{"id":119509,"date":"2026-10-29T21:56:43","date_gmt":"2026-10-29T13:56:43","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/119509.html"},"modified":"2026-10-29T21:56:43","modified_gmt":"2026-10-29T13:56:43","slug":"%e3%80%90%e7%ac%ac70%e6%9c%9f%e3%80%91adam%e4%ba%8c%e9%98%b6%e7%9f%a9%e4%b8%8d%e6%98%af%e6%96%b9%e5%b7%ae%ef%bc%9a%e5%81%8f%e5%b7%ae%e6%a0%a1%e6%ad%a3%e3%80%81%e5%8a%a8%e9%87%8f%e4%b8%8eadamw%e5%ae%8c","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/119509.html","title":{"rendered":"\u3010\u7b2c70\u671f\u3011Adam\u4e8c\u9636\u77e9\u4e0d\u662f\u65b9\u5dee\uff1a\u504f\u5dee\u6821\u6b63\u3001\u52a8\u91cf\u4e0eAdamW\u5b8c\u6574\u5b9e\u9a8c"},"content":{"rendered":"<h2>\u00a0<\/h2>\n<p>\u7cfb\u5217&#xff1a;\u300a\u4ece\u5c0f\u767d\u5230 AI \u5927\u6a21\u578b\u5f00\u53d1\u5de5\u7a0b\u5e08\u7684\u8fdb\u9636\u4e4b\u8def\u300b \u6280\u672f\u70b9&#xff1a;AI-0224 Adam \u4e0e\u81ea\u9002\u5e94\u4f18\u5316 \u4e3b\u4eba\u516c&#xff1a;\u5c0f\u84dd\u4f1e \u524d\u7f6e&#xff1a;AI-0223 \u68af\u5ea6\u4e0b\u964d \u672c\u671f\u4ea7\u51fa&#xff1a;\u72ec\u7acb\u5b9e\u9a8c\u811a\u672c\u3001\u539f\u59cb\u8f93\u51fa\u3001\u5931\u8d25\u6837\u672c\u548c\u9a8c\u6536\u6e05\u5355<\/p>\n<p>\u5c0f\u84dd\u4f1e\u628a\u4f18\u5316\u5668\u7b2c\u4e8c\u4e2a\u72b6\u6001\u547d\u540d\u4e3a\u65b9\u5dee&#xff0c;\u53c8\u4ee5\u4e3a\u5728Adam\u91cc\u52a0\u5165\u60e9\u7f5a\u9879\u548c\u76f4\u63a5\u7f29\u5c0f\u6743\u91cd\u5b8c\u5168\u4e00\u6837\u3002\u672c\u671f\u4ece\u6807\u91cf\u9996\u6b65\u63a8\u5230\u540c\u9884\u7b97\u66f4\u65b0\u5bf9\u7167\u3002 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11\u3001Python 3.13.9&#xff0c;\u4f9d\u8d56\u89c1\u8bb0\u5f55<\/td>\n<\/tr>\n<tr>\n<td>\u4e0d\u5728\u8303\u56f4<\/td>\n<td>\u771f\u5b9e\u4e1a\u52a1\u3001\u751f\u4ea7\u5bb9\u91cf\u548c\u8de8\u8bbe\u5907\u6027\u80fd<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u56db\u3001\u524d\u7f6e\u51c6\u5907<\/h3>\n<p>\u5728\u65b0\u76ee\u5f55\u4fdd\u5b58\u5de5\u4f5c\u76ee\u5f55\u4e2d\u7684 \u5b9e\u9a8c.py \u4e3a main.py&#xff0c;\u518d\u6267\u884c&#xff1a;<\/p>\n<p>python -m venv .venv<br \/>\n.\\\\.venv\\\\Scripts\\\\python.exe -m pip install numpy&#061;&#061;2.3.5<br \/>\n.\\\\.venv\\\\Scripts\\\\python.exe main.py <\/p>\n<p>\u672c\u6b21\u5b9e\u9645\u6267\u884c\u4f7f\u7528 Windows 11\u3001Python 3.13.9&#xff1b;\u4ee3\u7801\u53ea\u751f\u6210\u5408\u6210\u8f93\u5165&#xff0c;\u4e0d\u4f9d\u8d56\u8d26\u53f7\u3001\u4ee4\u724c\u6216\u9690\u85cf\u6587\u4ef6\u3002<\/p>\n<h3>\u4e94\u3001\u6838\u5fc3\u539f\u7406<\/h3>\n<ul>\n<li>\n<p>\u52a8\u91cf&#xff1a;\u5bf9\u8fc7\u53bb\u66f4\u65b0\u65b9\u5411\u7684\u7d2f\u79ef\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e00\u9636\u77e9&#xff1a;\u68af\u5ea6\u6307\u6570\u79fb\u52a8\u5e73\u5747\u3002<\/p>\n<\/li>\n<li>\n<p>\u4e8c\u9636\u539f\u59cb\u77e9&#xff1a;\u68af\u5ea6\u5e73\u65b9\u6307\u6570\u79fb\u52a8\u5e73\u5747\u3002<\/p>\n<\/li>\n<li>\n<p>\u504f\u5dee\u6821\u6b63&#xff1a;\u4fee\u6b63\u96f6\u521d\u59cb\u5316\u5e26\u6765\u7684\u65e9\u671f\u504f\u5c0f\u3002<\/p>\n<\/li>\n<li>\n<p>\u89e3\u8026\u6743\u91cd\u8870\u51cf&#xff1a;\u72ec\u7acb\u4e8e\u68af\u5ea6\u77e9\u72b6\u6001\u7684\u53c2\u6570\u7f29\u51cf\u3002<\/p>\n<\/li>\n<\/ul>\n<h4>\u4e3a\u4ec0\u4e48\u9700\u8981\u504f\u5dee\u6821\u6b63<\/h4>\n<p>\u521d\u59cb\u72b6\u6001\u8bbe\u4e3a\u96f6\u5bfc\u81f4\u65e9\u671f\u79fb\u52a8\u5e73\u5747\u88ab\u96f6\u521d\u59cb\u5316\u62c9\u4f4e&#xff0c;\u9664\u4ee5\u4e00\u51cf\u8870\u51cf\u7cfb\u6570\u7684\u6b65\u6570\u6b21\u65b9\u7ea0\u6b63\u8fd9\u90e8\u5206\u504f\u5dee\u3002\u8fd9\u4e2a\u64cd\u4f5c\u7ea0\u6b63\u7684\u662f\u521d\u59cb\u5316\u5f71\u54cd&#xff0c;\u5e76\u4e0d\u8bc1\u660e\u68af\u5ea6\u566a\u58f0\u670d\u4ece\u67d0\u79cd\u65e0\u504f\u65b9\u5dee\u4f30\u8ba1\u3002\u6b65\u53f7\u9700\u8981\u4ece\u4e00\u5f00\u59cb&#xff0c;\u91cd\u590d\u6062\u590d\u72b6\u6001\u65f6\u5fc5\u987b\u540c\u65f6\u6062\u590d\u6b65\u53f7\u3002<\/p>\n<h4>\u60e9\u7f5a\u4e0e\u89e3\u8026\u8870\u51cf\u7684\u4e0d\u540c\u4f4d\u7f6e<\/h4>\n<p>\u5728\u68af\u5ea6\u4e2d\u52a0\u5165\u6743\u91cd\u60e9\u7f5a&#xff0c;\u4f1a\u8ba9\u60e9\u7f5a\u8fdb\u5165Adam\u7684\u4e24\u4e2a\u72b6\u6001\u5e76\u88ab\u81ea\u9002\u5e94\u7f29\u653e&#xff1b;\u89e3\u8026\u8870\u51cf\u5148\u6309\u6bd4\u4f8b\u7f29\u5c0f\u53c2\u6570&#xff0c;\u76ee\u6807\u68af\u5ea6\u7684\u77e9\u72b6\u6001\u4e0d\u5305\u542b\u8fd9\u9879\u3002\u672c\u4f8b\u8870\u51cf\u96f6\u70b9\u4e00\u65f6\u4e24\u8005\u7ec8\u70b9\u4e0d\u540c&#xff0c;\u662f\u66f4\u65b0\u4f4d\u7f6e\u4e0d\u540c\u7684\u53ef\u89c2\u5bdf\u540e\u679c\u3002\u4e0d\u540c\u6846\u67b6\u7248\u672c\u53ef\u80fd\u63d0\u4f9b\u4e0d\u540c\u5f00\u5173&#xff0c;\u4f7f\u7528\u65f6\u5fc5\u987b\u6838\u5bf9\u5b9e\u9645\u53c2\u6570\u8bed\u4e49\u3002<\/p>\n<h4>\u7ed3\u679c\u4e0d\u80fd\u53d8\u6210\u666e\u904d\u6392\u540d<\/h4>\n<p>\u672c\u4f8b\u666e\u901a\u68af\u5ea6\u4e0b\u964d\u5230\u8fbe\u76ee\u6807\u4e00\u9644\u8fd1&#xff0c;Adam\u4e5f\u63a5\u8fd1&#xff0c;\u4f46\u5e26\u8870\u51cf\u7684\u76ee\u6807\u6700\u4f18\u70b9\u548c\u8def\u5f84\u53d1\u751f\u53d8\u5316\u3002\u82e5\u8bc4\u4ef7\u53ea\u770b\u672a\u52a0\u60e9\u7f5a\u7684\u539f\u635f\u5931&#xff0c;\u8870\u51cf\u65b9\u6cd5\u4e0d\u4e00\u5b9a\u66f4\u4f4e\u3002\u52a0\u5165\u6b63\u5219\u5316\u901a\u5e38\u4e3a\u4e86\u6cdb\u5316\u6216\u53c2\u6570\u63a7\u5236&#xff0c;\u4e0d\u80fd\u51ed\u8fd9\u4e2a\u7b80\u5355\u6807\u91cf\u635f\u5931\u5ba3\u5e03\u67d0\u4f18\u5316\u5668\u5168\u9762\u80dc\u51fa\u3002<\/p>\n<h3>\u516d\u3001\u5b8c\u6574\u9879\u76ee<\/h3>\n<p>\u5b8c\u6574\u811a\u672c\u4f4d\u4e8e _work\/\u7b2c70\u671f-Adam \u4e0e\u81ea\u9002\u5e94\u4f18\u5316\/\u5b9e\u9a8c.py\u3002\u5b83\u5305\u542b\u6b63\u5e38\u3001\u8fb9\u754c\u548c\u5931\u8d25\u65ad\u8a00&#xff1b;\u590d\u5236\u5230 main.py \u540e\u53ef\u72ec\u7acb\u8fd0\u884c\u3002<\/p>\n<p>import numpy as np<br \/>\ndef run(kind,steps&#061;200,lr&#061;.05,decay&#061;0.):<br \/>\n \u00a0 \u00a0&#034;&#034;&#034;\u56fa\u5b9a\u66f4\u65b0\u6b21\u6570\u6bd4\u8f83\u6807\u91cfSGD\u3001\u52a8\u91cf\u3001Adam\u548c\u89e3\u8026\u8870\u51cf\u3002&#034;&#034;&#034;<br \/>\n \u00a0 \u00a0w&#061;5.;m&#061;0.;v&#061;0.;velocity&#061;0.<br \/>\n \u00a0 \u00a0for step in range(1,steps&#043;1):<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0gradient&#061;2*(w-1)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0if kind&#061;&#061;&#034;sgd&#034;:<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0w-&#061;lr*gradient<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0elif kind&#061;&#061;&#034;momentum&#034;:<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0velocity&#061;.9*velocity&#043;gradient<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0w-&#061;lr*velocity<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0else:<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0if kind&#061;&#061;&#034;adam_l2&#034;:<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0gradient&#043;&#061;decay*w<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0m&#061;.9*m&#043;.1*gradient<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0v&#061;.999*v&#043;.001*gradient*gradient<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0update&#061;(m\/(1-.9**step))\/(np.sqrt(v\/(1-.999**step))&#043;1e-8)<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0if kind&#061;&#061;&#034;adamw&#034;:<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0w*&#061;1-lr*decay<br \/>\n \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0w-&#061;lr*update<br \/>\n \u00a0 \u00a0return w,(w-1)**2<br \/>\ng&#061;.5;m&#061;.1*g;v&#061;.001*g*g<br \/>\nprint(f&#034;Adam\u9996\u6b65 m&#061;{m:.6f} v&#061;{v:.6f} m_hat&#061;{m\/.1:.6f} v_hat&#061;{v\/.001:.6f}&#034;)<br \/>\nfor kind in (&#034;sgd&#034;,&#034;momentum&#034;,&#034;adam&#034;,&#034;adam_l2&#034;,&#034;adamw&#034;):<br \/>\n \u00a0 \u00a0w,loss&#061;run(kind,decay&#061;.1)<br \/>\n \u00a0 \u00a0print(f&#034;{kind} updates&#061;200 w&#061;{w:.8f} loss&#061;{loss:.8f}&#034;)<br \/>\nassert np.isclose(run(&#034;sgd&#034;,0)[0],5)<br \/>\nprint(&#034;\u96f6\u6b65\u66f4\u65b0\u53c2\u6570\u4fdd\u6301\u4e0d\u53d8&#xff1b;\u4e8c\u9636\u77e9\u4e0d\u662f\u4e2d\u5fc3\u5316\u65b9\u5dee&#034;)<br \/>\n\u200b <\/p>\n<p>\u00a0<\/p>\n<h3>\u5b9e\u73b0\u4e0e\u7ed3\u679c\u7684\u8fdb\u4e00\u6b65\u6838\u9a8c<\/h3>\n<h4>\u5b8c\u6574\u9996\u6b65\u7684\u5206\u6bcd<\/h4>\n<p>\u6821\u6b63\u540e\u4e8c\u9636\u539f\u59cb\u77e9\u5e73\u65b9\u6839\u4e3a\u96f6\u70b9\u4e94&#xff0c;\u518d\u52a0\u7a33\u5b9a\u9879\u4f5c\u4e3a\u5206\u6bcd\u3002\u4e00\u9636\u6821\u6b63\u503c\u4e5f\u662f\u96f6\u70b9\u4e94&#xff0c;\u6240\u4ee5\u9996\u6b65\u66f4\u65b0\u63a5\u8fd1\u5b66\u4e60\u7387&#xff0c;\u4e0e\u76f4\u63a5\u6309\u68af\u5ea6\u4e58\u5b66\u4e60\u7387\u4e0d\u540c\u3002\u7a33\u5b9a\u9879\u907f\u514d\u96f6\u5206\u6bcd&#xff0c;\u5176\u4f4d\u7f6e\u548c\u7cbe\u5ea6\u90fd\u5c5e\u4e8e\u7b97\u6cd5\u7ea6\u5b9a\u3002\u624b\u7b97\u9996\u6b65\u5e2e\u52a9\u53d1\u73b0\u6f0f\u6821\u6b63\u6216\u6b65\u53f7\u4ece\u96f6\u5f00\u59cb\u7684\u9519\u8bef\u3002<\/p>\n<h4>\u65b9\u5dee\u9700\u8981\u4e2d\u5fc3\u5316<\/h4>\n<p>\u968f\u673a\u53d8\u91cf\u65b9\u5dee\u662f\u4e8c\u9636\u539f\u59cb\u77e9\u51cf\u4e00\u9636\u77e9\u5e73\u65b9\u3002Adam\u7684\u5386\u53f2\u5e73\u5747\u5e26\u6709\u65f6\u95f4\u6743\u91cd\u548c\u53d8\u5316\u4e2d\u7684\u68af\u5ea6&#xff0c;\u672c\u7bc7\u4e0d\u628a\u4e24\u4e2a\u72b6\u6001\u7b80\u5355\u76f8\u51cf\u89e3\u91ca\u4e3a\u53ef\u9760\u7edf\u8ba1\u65b9\u5dee\u3002\u672f\u8bed\u51c6\u786e\u80fd\u9632\u6b62\u76d1\u63a7\u56fe\u548c\u8c03\u53c2\u7406\u7531\u9519\u8bef&#xff0c;\u4f8b\u5982\u628a\u4e8c\u9636\u72b6\u6001\u589e\u5927\u76f4\u63a5\u8bf4\u6210\u566a\u58f0\u53d8\u5927\u3002<\/p>\n<h4>\u6e90\u7801\u6838\u9a8c\u4e0e\u6267\u884c\u533a\u522b<\/h4>\n<p>\u5b9e\u9645\u5b89\u88c5\u7684\u6846\u67b6\u6e90\u7801\u660e\u786e\u7ed9AdamW\u8bbe\u7f6e\u89e3\u8026\u6743\u91cd\u8870\u51cf&#xff0c;\u5e76\u5199\u51fa\u53c2\u6570\u66f4\u65b0\u8fc7\u7a0b\u3002\u8bfb\u53d6\u6e90\u7801\u4e0d\u9700\u5bfc\u5165\u51b2\u7a81\u8fd0\u884c\u65f6&#xff0c;\u80fd\u6838\u5bf9\u516c\u5f0f\u4f4d\u7f6e&#xff1b;\u4f46\u4e0d\u80fd\u4ee3\u66ff\u6267\u884c\u6846\u67b6\u4f18\u5316\u5668\u3002\u672c\u7bc7\u4f7f\u7528\u72ec\u7acb\u6807\u91cf\u5b9e\u73b0\u9a8c\u8bc1\u66f4\u65b0\u7ed3\u679c&#xff0c;\u6765\u6e90\u8bb0\u5f55\u660e\u786e\u8fd9\u4e24\u79cd\u8bc1\u636e&#xff0c;\u4e0d\u5199\u5df2\u5b8c\u6210\u6846\u67b6\u5b9e\u6d4b\u3002<\/p>\n<h4>\u540c\u9884\u7b97\u4e0d\u7b49\u4e8e\u6700\u4f18\u8c03\u53c2<\/h4>\n<p>\u4e8c\u767e\u6b65\u3001\u76f8\u540c\u521d\u503c\u548c\u5b66\u4e60\u7387\u8ba9\u516c\u5f0f\u884c\u4e3a\u53ef\u6bd4&#xff0c;\u5374\u4e0d\u4fdd\u8bc1\u5404\u65b9\u6cd5\u5f97\u5230\u5404\u81ea\u6700\u597d\u6210\u7ee9\u3002\u516c\u5e73\u6027\u80fd\u7814\u7a76\u8fd8\u9700\u7edf\u4e00\u8c03\u53c2\u9884\u7b97&#xff0c;\u9009\u5b9a\u8bc4\u4ef7\u51c6\u5219\u548c\u591a\u4e2a\u76ee\u6807\u3002\u6807\u91cf\u51f8\u4f8b\u5b50\u4e0d\u80fd\u4ee3\u8868\u6df1\u5ea6\u8bad\u7ec3&#xff0c;\u4e0d\u628a\u67d0\u4e2a\u6700\u540e\u635f\u5931\u6700\u5c0f\u76f4\u63a5\u8f6c\u6210\u4f18\u5316\u5668\u63a8\u8350\u699c\u3002<\/p>\n<h4>\u8870\u51cf\u76ee\u6807\u7684\u89e3\u91ca<\/h4>\n<p>\u539f\u76ee\u6807\u6700\u4f18\u503c\u662f\u4e00&#xff0c;\u6dfb\u52a0\u60e9\u7f5a\u6216\u6301\u7eed\u7f29\u5c0f\u6743\u91cd\u4f1a\u6539\u53d8\u6700\u4f18\u70b9\u6216\u6709\u9650\u6b65\u8f68\u8ff9\u3002\u5e26\u8870\u51cf\u65b9\u6cd5\u539f\u635f\u5931\u8f83\u9ad8\u4e0d\u81ea\u52a8\u4ee3\u8868\u5b9e\u73b0\u9519&#xff0c;\u4e5f\u4e0d\u8bc1\u660e\u6cdb\u5316\u5dee\u3002\u62a5\u544a\u5e94\u5206\u522b\u5217\u4efb\u52a1\u635f\u5931\u3001\u60e9\u7f5a\u3001\u53c2\u6570\u8303\u6570\u548c\u4e0b\u6e38\u9a8c\u8bc1\u76ee\u6807&#xff0c;\u907f\u514d\u628a\u4e00\u4e2a\u6570\u5b57\u4f5c\u4e3a\u6240\u6709\u8bbe\u8ba1\u7684\u88c1\u5224\u3002<\/p>\n<h3>\u4e03\u3001\u53ef\u590d\u73b0\u5931\u8d25\u6848\u4f8b<\/h3>\n<p>\u628a\u4e8c\u9636\u539f\u59cb\u77e9\u8bef\u5f53\u4e2d\u5fc3\u5316\u65b9\u5dee\u662f\u6982\u5ff5\u5931\u8d25&#xff1b;\u96f6\u6b65\u66f4\u65b0\u5e94\u4fdd\u6301\u521d\u59cb\u53c2\u6570\u3002 \u8fd9\u662f\u6784\u9020\u7684\u6559\u5b66\u5931\u8d25&#xff0c;\u4e0d\u662f\u7ebf\u4e0a\u4e8b\u6545\u3002\u590d\u73b0\u987a\u5e8f\u662f\u4fdd\u5b58\u8f93\u5165\u3001\u8fd0\u884c\u811a\u672c\u3001\u8bb0\u5f55\u8f93\u51fa\u3001\u53ea\u6539\u4e00\u4e2a\u6761\u4ef6\u540e\u91cd\u8dd1\u3002\u4fee\u590d\u540e\u5fc5\u987b\u540c\u65f6\u68c0\u67e5\u6b63\u5e38\u6837\u672c&#xff0c;\u4e0d\u80fd\u7528\u9ed8\u8ba4\u503c\u63a9\u76d6\u9519\u8bef\u3002<\/p>\n<h3>\u516b\u3001\u5b9e\u9a8c\u8bbe\u8ba1\u4e0e\u5b9e\u9645\u7ed3\u679c<\/h3>\n<p>\u9996\u6b65\u6821\u6b63\u503c0.5\u4e0e0.25&#xff1b;\u5404\u4f18\u5316\u5668\u66f4\u65b0200\u6b65&#xff1b;\u96f6\u6b65\u53c2\u6570\u4e3a5&#xff1b;\u8870\u51cf\u4e24\u79cd\u8bed\u4e49\u8f93\u51fa\u4e0d\u540c\u3002 \u672c\u6b21\u5df2\u7ecf\u6267\u884c&#xff0c;\u9000\u51fa\u72b6\u6001\u4e3a0&#xff1b;\u5b8c\u6574\u8f93\u51fa\u89c1\u5de5\u4f5c\u76ee\u5f55\u3002\u63a7\u5236\u53d8\u91cf\u3001\u6837\u672c\u91cf\u548c\u53c2\u6570\u5199\u5728\u811a\u672c\u4e2d\u3002<\/p>\n<p>Adam\u9996\u6b65 m&#061;0.050000 v&#061;0.000250 m_hat&#061;0.500000 v_hat&#061;0.250000<br \/>\nsgd updates&#061;200 w&#061;1.00000000 loss&#061;0.00000000<br \/>\nmomentum updates&#061;200 w&#061;1.00000558 loss&#061;0.00000000<br \/>\nadam updates&#061;200 w&#061;1.00259655 loss&#061;0.00000674<br \/>\nadam_l2 updates&#061;200 w&#061;0.95607873 loss&#061;0.00192908<br \/>\nadamw updates&#061;200 w&#061;0.88476689 loss&#061;0.01327867<br \/>\n\u96f6\u6b65\u66f4\u65b0\u53c2\u6570\u4fdd\u6301\u4e0d\u53d8&#xff1b;\u4e8c\u9636\u77e9\u4e0d\u662f\u4e2d\u5fc3\u5316\u65b9\u5dee <\/p>\n<h4>\u6570\u5b57\u600e\u6837\u5bf9\u5e94\u672c\u671f\u673a\u5236<\/h4>\n<p>\u666e\u901a\u68af\u5ea6\u4e0b\u964d\u76f4\u63a5\u6309\u68af\u5ea6\u66f4\u65b0&#xff1b;\u52a8\u91cf\u7d2f\u79ef\u5386\u53f2\u65b9\u5411&#xff1b;Adam\u7528\u4e00\u9636\u5e73\u5747\u9664\u4ee5\u4e8c\u9636\u5e73\u5747\u5e73\u65b9\u6839\u518d\u66f4\u65b0\u3002\u672c\u4f8b\u5404\u505a\u4e8c\u767e\u6b65&#xff0c;\u76ee\u6807\u76f8\u540c\u3001\u521d\u59cb\u503c\u76f8\u540c\u3001\u5b66\u4e60\u7387\u76f8\u540c\u3002\u5b83\u9a8c\u8bc1\u66f4\u65b0\u5f0f\u5dee\u5f02&#xff0c;\u4e0d\u8bc1\u660e\u540c\u5b66\u4e60\u7387\u5bf9\u6bcf\u79cd\u65b9\u6cd5\u90fd\u662f\u5404\u81ea\u6700\u4f18\u8d85\u53c2\u6570\u3002<\/p>\n<h3>\u4e5d\u3001\u5e38\u89c1\u95ee\u9898\u4e0e\u6392\u67e5\u987a\u5e8f<\/h3>\n<p>\u5148\u68c0\u67e5\u5bf9\u8c61\u5b9a\u4e49&#xff0c;\u518d\u68c0\u67e5\u8f93\u5165\u3001\u5f62\u72b6\u3001\u5206\u6bcd\u3001\u7d22\u5f15\u6216\u65f6\u95f4\u70b9&#xff0c;\u6700\u540e\u68c0\u67e5\u5b9e\u73b0\u4e0e\u73af\u5883\u3002\u4fdd\u5b58\u53c2\u6570\u5374\u4e0d\u4fdd\u5b58\u4e00\u9636\u77e9\u3001\u4e8c\u9636\u77e9\u548c\u6b65\u53f7&#xff0c;\u4f1a\u6539\u53d8\u6062\u590d\u8bad\u7ec3\u540e\u7684\u8f68\u8ff9\u3002\u68af\u5ea6\u88c1\u526a\u3001\u6df7\u5408\u7cbe\u5ea6\u3001\u5b66\u4e60\u7387\u8c03\u5ea6\u548c\u53c2\u6570\u5206\u7ec4\u4e5f\u6539\u53d8\u66f4\u65b0&#xff0c;\u5e94\u660e\u786e\u987a\u5e8f\u3002\u672c\u7bc7\u72ec\u7acb\u5b9e\u73b0\u6807\u91cf\u516c\u5f0f&#xff0c;\u73af\u5883\u4e2dPyTorch\u5bfc\u5165\u51b2\u7a81\u672a\u89e3\u51b3&#xff0c;\u4e0d\u5192\u79f0\u5b8c\u6210\u6846\u67b6\u8bad\u7ec3\u5bf9\u7167\u3002 \u4e0d\u8981\u628a\u4e00\u6b21\u6210\u529f\u5f53\u6210\u7a33\u5b9a\u6027\u8bc1\u660e&#xff0c;\u4e5f\u4e0d\u8981\u628a\u6280\u672f\u6307\u6807\u76f4\u63a5\u6362\u6210\u4e1a\u52a1\u4ef7\u503c\u3002<\/p>\n<h3>\u5341\u3001\u7cfb\u7edf\u4e0e\u4f9d\u8d56\u5dee\u5f02<\/h3>\n<p>\u672c\u6b21\u53ea\u5728\u8bb0\u5f55\u7684 Windows \u548c\u5e93\u7248\u672c\u8fd0\u884c\u3002\u6d6e\u70b9\u672b\u4f4d\u3001\u8ba1\u65f6\u3001\u5b57\u4f53\u3001\u7f16\u7801\u548c\u8868\u683c\u9ed8\u8ba4\u884c\u4e3a\u53ef\u80fd\u8de8\u73af\u5883\u53d8\u5316&#xff1b;\u672a\u6267\u884c\u90e8\u5206\u4fdd\u6301\u5f85\u6838\u9a8c\u3002<\/p>\n<h3>\u5341\u4e00\u3001\u9a8c\u8bc1\u6e05\u5355<\/h3>\n<ul>\n<li>\n<p>\u6267\u884c\u811a\u672c&#xff0c;\u6838\u5bf9\u9000\u51fa\u72b6\u6001\u4e0e\u672c\u7bc7\u5b9e\u9645\u8f93\u51fa\u3002<\/p>\n<\/li>\n<li>\n<p>\u91cd\u8dd1\u672c\u7bc7\u6b63\u5e38\u3001\u8fb9\u754c\u548c\u5931\u8d25\u6837\u672c&#xff0c;\u68c0\u67e5\u6570\u503c\u6216\u62d2\u7edd\u7ed3\u679c\u3002<\/p>\n<\/li>\n<li>\n<p>\u66f4\u6362\u6570\u636e\u65f6\u91cd\u65b0\u68c0\u67e5\u5bf9\u8c61\u3001\u5206\u6bcd\u548c\u8bc4\u4ef7\u6761\u4ef6\u3002<\/p>\n<\/li>\n<li>\n<p>\u9a8c\u6536\u5224\u636e&#xff1a;\u9996\u6b65\u6821\u6b63\u503c0.5\u4e0e0.25&#xff1b;\u5404\u4f18\u5316\u5668\u66f4\u65b0200\u6b65&#xff1b;\u96f6\u6b65\u53c2\u6570\u4e3a5&#xff1b;\u8870\u51cf\u4e24\u79cd\u8bed\u4e49\u8f93\u51fa\u4e0d\u540c\u3002<\/p>\n<\/li>\n<\/ul>\n<h3>\u5341\u4e8c\u3001\u9762\u8bd5\u9898\u4e0e\u8ffd\u95ee<\/h3>\n<li>\n<p>\u52a8\u91cf\u5728\u672c\u671f\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u7b54&#xff1a;\u5bf9\u8fc7\u53bb\u66f4\u65b0\u65b9\u5411\u7684\u7d2f\u79ef\u3002 \u56fa\u5b9a\u68af\u5ea6\u96f6\u70b9\u4e94\u3001\u4e00\u9636\u7cfb\u6570\u96f6\u70b9\u4e5d\u3001\u4e8c\u9636\u7cfb\u6570\u96f6\u70b9\u4e5d\u4e5d\u4e5d&#xff0c;\u96f6\u72b6\u6001\u9996\u6b65\u4e00\u9636\u77e9\u4e3a\u96f6\u70b9\u96f6\u4e94\u3001\u4e8c\u9636\u77e9\u4e3a\u96f6\u70b9\u96f6\u96f6\u96f6\u4e8c\u4e94\u3002\u6821\u6b63\u540e\u4e3a\u96f6\u70b9\u4e94\u548c\u96f6\u70b9\u4e8c\u4e94&#xff0c;\u540e\u8005\u5bf9\u5e94\u68af\u5ea6\u5e73\u65b9&#xff0c;\u4e0d\u662f\u51cf\u6389\u5747\u503c\u5e73\u65b9\u540e\u7684\u65b9\u5dee\u3002\u628a\u53d8\u91cf\u547d\u540d\u4e3a\u65b9\u5dee\u5bb9\u6613\u5728\u89e3\u91ca\u548c\u65e5\u5fd7\u4e2d\u4f20\u9012\u9519\u8bef\u3002<\/p>\n<p>\u8ffd\u95ee&#xff1a;\u6539\u53d8\u8fd9\u4e2a\u6761\u4ef6\u540e&#xff0c;\u54ea\u4e00\u4e2a\u8f93\u51fa\u6216\u5931\u8d25\u5224\u636e\u5e94\u8be5\u53d8\u5316&#xff1f;<\/p>\n<\/li>\n<li>\n<p>\u4e00\u9636\u77e9\u5728\u672c\u671f\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u7b54&#xff1a;\u68af\u5ea6\u6307\u6570\u79fb\u52a8\u5e73\u5747\u3002 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