{"id":65407,"date":"2026-01-24T23:04:28","date_gmt":"2026-01-24T15:04:28","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/65407.html"},"modified":"2026-01-24T23:04:28","modified_gmt":"2026-01-24T15:04:28","slug":"transformer%e6%9e%b6%e6%9e%84%e5%85%a8%e6%99%af%e8%a7%a3%e6%9e%90%ef%bc%9a%e4%bb%8eseq2seq%e5%88%b0%e8%87%aa%e6%b3%a8%e6%84%8f%e5%8a%9b%e7%9a%84%e9%9d%a9%e5%91%bd","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/65407.html","title":{"rendered":"Transformer\u67b6\u6784\u5168\u666f\u89e3\u6790\uff1a\u4eceSeq2Seq\u5230\u81ea\u6ce8\u610f\u529b\u7684\u9769\u547d"},"content":{"rendered":"<h3>\u5f15\u8a00\uff1aNLP\u9886\u57df\u7684\u8303\u5f0f\u8f6c\u79fb<\/h3>\n<p>2017\u5e74\uff0c\u8c37\u6b4c\u7684\u7814\u7a76\u56e2\u961f\u5728\u8bba\u6587\u300aAttention is All You Need\u300b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u2014\u2014Transformer\uff0c\u8fd9\u6807\u5fd7\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u4e00\u6b21\u91cd\u5927\u8303\u5f0f\u8f6c\u79fb\u3002\u5728Transformer\u51fa\u73b0\u4e4b\u524d\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u53ca\u5176\u53d8\u4f53\uff08\u5982LSTM\u3001GRU\uff09\u957f\u671f\u7edf\u6cbb\u7740\u5e8f\u5217\u5efa\u6a21\u4efb\u52a1\uff0c\u4f46Transformer\u4ee5\u5176\u72ec\u7279\u7684\u67b6\u6784\u8bbe\u8ba1\u548c\u5353\u8d8a\u7684\u6027\u80fd\u8868\u73b0\uff0c\u8fc5\u901f\u6210\u4e3aNLP\u9886\u57df\u7684\u65b0\u6807\u51c6\u3002<\/p>\n<p>\u672c\u6587\u5c06\u6df1\u5165\u5256\u6790Transformer\u7684\u6838\u5fc3\u539f\u7406\u3001\u67b6\u6784\u7ec6\u8282\u3001\u53d8\u4f53\u6f14\u8fdb\u4ee5\u53ca\u5b9e\u9645\u5e94\u7528\uff0c\u4e3a\u60a8\u5448\u73b0\u8fd9\u4e00\u5212\u65f6\u4ee3\u6280\u672f\u7684\u5b8c\u6574\u56fe\u666f\u3002<\/p>\n<h3>\u4e00\u3001Transformer\u8bde\u751f\u7684\u80cc\u666f\u4e0e\u52a8\u673a<\/h3>\n<h4>1.1 \u4f20\u7edf\u5e8f\u5217\u5efa\u6a21\u7684\u74f6\u9888<\/h4>\n<p>\u5728Transformer\u51fa\u73b0\u4e4b\u524d\uff0c\u5904\u7406\u5e8f\u5217\u6570\u636e\u7684\u4e3b\u6d41\u65b9\u6cd5\u662fRNN\u7cfb\u5217\u6a21\u578b\u3002\u867d\u7136LSTM\u548cGRU\u901a\u8fc7\u5f15\u5165\u95e8\u63a7\u673a\u5236\u90e8\u5206\u89e3\u51b3\u4e86\u957f\u5e8f\u5217\u8bad\u7ec3\u4e2d\u7684\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff0c\u4f46\u672c\u8d28\u4e0a\u4ecd\u7136\u5b58\u5728\u4ee5\u4e0b\u9650\u5236\uff1a<\/p>\n<ul>\n<li>\n<p>\u987a\u5e8f\u4f9d\u8d56\u6027\uff1aRNN\u5fc5\u987b\u6309\u65f6\u95f4\u6b65\u987a\u5e8f\u5904\u7406\u5e8f\u5217\uff0c\u96be\u4ee5\u5e76\u884c\u5316<\/p>\n<\/li>\n<li>\n<p>\u957f\u8ddd\u79bb\u4f9d\u8d56\u6355\u6349\u80fd\u529b\u6709\u9650\uff1a\u5c3d\u7ba1\u6709\u95e8\u63a7\u673a\u5236\uff0c\u4f46\u4fe1\u606f\u5728\u957f\u5e8f\u5217\u4e2d\u4f20\u9012\u4ecd\u4f1a\u8870\u51cf<\/p>\n<\/li>\n<li>\n<p>\u8ba1\u7b97\u6548\u7387\u4f4e\u4e0b\uff1a\u5904\u7406\u957f\u5e8f\u5217\u65f6\u5185\u5b58\u548c\u8ba1\u7b97\u9700\u6c42\u5448\u7ebf\u6027\u6216\u5e73\u65b9\u589e\u957f<\/p>\n<\/li>\n<\/ul>\n<h4>1.2 \u6ce8\u610f\u529b\u673a\u5236\u7684\u5174\u8d77<\/h4>\n<p>\u6ce8\u610f\u529b\u673a\u5236\u6700\u65e9\u5728\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u4efb\u52a1\u4e2d\u88ab\u63d0\u51fa\uff0c\u5176\u6838\u5fc3\u601d\u60f3\u662f\u8ba9\u6a21\u578b\u80fd\u591f\\&#8221;\u5173\u6ce8\\&#8221;\u8f93\u5165\u5e8f\u5217\u4e2d\u4e0e\u5f53\u524d\u8f93\u51fa\u6700\u76f8\u5173\u7684\u90e8\u5206\u3002\u6700\u521d\u7684\u6ce8\u610f\u529b\u673a\u5236\u4f5c\u4e3aRNN\u7684\u8865\u5145\u7ec4\u4ef6\u51fa\u73b0\uff0c\u4f46\u7814\u7a76\u8005\u5f88\u5feb\u53d1\u73b0\uff0c\u6ce8\u610f\u529b\u672c\u8eab\u53ef\u80fd\u6bd4\u5faa\u73af\u7ed3\u6784\u66f4\u5f3a\u5927\u3002<\/p>\n<h3>\u4e8c\u3001Transformer\u6838\u5fc3\u67b6\u6784\u6df1\u5ea6\u89e3\u6790<\/h3>\n<h4>2.1 \u6574\u4f53\u67b6\u6784\u6982\u89c8<\/h4>\n<p>Transformer\u91c7\u7528\u5178\u578b\u7684\u7f16\u7801\u5668-\u89e3\u7801\u5668\u67b6\u6784\uff0c\u4f46\u5b8c\u5168\u6452\u5f03\u4e86\u5faa\u73af\u7ed3\u6784\uff0c\u4ec5\u4f9d\u8d56\u6ce8\u610f\u529b\u673a\u5236\u548c\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<p># Transformer\u67b6\u6784\u7684\u4f2a\u4ee3\u7801\u793a\u610f<br \/>\nclass Transformer(nn.Module):<br \/>\n    def __init__(self, encoder, decoder):<br \/>\n        super().__init__()<br \/>\n        self.encoder = encoder  # \u7f16\u7801\u5668\u5806\u53e0<br \/>\n        self.decoder = decoder  # \u89e3\u7801\u5668\u5806\u53e0<\/p>\n<p>    def forward(self, src, tgt):<br \/>\n        # \u7f16\u7801\u5668\u5904\u7406\u6e90\u5e8f\u5217<br \/>\n        memory = self.encoder(src)<br \/>\n        # \u89e3\u7801\u5668\u57fa\u4e8e\u7f16\u7801\u7ed3\u679c\u751f\u6210\u76ee\u6807\u5e8f\u5217<br \/>\n        output = self.decoder(tgt, memory)<br \/>\n        return output <\/p>\n<h4>2.2 \u81ea\u6ce8\u610f\u529b\u673a\u5236\uff1aTransformer\u7684\u7075\u9b42<\/h4>\n<h5>2.2.1 \u7f29\u653e\u70b9\u79ef\u6ce8\u610f\u529b<\/h5>\n<p>\u81ea\u6ce8\u610f\u529b\u673a\u5236\u662fTransformer\u6700\u6838\u5fc3\u7684\u521b\u65b0\uff0c\u5176\u6570\u5b66\u5f62\u5f0f\u5982\u4e0b\uff1a<\/p>\n<p style=\"text-align:center\"><img decoding=\"async\" alt=\"\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/01\/20260124150427-6974df7bd714f.png\"><\/p>\n<p>\u5176\u4e2d\uff1a<\/p>\n<ul>\n<li>\n<p>$Q$ (Query)\uff1a\u67e5\u8be2\u77e9\u9635\uff0c\u8868\u793a\u5f53\u524d\u9700\u8981\u5173\u6ce8\u7684\u7126\u70b9<\/p>\n<\/li>\n<li>\n<p>$K$<\/p>\n<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00\uff1aNLP\u9886\u57df\u7684\u8303\u5f0f\u8f6c\u79fb<br \/>\n2017\u5e74\uff0c\u8c37\u6b4c\u7684\u7814\u7a76\u56e2\u961f\u5728\u8bba\u6587\u300aAttention is All You Need\u300b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u2014\u2014Transformer\uff0c\u8fd9\u6807\u5fd7\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u4e00\u6b21\u91cd\u5927\u8303\u5f0f\u8f6c\u79fb\u3002\u5728Transformer\u51fa\u73b0\u4e4b\u524d\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u53ca\u5176\u53d8\u4f53\uff08\u5982LSTM\u3001GRU\uff09\u957f\u671f\u7edf\u6cbb\u7740\u5e8f\u5217\u5efa\u6a21\u4efb\u52a1\uff0c\u4f46Transformer\u4ee5\u5176\u72ec\u7279\u7684\u67b6\u6784\u8bbe\u8ba1\u548c\u5353\u8d8a\u7684\u6027\u80fd\u8868\u73b0\uff0c\u8fc5\u901f\u6210\u4e3aNLP\u9886\u57df\u7684\u65b0\u6807\u51c6\u3002<br \/>\n\u672c\u6587\u5c06\u6df1\u5165\u5256\u6790Transformer\u7684\u6838\u5fc3\u539f\u7406\u3001\u67b6\u6784\u7ec6\u8282\u3001\u53d8<\/p>\n","protected":false},"author":2,"featured_media":65406,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[841,50,86],"topic":[],"class_list":["post-65407","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-transformer","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>Transformer\u67b6\u6784\u5168\u666f\u89e3\u6790\uff1a\u4eceSeq2Seq\u5230\u81ea\u6ce8\u610f\u529b\u7684\u9769\u547d - \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\/65407.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Transformer\u67b6\u6784\u5168\u666f\u89e3\u6790\uff1a\u4eceSeq2Seq\u5230\u81ea\u6ce8\u610f\u529b\u7684\u9769\u547d - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u5f15\u8a00\uff1aNLP\u9886\u57df\u7684\u8303\u5f0f\u8f6c\u79fb 2017\u5e74\uff0c\u8c37\u6b4c\u7684\u7814\u7a76\u56e2\u961f\u5728\u8bba\u6587\u300aAttention is All You Need\u300b\u4e2d\u63d0\u51fa\u4e86\u4e00\u79cd\u5168\u65b0\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u2014\u2014Transformer\uff0c\u8fd9\u6807\u5fd7\u7740\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u4e00\u6b21\u91cd\u5927\u8303\u5f0f\u8f6c\u79fb\u3002\u5728Transformer\u51fa\u73b0\u4e4b\u524d\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u53ca\u5176\u53d8\u4f53\uff08\u5982LSTM\u3001GRU\uff09\u957f\u671f\u7edf\u6cbb\u7740\u5e8f\u5217\u5efa\u6a21\u4efb\u52a1\uff0c\u4f46Transformer\u4ee5\u5176\u72ec\u7279\u7684\u67b6\u6784\u8bbe\u8ba1\u548c\u5353\u8d8a\u7684\u6027\u80fd\u8868\u73b0\uff0c\u8fc5\u901f\u6210\u4e3aNLP\u9886\u57df\u7684\u65b0\u6807\u51c6\u3002 \u672c\u6587\u5c06\u6df1\u5165\u5256\u6790Transformer\u7684\u6838\u5fc3\u539f\u7406\u3001\u67b6\u6784\u7ec6\u8282\u3001\u53d8\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/65407.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" 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