f80\u662f\u8108\u885d\u5f0f\u7684\uff0c\u800c\u63a8\u8ad6\u9700\u6c42\u5247\u8ddf\u96a8\u61c9\u7528\u6d41\u91cf\u8b8a\u5316\uff0c\u901a\u5e38\u9700\u8981\u7368\u7acb\u7684\u81ea\u52d5\u64f4\u7e2e\u3002\n      <\/li>\n<li>\n        <strong>\u53ef\u9664\u932f\u6027\uff1a<\/strong>\u5206\u96e2\u7684\u53ef\u89c0\u6e2c\u6027\u93c8\u8def\u80fd\u66f4\u5bb9\u6613\u56de\u7b54\u554f\u984c\uff1a\u6545\u969c\u7a76\u7adf\u4f86\u81ea\u8cc7\u6599\u6f02\u79fb\u3001\u6a21\u578b\u56de\u6b78\uff0c\u9084\u662f\u670d\u52d9\u57fa\u790e\u8a2d\u65bd\u672c\u8eab\u3002\n      <\/li>\n<\/ol>\n<p>\n      \u9019\u4e5f\u662f\u70ba\u4ec0\u9ebc\u9762\u5411\u5168\u7403\u4f7f\u7528\u8005\u7684\u5718\u968a\u6703\u628a\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528\u7d0d\u5165\u8a0e\u8ad6\u3002\u5982\u679c\u4f7f\u7528\u8005\u7fa4\u3001API \u4f7f\u7528\u65b9\u6216\u4e0b\u6e38\u7cfb\u7d71\u4e3b\u8981\u96c6\u4e2d\u5728\u5317\u7f8e\uff0c\u90a3\u9ebc\u628a\u63a8\u8ad6\u90e8\u7f72\u5728\u7f8e\u570b\u4f3a\u670d\u5668\u79df\u7528\u74b0\u5883\u4e2d\uff0c\u5f80\u5f80\u80fd\u5920\u6e1b\u5c11\u7db2\u8def\u8def\u5f91\u8907\u96dc\u5ea6\uff0c\u4e5f\u66f4\u4fbf\u65bc\u5bb9\u91cf\u898f\u5283\u3002\u8a13\u7df4\u53ef\u4ee5\u767c\u751f\u5728\u5225\u8655\uff0c\u4e5f\u53ef\u4ee5\u63a1\u7528\u4e0d\u540c\u7bc0\u594f\uff0c\u4f46\u63a8\u8ad6\u66f4\u53d7\u76ca\u65bc\u7a69\u5b9a\u9023\u7dda\u80fd\u529b\u8207\u9577\u671f\u57fa\u790e\u8a2d\u65bd\u7b56\u7565\u3002\n    <\/p>\n<h2><strong>\u5efa\u69cb\u6e05\u6670\u6df7\u5408\u5806\u758a\u7684\u6838\u5fc3\u67b6\u69cb<\/strong><\/h2>\n<p>\n      \u4e00\u500b\u6e05\u6670\u7684\u67b6\u69cb\u901a\u5e38\u5305\u542b\u56db\u5c64\uff1a\u904b\u7b97\u5c64\u3001\u5132\u5b58\u5c64\u3001\u63a7\u5236\u5c64\u548c\u670d\u52d9\u5c64\u3002\u5728\u67b6\u69cb\u8a55\u5be9\u4e2d\u6301\u7e8c\u4fdd\u7559\u9019\u56db\u5c64\u8996\u89d2\uff0c\u53ef\u4ee5\u907f\u514d\u7121\u610f\u9593\u7684\u8026\u5408\u3002\n    <\/p>\n<ul>\n<li>\n        <strong>\u904b\u7b97\u5c64\uff1a<\/strong>\u7528\u65bc\u8a13\u7df4\u7684\u52a0\u901f\u7bc0\u9ede\u3001\u7528\u65bc\u63a8\u8ad6\u7684\u670d\u52d9\u7bc0\u9ede\uff0c\u4ee5\u53ca\u53ef\u9078\u7684 CPU \u5bc6\u96c6\u578b\u524d\u8655\u7406\u5de5\u4f5c\u7bc0\u9ede\n      <\/li>\n<li>\n        <strong>\u5132\u5b58\u5c64\uff1a<\/strong>\u8cc7\u6599\u96c6\u3001\u6aa2\u67e5\u9ede\u3001\u7279\u5fb5\u7522\u7269\u3001\u6a21\u578b\u5c01\u88dd\u3001\u65e5\u8a8c\u8207\u8ffd\u8e64\u8f38\u51fa\n      <\/li>\n<li>\n        <strong>\u63a7\u5236\u5c64\uff1a<\/strong>\u6392\u7a0b\u5668\u3001\u90e8\u7f72\u81ea\u52d5\u5316\u3001\u7b56\u7565\u63a7\u5236\u3001\u6a21\u578b\u5f8c\u8a2d\u8cc7\u6599\u8207\u767c\u4f48\u908f\u8f2f\n      <\/li>\n<li>\n        <strong>\u670d\u52d9\u5c64\uff1a<\/strong>API\u3001\u9598\u9053\u3001\u5de5\u4f5c\u7a0b\u5e8f\u3001\u6279\u6b21\u8655\u7406\u7b56\u7565\u8207\u5065\u5eb7\u6aa2\u67e5\u7aef\u9ede\n      <\/li>\n<\/ul>\n<p>\n      \u5bb9\u5668\u7de8\u6392\u4e4b\u6240\u4ee5\u540c\u6642\u88ab\u7528\u65bc\u8a13\u7df4\u548c\u670d\u52d9\uff0c\u662f\u56e0\u70ba\u5b83\u7d71\u4e00\u4e86\u5c01\u88dd\u65b9\u5f0f\u8207\u8cc7\u6e90\u5ba3\u544a\u3002\u96f2\u539f\u751f AI \u5806\u758a\u7684\u5be6\u52d9\u901a\u5e38\u5c07\u7de8\u6392\u3001\u7522\u7269\u6821\u9a57\u548c\u7b56\u7565\u57f7\u884c\u8996\u70ba\u751f\u7522\u90e8\u7f72\u7684\u57fa\u790e\u5143\u4ef6\u3002\u5c0d\u65bc\u6a21\u578b\u670d\u52d9\u800c\u8a00\uff0c\u6a21\u578b\u8a2d\u5b9a\u3001\u76e3\u63a7\u639b\u9264\u548c\u5065\u5eb7\u72c0\u614b\u8a0a\u865f\u540c\u6a23\u95dc\u9375\uff0c\u56e0\u70ba\u5b83\u5011\u80fd\u544a\u8a34\u5e73\u53f0\u67d0\u500b\u6a21\u578b\u7248\u672c\u662f\u5426\u771f\u7684\u6e96\u5099\u597d\u63a5\u6536\u6d41\u91cf\u3002\n    <\/p>\n<p>\n      \u5982\u679c\u4f60\u6b63\u5728\u5f9e\u96f6\u958b\u59cb\u8a2d\u8a08\u7cfb\u7d71\uff0c\u6700\u597d\u907f\u514d\u642d\u5efa\u4e00\u500b\u300c\u7121\u6240\u4e0d\u80fd\u300d\u7684\u8d85\u5927\u53e2\u96c6\u3002\u66f4\u7a69\u59a5\u7684\u65b9\u5f0f\uff0c\u662f\u81f3\u5c11\u5b9a\u7fa9\u5169\u985e\u5de5\u4f5c\u8ca0\u8f09\uff1a\n    <\/p>\n<ol>\n<li>\u5177\u5099\u660e\u78ba\u8cc7\u6e90\u9810\u7559\u7684\u6279\u6b21\u6216\u5206\u6563\u5f0f\u8a13\u7df4\u4efb\u52d9<\/li>\n<li>\u64c1\u6709\u56b4\u683c\u555f\u52d5\u3001\u5c31\u7dd2\u548c\u4e26\u767c\u63a7\u5236\u7684\u5e38\u99d0\u63a8\u8ad6\u670d\u52d9<\/li>\n<\/ol>\n<p>\n      \u6709\u4e86\u9019\u6a23\u7684\u5283\u5206\uff0c\u5f9e\u5132\u5b58\u5e03\u5c40\u5230\u65e5\u8a8c\u7c92\u5ea6\uff0c\u5f8c\u7e8c\u6c7a\u7b56\u90fd\u6703\u66f4\u6e05\u6670\u3002\n    <\/p>\n<h2><strong>\u5982\u4f55\u5efa\u69cb\u6a21\u578b\u4ea4\u4ed8\u93c8\u8def<\/strong><\/h2>\n<p>\n      \u771f\u6b63\u8861\u91cf\u6210\u719f\u5ea6\u7684\u6a19\u6e96\uff0c\u4e0d\u5728\u65bc\u4e00\u500b\u6a21\u578b\u80fd\u5426\u6210\u529f\u8a13\u7df4\u4e00\u6b21\uff0c\u800c\u5728\u65bc\u5b83\u80fd\u5426\u6bcf\u6b21\u90fd\u88ab\u5b89\u5168\u5730\u6649\u5347\u4e0a\u7dda\u3002\u6df7\u5408\u90e8\u7f72\u8a13\u7df4\u548c\u63a8\u8ad6\uff0c\u53ea\u6709\u5728\u628a\u4ea4\u4ed8\u93c8\u8def\u7576\u4f5c\u8edf\u9ad4\u767c\u4f48\u5de5\u7a0b\u4f86\u5c0d\u5f85\u6642\uff0c\u624d\u80fd\u767c\u63ee\u51fa\u6700\u5927\u50f9\u503c\u3002\n    <\/p>\n<ol>\n<li>\n        <strong>\u6e96\u5099\u8cc7\u6599\uff1a<\/strong>\u7d71\u4e00\u7d50\u69cb\u63cf\u8ff0\u3001\u9396\u5b9a\u524d\u8655\u7406\u908f\u8f2f\uff0c\u4e26\u8a18\u9304\u8cc7\u6599\u8840\u7de3\n      <\/li>\n<li>\n        <strong>\u8a13\u7df4\uff1a<\/strong>\u4ee5\u5b9a\u6642\u6216\u4e8b\u4ef6\u9a45\u52d5\u65b9\u5f0f\u57f7\u884c\u4efb\u52d9\uff0c\u4e26\u4fdd\u7559\u6aa2\u67e5\u9ede\u8207\u53ef\u91cd\u73fe\u8a2d\u5b9a\n      <\/li>\n<li>\n        <strong>\u9a57\u8b49\uff1a<\/strong>\u91dd\u5c0d\u4efb\u52d9\u6307\u6a19\u8207\u7dad\u904b\u7d04\u675f\uff0c\u5c07\u5019\u9078\u6a21\u578b\u8207\u65e2\u6709\u57fa\u7dda\u9032\u884c\u6bd4\u8f03\n      <\/li>\n<li>\n        <strong>\u5c01\u88dd\uff1a<\/strong>\u4ee5\u76f8\u5bb9\u670d\u52d9\u74b0\u5883\u7684\u5e03\u5c40\u532f\u51fa\u6a21\u578b\u7522\u7269\n      <\/li>\n<li>\n        <strong>\u767b\u9304\uff1a<\/strong>\u8ce6\u4e88\u7248\u672c\u5f8c\u8a2d\u8cc7\u6599\u3001\u76f8\u5bb9\u6027\u8aaa\u660e\u8207\u56de\u6efe\u6a19\u8a18\n      <\/li>\n<li>\n        <strong>\u90e8\u7f72\uff1a<\/strong>\u900f\u904e\u53d7\u63a7\u767c\u4f48\u65b9\u5f0f\u5c07\u6a21\u578b\u8f09\u5165\u63a8\u8ad6\u670d\u52d9\n      <\/li>\n<li>\n        <strong>\u89c0\u6e2c\uff1a<\/strong>\u8ffd\u8e64\u5ef6\u9072\u3001\u932f\u8aa4\u3001\u98fd\u548c\u5ea6\u3001\u6f02\u79fb\u6307\u6a19\u8207\u696d\u52d9\u7d50\u679c\n      <\/li>\n<\/ol>\n<p>\n      \u6a21\u578b\u670d\u52d9\u7cfb\u7d71\u901a\u5e38\u652f\u63f4\u5177\u7248\u672c\u611f\u77e5\u7684\u8a2d\u5b9a\u3001\u4ee5\u6a94\u6848\u70ba\u57fa\u790e\u7684\u6a21\u578b\u767c\u73fe\uff0c\u6216\u8005\u985e\u4f3c\u5132\u5b58\u5eab\u7684\u8f09\u5165\u884c\u70ba\u3002\u9019\u4e9b\u80fd\u529b\u975e\u5e38\u95dc\u9375\uff0c\u56e0\u70ba\u5b83\u5011\u8b93\u5718\u968a\u80fd\u5920\u9396\u5b9a\u7248\u672c\u3001\u6e2c\u8a66\u91d1\u7d72\u96c0\u767c\u4f48\uff0c\u4e26\u5728\u4e0d\u91cd\u5efa\u6574\u500b\u670d\u52d9\u5806\u758a\u7684\u524d\u63d0\u4e0b\u9032\u884c\u56de\u6efe\u3002\u670d\u52d9\u7cfb\u7d71\u901a\u5e38\u4e5f\u6703\u63d0\u4f9b\u6279\u6b21\u8655\u7406\u8207\u76e3\u63a7\u63a7\u5236\u9805\uff0c\u7528\u65bc\u5728\u771f\u5be6\u8acb\u6c42\u58d3\u529b\u4e0b\u5e73\u8861\u541e\u5410\u8207\u5ef6\u9072\u3002\n    <\/p>\n<h2><strong>\u8a13\u7df4\u5074\u8a2d\u8a08\uff1a\u5728\u4e0d\u5931\u63a7\u7684\u524d\u63d0\u4e0b\u8ffd\u6c42\u541e\u5410<\/strong><\/h2>\n<p>\n      \u5728\u8a13\u7df4\u5074\uff0c\u76ee\u6a19\u4e0d\u53ea\u662f\u8ffd\u6c42\u539f\u59cb\u901f\u5ea6\uff0c\u66f4\u662f\u8981\u5728\u53d7\u63a7\u5be6\u9a57\u689d\u4ef6\u4e0b\u7372\u5f97\u6301\u7e8c\u541e\u5410\u3002\u9019\u610f\u5473\u8457\u8a13\u7df4\u4efb\u52d9\u61c9\u76e1\u53ef\u80fd\u4fdd\u6301\u7121\u72c0\u614b\uff0c\u5728\u5fc5\u8981\u6642\u5177\u5099\u6062\u5fa9\u80fd\u529b\uff0c\u4e26\u660e\u78ba\u5ba3\u544a\u5c0d\u52a0\u901f\u5668\u3001\u8a18\u61b6\u9ad4\u3001\u5132\u5b58\u548c\u7db2\u8def\u7684\u9700\u6c42\u3002\u5206\u6563\u5f0f\u8a13\u7df4\u6703\u653e\u5927\u57fa\u790e\u8a2d\u65bd\u4e2d\u7684\u7d30\u5fae\u932f\u8aa4\uff0c\u56e0\u6b64\u5728\u6a21\u578b\u7a0b\u5f0f\u78bc\u771f\u6b63\u57f7\u884c\u4e4b\u524d\uff0c\u62d3\u6a38\u611f\u77e5\u8207\u8cc7\u6599\u5c40\u90e8\u6027\u5c31\u5df2\u7d93\u975e\u5e38\u91cd\u8981\u3002\n    <\/p>\n<p>\n      \u8a31\u591a\u5718\u968a\u6703\u900f\u904e\u4ee5\u4e0b\u898f\u5247\u63d0\u5347\u7a69\u5b9a\u6027\uff1a\n    <\/p>\n<ul>\n<li>\u4f7f\u7528\u4e0d\u53ef\u8b8a\u4efb\u52d9\u898f\u683c\u4f86\u78ba\u4fdd\u53ef\u91cd\u73fe\u6027<\/li>\n<li>\u5c07\u9ad8\u983b\u8a13\u7df4\u8cc7\u6599\u8def\u5f91\u8207\u901a\u7528\u5132\u5b58\u5206\u958b<\/li>\n<li>\u628a\u6aa2\u67e5\u9ede\u5beb\u5165\u6301\u4e45\u5316\u5132\u5b58\uff0c\u800c\u4e0d\u662f\u53ea\u4f9d\u8cf4\u672c\u6a5f\u66ab\u5b58\u78c1\u789f<\/li>\n<li>\u8b93\u7279\u5fb5\u8f49\u63db\u8207\u63a8\u8ad6\u524d\u8655\u7406\u4fdd\u6301\u4e00\u81f4<\/li>\n<li>\u5728\u8a18\u9304\u7522\u7269\u7248\u672c\u7684\u540c\u6642\u8ffd\u8e64\u5be6\u9a57\u5f8c\u8a2d\u8cc7\u6599<\/li>\n<\/ul>\n<p>\n      \u9019\u4e9b\u898f\u5247\u807d\u8d77\u4f86\u4e26\u4e0d\u70ab\u76ee\uff0c\u4f46\u5b83\u5011\u80fd\u6709\u6548\u907f\u514d\u6700\u5178\u578b\u7684\u9677\u9631\uff1a\u6a21\u578b\u5728\u5be6\u9a57\u5ba4\u88e1\u8868\u73fe\u826f\u597d\uff0c\u537b\u5728\u771f\u5be6\u670d\u52d9\u74b0\u5883\u4e2d\u5931\u9748\u3002\n    <\/p>\n<h2><strong>\u63a8\u8ad6\u5074\u8a2d\u8a08\uff1a\u5148\u628a\u5b83\u7576\u6210\u670d\u52d9\uff0c\u518d\u628a\u5b83\u770b\u6210\u6a21\u578b<\/strong><\/h2>\n<p>\n      \u63a8\u8ad6\u57fa\u790e\u8a2d\u65bd\u61c9\u7576\u50cf\u8a2d\u8a08\u4efb\u4f55\u751f\u7522\u7d1a\u670d\u52d9\u90a3\u6a23\u4f86\u8a2d\u8a08\u3002\u6a21\u578b\u56fa\u7136\u91cd\u8981\uff0c\u4f46\u771f\u6b63\u6c7a\u5b9a\u5b83\u80fd\u5426\u627f\u53d7\u6d41\u91cf\u5c16\u5cf0\u3001\u5c40\u90e8\u6545\u969c\u548c\u7248\u672c\u5207\u63db\u7684\uff0c\u662f\u670d\u52d9\u5916\u6bbc\u672c\u8eab\u3002\u5b98\u65b9\u6a21\u578b\u670d\u52d9\u6587\u4ef6\u6703\u53cd\u8986\u5f37\u8abf\u5e38\u99d0\u57f7\u884c\u7a0b\u5e8f\u3001\u555f\u52d5\u6aa2\u67e5\u3001\u76e3\u63a7\u3001\u8acb\u6c42 API \u4ee5\u53ca\u8a2d\u5b9a\u9a45\u52d5\u7684\u6a21\u578b\u8f09\u5165\u3002\u9019\u4e00\u6574\u5957\u95dc\u6ce8\u9ede\u63ed\u793a\u4e86\u4e00\u500b\u95dc\u9375\u539f\u5247\uff1a\u7dda\u4e0a\u63a8\u8ad6\u672c\u8cea\u4e0a\u662f\u4e00\u500b\u300c\u9644\u5e36\u6a5f\u5668\u5b78\u7fd2\u80fd\u529b\u7684\u61c9\u7528\u5e73\u53f0\u554f\u984c\u300d\u3002\n    <\/p>\n<p>\n      \u4e00\u500b\u5be6\u7528\u7684\u63a8\u8ad6\u670d\u52d9\u901a\u5e38\u9700\u8981\uff1a\n    <\/p>\n<ul>\n<li>\u5c31\u7dd2\u6027\u8207\u5b58\u6d3b\u6027\u7aef\u9ede<\/li>\n<li>\u7d50\u69cb\u5316\u8acb\u6c42\u65e5\u8a8c\u8207\u8ffd\u8e64\u4e0a\u4e0b\u6587<\/li>\n<li>\u6a21\u578b\u7248\u672c\u8b58\u5225\u8207\u56de\u6efe\u652f\u63f4<\/li>\n<li>\u91dd\u5c0d\u5de5\u4f5c\u8ca0\u8f09\u578b\u614b\u8abf\u6821\u7684\u6279\u6b21\u8655\u7406\u7b56\u7565<\/li>\n<li>\u9632\u6b62\u4f47\u5217\u5d29\u6f70\u7684\u4e26\u767c\u63a7\u5236<\/li>\n<li>\u7528\u65bc\u5ef6\u9072\u3001\u98fd\u548c\u5ea6\u3001\u5931\u6557\u7387\u8207\u8a18\u61b6\u9ad4\u58d3\u529b\u7684\u6307\u6a19<\/li>\n<\/ul>\n<p>\n      \u5de5\u7a0b\u5718\u968a\u9084\u9700\u8981\u6c7a\u5b9a\uff0c\u662f\u63a1\u7528\u300c\u4e00\u6a21\u578b\u4e00\u670d\u52d9\u300d\u3001\u5728\u55ae\u4e00\u670d\u52d9\u4e2d\u627f\u8f09\u591a\u500b\u7248\u672c\uff0c\u9084\u662f\u900f\u904e\u8def\u7531\u5c64\u8a17\u7ba1\u591a\u500b\u6a21\u578b\u3002\u9019\u500b\u554f\u984c\u6c92\u6709\u7d71\u4e00\u7b54\u6848\u3002\u55ae\u6a21\u578b\u670d\u52d9\u8f03\u5bb9\u6613\u9694\u96e2\uff1b\u591a\u6a21\u578b\u670d\u52d9\u53ef\u80fd\u63d0\u9ad8\u8cc7\u6e90\u5229\u7528\u7387\uff0c\u4f46\u4e5f\u6703\u8b93\u5feb\u53d6\u884c\u70ba\u3001\u8a18\u61b6\u9ad4\u898f\u5283\u548c\u767c\u4f48\u5b89\u5168\u8b8a\u5f97\u66f4\u52a0\u8907\u96dc\u3002\n    <\/p>\n<h2><strong>\u53ef\u89c0\u6e2c\u6027\u3001\u5b89\u5168\u6027\u8207\u6545\u969c\u57df<\/strong><\/h2>\n<p>\n      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   <\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6df7\u5408\u90e8\u7f72\u8a13\u7df4\u548c\u63a8\u8ad6\uff0c\u65e9\u5df2\u4e0d\u518d\u53ea\u662f\u5927\u578b\u7814\u7a76\u5be6\u9a57\u5ba4\u624d\u6703\u63a1\u7528\u7684\u5c0f\u773e\u8a2d\u8a08\u6a21\u5f0f\u3002\u5c0d\u65bc\u90a3\u4e9b\u65e2\u9700\u8981\u9ad8\u6548\u8a13\u7df4\u6a21\u578b\u3001\u53c8\u8981\u7dad\u6301\u63a8\u8ad6 [&#8230;]<\/p>\n<p><a class=\"btn btn-secondary understrap-read-more-link\" href=\"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/hybrid-ai-training-and-inference-deployment\/\">Read More&#8230;<\/a><\/p>\n","protected":false},"author":12,"featured_media":31956,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[267],"tags":[],"class_list":["post-31961","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-tc"],"acf":[],"yoast_head":"<!-- This site is optimized 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