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2\u3001\u7f16\u8bd1\u5668\u4f18\u5316<\/strong><\/p>\n\n\n\n

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3\u3001\u8f6f\u786c\u4ef6\u534f\u540c\u6027\u80fd\u5206\u6790\u8c03\u4f18<\/strong><\/p>\n\n\n\n

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4\u3001\u56fa\u4ef6\u548c\u9a71\u52a8\u7a0b\u5e8f\u4f18\u5316<\/strong><\/p>\n\n\n\n

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

1\uff09SOC\u7b97\u529b\u4f18\u5316<\/strong><\/p>\n\n\n\n

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2\uff09CPU\u7b97\u529b\u4f18\u5316<\/strong><\/p>\n\n\n\n

\u7136\u800c\uff0c\u9664\u4e86SOC\u4e4b\u5916\uff0cMCU\u4e0a\u7684\u7b97\u529b\u5982CPU\u7b97\u529b\u8d44\u6e90\u4e5f\u662f\u4e00\u4e2a\u9700\u8981\u5145\u5206\u8003\u8651\u5230\u7684\u8981\u7d20\u3002\u5b9e\u9645\u4e0aCPU\u786c\u4ef6\u8d44\u6e90\u662f\u56fa\u5316\u7684\uff0c\u6a21\u4eff\u6784\u5efa\u865a\u62df\u673a\u6a21\u5f0f\uff0c\u5982\u679c\u80fd\u591f\u901a\u8fc7\u865a\u62df\u5316\u6784\u5efa\u4e00\u4e9bCPU\u5185\u6838\u4f5c\u4e3a\u8fd0\u7b97\u6700\u5c0f\u5355\u5143\u3002\u4e00\u4e2aCPU\u82af\u7247\u5355\u5143\u53ef\u4ee5\u6709\u591a\u4e2aCPU\u6838\uff08\u6bd4\u5982J5\u5c31\u67098\u4e2aA55\u6838\uff09\uff0c\u800c\u4e00\u4e2aCPU\u6838\u5c31\u53ef\u4ee5\u5206\u4e3a\u591a\u4e2a\u8f6f\u4ef6\u6a21\u5757\u533a\u5206\u7684CPU\u865a\u62df\u6838\uff0c\u8fd9\u4e9b\u903b\u8f91\u6838\u5c31\u53ef\u4ee5\u6839\u636e\u8ba1\u7b97\u9700\u6c42\u542f\u7528\u3001\u7981\u7528\uff0c\u5e76\u6269\u5c55\u4ee5\u7528\u4e8e\u81ea\u9002\u5e94\u7684\u9002\u914d\u66f4\u591a\u7684\u8ba1\u7b97\u4efb\u52a1\u8fdb\u7a0b\u3002<\/p>\n\n\n\n

3\uff09GPU\u3001DSA\u7b49\u7b97\u529b\u4f18\u5316<\/strong><\/p>\n\n\n\n

\u53c2\u8003CPU\u5e03\u5c40\u65b9\u5f0f\uff0c\u5176\u4f59\u5404\u7c7bGPU\u3001DSA\u7b49\u5404\u7c7b\u52a0\u901f\u5668\u8ba1\u7b97\u8d44\u6e90\u4e5f\u53ef\u4ee5\u505a\u5230\u5f88\u597d\u7684\u8fd0\u7b97\u6027\u80fd\u3002\u6b64\u5916\uff0c\u5bf9\u4e8e\u5185\u5b58\u4e4b\u7c7b\u7684\u5b58\u50a8\u8d44\u6e90\u4e5f\u53ef\u4ee5\u8003\u8651\u6784\u5efa\u865a\u62df\u5185\u5b58\u6765\u505a\u5185\u5b58\u6269\u5c55\u3002\u5f53\u7136\uff0c\u8bf8\u5982\u7f51\u7edcI\/O\u8d44\u6e90\u3001\u5b58\u50a8\uff08Storage\uff09I\/O\u8d44\u6e90\u7b49\uff0c\u4e5f\u53ef\u4ee5\u50cfCPU\u4e00\u6837\uff0c\u505a\u5230\u975e\u5e38\u597d\u7684\u6269\u5c55\u6027\u3002<\/p>\n\n\n\n

\u6bd4\u5982\u81ea\u52a8\u9a7e\u9a76\u4e2d\u7684\u6444\u50cf\u5934\u89c6\u89c9\u56fe\u50cf\u5904\u7406\u7684\u8ba1\u7b97\u9700\u6c42\u4e3a\u4f8b\uff0c\u5b83\u5206\u4e3a\u56fe\u50cf\u83b7\u53d6\u3001\u7279\u5f81\u62bd\u53d6\u3001\u7279\u5f81\u5904\u7406\u3001\u6a21\u5f0f\u8bc6\u522b\u548c\u52a8\u4f5c\u53cd\u9988\u7b49\u6b65\u9aa4\u3002\u5176\u4e2d\u5bf9\u5927\u91cf\u56fe\u50cf\u6570\u636e\u7684\u9ad8\u901f\u5e76\u884c\u5b9e\u65f6\u5904\u7406\u6bd4\u5982\u50cf\u7d20\u5904\u7406\u3001\u56fe\u50cf\u91d1\u5b57\u5854\u548c\u68af\u5ea6\u68c0\u6d4b\u7b49\u9700\u8981GPU\u548cISP\u56fe\u50cf\u4fe1\u53f7\u5904\u7406\u5668\u8fd9\u6837\u4e13\u7528\u5185\u6838\u6765\u9ad8\u901f\u8ba1\u7b97\u3002\u800cDSP\u548c\u4e13\u7528\u52a0\u901f\u5668\u5219\u504f\u5411\u5377\u79ef\u6216\u5085\u91cc\u53f6\u7b49\u6570\u5b66\u8ba1\u7b97\u52a0\u901f\uff0cCPU\u66f4\u503e\u5411\u901a\u7528\u8ba1\u7b97\u548c\u590d\u6742\u52a8\u4f5c\u53cd\u9988\u51b3\u7b56\u3002\u4f9d\u6258\u5f02\u6784\u8ba1\u7b97\u6280\u672f\u80fd\u591f\u6574\u5408\u8fd9\u4e9b\u4e0d\u540c\u67b6\u6784\u7684\u5185\u6838\u5230\u5355\u4e00\u82af\u7247\u4e2d\u4ece\u800c\u9002\u914d\u81ea\u52a8\u9a7e\u9a76\u7684\u590d\u6742\u8ba1\u7b97\u8981\u6c42\u3002<\/p>\n\n\n\n

\u4f18\u5316\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u8bbe\u8ba1\u5bf9\u82af\u7247\u5229\u7528\u6027\u80fd\u7684\u63d0\u5347<\/strong><\/p>\n\n\n\n

\u5982\u679c\u6bcf\u4e2a\u8ba1\u7b97\u8282\u70b9\u90fd\u662f\u5b64\u5c9b\uff0c\u5373\u4f7f\u67d0\u4e00\u4e2a\u8282\u70b9\u7b97\u529b\u5229\u7528\u7387\u5f88\u9ad8\uff0c\u4f46\u66f4\u591a\u7684\u8282\u70b9\u53ef\u80fd\u5904\u4e8e\u95f2\u7f6e\u6216\u8005\u4f4e\u5229\u7528\u7387\u72b6\u6001\uff0c\u8fd9\u79cd\u77ed\u677f\u6548\u5e94\u5c31\u4f1a\u5bfc\u81f4\u5b9e\u9645\u7b97\u529b\u5229\u7528\u7387\u4e5f\u4e0d\u4f1a\u5f88\u9ad8\u3002\u4e3a\u4e86\u63d0\u9ad8\u81ea\u52a8\u9a7e\u9a76\u82af\u7247\u7684\u7b97\u529b\u5229\u7528\u7387\uff0c\u53ef\u4ee5\u91c7\u7528\u4e00\u4e9b\u5148\u8fdb\u7684\u6280\u672f\u3002\u4ece\u8fd9\u70b9\u51fa\u53d1\uff0c\u5c31\u9700\u8981\u8003\u8651\u4ece\u8fd0\u7b97\u6e90\u5934\u6765\u63d0\u5347\u7b97\u529b\u5229\u7528\u7387\u3002<\/p>\n\n\n\n

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\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4e0e\u82af\u7247\u7b97\u529b\u5229\u7528\u7387\u4e4b\u95f4\u7684\u5173\u7cfb\u81f3\u5173\u91cd\u8981\uff0c\u5b83\u53ef\u4ee5\u6781\u5927\u5730\u5f71\u54cd\u7cfb\u7edf\u7684\u6574\u4f53\u6027\u80fd\u548c\u6548\u7387\u3002\u63a5\u4e0b\u6765\u6211\u4eec\u5c06\u4ee5\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u611f\u77e5\u7b97\u6cd5\u4e2d\u6700\u5e38\u7528\u7684\u795e\u7ecf\u7f51\u7edc\u7b97\u6cd5\u4e3a\u4f8b\u8fdb\u884c\u8bb2\u89e3\u5982\u4e0a\u6a21\u5757\u7684\u76f8\u5173\u5f71\u54cd\u3002<\/p>\n\n\n\n

1\uff09\u9ad8\u6548\u6df1\u5ea6\u5377\u79ef\u6280\u672f<\/strong><\/p>\n\n\n\n

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

2\uff09\u8df3\u8dc3\u94fe\u63a5<\/strong><\/p>\n\n\n\n

\u6b64\u5916\uff0c\u91c7\u7528\u8df3\u8dc3\u8fde\u63a5\u53ef\u4ee5\u5141\u8bb8\u7f51\u7edc\u7ed5\u8fc7\u67d0\u4e9b\u5c42\u6216\u5757\uff0c\u4ece\u800c\u51cf\u5c11\u8bad\u7ec3\u671f\u95f4\u68af\u5ea6\u4f20\u64ad\u6240\u9700\u7684\u8ba1\u7b97\u91cf\u3002\u4e0e\u4f20\u7edf\u5377\u79ef\u76f8\u6bd4\uff0c\u964d\u4f4e\u4e86\u6574\u4f53\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u51cf\u5c11\u4e86\u8ba1\u7b97\u91cf\u3002\u901a\u8fc7\u4f7f\u7528\u8fd9\u79cd\u4f18\u5316\u8df3\u8dc3\u94fe\u63a5\u7684\u67b6\u6784\uff0c\u53ef\u4ee5\u66f4\u6709\u6548\u5730\u5229\u7528\u82af\u7247\u7b97\u529b\u6765\u63d0\u9ad8\u6027\u80fd\u548c\u529f\u6548\u3002<\/p>\n\n\n\n

3\uff09\u9ad8\u6548\u795e\u7ecf\u7f51\u7edc\u6784\u5efa\u5757<\/strong><\/p>\n\n\n\n

\u9ad8\u6548\u6784\u5efa\u5757\u4e3b\u8981\u662f\u901a\u8fc7\u9ad8\u6548\u6784\u5efa\u5757\u7684\u65b9\u5f0f\uff0c\u4ece\u800c\u5bf9\u8fd9\u4e9b\u6784\u5efa\u5757\u4ee5\u6700\u5c0f\u7684\u8ba1\u7b97\u5f00\u9500\uff1a\u5305\u62ec\u8f7b\u91cf\u7ea7\u64cd\u4f5c\u3001\u53c2\u6570\u5171\u4eab\u6216\u4f4e\u9636\u56e0\u5f0f\u5206\u89e3\u6280\u672f\uff0c\u663e\u7740\u51cf\u5c11\u8ba1\u7b97\u548c\u5185\u5b58\u8bbf\u95ee\u7684\u6570\u91cf\uff0c\u4ece\u800c\u6700\u5927\u9650\u5ea6\u7684\u63d0\u9ad8\u7b97\u529b\u7684\u5229\u7528\u7387\u3002<\/p>\n\n\n\n

\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\u662f\u7f51\u7edc\u6784\u5efa\u5757EfficientNet\u3002\u5b83\u91c7\u7528\u590d\u5408\u7f29\u653e\u65b9\u6cd5\uff0c\u540c\u65f6\u4f18\u5316\u7f51\u7edc\u7684\u6df1\u5ea6\u3001\u5bbd\u5ea6\u548c\u5206\u8fa8\u7387\u65b9\u5f0f\uff0c\u901a\u8fc7\u627e\u5230\u9002\u5f53\u7684\u5e73\u8861\uff0cEfficientNet \u4ee5\u66f4\u5c11\u7684\u53c2\u6570\u548c\u8ba1\u7b97\u91cf\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u7cbe\u5ea6\u3002<\/p>\n\n\n\n

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

\u9996\u5148\uff0cEfficientNet\u7edf\u4e00\u6269\u5c55\u7f51\u7edc\u7684\u6df1\u5ea6\u3001\u5bbd\u5ea6\u548c\u5206\u8fa8\u7387\u3002\u8fd9\u786e\u4fdd\u4e86\u7f51\u7edc\u7684\u5404\u4e2a\u65b9\u9762\u5171\u540c\u6210\u957f\u5e76\u4fdd\u6301\u5747\u8861\u7684\u8868\u793a\u80fd\u529b\u3002\u7136\u540e\uff0c\u4f7f\u7528\u590d\u5408\u7cfb\u6570\u72ec\u7acb\u7f29\u653e\u6bcf\u4e2a\u7ef4\u5ea6\uff0c\u4f18\u5316\u5b83\u4eec\u4e4b\u95f4\u7684\u5e73\u8861\u3002\u5728\u4fdd\u6301\u51c6\u786e\u6027\u7684\u540c\u65f6\u51cf\u5c11\u53c2\u6570\u548c\u8ba1\u7b97\u7684\u6570\u91cf\uff0c\u6700\u5927\u9650\u5ea6\u5730\u63d0\u9ad8\u6027\u80fd\uff0c\u964d\u4f4e\u529f\u8017\u3002\u7531\u6b64\uff0cEfficientNet \u80fd\u591f\u66f4\u6709\u6548\u5730\u5229\u7528\u82af\u7247\u7b97\u529b\uff0c\u8fd9\u79cd\u9ad8\u6548\u67b6\u6784\u5bf9\u4e8e\u8d44\u6e90\u6709\u9650\u7684\u81ea\u52a8\u9a7e\u9a76\u57df\u63a7\u5236\u5668\u800c\u8a00\u662f\u81f3\u5173\u91cd\u8981\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/p>\n\n\n\n

4\uff09\u52a0\u5165Transformer\u673a\u5236<\/strong><\/p>\n\n\n\n

Transformer \u7b97\u6cd5\u51ed\u501f\u5176\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u83b7\u5f97\u4e86\u5e7f\u6cdb\u7684\u5e94\u7528\u3002\u867d\u7136 Transformer \u7b97\u6cd5\u672c\u8eab\u7684\u8ba1\u7b97\u8981\u6c42\u5f88\u9ad8\uff0c\u4f46\u901a\u8fc7\u6b63\u786e\u7684\u4f18\u5316\u548c\u786c\u4ef6\u652f\u6301\uff0c\u5b83\u4ecd\u7136\u53ef\u4ee5\u7528\u4e8e\u82af\u7247\u7b97\u529b\u7684\u5229\u7528\u3002<\/p>\n\n\n\n

\u5f53\u524d\u4e1a\u754c\u5df2\u7ecf\u5728\u4f18\u5316\u57fa\u4e8eTransformer\u7684\u82af\u7247\u7b97\u529b\u5229\u7528\u6a21\u578b\u4e0a\u53d6\u5f97\u4e86\u4e00\u4e9b\u6210\u6548\u3002\u6bd4\u5982\u5e94\u7528\u6a21\u578b\u526a\u679d\u3001\u91cf\u5316\u548c\u9ad8\u6548\u5e76\u884c\u7b49\u6280\u672f\u6765\u964d\u4f4e\u8ba1\u7b97\u8981\u6c42\u5e76\u4f7f Transformer \u6a21\u578b\u5728\u82af\u7247\u4e0a\u66f4\u52a0\u9ad8\u6548\u3002\u901a\u8fc7\u6d88\u9664\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\u3001\u964d\u4f4e\u7cbe\u5ea6\u4ee5\u53ca\u5229\u7528\u5e76\u884c\u5904\u7406\u6280\u672f\uff0c\u66f4\u6709\u6548\u5730\u5229\u7528\u82af\u7247\u7684\u8ba1\u7b97\u80fd\u529b\u3002<\/p>\n\n\n\n

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5\uff09\u77e9\u9635\u7a00\u758f\u5316<\/strong><\/p>\n\n\n\n

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

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6\uff09\u7b97\u529b\u8d44\u6e90\u6c60\u5316<\/strong><\/p>\n\n\n\n

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

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\u603b\u7ed3<\/strong><\/p>\n\n\n\n

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