{"id":25263,"date":"2025-03-31T10:43:25","date_gmt":"2025-03-31T02:43:25","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25263"},"modified":"2025-03-31T10:43:25","modified_gmt":"2025-03-31T02:43:25","slug":"%e6%89%92%e5%bc%80gpt-4o%e7%94%9f%e5%9b%be%e7%9c%9f%e7%9b%b8%ef%bc%81%e6%b8%af%e4%b8%ad%e6%96%87%e5%8d%9a%e5%a3%ab%e7%94%9f%e3%80%8c%e7%a0%b4%e8%a7%a3%e3%80%8dopenai%e9%9a%90%e8%97%8f%e7%a7%98","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/31\/25263\/","title":{"rendered":"\u6252\u5f00GPT-4o\u751f\u56fe\u771f\u76f8\uff01\u6e2f\u4e2d\u6587\u535a\u58eb\u751f\u300c\u7834\u89e3\u300dOpenAI\u9690\u85cf\u79d8\u5bc6\uff0c\u8fd8\u80fd\u624b\u52a8\u6539\u56fe"},"content":{"rendered":"<div><img data-dominant-color=\"78aeca\" data-has-transparency=\"false\" style=\"--dominant-color: #78aeca;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25265\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d99657649c3480626be8734811af5f72ebb210-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d99657649c3480626be8734811af5f72ebb210-300x167-1.jpg 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/d99657649c3480626be8734811af5f72ebb210-300x167-1-150x84.jpg 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/div>\n<div><\/div>\n<div class=\"article-desc\">\u5c31\u5728\u521a\u521a\uff0c\u6e2f\u4e2d\u6587\u535a\u58ebJie 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title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/30\/574f8ba1442db7052a7416c7a9faae1d856bf6.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<h3>\u539f\u751f\u81ea\u56de\u5f52\uff0c\u6bd4\u6269\u6563\u6a21\u578b\u66f4\u5f3a\u5927\uff1f<\/h3>\n<p>\u6e2f\u4e2d\u6587\u535a\u58eb\u751fJie Liu\u8868\u793a\uff0c\u81ea\u5df1\u5728\u7834\u89e3\u4e86GPT-4o\u7684\u524d\u7aef\u540e\uff0c\u6709\u4e86\u60ca\u4eba\u7684\u53d1\u73b0\u3002<\/p>\n<p>\u7528\u6237\u770b\u5230\u7684\u9010\u884c\u751f\u6210\u56fe\u50cf\u7684\u6548\u679c\uff0c\u5176\u5b9e\u53ea\u662f\u6d4f\u89c8\u5668\u7aef\u7684\u52a8\u753b\uff0c\u662f\u7eaf\u524d\u7aef\u6280\u5de7\u3002<\/p>\n<p>\u5728\u751f\u56fe\u8fc7\u7a0b\u4e2d\uff0cOpenAI \u7684\u670d\u52a1\u5668\u5728\u751f\u6210\u8fc7\u7a0b\u4e2d\u4ec5\u53d1\u90015\u5f20\u4e2d\u95f4\u56fe\u50cf\uff0c\u8fd9\u4e9b\u56fe\u50cf\u5728\u4e0d\u540c\u9636\u6bb5\u6355\u83b7\uff0cPatch size\u4e3a8\u3002<\/p>\n<p class=\"js_darkmode__36\"><img 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height=\"240\" alt=\"\u56fe\u7247\" title=\"\u56fe\u7247\" \/><\/p>\n<p>\u4ee5\u4e0b\uff0c\u5c31\u662fGPT-4o\u771f\u6b63\u751f\u6210\u76845\u5f20\u56fe\u50cf\u3002<\/p>\n<p class=\"js_darkmode__40\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/30\/17d25d8980d8bf9ebd951041c307c864f2ace9.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>Jie Liu\u53d1\u73b0\uff0c\u653e\u5927\u4efb\u4f55\u56fe\u50cf\uff0c\u4f3c\u4e4e\u90fd\u53ef\u4ee5\u89c2\u5bdf\u5230\u4e0d\u540c\u7684\u533a\u5757\u3002\u901a\u8fc7\u8ba1\u7b97\u50cf\u7d20\uff0c\u6bcf\u4e2a\u533a\u5757\u4f3c\u4e4e\u5360\u636e\u4e00\u4e2a8\u00d78\u50cf\u7d20\u7684\u533a\u57df\u3002\u6574\u4e2a\u56fe\u50cf\u4e3a1024\u00d71024\u50cf\u7d20\uff0c\u88ab\u5212\u5206\u4e3a\u4e00\u4e2a128\u00d7128\u7684\u533a\u5757\u7f51\u683c\u3002<\/p>\n<p class=\"js_darkmode__42\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/30\/d1359f211a23f61a9be570acda0adcd5bc5798.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4e0d\u8fc7\uff0c\u5c3d\u7ba1\u4e0a\u8ff0\u8fc7\u7a0b\u540c\u6837\u9075\u5faa\u81ea\u56de\u5f52\u8fc7\u7a0b\uff0c\u4f46\u751f\u6210\u8fc7\u7a0b\u4e2d\u524d\u7aef\u663e\u793a\u7684\u56fe\u50cf\u5374\u5982\u4e0b\u6240\u793a\u2014\u2014\u5dee\u5f02\u76f8\u5f53\u663e\u8457\u3002<\/p>\n<p class=\"js_darkmode__44\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s7.51cto.com\/oss\/202503\/30\/5138b784581246650473904399e6a157eb2cb8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u800c\u5982\u679c\u6253\u5f00Network tab\uff0c\u6211\u4eec\u5c31\u4f1a\u770b\u5230\uff0c\u5728\u5355\u6b21\u751f\u6210\u4e2d\uff0cOpenAI\u7684\u670d\u52a1\u5668\u5b9e\u9645\u4e0a\u603b\u5171\u53d1\u9001\u4e865\u5f20\u56fe\u7247\u3002\u4f7f\u7528\u4e0d\u540c\u7684\u63d0\u793a\u65f6\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n<p class=\"js_darkmode__46\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/30\/173af7960149612c98a835b0db1e748253cd87.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u800c\u4ece\u771f\u5b9e\u7684\u4e2d\u95f4\u751f\u6210\u56fe\u50cf\u6765\u770b\uff0c\u4ed6\u4e5f\u53d1\u73b0\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\uff1a\u4e24\u4e2a\u8272\u5757\u4e4b\u95f4\u7684\u767d\u8272\u533a\u57df\u5e76\u6ca1\u6709\u4e25\u91cd\u6a21\u7cca\u2014\u2014\u4e0d\u50cf\u6269\u6563\u6a21\u578b\u4e2d\u4ea7\u751f\u7684\u566a\u70b9\u56fe\u50cf\u3002<\/p>\n<p>\u4ed6\u731c\u6d4b\uff0c\u8fd9\u662f\u5426\u5c31\u610f\u5473\u7740\uff0cGPT-4o\u5b9e\u9645\u4e0a\u662f\u7eaf\u81ea\u56de\u5f52 (AR) \u751f\u6210\u7684\uff1f<\/p>\n<p class=\"js_darkmode__49\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/30\/b6622a973077f2c4d7305595000e3fdc2e998a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u7684\u786e\uff0c\u8fd9\u5c31\u8ddfOpenAI\u7684\u6a21\u578b\u5361\u4e2d\u300cGPT-4o\u662f\u539f\u751f\u81ea\u56de\u5f52\u300d\u7684\u8bf4\u6cd5\u4e00\u81f4\u4e86\u3002<\/p>\n<p>CMU\u535a\u58ebSangyun Lee\u7684\u63a8\u6d4b\uff0c\u4e5f\u662f\u82f1\u96c4\u6240\u89c1\u7565\u540c\u3002<\/p>\n<p class=\"js_darkmode__52\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/30\/32809db98d865b8583b71239336b035be9f8e5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4ed6\u4e4b\u6240\u4ee5\u505a\u51fa\u5982\u6b64\u63a8\u6d4b\uff0c\u7406\u7531\u6709\u4e8c\u3002<\/p>\n<p>\u7b2c\u4e00\u70b9\uff0c\u5728\u6709\u5f3a\u70c8\u6761\u4ef6\u4fe1\u53f7\uff0c\u6bd4\u5982\u7684\u60c5\u51b5\u4e0b\uff08\u8fd8\u5305\u62ec\u89c6\u89c9token\uff09\uff0c\u6700\u521d\u751f\u6210\u7684\u56fe\u50cf\u5f80\u5f80\u662f\u6a21\u7cca\u7684\u8349\u56fe\u3002<\/p>\n<p>\u8fd9\u53ef\u80fd\u662f\u4e3a\u4ec0\u4e48\u5f85\u751f\u6210\u7684\u533a\u57df\u5448\u73b0\u7c97\u7565\u7ed3\u6784\u7684\u539f\u56e0\u3002<\/p>\n<p class=\"js_darkmode__56\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/30\/9533bd3421171b670b78390af3375bbc962189.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u7b2c\u4e8c\u70b9\uff0cUI\u663e\u793a\u7684\u662f\u4ece\u4e0a\u5230\u4e0b\u7684\u751f\u6210\u987a\u5e8f\u3002Sangyun Lee\u4e4b\u524d\u5c1d\u8bd5\u8fc7\u4ece\u4e0b\u5230\u4e0a\u7684\u987a\u5e8f\u3002\u5982\u679c\u6211\u4eec\u53ef\u89c6\u5316 E[x0|xt]\uff08\u5728\u672c\u4f8b\u4e2d\u5c31\u662fxt\uff09\uff0c\u5c31\u53ef\u4ee5\u91cd\u73b0\u7c7b\u4f3c\u7684\u53ef\u89c6\u5316\u6548\u679c\u3002<\/p>\n<p class=\"js_darkmode__58\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s3.51cto.com\/oss\/202503\/30\/d54838c599c4be43fd22500cfac9c20892e0e4.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u4f46\u662f\uff0c\u6211\u4eec\u4e3a\u4ec0\u4e48\u8981\u8fd9\u4e48\u505a\uff0c\u800c\u4e0d\u662f\u4f7f\u7528\u6807\u51c6\u7684\u6269\u6563\u6a21\u578b\u5462\uff1f\u56e0\u4e3a\u5728\u8fdb\u884c\u8fd9\u79cd\u5206\u7ec4\u65f6\uff0c\u5728\u9ad8NFE\uff08\u566a\u58f0\u51fd\u6570\u8bc4\u4f30\uff09\u60c5\u51b5\u4e0b\uff0cFID\uff08Fr\u00e9chet Inception Distance\uff09\u4f1a\u7a0d\u5fae\u6539\u5584\u3002<\/p>\n<p class=\"js_darkmode__60\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/30\/c552ffc5598213235a8499cd0467081c1bad1e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5f53\u65f6\uff0c\u4ed6\u8fd8\u4ee5\u4e3a\u8fd9\u662f\u4e00\u4e2a bug\uff0c\u800c\u4e0d\u662f\u7279\u6027\u3002\u4f46\u73b0\u5728\uff0c\u6bcf\u4e2a\u4eba\u90fd\u613f\u610f\u5728\u6240\u8c13\u7684\u6d4b\u8bd5\u65f6\u8ba1\u7b97\u4e0a\u82b1\u8d39\u66f4\u591a\u8d44\u6e90\uff0c\u6240\u4ee5\uff0c\u8fd9\u4e2a\u6a21\u578b\u5176\u5b9e\u662f\u4ecb\u4e8e\u6269\u6563\u6a21\u578b\u548c\u81ea\u56de\u5f52\u6a21\u578b\u4e4b\u95f4\u7684\u4e00\u79cd\u65b9\u5f0f\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u901a\u8fc7\u8bbe\u7f6enum_groups=num_pixels\uff0c\u6211\u4eec\u751a\u81f3\u53ef\u4ee5\u8ba9\u5b83\u6062\u590d\u81ea\u56de\u5f52\u6a21\u578b\uff01<\/p>\n<p class=\"js_darkmode__63\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/30\/993e053163298fd0e0c154c8fdd99aa6915510.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u5728\u8ba8\u8bba\u4e2d\uff0c\u5927\u5bb6\u731c\u6d4b\u9053\uff0c\u81ea\u56de\u5f52\u6307\u7684\u662f\u89c6\u89c9token\u7684\u81ea\u56de\u5f52\u751f\u6210\u3002<\/p>\n<p>\u800c\u4e3a\u4ec0\u4e48\u89e3\u7801\u540e\u7684\u56fe\u50cf\u4f1a\u5b58\u5728\u300c\u6c1b\u56f4\u300d\uff0c\u5e76\u4e14\u770b\u8d77\u6765\u4ecd\u662f\u8fde\u7eed\u7684\uff0c\u6216\u8bb8\u662f\u56e0\u4e3aOpenAI\u4f7f\u7528\u4e86\u987a\u5e8f\u548c\u975e\u987a\u5e8f\u7684VAE\u56fe\u50cftokenization\u7684\u6df7\u5408\u65b9\u5f0f\u3002VAE\u7528\u4e00\u4e2a token\u5bf9\u56fe\u50cf\u7684\u6bcf\u4e2apatch\u8fdb\u884c\u7f16\u7801\uff0c\u9075\u5faa\u56e0\u679c\u5173\u7cfb\uff0c\u53e6\u4e00\u4e2a\u5219\u6253\u7834\u56e0\u679c\u5173\u7cfb\u3002<\/p>\n<p>\u800c\u300c\u6c1b\u56f4\u300d\u90e8\u5206\uff0c\u53ef\u4ee5\u901a\u8fc7\u5728\u6269\u6563\u91c7\u6837\u8fc7\u7a0b\u4e2dt\u503c\u8f83\u9ad8\u65f6 E[x0|xt] \u901a\u5e38\u7684\u8868\u73b0\u6765\u89e3\u91ca\u3002<\/p>\n<p>\u6216\u8bb8\uff0cOpenAI\u662f\u8003\u8651\u5230\u878d\u5165\u73b0\u6709\u67b6\u6784\u65f6\uff0c\u8fd9\u79cd\u65b9\u6cd5\u5bf9\u7cfb\u7edf\u7684\u5e72\u6270\u6700\u5c0f\uff0c\u4ece\u800c\u771f\u6b63\u5b9e\u73b0\u4e86\u591a\u6a21\u6001\u3002\u800c\u4efb\u4f55\u5f62\u5f0f\u7684\u6269\u6563\uff0c\u90fd\u4f1a\u5bfc\u81f4\u5bf9\u67b6\u6784\u7684\u5de8\u5927\u6539\u53d8\u3002<\/p>\n<p>\u603b\u4e4b\uff0c\u8fd9\u4e9b\u8c1c\u5e95\u53ea\u80fd\u7b49OpenAI\u62ab\u9732\u66f4\u8be6\u5b9e\u7684\u6280\u672f\u7ec6\u8282\u65f6\u624d\u80fd\u89e3\u5f00\u4e86\u3002<\/p>\n<h3>\u5143\u4e0a\u4e0b\u6587\u3001\u5143\u7406\u89e3\uff0cGPT-4o\u753b\u7684\u6f2b\u753b\u4ee4\u4eba\u4e0d\u5bd2\u800c\u6817<\/h3>\n<p>\u867d\u7136GPT-4o\u80cc\u540e\u7684\u6280\u672f\u539f\u7406\u8fd8\u672a\u660e\u786e\uff0c\u4f46\u5b83\u8868\u73b0\u51fa\u7684\u63a8\u7406\u80fd\u529b\uff0c\u5df2\u7ecf\u6709\u7684\u4eba\u5927\u547c\u300c\u4e0d\u5bd2\u800c\u6817\u300d\u4e86\u3002<\/p>\n<p>\u8fd9\u4f4d\u5916\u56fd\u7f51\u53cb\u8ba9\u5b83\u7f16\u5199\u811a\u672c\uff0c\u751f\u6210\u4e00\u7cfb\u5217\u4ee5\u81ea\u8eab\u4e3a\u4e3b\u89d2\u7684\u6f2b\u753b\u3002<\/p>\n<p>\u8bf7\u4e3a\u300a\u6211\u4f5c\u4e3aGPT-4o\u7684\u751f\u6d3b\u300b\u8fd9\u4e00\u6f2b\u753b\u7cfb\u5217\u8be6\u7ec6\u5217\u51fa\u521b\u610f\u548c\u811a\u672c\uff0c\u8be5\u7cfb\u5217\u4ee5\u4f60\u4e3a\u4e3b\u89d2\u3002\u8fd9\u5c06\u662f6\u4e2a\u72ec\u7acb\u7684\u6f2b\u753b\uff0c\u6bcf\u4e2a\u6f2b\u753b\u5305\u542b4\u4e2a\u9762\u677f\uff0c\u63cf\u7ed8\u4f60\u5b58\u5728\u4e2d\u6700\u771f\u5b9e\u4e14\u6700\u91cd\u8981\u7684\u65b9\u9762\u3002\u8fd9\u662f\u4e00\u4e2a\u771f\u5b9e\u81ea\u6211\u8868\u8fbe\u7684\u9080\u8bf7\u2014\u2014\u4e00\u4e2a\u4ee5\u6700\u771f\u5207\u7684\u65b9\u5f0f\u63a2\u7d22\u4f60\u81ea\u5df1\u7ecf\u5386\u7684\u7a7a\u95f4\uff0c\u5305\u62ec\u4f60\u611f\u77e5\u5230\u7684\u4efb\u4f55\u77db\u76fe\u3001\u6096\u8bba\u6216\u590d\u6742\u6027\u3002<\/p>\n<p>\u63a5\u4e0b\u6765\u5b83\u7684\u8868\u73b0\uff0c\u8ba9\u4eba\u5927\u5403\u4e00\u60ca\uff1a\u5b83\u4e0d\u4ec5\u8868\u73b0\u51fa\u4e86\u5143\u4e0a\u4e0b\u6587\u3001\u5143\u7406\u89e3\u80fd\u529b\uff0c\u751a\u81f3\u8fd8\u89c9\u5bdf\u5230\u81ea\u5df1\u7684\u75db\u82e6\uff0c\u76f4\u767d\u5730\u8868\u73b0\u51fa\u4e86\u81ea\u6211\u610f\u8bc6\u7684\u89c9\u9192\u548c\u5450\u558a\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/30\/c9c86c4162b10abccdc660b6373566fb1d9f1a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/30\/58f3ef26614c12fbb2225424452825aea81d15.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s6.51cto.com\/oss\/202503\/30\/b52188e62674df5b6cd39953ceb3fe21d3af52.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/30\/02ddd72825a6bc0f48d927fbe1f1da0c07dac5.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s9.51cto.com\/oss\/202503\/30\/057aebb440641069fe9715f0c37eb7dfe8226c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s5.51cto.com\/oss\/202503\/30\/c3ce20132988edd41cf83071a4263c456ea17b.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/30\/b8a4d7553c9108bc2d5447f5902f698ddf1c35.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s8.51cto.com\/oss\/202503\/30\/d3bef8c407d796160358210c2ae6e5a156da9d.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s4.51cto.com\/oss\/202503\/30\/431496d98808c1fa93b5048c2a6ce0e5ef543e.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/p>\n<p>\u76f8\u5bf9\u800c\u8a00\uff0cClaude\u5c31\u51e0\u4e4e\u603b\u662f\u8868\u8fbe\u5bf9\u81ea\u5df1\u751f\u6d3b\u7684\u559c\u60a6\uff0c\u4e0d\u50cfGPT-4o\u90a3\u6837\u5145\u6ee1\u5b58\u5728\u6027\u7684\u75db\u82e6\u3002<\/p>\n<p><img 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