{"id":49361,"date":"2025-07-30T17:56:33","date_gmt":"2025-07-30T09:56:33","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/49361.html"},"modified":"2025-07-30T17:56:33","modified_gmt":"2025-07-30T09:56:33","slug":"%e6%b1%a0%e5%8c%96%e5%b1%82%ef%bc%88%e6%b1%87%e8%81%9a%e5%b1%82%ef%bc%89%e5%8f%8a%e5%85%b6%e5%ae%9e%e7%8e%b0","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/49361.html","title":{"rendered":"\u6c60\u5316\u5c42\uff08\u6c47\u805a\u5c42\uff09\u53ca\u5176\u5b9e\u73b0"},"content":{"rendered":"<h2>\u4e3a\u4ec0\u4e48\u9700\u8981\u6c60\u5316\u5c42<\/h2>\n<p>\u57fa\u4e8e\u524d\u9762\u5199\u7684\u5377\u79ef&#xff0c;\u8fd9\u4e00\u8282\u6765\u8bb2\u8bb2\u6c60\u5316\u5c42&#xff0c;\u540c\u6837\u662f\u4e00\u4e2a\u5f88\u7b80\u5355\u7684\u6982\u5ff5\u3002\u53ef\u4ee5\u7406\u89e3\u4e3a\u4e3a\u4e86\u51cf\u5c0f\u5377\u79ef\u5c42\u5bf9\u4e8e\u56fe\u50cf\u4f4d\u7f6e\u7684\u654f\u611f&#xff0c;\u91c7\u7528\u4e86\u6c60\u5316\u5c42\u3002<\/p>\n<p>\u90a3\u4e48\u4e3a\u4ec0\u4e48\u5377\u79ef\u5c42\u4f1a\u5bf9\u4f4d\u7f6e\u654f\u611f\u5462&#xff1f;\u6211\u4eec\u770b\u770b\u8fd9\u5e45\u56fe&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec5059d6e.png\" \/><\/p>\n<p>\u8fd9\u662f\u6211\u4eec\u4e4b\u524d\u5728\u5377\u79ef\u5c42\u91cc\u8bb2\u8fc7\u7684&#xff0c;\u8fb9\u7f18\u5904\u7406\u95ee\u9898&#xff0c;\u901a\u8fc7\u4e00\u4e2a\u4e00\u4f4d\u5f20\u91cf\u5c31\u53ef\u4ee5\u5b9e\u73b0\u9ed1\u767d\u56fe\u7247\u7684\u8fb9\u7f18\u8bc6\u522b&#xff0c;\u4f46\u662f\u771f\u5b9e\u7684\u56fe\u7247\u7684\u50cf\u7d20\u4e0d\u662f\u56fa\u5b9a\u4e0d\u52a8\u7684&#xff0c;\u53ef\u80fd\u4f1a\u968f\u7740\u7167\u660e&#xff0c;\u7269\u4f53\u4f4d\u7f6e&#xff0c;\u5916\u89c2\u6bd4\u4f8b\u7b49\u56e0\u7d20\u53d8\u5316&#xff0c;\u6240\u4ee5\u6211\u4eec\u9700\u8981\u4e00\u5b9a\u7684\u5e73\u79fb\u4e0d\u53d8\u6027&#xff0c;\u4ece\u800c\u4f7f\u56fe\u7247\u4ea7\u751f\u7ec6\u5fae\u53d8\u5316\u65f6&#xff0c;\u6211\u4eec\u7684\u8f93\u51fa\u4ecd\u7136\u4fdd\u6301\u4e0d\u53d8\u3002\u00a0<\/p>\n<h2>\u6700\u5927\u6c60\u5316\u5c42\u548c\u5e73\u5747\u6c60\u5316\u5c42<\/h2>\n<p>\u6c60\u5316\u5c42\u4e5f\u662f\u901a\u8fc7\u6ed1\u52a8\u7a97\u53e3\u7684\u65b9\u5f0f\u5b9e\u73b0\u7684&#xff0c;\u4f46\u5377\u79ef\u662f\u901a\u8fc7\u4e8c\u7ef4\u4e92\u76f8\u5173\u8fd0\u7b97\u5b9e\u73b0\u7684&#xff0c;\u6c60\u5316\u5c42\u5219\u975e\u5e38\u7b80\u5355&#xff0c;\u53ea\u662f\u901a\u8fc7\u6c42\u7a97\u53e3\u5185\u7684\u6700\u5927\u503c\u548c\u5e73\u5747\u503c\u6765\u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u73b0\u5728\u6211\u4eec\u4ee5\u6700\u5927\u6c60\u5316\u5c42\u7684\u5b9e\u73b0\u4e3e\u4f8b&#xff0c;\u5e73\u5747\u6c60\u5316\u5c42\u4e5f\u53ef\u63a8\u5e7f&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec506937b.png\" \/><\/p>\n<p>\u00a0\u975e\u5e38\u7b80\u5355\u7684\u8fd0\u7b97\u5f62\u5f0f&#xff0c;\u5982\u4e0b&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec5073f8e.png\" \/><\/p>\n<h3>\u00a0\u4ee3\u7801\u5b9e\u73b0<\/h3>\n<p>import torch<br \/>\nfrom torch import nn<\/p>\n<p>def pool2d(X,pool_size,mode&#061;&#039;max&#039;):<br \/>\n    &#039;&#039;&#039;<br \/>\n    \u5bf9\u4e8c\u7ef4\u8f93\u5165\u6570\u636e\u8fdb\u884c\u6c60\u5316\u64cd\u4f5c<\/p>\n<p>    \u53c2\u6570:<br \/>\n        X: \u4e8c\u7ef4\u8f93\u5165\u5f20\u91cf<br \/>\n        pool_size: \u6c60\u5316\u7a97\u53e3\u5927\u5c0f&#xff0c;\u683c\u5f0f\u4e3a(\u9ad8\u5ea6, \u5bbd\u5ea6)<br \/>\n        mode: \u6c60\u5316\u6a21\u5f0f&#xff0c;&#039;max&#039;\u8868\u793a\u6700\u5927\u6c60\u5316&#xff0c;&#039;avg&#039;\u8868\u793a\u5e73\u5747\u6c60\u5316&#xff0c;\u9ed8\u8ba4\u4e3a&#039;max&#039;<\/p>\n<p>    \u8fd4\u56de\u503c:<br \/>\n        Y: \u6c60\u5316\u540e\u7684\u4e8c\u7ef4\u8f93\u51fa\u5f20\u91cf<br \/>\n    &#039;&#039;&#039;<br \/>\n    p_h,p_w&#061;pool_size<br \/>\n    # \u521b\u5efa\u8f93\u51fa\u5f20\u91cf&#xff0c;\u5927\u5c0f\u6839\u636e\u8f93\u5165\u5f20\u91cf\u548c\u6c60\u5316\u7a97\u53e3\u5927\u5c0f\u8ba1\u7b97\u5f97\u51fa<br \/>\n    Y&#061;torch.zeros((X.shape[0]-p_h&#043;1,X.shape[1]-p_w&#043;1))<br \/>\n    # \u904d\u5386\u8f93\u51fa\u5f20\u91cf\u7684\u6bcf\u4e2a\u4f4d\u7f6e&#xff0c;\u8ba1\u7b97\u5bf9\u5e94\u7684\u6c60\u5316\u503c<br \/>\n    for i in range(Y.shape[0]):<br \/>\n        for j in range(Y.shape[1]):<br \/>\n            if mode&#061;&#061;&#039;max&#039;:<br \/>\n                Y[i,j]&#061;X[i:i&#043;p_h,j:j&#043;p_w].max()<br \/>\n            elif mode&#061;&#061;&#039;avg&#039;:<br \/>\n                Y[i,j]&#061;X[i:i&#043;p_h,j:j&#043;p_w].mean()<br \/>\n    return Y<\/p>\n<p>X&#061;torch.tensor([[0.0,1.0,2.0],[3.0,4.0,5.0],[6.0,7.0,8.0]])<br \/>\nprint(pool2d(X,(2,2)))<br \/>\nprint(pool2d(X,(2,2),&#039;avg&#039;))<\/p>\n<p>\u53ef\u4ee5\u770b\u5230\u8fd0\u884c\u7ed3\u679c\u7b26\u5408\u9884\u671f&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec507e47e.png\" \/><\/p>\n<h2>\u586b\u5145\u548c\u6b65\u5e45\u00a0<\/h2>\n<p>\u4e0a\u4e00\u8282\u6211\u4eec\u5b66\u4e60\u4e86\u5377\u79ef\u5c42\u91cc\u7684\u586b\u5145\u548c\u6b65\u5e45&#xff0c;<span style=\"color:#fe2c24\">\u6c60\u5316\u5c42\u91cc\u7684\u586b\u5145\u548c\u6b65\u5e45\u540c\u6837\u662f\u7528\u6765\u5b9e\u73b0\u8f93\u5165\u548c\u8f93\u51fa\u7684\u4e00\u81f4\u7684\u3002<\/span><span style=\"color:#0d0016\">\u6211\u4eec\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u7684\u6846\u67b6\u4e2d\u5185\u7f6e\u7684\u4e8c\u7ef4\u6700\u5927\u6c60\u5316\u5c42&#xff0c;\u6765\u6f14\u793a\u6c60\u5316\u5c42\u91cc\u7684\u586b\u5145\u548c\u6b65\u5e45\u7684\u4f7f\u7528&#xff0c;<\/span><\/p>\n<p><span style=\"color:#0d0016\">\u6211\u4eec\u9996\u5148\u6784\u9020\u4e00\u4e2a\u5f20\u91cfX&#xff0c;\u56db\u4e2a\u7ef4\u5ea6\u5206\u522b\u662f\u6837\u672c\u6570&#xff0c;\u901a\u9053\u6570&#xff0c;\u9ad8\u5ea6\u548c\u5bbd\u5ea6&#xff1a;<\/span><\/p>\n<p>X&#061;torch.arange(16,dtype&#061;torch.float32).reshape(1,1,4,4)<br \/>\nprint(X)<\/p>\n<p>\u7ed3\u679c\u662f&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec508a5b4.png\" \/><\/p>\n<p>\u9ed8\u8ba4\u60c5\u51b5\u4e0b&#xff0c;\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u4e2d\u7684\u6b65\u5e45\u4e0e\u6c47\u805a\u7a97\u53e3\u7684\u5927\u5c0f\u76f8\u540c&#xff0c;\u6bd4\u5982\u6211\u4eec\u4f7f\u7528\u4e00\u4e2a&#xff08;3&#xff0c;3&#xff09;\u7684\u6c47\u805a\u7a97\u53e3&#xff0c;\u6b65\u5e45\u4e5f\u4e3a&#xff08;3&#xff0c;3&#xff09;\u00a0&#xff1a;<\/p>\n<p>pool2d&#061;nn.MaxPool2d(3)<br \/>\nprint(pool2d(X))<\/p>\n<p>\u7ed3\u679c\u81ea\u7136\u662f&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec50970c9.png\" \/><\/p>\n<p>\u56e0\u4e3a\u6c34\u5e73\u548c\u5782\u76f4\u6b65\u5e45\u90fd\u4e3a3&#xff0c;\u6240\u4ee5\u53ea\u6709\u7b2c\u4e00\u6b21\u53ef\u4ee5\u6c60\u5316\u3002<\/p>\n<p>\u00a0\u586b\u5145\u548c\u6b65\u5e45\u53ef\u4ee5\u624b\u52a8\u8bbe\u5b9a&#xff1a;<\/p>\n<p>pool2d &#061; nn.MaxPool2d(3, padding&#061;1, stride&#061;2)<br \/>\nprint(pool2d(X))<\/p>\n<p>\u7ed3\u679c\u4e3a&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec509f6b8.png\" \/><\/p>\n<p>\u5927\u5c0f\u4e5f\u53ef\u4ee5\u8bbe\u5b9a&#xff1a;<\/p>\n<p>pool2d &#061; nn.MaxPool2d((2, 3), stride&#061;(2, 3), padding&#061;(0, 1))<br \/>\nprint(pool2d(X))<\/p>\n<p>\u7ed3\u679c\u4e0e\u4e0a\u540c\u3002<\/p>\n<h2>\u591a\u901a\u9053<\/h2>\n<p>\u6c60\u5316\u5c42\u5efa\u7acb\u591a\u901a\u9053\u65f6\u548c\u5377\u79ef\u4e0d\u540c&#xff0c;\u5377\u79ef\u7684\u591a\u901a\u9053\u5206\u522b\u8fd0\u7b97\u4e4b\u540e\u6c47\u603b&#xff0c;\u800c\u6c60\u5316\u5c42\u7684\u8f93\u5165\u901a\u9053\u548c\u8f93\u51fa\u901a\u9053\u6570\u76f8\u540c&#xff0c;\u4f8b\u5b50\u5982\u4e0b&#xff0c;\u6211\u4eec\u5728\u901a\u9053\u7ef4\u5ea6\u4e0a\u8fde\u7ed3\u4e24\u4e2a\u5f20\u91cf&#xff0c;\u6784\u6210\u4e24\u4e2a\u901a\u9053\u7684\u8f93\u5165&#xff1a;<\/p>\n<p>X &#061; torch.cat((X, X &#043; 1), 1)<br \/>\nprint(X)<\/p>\n<p>\u7ed3\u679c\u5982\u4e0b&#xff1a;<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec50a86be.png\" \/><\/p>\n<p>\u00a0\u6c47\u805a\u540e\u7684\u8f93\u51fa\u901a\u9053\u4ecd\u7136\u662f2&#xff1a;<\/p>\n<p>pool2d &#061; nn.MaxPool2d(3, padding&#061;1, stride&#061;2)<br \/>\nprint(pool2d(X))<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730095632-6889ec50b75db.png\" \/><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6d4f\u89c8\u9605\u8bfb286\u6b21\uff0c\u70b9\u8d5e12\u6b21\uff0c\u6536\u85cf4\u6b21\u3002\u57fa\u4e8e\u524d\u9762\u5199\u7684\u5377\u79ef\uff0c\u8fd9\u4e00\u8282\u6765\u8bb2\u8bb2\u6c60\u5316\u5c42\uff0c\u540c\u6837\u662f\u4e00\u4e2a\u5f88\u7b80\u5355\u7684\u6982\u5ff5\u3002\u90a3\u4e48\u4e3a\u4ec0\u4e48\u5377\u79ef\u5c42\u4f1a\u5bf9\u4f4d\u7f6e\u654f\u611f\u5462\uff1f\u6211\u4eec\u770b\u770b\u8fd9\u5e45\u56fe\uff1a\u8fd9\u662f\u6211\u4eec\u4e4b\u524d\u5728\u5377\u79ef\u5c42\u91cc\u8bb2\u8fc7\u7684\uff0c\u8fb9\u7f18\u5904\u7406\u95ee\u9898\uff0c\u901a\u8fc7\u4e00\u4e2a\u4e00\u4f4d\u5f20\u91cf\u5c31\u53ef\u4ee5\u5b9e\u73b0\u9ed1\u767d\u56fe\u7247\u7684\u8fb9\u7f18\u8bc6\u522b\uff0c\u3002<\/p>\n","protected":false},"author":2,"featured_media":49352,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[81,50,86],"topic":[],"class_list":["post-49361","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-python","tag-50","tag-86"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6c60\u5316\u5c42\uff08\u6c47\u805a\u5c42\uff09\u53ca\u5176\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/49361.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u6c60\u5316\u5c42\uff08\u6c47\u805a\u5c42\uff09\u53ca\u5176\u5b9e\u73b0 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" 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