{"id":39581,"date":"2025-03-22T04:03:13","date_gmt":"2025-03-21T20:03:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=39581"},"modified":"2025-03-22T04:03:13","modified_gmt":"2025-03-21T20:03:13","slug":"13%e5%b9%b4%e5%90%8e%ef%bc%8calexnet%e6%ba%90%e4%bb%a3%e7%a0%81%e7%bb%88%e4%ba%8e%e5%85%ac%e5%bc%80%ef%bc%9a%e5%b8%a6%e6%b3%a8%e9%87%8a%e7%9a%84%e5%8e%9f%e7%89%88","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39581","title":{"rendered":"13\u5e74\u540e\uff0cAlexNet\u6e90\u4ee3\u7801\u7ec8\u4e8e\u516c\u5f00\uff1a\u5e26\u6ce8\u91ca\u7684\u539f\u7248"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:13\u5e74\u540e\uff0cAlexNet\u6e90\u4ee3\u7801\u7ec8\u4e8e\u516c\u5f00\uff1a\u5e26\u6ce8\u91ca\u7684\u539f\u7248<\/a><\/p>\n

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\u4ece\u4e00\u884c\u884c\u4ee3\u7801\u3001\u6ce8\u91ca\u4e2d\u611f\u53d7 AlexNet \u7684\u8bde\u751f\uff0c\u6216\u8bb8\u8001\u4ee3\u7801\u4e2d\u8fd8\u85cf\u7740\u542f\u53d1\u672a\u6765\u7684\u300c\u65b0\u300d\u77e5\u8bc6\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n
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\u60f3\u77e5\u9053 AlexNet 2012 \u5e74\u7684\u539f\u59cb\u4ee3\u7801\u957f\u4ec0\u4e48\u6837\u5417\uff1f\u73b0\u5728\uff0c\u673a\u4f1a\u6765\u4e86\uff01\u521a\u521a\uff0c\u8c37\u6b4c\u9996\u5e2d\u79d1\u5b66\u5bb6 Jeff Dean \u5ba3\u5e03\uff0c\u4ed6\u4eec\u4e0e\u8ba1\u7b97\u673a\u5386\u53f2\u535a\u7269\u9986\uff08CHM\uff09\u5408\u4f5c\uff0c\u5171\u540c\u53d1\u5e03\u4e86 AlexNet \u7684\u6e90\u4ee3\u7801\uff0c\u5e76\u5c06\u957f\u671f\u4fdd\u5b58\u8fd9\u4e9b\u4ee3\u7801\u3002<\/section>\n
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\u5f00\u653e\u540e\u7684\u4ee3\u7801\u5e93\u5982\u4e0b\uff1a<\/section>\n
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GitHub \u94fe\u63a5\uff1ahttps:\/\/github.com\/computerhistory\/AlexNet-Source-Code<\/section>\n
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AlexNet \u662f\u4e00\u4e2a\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\uff0c\u7528\u4e8e\u8bc6\u522b\u7167\u7247\u5185\u5bb9\u3002\u5b83\u7531\u5f53\u65f6\u7684\u591a\u4f26\u591a\u5927\u5b66\u7814\u7a76\u751f Alex Krizhevsky \u548c Ilya Sutskever \u4ee5\u53ca\u4ed6\u4eec\u7684\u5bfc\u5e08 Geoffrey Hinton \u4e8e 2012 \u5e74\u5f00\u53d1\u3002<\/section>\n
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\u5728\u8ba1\u7b97\u673a\u5386\u53f2\u4e0a\uff0cAlexNet \u7684\u51fa\u73b0\u6709\u7740\u5212\u65f6\u4ee3\u7684\u610f\u4e49\u3002\u5728\u5b83\u51fa\u73b0\u4e4b\u524d\uff0c\u5f88\u5c11\u6709\u673a\u5668\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u3002\u4f46\u5728 AlexNet \u51fa\u73b0\u4e4b\u540e\uff0c\u51e0\u4e4e\u6240\u6709\u7814\u7a76\u4eba\u5458\u90fd\u4f1a\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u3002\u4ece 2012 \u5e74\u5230 2022 \u5e74\uff0c\u795e\u7ecf\u7f51\u7edc\u4e0d\u65ad\u53d6\u5f97\u8fdb\u6b65\uff0c\u5305\u62ec\u5408\u6210\u53ef\u4fe1\u7684\u4eba\u7c7b\u58f0\u97f3\u3001\u51fb\u8d25\u56f4\u68cb\u51a0\u519b\u9009\u624b\u3001\u6a21\u62df\u4eba\u7c7b\u8bed\u8a00\u5e76\u751f\u6210\u827a\u672f\u4f5c\u54c1\u2026\u2026 \u6700\u7ec8\uff0cOpenAI \u4e8e 2022 \u5e74\u53d1\u5e03 ChatGPT\u2026\u2026 \u5b83\u662f\u8fd9\u4e00\u7cfb\u5217\u6545\u4e8b\u7684\u91cd\u8981\u8d77\u70b9\u3002<\/section>\n
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\u300c\u8c37\u6b4c\u5f88\u9ad8\u5174\u5c06\u5177\u6709\u5f00\u521b\u6027\u610f\u4e49\u7684 AlexNet \u9879\u76ee\u7684\u6e90\u4ee3\u7801\u8d21\u732e\u7ed9\u8ba1\u7b97\u673a\u5386\u53f2\u535a\u7269\u9986\uff0c\u300dJeff Dean \u8bf4\uff0c\u300c\u8fd9\u6bb5\u4ee3\u7801\u662f Alex Krizhevsky\u3001Ilya Sutskever \u548c Geoffrey Hinton \u64b0\u5199\u7684\u6807\u5fd7\u6027\u8bba\u6587\u300aImageNet Classification with Deep Convolutional Neural Networks\u300b\u7684\u57fa\u7840\uff0c\u8be5\u8bba\u6587\u9769\u65b0\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\uff0c\u662f\u6709\u53f2\u4ee5\u6765\u88ab\u5f15\u7528\u6b21\u6570\u6700\u591a\u7684\u8bba\u6587\u4e4b\u4e00\u3002\u300d<\/section>\n
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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Google Scholar \u6570\u636e\u663e\u793a\uff0cAlexNet \u76f8\u5173\u8bba\u6587\u88ab\u5f15\u91cf\u5df2\u7ecf\u8d85\u8fc7 17 \u4e07\u3002<\/sup><\/em><\/section>\n
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\u9664\u4e86\u4ee3\u7801\u672c\u8eab\u7684\u4ef7\u503c\uff0cHuggingFace \u8054\u5408\u521b\u59cb\u4eba Thomas Wolf \u8fd8\u53d1\u73b0\uff0c\u4ee3\u7801\u4e2d\u7684\u6ce8\u91ca\u4e5f\u975e\u5e38\u6709\u542f\u53d1\u6027\u3002\u4ed6\u8bf4\uff0c\u300c\u4e5f\u8bb8\u771f\u6b63\u7684\u5386\u53f2\u8bb0\u5f55\u662f AlexNet \u4ee3\u7801\u4e2d\u6bcf\u4e2a\u5b9e\u9a8c\u914d\u7f6e\u6587\u4ef6\u672b\u5c3e\u7684\u5b9e\u9a8c\u8bb0\u5f55\u6ce8\u91ca\u3002\u4e00\u4e2a\u5f00\u521b\u6027\u7684\u795e\u7ecf\u7f51\u7edc\u6b63\u5728\u8bde\u751f\u2026\u2026\u300d<\/section>\n
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\u8fd8\u6709\u4eba\u8bf4\uff0c\u300cAlexNet \u4ee3\u7801\u7684\u53d1\u5e03\u5bf9\u4e8e AI \u7231\u597d\u8005\u6765\u8bf4\u662f\u4e00\u4e2a\u5b9d\u5e93\uff0c\u8fd9\u662f\u4e00\u4e2a\u5411\u6df1\u5ea6\u5b66\u4e60\u5148\u9a71\u5b66\u4e60\u7684\u7edd\u4f73\u673a\u4f1a\u300d\u3002<\/section>\n
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AlexNet\uff0c\u4eba\u5de5\u667a\u80fd\u5386\u53f2\u7684\u8f6c\u6298\u70b9<\/strong><\/section>\n
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\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\uff0cAlexNet \u53ef\u8c13\u7206\u53d1\u7684\u8d77\u70b9\u3002\u5c31\u5728\u672c\u5468\u7684\u82f1\u4f1f\u8fbe GTC \u5927\u4f1a\u4e0a\uff0c\u9ec4\u4ec1\u52cb\u4ecb\u7ecd\u8d77 AI \u7684\u53d1\u5c55\u5386\u7a0b\uff0c\u672a\u6765\u7684\u4e00\u5934\u662f\u667a\u80fd\u4f53\u3001\u7269\u7406\u4e16\u754c\u7684 AI\uff0c\u8fc7\u53bb\u7684\u4e00\u5934\u5c31\u662f AlexNet\u3002<\/section>\n
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AI\u3001\u673a\u5668\u5b66\u4e60\u3001\u6df1\u5ea6\u5b66\u4e60\u7684\u6982\u5ff5\u53ef\u4ee5\u8ffd\u6eaf\u5230\u51e0\u5341\u5e74\u524d\uff0c\u7136\u800c\u5b83\u4eec\u5728\u8fc7\u53bb\u7684\u5341\u51e0\u5e74\u91cc\u624d\u771f\u6b63\u6d41\u884c\u8d77\u6765\uff0c\u8fd9\u53ef\u80fd\u7684\u786e\u8981\u5f52\u529f\u4e8e AlexNet\u3002<\/section>\n
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\u5728 2012 \u5e74\uff0c\u6765\u81ea\u591a\u4f26\u591a\u5927\u5b66\u7684 Alex Krizhevsky\u3001Ilya Sutskever\u3001Geoffrey Hinton \u7b49\u4eba\u63d0\u51fa\u4e86\u4e00\u4e2a\u540d\u4e3a\u300cAlexNet\u300d\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u8d62\u5f97\u4e86 2012 \u5e74\u5927\u89c4\u6a21\u89c6\u89c9\u8bc6\u522b\u6311\u6218\u8d5b ImageNet \u7684\u51a0\u519b\u3002<\/section>\n
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\u4e09\u4f4d\u90fd\u662f AI \u9886\u57df\u91cc\u54cd\u5f53\u5f53\u7684\u4eba\u7269\u3002Geoffrey Hinton \u88ab\u8a89\u4e3a\u300c\u6df1\u5ea6\u5b66\u4e60\u4e4b\u7236\u300d\uff0c\u540e\u6765\u83b7\u5f97\u4e86 2018 \u5e74\u7684\u56fe\u7075\u5956\u30012024 \u5e74\u7684\u8bfa\u8d1d\u5c14\u7269\u7406\u5b66\u5956\uff1bIlya Sutskever \u662f OpenAI \u7684\u8054\u5408\u521b\u59cb\u4eba\u53ca\u524d\u9996\u5e2d\u79d1\u5b66\u5bb6\uff0c\u4e5f\u662f AlphaGo \u8bba\u6587\u7684\u4f17\u591a\u4f5c\u8005\u4e4b\u4e00\u3002\u51a0\u540d\u8be5\u6a21\u578b\u7684 Alex Krizhevsky \u4e5f\u662f CIFAR-10 \u548c CIFAR-100 \u6570\u636e\u96c6\u7684\u521b\u5efa\u8005\uff0c\u4e0d\u8fc7\u4ed6\u5374\u9010\u6e10\u5bf9\u7814\u7a76\u5931\u53bb\u4e86\u5174\u8da3\uff0c\u4e8e 2017 \u5e74 9 \u6708\u79bb\u5f00\u4e86\u8c37\u6b4c\u3002<\/section>\n
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\u5728\u63cf\u8ff0\u5f53\u5e74\u7684 AlexNet \u9879\u76ee\u65f6\uff0cGeoffrey Hinton \u603b\u7ed3\u9053\uff1a\u300cIlya \u8ba4\u4e3a\u6211\u4eec\u5e94\u8be5\u505a\u8fd9\u4ef6\u4e8b\uff0cAlex \u8ba9\u5b83\u6210\u529f\u4e86\uff0c\u800c\u6211\u83b7\u5f97\u4e86\u8bfa\u8d1d\u5c14\u5956\u3002\u300d<\/section>\n
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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u5f53\u5e74\u7528\u4e8e\u8bad\u7ec3 AlexNet \u7684\u5bb6\u7528\u8ba1\u7b97\u673a\u548c GPU\u3002<\/sup><\/em><\/section>\n
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\u5728 ImageNet \u7ade\u8d5b\u4e2d\uff0c\u53c2\u8d5b\u8005\u9700\u8981\u5b8c\u6210\u4e00\u4e2a\u540d\u53eb\u300cobject region\u300d\u7684\u4efb\u52a1\uff0c\u5373\u7ed9\u5b9a\u4e00\u5f20\u5305\u542b\u67d0\u76ee\u6807\u7684\u56fe\u50cf\u548c\u4e00\u4e32\u76ee\u6807\u7c7b\u522b\uff08\u5982\u98de\u673a\u3001\u74f6\u5b50\u3001\u732b\uff09\uff0c\u6bcf\u4e2a\u56e2\u961f\u7684\u5b9e\u73b0\u90fd\u9700\u8981\u8bc6\u522b\u51fa\u56fe\u50cf\u4e2d\u7684\u76ee\u6807\u5c5e\u4e8e\u54ea\u4e2a\u7c7b\u3002<\/section>\n
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\u5728\u5f53\u5e74\u7684\u6bd4\u8d5b\u4e2d\uff0cAlexNet \u7684\u8868\u73b0\u9887\u5177\u98a0\u8986\u6027\uff0c\u56e2\u961f\u9996\u6b21\u4f7f\u7528\u4e00\u79cd\u540d\u4e3a\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7684\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\uff0c\u5e76\u5145\u5206\u5229\u7528\u4e86\u82f1\u4f1f\u8fbe GPU \u7684\u80fd\u529b\u3002\u7531\u4e8e\u8868\u73b0\u8fc7\u4e8e\u60ca\u8273\uff0c\u4e4b\u540e\u51e0\u5e74\u7684 ImageNet \u6311\u6218\u8d5b\u51a0\u519b\u90fd\u6cbf\u7528\u4e86 CNN\u3002<\/section>\n
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AlexNet \u7684\u8bba\u6587\u88ab 2012 \u5e74\u7684 NeurIPS \u5927\u4f1a\u63a5\u6536\u5e76\u53d1\u8868\uff0c\u8d77\u521d\u4e5f\u53d7\u5230\u4e86\u4e00\u4e9b\u8ba1\u7b97\u673a\u89c6\u89c9\u7814\u7a76\u8005\u7684\u8d28\u7591\uff0c\u4f46\u51fa\u5e2d\u4f1a\u8bae\u7684 Yann LeCun \u5ba3\u5e03\u8fd9\u662f\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u8f6c\u6298\u70b9\u3002\u540e\u6765\u53d1\u751f\u7684\u4e8b\u60c5\u6211\u4eec\u4e5f\u90fd\u77e5\u9053\u4e86\uff1a\u5728 AlexNet \u4e4b\u524d\uff0c\u51e0\u4e4e\u6ca1\u6709\u4e00\u7bc7\u9886\u5148\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u8bba\u6587\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u3002\u5728\u5b83\u4e4b\u540e\uff0c\u51e0\u4e4e\u6240\u6709\u8bba\u6587\u90fd\u4f1a\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u3002<\/section>\n
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\u8fd9\u662f\u8ba1\u7b97\u673a\u89c6\u89c9\u53f2\u4e0a\u7684\u4e00\u4e2a\u5173\u952e\u65f6\u523b\uff0c\u4e5f\u6fc0\u53d1\u4e86\u4eba\u4eec\u5c06\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u4e8e\u5176\u4ed6\u9886\u57df\uff08\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u673a\u5668\u4eba\u3001\u63a8\u8350\u7cfb\u7edf\uff09\u7684\u5174\u8da3\u3002<\/section>\n
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\u5f00\u653e\u6e90\u4ee3\u7801\uff0c\u5386\u65f6\u4e94\u5e74<\/strong><\/section>\n
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AlexNet \u6e90\u4ee3\u7801\u987a\u5229\u53d1\u5e03\u7684\u6545\u4e8b\uff0c\u8fd8\u8981\u4ece\u4e94\u5e74\u524d\u8bf4\u8d77\u3002<\/section>\n
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2020 \u5e74\uff0cCHM \u8f6f\u4ef6\u5386\u53f2\u4e2d\u5fc3\u9986\u957f Hansen Hsu \u8054\u7cfb\u4e86 Alex Krizhevsky\uff0c\u5e0c\u671b\u83b7\u5f97\u53d1\u5e03\u6388\u6743\u3002\u4e0d\u8fc7\uff0cAlex Krizhevsky \u5e76\u6ca1\u6709\u76f4\u63a5\u56de\u5e94\uff0c\u800c\u662f\u5c06 Hansen Hsu \u4ecb\u7ecd\u7ed9\u4e86\u5f53\u65f6\u8fd8\u5728\u8c37\u6b4c\u5de5\u4f5c\u7684 Hinton\u3002\u56e0\u4e3a\uff0c\u5728\u8c37\u6b4c\u6536\u8d2d\u4e86 Hinton\u3001Sutskever \u548c Krizhevsky \u521b\u529e\u7684\u516c\u53f8 DNNresearch \u4e4b\u540e\uff0cAlexNet \u7684\u77e5\u8bc6\u4ea7\u6743\u5c31\u5f52\u4e86\u8c37\u6b4c\u3002<\/section>\n
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\u4e4b\u540e\uff0cHinton \u5728 CHM \u548c\u8c37\u6b4c\u7684\u56e2\u961f\u4e4b\u95f4\u65a1\u65cb\uff0c\u63a8\u52a8\u6574\u4ef6\u4e8b\u7684\u8fdb\u7a0b\u3002\u53cc\u65b9\u82b1\u4e86\u4e94\u5e74\u7684\u65f6\u95f4\uff0c\u534f\u5546\u53d1\u5e03\u4e8b\u5b9c\uff0c\u4ee5\u53ca\u5177\u4f53\u7684\u53d1\u5e03\u7248\u672c\u3002<\/section>\n
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\u4e8b\u5b9e\u4e0a\uff0c\u81ea 2012 \u5e74\u8bba\u6587\u53d1\u5e03\u540e\uff0cAlexNet \u7684\u6e90\u7801\u5df2\u7ecf\u6709\u4e86\u591a\u4e2a\u7248\u672c\uff0cGitHub \u4e0a\u4e5f\u6709\u4e0d\u5c11\u540d\u4e3a\u300cAlexNet\u300d\u7684\u4ee3\u7801\u5e93\uff0c\u4f46\u5176\u4e2d\u8bb8\u591a\u5e76\u4e0d\u662f\u539f\u59cb\u4ee3\u7801\uff0c\u800c\u662f\u6839\u636e\u90a3\u7bc7\u8bba\u6587\u91cd\u65b0\u521b\u5efa\u7684\u3002\u6b64\u524d\uff0cKrizhevsky \u5f00\u53d1\u7684 AlexNet \u524d\u8eab \u2014\u2014cuda-convnet \u4e5f\u66fe\u4f5c\u4e3a\u5f00\u6e90\u4ee3\u7801\u53d1\u5e03\uff0c\u4f46\u5b83\u662f\u5728\u8f83\u5c0f\u7684 CIFAR-10 \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u3002<\/section>\n
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CHM \u53d1\u5e03\u7684\u4ee3\u7801\u5e93\u5305\u542b\u4e86 2012 \u5e74\u8d62\u5f97 ImageNet \u7ade\u8d5b\u65f6\u7684\u539f\u59cb AlexNet \u6e90\u4ee3\u7801\uff0c\u8fd8\u5305\u62ec\u5728 ImageNet \u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u53c2\u6570\u6587\u4ef6\u3002<\/section>\n
<\/section>\n
\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u524d\u53bb\u7ffb\u770b\u3002<\/section>\n
<\/a><\/section>\n
\u53c2\u8003\u94fe\u63a5\uff1a<\/sup><\/section>\n
https:\/\/computerhistory.org\/blog\/chm-releases-alexnet-source-code\/<\/sup><\/em><\/section>\n

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