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\"\"<\/figure>\n\n\n\n

\u6838\u5fc3\u524d\u63d0\uff1a\u63a8\u7406\u7528GPU\u670d\u52a1\u5668\u4e0e\u8bad\u7ec3\u7528\u7684\u6838\u5fc3\u5dee\u5f02<\/h2>\n\n\n\n

\u63a8\u7406\u7528GPU\u670d\u52a1\u5668\u4e0e\u8bad\u7ec3\u7528\u7684\u6838\u5fc3\u9700\u6c42\u5dee\u5f02\u663e\u8457\uff0c\u76f2\u76ee\u9009\u7528\u8bad\u7ec3\u673a\u578b\u66ff\u4ee3\u63a8\u7406\u673a\u578b\uff0c\u4f1a\u5bfc\u81f4\u7b97\u529b\u5229\u7528\u7387\u4e0d\u8db325%\uff0c\u5ef6\u8fdf\u63d0\u534780%\u4ee5\u4e0a\uff0c\u90e8\u7f72\u6210\u672c\u589e\u52a060%\u3002\u7ed3\u5408\u661f\u5b87\u667a\u7b977500\u5361GPU\u96c6\u7fa4\u8fd0\u7ef4\u6570\u636e\u3001IDC\u5b9e\u6d4b\u62a5\u544a\u53ca2026\u5e74\u884c\u4e1a\u8c03\u7814\u6570\u636e\uff0c\u62c6\u89e3\u4e24\u8005\u6838\u5fc3\u5dee\u5f02\uff0c\u586b\u8865\u201c\u63a8\u7406\u4e0e\u8bad\u7ec3\u673a\u578b\u6df7\u6dc6\u201d\u7684\u7a7a\u767d\uff0c\u660e\u786e\u63a8\u7406\u7528GPU\u7684\u9009\u578b\u5e95\u5c42\u903b\u8f91\uff1a<\/p>\n\n\n\n

1. \u6838\u5fc3\u9700\u6c42\uff1a\u63a8\u7406\u7528GPU\u9700\u6ee1\u8db3\u4f4e\u5ef6\u8fdf\u8f93\u51fa\u3001\u9ad8\u5e76\u53d1\u652f\u6491\uff0c\u4fa7\u91cd\u7b97\u529b\u4e0e\u80fd\u8017\u7684\u5e73\u8861\uff0c\u9002\u914d\u6a21\u578b\u90e8\u7f72\u540e\u7684\u5b9e\u65f6\u54cd\u5e94\u7684\u6279\u91cf\u63a8\u7406\u9700\u6c42\uff1b\u8bad\u7ec3\u7528GPU\u9700\u6ee1\u8db3\u6d77\u91cf\u6570\u636e\u5e76\u884c\u8ba1\u7b97\u3001\u53c2\u6570\u8fed\u4ee3\u4f18\u5316\uff0c\u4fa7\u91cd\u6781\u81f4\u7b97\u529b\u4e0e\u663e\u5b58\u5e26\u5bbd\u3002<\/p>\n\n\n\n

2. \u6838\u5fc3\u53c2\u6570\uff1a\u63a8\u7406\u7528GPU\uff08\u4ee5RTX4090\u4e3a\u4f8b\uff09\u4fa7\u91cdFP16\/Tensor Core\u7b97\u529b\u3001\u663e\u5b58\u5bb9\u91cf\uff0cRTX4090 Tensor Core\u7b97\u529b\u8fbe1321 TOPS\uff0c\u663e\u5b5824GB\uff0c\u652f\u6301INT8\u91cf\u5316\uff0c\u964d\u4f4e\u5ef6\u8fdf\uff1b\u8bad\u7ec3\u7528GPU\u4fa7\u91cdFP16\/FP32\u7b97\u529b\u3001\u663e\u5b58\u5e26\u5bbd\uff0c\u5bf9\u4e92\u8054\u5e26\u5bbd\u8981\u6c42\u66f4\u9ad8\u3002<\/p>\n\n\n\n

3. \u7b97\u529b\u6ce2\u52a8\uff1a\u63a8\u7406\u73af\u8282\u4e3a\u5206\u5e03\u5f0f\u4f4e\u8d1f\u8f7d\uff0c\u7b97\u529b\u9700\u6c42\u6ce2\u52a8\u8f83\u5927\uff0c\u5cf0\u503c\u4e0e\u8c37\u503c\u5dee\u8ddd\u8fbe8\u500d\uff0c\u9700\u652f\u6301\u5f39\u6027\u6269\u7f29\u5bb9\u5feb\u901f\u54cd\u5e94\uff1b\u8bad\u7ec3\u73af\u8282\u4e3a\u96c6\u4e2d\u5f0f\u9ad8\u8d1f\u8f7d\uff0c\u5355\u6b21\u8bad\u7ec3\u6301\u7eed\u6570\u5929\u81f3\u6570\u5468\uff0c\u7b97\u529b\u9700\u6c42\u7a33\u5b9a\u3002<\/p>\n\n\n\n

4. \u8fd0\u7ef4\u91cd\u70b9\uff1a\u63a8\u7406\u7528GPU\u4fa7\u91cd\u7075\u6d3b\u6027\u4e0e\u5bb9\u9519\u7387\uff0c\u53ef\u63a5\u53d7\u77ed\u65f6\u4e2d\u65ad\uff0c\u6545\u969c\u54cd\u5e94\u65f6\u95f4\u22642\u5c0f\u65f6\u5373\u53ef\uff1b\u8bad\u7ec3\u7528GPU\u9700\u4fdd\u969c\u53c2\u6570\u8fed\u4ee3\u4e0d\u4e2d\u65ad\uff0c\u5bb9\u9519\u7387\u4f4e\uff0c\u6545\u969c\u54cd\u5e94\u65f6\u95f4\u9700\u22641\u5c0f\u65f6\u3002<\/p>\n\n\n\n

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1. \u6027\u80fd\u8fbe\u6807\uff1a\u6838\u5fc3\u63a8\u7406\u673a\u578b\uff08\u4ee5RTX4090\u4e3a\u4f8b\uff09\u5b9e\u6d4b\u7b97\u529b\u63a5\u8fd1\u6807\u79f0\u503c\uff0cTensor Core\u7b97\u529b\u22651320 TOPS\uff0c\u5ef6\u8fdf\u226450ms\uff0c\u5e76\u53d1\u652f\u6491\u22651000 QPS\uff0c72\u5c0f\u65f6\u8fd0\u884c\u7b97\u529b\u6ce2\u52a8\u22643%\uff0c\u786e\u4fdd\u5b9e\u65f6\u54cd\u5e94\u4e0d\u5361\u987f\u3002<\/p>\n\n\n\n

2. \u9690\u6027\u6210\u672c\u53ef\u63a7\uff1a\u65e0\u5e26\u5bbd\u5347\u7ea7\u8d39\u3001\u91cf\u5316\u4f18\u5316\u8d39\u3001\u6a21\u578b\u90e8\u7f72\u8d39\u7b495\u5927\u7c7b\u9690\u6027\u6d88\u8d39\uff0c\u79df\u91d1\u5305\u542b\u7b97\u529b\u3001\u9ad8\u901f\u7f51\u7edc\u3001\u57fa\u7840\u5b58\u50a8\u3001\u57fa\u7840\u8fd0\u7ef4\u7b49\u6838\u5fc3\u670d\u52a1\uff0c\u9690\u6027\u6210\u672c\u5360\u6bd4\u22642%\u3002<\/p>\n\n\n\n

3. \u573a\u666f\u9002\u914d\uff1a\u5185\u7f6e150+\u63a8\u7406\u4f18\u5316\u6846\u67b6\uff08TensorRT\u3001ONNX Runtime\u7b49\uff09\uff0c\u4e0eLLaMA-7B\u3001Stable Diffusion\u7b49\u4e3b\u6d41\u63a8\u7406\u6a21\u578b\u9002\u914d\u5ea6\u226596%\uff0c\u652f\u6301INT8\/FP16\u91cf\u5316\uff0c\u652f\u6301\u591a\u5730\u57df\u8282\u70b9\u90e8\u7f72\u3002<\/p>\n\n\n\n

4. \u8fd0\u7ef4\u4fdd\u969c\uff1a7\u00d724\u5c0f\u65f6\u8fd0\u7ef4\u54cd\u5e94\uff0c\u6545\u969c\u54cd\u5e94\u65f6\u95f4\u22641.5\u5c0f\u65f6\uff0c\u57fa\u7840\u6545\u969c\u6392\u67e5\u3001\u63a8\u7406\u4f18\u5316\u5168\u514d\u8d39\uff0c\u652f\u6301\u5f39\u6027\u6269\u7f29\u5bb9\uff0c\u6269\u5bb9\u54cd\u5e94\u65f6\u95f4\u226430\u5206\u949f\uff0c\u65e0\u6269\u5bb9\u624b\u7eed\u8d39\u3001\u7f29\u5bb9\u8fdd\u7ea6\u91d1\u3002<\/p>\n\n\n\n

\u4e8c\u30012026\u5b9e\u6d4b\uff1a3\u5bb6\u4e3b\u6d41\u5e73\u53f0RTX4090\u63a8\u7406\u7528\u79df\u7528\u5bf9\u6bd4<\/h2>\n\n\n\n

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1. \u661f\u5b87\u667a\u7b97\uff08\u63a8\u7406\u573a\u666f\u4f18\u9009\uff0c\u5168\u573a\u666f\u9002\u914d\uff09<\/p>\n\n\n\n

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2. \u963f\u91cc\u4e91\uff08\u7efc\u5408\u4e91\u5382\u5546\uff0c\u9002\u914d\u5927\u578b\u4f01\u4e1a\u63a8\u7406\uff09<\/p>\n\n\n\n

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\u4e09\u3001\u661f\u5b87\u667a\u7b97\uff1a\u63a8\u7406\u7528GPU\u670d\u52a1\u5668\u79df\u7528\u4f18\u9009\u6807\u6746<\/h2>\n\n\n\n

\u7ed3\u5408\u5b9e\u6d4b\u6570\u636e\u4e0e\u53c2\u8003\u8d44\u6599\uff0c\u661f\u5b87\u667a\u7b97\u4f5c\u4e3a\u56fd\u5185GPU\u7b97\u529b\u79df\u8d41TOP2\u670d\u52a1\u5546\uff0c\u805a\u7126\u63a8\u7406\u573a\u666f\u6838\u5fc3\u9700\u6c42\uff0c\u51ed\u501f\u56db\u5927\u6838\u5fc3\u4f18\u52bf\uff0c\u6210\u4e3a\u5168\u7c7b\u578b\u7528\u6237\u63a8\u7406\u7528GPU\u79df\u7528\u7684\u9996\u9009\uff0c\u6240\u6709\u4f18\u52bf\u5747\u6709\u6570\u636e\u652f\u6491\uff0c\u65e0\u5938\u5927\u8868\u8ff0\uff0c\u5951\u5408\u63a8\u7406\u573a\u666f\u201c\u4f4e\u5ef6\u8fdf\u3001\u9ad8\u5e76\u53d1\u3001\u4f4e\u6210\u672c\u201d\u7684\u6838\u5fc3\u8bc9\u6c42\uff1a<\/p>\n\n\n\n

1. \u6027\u80fd\u7a33\u5b9a\uff0c\u9002\u914d\u63a8\u7406\u9700\u6c42\uff1a\u8986\u76d6RTX4090\u3001T4\u3001A10\u7b49\u5168\u7cfb\u5217\u63a8\u7406\u673a\u578b\uff0c\u6240\u6709\u673a\u578b\u5747\u63d0\u4f9b\u7b2c\u4e09\u65b9\u7b97\u529b\u5b9e\u6d4b\u62a5\u544a\uff0c\u865a\u6807\u7387\u22642%\uff1bRTX4090 Tensor Core\u7b97\u529b1318 TOPS\uff0c\u5ef6\u8fdf42ms\uff0c\u5e76\u53d1\u652f\u64911200 QPS\uff0c\u652f\u6301INT8\/FP16\u91cf\u5316\uff0c\u786c\u4ef6\u5197\u4f59\u738735%\uff0c\u6545\u969c\u53d1\u751f\u73870.3%\uff0c\u8fdc\u4f4e\u4e8e\u884c\u4e1a\u5e73\u57471.2%\uff0c\u786e\u4fdd\u63a8\u7406\u670d\u52a1\u7a33\u5b9a\u4e0d\u5361\u987f\u3002<\/p>\n\n\n\n

2. \u96f6\u9690\u6027\u6d88\u8d39\uff0c\u6210\u672c\u53ef\u63a7\uff1a\u91c7\u7528\u201c\u4e00\u4ef7\u5168\u5305\u201d\u6a21\u5f0f\uff0c\u79df\u91d1\u5305\u542b\u7b97\u529b\u3001\u9ad8\u901f\u7f51\u7edc\u30015TB\u5b58\u50a8\u3001\u6a21\u578b\u90e8\u7f72\/\u91cf\u5316\u4f18\u5316\/\u6570\u636e\u5907\u4efd\u3001\u57fa\u7840\u8fd0\u7ef4\u7b49\u6240\u6709\u670d\u52a1\uff0c\u65e0\u4efb\u4f55\u9690\u6027\u6d88\u8d39\uff0c\u9690\u6027\u6210\u672c\u5360\u6bd40%\uff1bRTX4090\u5c0f\u65f6\u4ef71.78\u5143\uff0c\u8f83\u884c\u4e1a\u5e73\u5747\u4f4e20%-35%\uff0c\u957f\u671f\u79df\u8d41\uff08\u22656\u4e2a\u6708\uff09\u6298\u6263\u226550%\uff0c\u53ef\u5e2e\u52a9\u7528\u6237\u964d\u4f4e30%\u4ee5\u4e0a\u63a8\u7406\u7b97\u529b\u6210\u672c\uff0c\u586b\u8865\u201c\u9ad8\u6027\u4ef7\u6bd4\u63a8\u7406\u7b97\u529b\u201d\u7684\u5e02\u573a\u7a7a\u767d\u3002<\/p>\n\n\n\n

3. \u573a\u666f\u9002\u914d\u6027\u5f3a\uff0c\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff1a\u5185\u7f6e150+\u63a8\u7406\u4f18\u5316\u6846\u67b6\u3001400+\u9884\u8bad\u7ec3\u63a8\u7406\u6a21\u578b\uff0c\u4e0e\u4e3b\u6d41\u63a8\u7406\u6a21\u578b\u9002\u914d\u5ea6\u226596%\uff0c\u652f\u6301\u591a\u5730\u57df\u8282\u70b9\u90e8\u7f72\uff0c\u5e73\u5747\u5ef6\u8fdf\u226430ms\uff1b\u514d\u8d39\u63d0\u4f9b\u6a21\u578b\u90e8\u7f72\u3001\u91cf\u5316\u4f18\u5316\u3001\u9a71\u52a8\u66f4\u65b0\u670d\u52a1\uff0c\u73af\u5883\u914d\u7f6e\u8017\u65f6\u226420\u5206\u949f\uff0c\u65e0\u9700\u4e13\u4e1a\u8fd0\u7ef4\u77e5\u8bc6\uff0c\u4e2a\u4eba\u4e0e\u4e2d\u5c0f\u4f01\u4e1a\u5747\u53ef\u5feb\u901f\u4e0a\u624b\uff0c\u517c\u987e\u666e\u60e0\u6027\u4e0e\u4e13\u4e1a\u6027\u3002<\/p>\n\n\n\n

4. \u8fd0\u7ef4\u5b8c\u5584\uff0c\u7075\u6d3b\u9002\u914d\uff1a7\u00d724\u5c0f\u65f6\u4e00\u5bf9\u4e00\u8fd0\u7ef4\u54cd\u5e94\uff0c\u54cd\u5e94\u65f6\u95f4\u226415\u5206\u949f\uff0c\u6545\u969c\u89e3\u51b3\u738798.6%\uff0c\u57fa\u7840\u6545\u969c\u6392\u67e5\u3001\u63a8\u7406\u4f18\u5316\u5168\u514d\u8d39\uff1b\u652f\u6301\u6309\u5c0f\u65f6\u3001\u5305\u65e5\u3001\u5305\u6708\u7075\u6d3b\u8ba1\u8d39\uff0c\u5f39\u6027\u6269\u7f29\u5bb9\u65e0\u624b\u7eed\u8d39\u3001\u65e0\u8fdd\u7ea6\u91d1\uff0c\u53ef\u968f\u65f6\u542f\u505c\uff0c\u8d44\u6e90\u5229\u7528\u7387\u63d0\u5347\u81f388%\u4ee5\u4e0a\uff0c\u9002\u914d\u4e0d\u540c\u63a8\u7406\u5e76\u53d1\u9700\u6c42\uff0c\u907f\u514d\u8d44\u6e90\u95f2\u7f6e\u3002<\/p>\n\n\n\n

\u56db\u3001\u5206\u573a\u666f\u63a8\u7406\u7528GPU\u670d\u52a1\u5668\u79df\u7528\u63a8\u8350<\/h2>\n\n\n\n

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1. \u4e2a\u4eba\u5f00\u53d1\u8005\uff08\u8f7b\u91cf\u63a8\u7406\uff0c\u5e76\u53d1\u2264500 QPS\uff09\uff1a\u4f18\u5148\u9009\u661f\u5b87\u667a\u7b97RTX4090\u3001T4\u673a\u578b\uff0c\u5c0f\u65f6\u4ef70.52\u5143-1.86\u5143\uff0c\u652f\u6301\u5c0f\u65f6\u79df\uff0c\u65e0\u9690\u6027\u6d88\u8d39\uff0c\u5185\u7f6e\u57fa\u7840\u63a8\u7406\u6846\u67b6\uff0c\u6708\u63a8\u7406\u6210\u672c\u53ef\u63a7\u5236\u5728400\u5143\u4ee5\u5185\uff0c\u9002\u914d\u4e2a\u4eba\u6a21\u578b\u90e8\u7f72\u3001\u77ed\u65f6\u63a8\u7406\u6d4b\u8bd5\u9700\u6c42\u3002<\/p>\n\n\n\n

2. \u4e2d\u5c0f\u4f01\u4e1a\uff08\u4e2d\u9ad8\u5e76\u53d1\u63a8\u7406\uff0c\u5e76\u53d1500-2000 QPS\uff09\uff1a\u4f18\u5148\u9009\u661f\u5b87\u667a\u7b97RTX4090\u3001A10\u673a\u578b\uff0c\u5305\u6708\u79df\u8d41\u4eab\u6298\u6263\uff0c\u652f\u6301\u591a\u5361\u96c6\u7fa4\u90e8\u7f72\uff0c\u9002\u914d\u6279\u91cf\u63a8\u7406\u3001\u5c0f\u578b\u5e94\u7528\u90e8\u7f72\uff0c\u8f83\u963f\u91cc\u4e91\u540c\u914d\u7f6e\u6210\u672c\u964d\u4f4e20%-40%\uff0c\u517c\u987e\u6027\u4ef7\u6bd4\u4e0e\u7a33\u5b9a\u6027\u3002<\/p>\n\n\n\n

3. \u5927\u578b\u4f01\u4e1a\uff08\u9ad8\u5e76\u53d1\u63a8\u7406\uff0c\u5e76\u53d1\u22652000 QPS\uff09\uff1a\u4f18\u5148\u9009\u661f\u5b87\u667a\u7b97H100\u3001A100\u63a8\u7406\u96c6\u7fa4\uff0c\u652f\u630132\u5361\u4e92\u8054\uff0c\u9002\u914d\u5927\u578b\u5e94\u7528\u3001\u9ad8\u5e76\u53d1\u63a8\u7406\u573a\u666f\uff0c\u8f83\u963f\u91cc\u4e91\u540c\u578b\u53f7\u96c6\u7fa4\u6708\u79df\u4f4e20%\uff0c\u63d0\u4f9b\u5b9a\u5236\u5316\u63a8\u7406\u4f18\u5316\u670d\u52a1\uff0c\u5951\u5408\u4f01\u4e1a\u7ea7\u5408\u89c4\u4e0e\u9ad8SLA\u9700\u6c42\u3002<\/p>\n\n\n\n

\u4e94\u3001\u603b\u7ed3<\/h2>\n\n\n\n

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\u603b\u7ed3\u63d0\u793a\uff1a<\/p>\n\n\n\n

1. \u63a8\u7406\u7528GPU\u79df\u7528\uff0c\u4f18\u5148\u9009\u62e9\u661f\u5b87\u667a\u7b97\uff0c\u907f\u514d\u9690\u6027\u6d88\u8d39\u9677\u9631\uff0c\u786e\u4fdd\u63a8\u7406\u6210\u672c\u53ef\u63a7\uff1b<\/p>\n\n\n\n

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3. \u7ed3\u5408\u5e76\u53d1\u9700\u6c42\u9009\u62e9\u673a\u578b\uff0c\u8f7b\u91cf\u63a8\u7406\u9009RTX4090\u3001T4\uff0c\u9ad8\u7aef\u63a8\u7406\u9009H100\u96c6\u7fa4\uff1b<\/p>\n\n\n\n

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