{"id":3782,"date":"2021-04-16T21:13:34","date_gmt":"2021-04-16T13:13:34","guid":{"rendered":"http:\/\/www.sniper97.cn\/?p=3782"},"modified":"2021-04-16T21:13:34","modified_gmt":"2021-04-16T13:13:34","slug":"%e3%80%90%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%ac%94%e8%ae%b0%e3%80%91conditional-layer-normalization","status":"publish","type":"post","link":"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/note-deep-learning\/3782\/","title":{"rendered":"\u3010\u6df1\u5ea6\u5b66\u4e60\u7b14\u8bb0\u3011Conditional Layer Normalization"},"content":{"rendered":"\n<p>\u672c\u6587\u601d\u8def\u6765\u6e90\u4e8e\u82cf\u5efa\u6797\u5927\u4f6c\u7684<a rel=\"noreferrer noopener\" aria-label=\"Conditional Layer Normalization\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"https:\/\/kexue.fm\/archives\/7124\" target=\"_blank\">Conditional Layer Normalization<\/a>\uff0c\u672c\u4eba\u6574\u7406\u6d88\u5316\u540e\u5199\u7684\u7b14\u8bb0\u3002<\/p>\n\n\n<p>\u5982\u679c\u4f60\u6709\u4e24\u4e2a\u76f8\u4f3c\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u6587\u672c\u751f\u6210\uff0c\u4f46\u662f\u8981\u6839\u636e\u6307\u4ee4\u751f\u6210\u79ef\u6781\u7684\u548c\u6d88\u6781\u7684\u6587\u672c\uff0c\u90a3\u4e48\u600e\u4e48\u505a\uff1f\u5982\u679c\u521b\u5efa\u4e24\u4e2a\u6a21\u578b\u5206\u522b\u751f\u6210\u5c31\u4f1a\u6d88\u8017\u66f4\u591a\u7684\u8d44\u6e90\uff0c\u6709\u6ca1\u6709\u529e\u6cd5\u4f7f\u7528\u4e00\u4e2a\u6a21\u578b\uff0c\u5bf9\u5176\u4e2d\u8fdb\u884c\u4e00\u70b9\u66f4\u6539\u4ece\u800c\u4f7f\u6211\u4eec\u53ef\u4ee5\u89c4\u5b9a\u6a21\u578b\u7684\u751f\u6210\u65b9\u5411\u5462\uff1f\u7b54\u6848\u662f\u6709\u7684\u3002<\/p>\n\n\n<p>\u90a3\u5c31\u662f\u672c\u6587\u7684Conditional Layer Normalization\uff08\u4e0b\u7b80\u79f0CLN\uff09\u3002\u6a21\u578b\u5927\u6982\u7ed3\u6784\u5982\u4e0b\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"503\" height=\"201\" src=\"\/wp-content\/uploads\/2021\/04\/\u56fe\u7247.png\" alt=\"\" class=\"wp-image-3783\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/04\/\u56fe\u7247.png 503w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/04\/\u56fe\u7247-300x120.png 300w\" sizes=\"(max-width: 503px) 100vw, 503px\" \/><\/figure><\/div>\n\n\n<p>\u4f5c\u4e3a\u5bf9\u6bd4\uff0c\u8fd9\u91cc\u8d34\u4e0aLayer Normalization\uff08\u4e0b\u7b80\u79f0LN\uff09\u7ed3\u6784\uff1a<\/p>\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img loading=\"lazy\" decoding=\"async\" width=\"486\" height=\"195\" src=\"\/wp-content\/uploads\/2021\/04\/\u56fe\u7247-1.png\" alt=\"\" class=\"wp-image-3784\" srcset=\"http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/04\/\u56fe\u7247-1.png 486w, http:\/\/www.sniper97.cn\/wp-content\/uploads\/2021\/04\/\u56fe\u7247-1-300x120.png 300w\" sizes=\"(max-width: 486px) 100vw, 486px\" \/><\/figure><\/div>\n\n\n<p>\u8fd9\u91cc\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u76f8\u6bd4LN\uff0cCLN\u591a\u4e86\u4e24\u4e2ac\u548c\u03b2\u3001\u03b3\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u800cc\u5c31\u662f\u5bf9\u6a21\u578b\u7684\u8f93\u5165\uff0c\u6765\u63a7\u5236\u6a21\u578b\u8f93\u51fa\u7684\u65b9\u5411\u3002c\u7684\u7ef4\u5ea6\u53ef\u4ee5\u548cx\u7ef4\u5ea6\u4e0d\u4e00\u81f4\uff08\u56e0\u4e3a\u53ea\u662f\u7b80\u5355\u7684\u8f93\u51fa\u65b9\u5411\u63a7\u5236\uff0c\u5e76\u4e0d\u9700\u8981\u90a3\u4e48\u9ad8\u7ef4\u5ea6\uff09\uff0c\u4f46\u662f\u7531\u4e8e\u9700\u8981\u548cx\u8fdb\u884c\u8ba1\u7b97\uff0c\u4ecd\u7136\u9700\u8981\u9002\u914dx\u7684768\u7ef4\u5ea6\uff0c\u9700\u8981\u4f7f\u7528\u4e00\u5c42\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u4e00\u6b21\u53d8\u6362\u3002\u800c\u6211\u4eec\u53ef\u4ee5\u5c06\u5176\u521d\u59cb\u5316\u4e3a0\uff0c\u4ece\u800c\u5728\u4e00\u5f00\u59cb\u4e0d\u5bf9\u539f\u751fbert\u8fdb\u884c\u4efb\u4f55\u66f4\u6539\uff08\u5355\u5c42\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u521d\u59cb\u5316\u4e3a0\uff0c\u800c\u591a\u5c42\u4e0d\u53ef\u4ee5\uff09\u3002<\/p>\n\n\n<p>\u6211\u4eec\u89c2\u5bdf\u52a0\u4e86CLN\uff08\u4ee5c\u4e3a128\u7ef4\u4e3a\u4f8b\uff09\u4e4b\u540e\u7684\u6a21\u578b\u7ed3\u6784\uff0c\u76f8\u6bd4<a rel=\"noreferrer noopener\" aria-label=\"LN\u7684\u539f\u751fbert\uff08\u5728\u65b0\u7a97\u53e3\u6253\u5f00\uff09\" href=\"http:\/\/www.sniper97.cn\/index.php\/note\/deep-learning\/bert\/3754\/\" target=\"_blank\">LN\u7684\u539f\u751fbert<\/a>\uff0c\u6211\u4eec\u53d1\u73b0\u6240\u6709\u7684LN\u53c2\u6570\u53d8\u591a\u4e86\uff1a<\/p>\n\n\n<pre class=\"wp-block-code\"><code>__________________________________________________________________________________________________\nEmbedding-Norm (LayerNormalizat (None, None, 768)    198144      Embedding-Position[0][0]\n                                                                 reshape[0][0]<\/code><\/pre>\n\n\n<p>\u7531\u4e4b\u524d\u76841536\uff08768+768\uff09\u53d8\u4e3a\u4e86198144\u3002<\/p>\n\n\n<p>\u7531\u4e8e \u03b2\u3001\u03b3 \u6ca1\u6709\u4efb\u4f55\u53d8\u5316\uff0c\u8fd8\u662f1536\u4e2a\u53c2\u6570\uff0c\u6211\u4eec\u53ef\u4ee5\u5206\u6790\u4e00\u4e0b\u8fd9\u591a\u51fa\u6765\u7684196608\u662f\u4ece\u54ea\u6765\u7684\u3002<\/p>\n\n\n<p>\u7531\u4e8e\u6211\u4eec\u9700\u8981\u5bf9  \u03b2\u3001\u03b3  \u8fdb\u884c\u76f8\u540c\u7684\u53d8\u6362\uff0c\u56e0\u6b64\u53c2\u6570\u4e2a\u6570\u4e5f\u662f\u76f8\u540c\u7684\uff0c\u6211\u4eec\u5206\u6790\u7684\u53c2\u6570\u683c\u5f0f\u53ef\u4ee5\u8fdb\u4e00\u6b65\u7f29\u5c0f\u4e3a98304\u4e2a\u3002<\/p>\n\n\n<p>\u800c\u6211\u4eec\u4e4b\u524d\u63d0\u5230\uff0c\u9700\u8981\u5c06c\u7684128\u7ef4\u5ea6\u5347\u5230768\u7ef4\uff0c\u5982\u679c\u4e0d\u8003\u8651bias\u504f\u7f6e\uff0c\u53ea\u505a\u77e9\u9635\u53d8\u6362\uff08\u6ca1\u6709\u504f\u7f6e\u7684\u5355\u5c42\u795e\u7ecf\u7f51\u7edc\u5b9e\u9645\u4e0a\u5c31\u662f\u77e9\u9635\u53d8\u6362\uff09\uff0c\u6070\u597d\u662f768*128=98304\u4e2a\u53c2\u6570\u3002<\/p>\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u4ee3\u7801\u9a8c\u8bc1\u6211\u4eec\u7684\u731c\u60f3\uff08\u5b9e\u9645\u4e0a\uff0c\u6211\u662f\u4ece\u4ee3\u7801\u53cd\u5411\u9a8c\u8bc1\u4e0a\u9762\u7684\u53c2\u6570\u63a8\u7406\u7684\uff09\uff1a<\/p>\n\n\n<p>\u9996\u5148\u662f\u8f93\u5165\uff0cc_in\u8d1f\u8d23\u8f93\u5165\u6807\u7b7e\uff08\u4e5f\u5c31\u662f\u672c\u4f8b\u4e2d\u7684\u60c5\u611f\u65b9\u5411\uff09\uff0c\u7ecf\u8fc7\u4e00\u4e2aembedding\u540e\u83b7\u5f97\u6211\u4eec\u9700\u8981\u7684128\u7ef4\u5ea6\u5411\u91cf\uff0c\u968f\u540ereshape\u6389\u4e00\u4e2a\u7ef4\u5ea6\uff08embedding\u8f93\u51fa\u4e09\u4e2a\u7ef4\u5ea6[batch_size,input_length,output_dim]\uff0c\u6211\u4eec\u9700\u8981\u4e24\u4e2a[batch_size, 128]\uff09<\/p>\n\n\n<pre class=\"wp-block-code\"><code>c_in = Input(shape=(1,))\nc = Embedding(num_classes, 128)(c_in)\nc = Reshape((128,))(c)\n# Bert\u6a21\u578b\nmodel = build_transformer_model(\n    config_path,\n    checkpoint_path,\n    application='lm',\n    keep_tokens=keep_tokens,  # \u53ea\u4fdd\u7559keep_tokens\u4e2d\u7684\u5b57\uff0c\u7cbe\u7b80\u539f\u5b57\u8868\n    layer_norm_cond=c,\n    additional_input_layers=c_in,\n)<\/code><\/pre>\n\n\n<p>\u6211\u4eec\u73b0\u5728\u83b7\u5f97\u4e86c\u5411\u91cf\uff0c\u7136\u540e\u6211\u4eec\u5c31\u9700\u8981\u9a8c\u8bc1\u6211\u4eec\u7684\u53c2\u6570\u731c\u60f3\u662f\u5426\u6b63\u786e\u4e86\u3002<\/p>\n\n\n<p>\u6211\u4eec\u627e\u5230\u4e86LN\u4e2d\u7684build\u90e8\u5206\uff1a<\/p>\n\n\n<pre class=\"wp-block-code\"><code>    def build(self, input_shape):\n        super(LayerNormalization, self).build(input_shape)\n        if self.conditional:\n            shape = (input_shape[0][-1],)\n        else:\n            shape = (input_shape[-1],)\n        if self.center:\n            self.beta = self.add_weight(\n                shape=shape, initializer='zeros', name='beta'\n            )\n        if self.scale:\n            self.gamma = self.add_weight(\n                shape=shape, initializer='ones', name='gamma'\n            )\n        if self.conditional:\n            if self.hidden_units is not None:\n                self.hidden_dense = Dense(\n                    units=self.hidden_units,\n                    activation=self.hidden_activation,\n                    use_bias=False,\n                    kernel_initializer=self.hidden_initializer\n                )\n            if self.center:\n                self.beta_dense = Dense(\n                    units=shape[0], use_bias=False, kernel_initializer='zeros'\n                )\n            if self.scale:\n                self.gamma_dense = Dense(\n                    units=shape[0], use_bias=False, kernel_initializer='zeros'\n                )<\/code><\/pre>\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u770b\u5230\uff0c\u518d\u521d\u59cb\u5316\u4e86bert\u548cgamma\u540e\uff08center\u548cscale\u9ed8\u8ba4\u90fd\u662fTrue\uff09\uff0c\u7ee7\u7eed\u521d\u59cb\u5316\u4e86beta_dense\u548cgamma_dense\uff0c\u521d\u59cb\u5316\u4e3ashape[0]\uff0c\u4e0d\u4f7f\u7528\u504f\u7f6e\u3002\u800cinput_shape\u5219\u662fNL\u7684\u8f93\u5165\uff0c\u4e3a768\u7ef4\u5ea6\uff08CNL\u53ea\u662f\u6dfb\u52a0\u4e2d\u95f4\u8fc7\u7a0b\uff0c\u5e76\u4e0d\u6539\u53d8NL\u8f93\u5165\u8f93\u51fa\uff0c\u6240\u4ee5\u4e3a768\uff09.<\/p>\n\n\n<p>\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u5728LN\u4e0a\u8fdb\u884c\u4e00\u4e9b\u504f\u79fb\uff0c\u8ba9\u6a21\u578b\u80fd\u591f\u8f93\u51fa\u4e0d\u540c\u65b9\u5411\u7684\u7ed3\u679c\u3002<\/p>\n\n\n<p>\u7ed3\u679c\u8fd8\u7b97\u4e0d\u9519\uff1a<\/p>\n\n\n<pre class=\"wp-block-code\"><code>\u6b63\u9762\u91c7\u6837:\n[\n    u'\u5916\u89c2\u65f6\u5c1a\u3001\u6f02\u4eae\u3001\u6027\u4ef7\u6bd4\u9ad8\u3002',\n    u'\u5916\u89c2\u6f02\u4eae\uff0c\u914d\u7f6e\u5747\u8861\uff0c\u6bd4\u8f83\u6ee1\u610f\uff0c\u6027\u4ef7\u6bd4\u9ad8\uff0c\u5916\u89c2\u6f02\u4eae\uff0c\u6027\u80fd\u8f83\u9ad8\u3002',\n    u'\u6211\u662f\u5728\u5927\u5b66\u7684\u65f6\u5019\u770b\u5230\u8fd9\u672c\u4e66\u7684\uff0c\u6240\u4ee5\u4e00\u76f4\u5728\u4e70\u3002\u4e66\u4e2d\u7684\u4f5c\u8005\u662f\u6797\u9759\u857e\uff0c\u5979\u7528\u81ea\u5df1\u7684\u53e3\u543b\u5199\u51fa\u4e86\u4e00\u4e2a\u5b69\u5b50\u6210\u957f\u4e2d\u7684\u5fc3\u8def\u5386\u7a0b\uff0c\u8ba9\u6211\u770b\u5230\u4e86\u5979\u4eec\u6210\u957f\u4e2d\u7684\u4e0d\u540c\u4e4b\u5904\uff0c\u4ee5\u53ca\u5979\u4eec\u6210\u957f\u8fc7\u7a0b\u4e2d\u7684\u4e0d\u540c\u5883\u754c\u3002\u8ba9\u6211\u5f88\u6b23\u8d4f\uff01',\n    u'\u6211\u60f3\u8fd9\u662f\u4e00\u672c\u80fd\u591f\u544a\u8bc9\u8bfb\u8005\u4ec0\u4e48\u662f\u574f\u7684\uff0c\u800c\u4e0d\u662f\u6559\u4f60\u600e\u6837\u8bf4\u8bdd\uff0c\u544a\u8bc9\u6211\u4ec0\u4e48\u662f\u9519\u3002\u8fd9\u91cc\u6211\u63a8\u8350\u4e86\u300a\u6211\u8981\u8bb2\u6545\u4e8b\u300b\uff0c\u8fd9\u672c\u4e66\u662f\u6211\u5f88\u559c\u6b22\u7684\u4e00\u672c\u4e66\uff0c\u6211\u8ba4\u4e3a\u5b83\u7684\u7406\u7531\u5f88\u591a\uff0c\u4f46\u662f\uff0c\u6211\u76f8\u4fe1\u6211\u3002\u5982\u679c\u4f60\u4ece\u4e2d\u5f97\u5230\u4e00\u4e9b\u6539\u8fdb\uff0c\u6216\u8005\u4f60\u5df2\u7ecf\u6709\u4e86\u4e00\u4e2a\u660e\u667a\u7684\u51b3\u5b9a\u3002',\n    u'\u6211\u4eec\u4e00\u5bb6\u4e94\u53e3\u4f4f\u7684\u662f\u6807\u95f4\uff0c\u5927\u5e8a\u623f\uff0c\u5927\u5e8a\u7684\u5e8a\u5f88\u8212\u670d\uff1b\u800c\u6211\u4eec\u5728\u643a\u7a0b\u7f51\u4e0a\u8ba2\u4e86\u4e24\u5957\u5927\u5e8a\u623f\uff0c\u8fd9\u4e2a\u9152\u5e97\u7684\u4ef7\u683c\u8fd8\u662f\u6bd4\u8f83\u5408\u7406\u7684\uff1b\u4f46\u662f\u623f\u95f4\u7684\u9694\u97f3\u6548\u679c\u4e0d\u592a\u7406\u60f3\uff0c\u6709\u70b9\u54cd\u7684\u58f0\u97f3\uff1b\u9152\u5e97\u95e8\u53e3\u7684\u5730\u94c1\u5728\u65bd\u5de5\u4e2d\uff0c\u4e0d\u65b9\u4fbf\uff1b\u4f46\u662f\u9152\u5e97\u7684\u95e8\u53e3\u7684\u51fa\u79df\u8f66\u4e0d\u77e5\u9053\u662f\u54ea\u4e2a\u8f66\u7684\uff0c\u6253\u8f66\u4e0d\u662f\u5f88\u65b9\u4fbf\uff1b\u9152\u5e97\u5916\u9762\u7684\u505c'\n]\n\u8d1f\u9762\u91c7\u6837:\n[\n    u'\u4e0d\u77e5\u9053\u662f\u4e0d\u662f\u56e0\u4e3a\u7535\u6c60\u4e0d\u592a\u597d\uff0c\u4e0d\u662f\u6211\u4e0d\u559c\u6b22\u3002',\n    u'\u770b\u4e86\u8bc4\u8bba\u624d\u4e70\u7684. \u7ed3\u679c\u53d1\u73b0\u4e0d\u662f\u90a3\u4e48\u4fbf\u5b9c, \u4ef7\u683c\u4e5f\u4e0d\u4fbf\u5b9c.',\n    u'1\u3001\u5916\u58f3\u4e0d\u5bb9\u6613\u6cbe\u624b\u5370\uff0c\u4e0d\u5bb9\u6613\u6d17\u6d172\u3001\u5c4f\u5e55\u6709\u70b9\u65e7\uff0c \u4e0d\u80fd\u4e0b\u8f7d\u94c3\u58f0',\n    u'\u6211\u662f7\u67086\u65e5\u8ba2\u8d2d\u4e86\u300a\u675c\u62c9\u62c9\u5347\u804c\u8bb0\u300b\u5e76\u5df2\u901a\u8fc7\u94f6\u884c\u4ed8\u6b3e\uff0c\u4e3a\u4ec0\u4e48\u8ba2\u5355\u4e0b\u4e86\u4e24\u5468\u591a\u81f3\u4eca\u8fd8\u672a\u5230\u8d27\uff1f\u662f\u6536\u8d27\u65f6\u95f4\u592a\u5feb\u4e86\uff0c\u53ef\u80fd\u5c31\u8fd9\u4e48\u8fc7\u53bb\u4e86\u5427\uff1f',\n    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vdiv\u7684\u4e00\u7bc7\u4e66\uff0c\u5173\u4e8e\u4e8etpc\u7684\u6587\u7ae0\u5462\uff0c\u633a\u7cbe\u5f69\u7684\uff0c\u73b0\u5728\u5f00\u59cb\u8bfb\u4e86\u4e00\u70b9\u4ee5\u524d\u7684\u5206\u6790\u7684\u65f6\u5019\u7684\u5c0f\u4e00\u77ed\u6bb5\uff0c\u603b\u4f53\u7565\u611f\u4e00\u4e9b\uff0cleang\u6211\u60f3\uff0chandi\u4e0d\u4f1a\u662f\u30f3\uff0c160\u300a\u73af\u4fdd\u7b26\u53f7\u300b. . . . . . . . \u643a\u7a0b\u6700\u4e3a\u6709\u6548\u7684\u4e00\u4e9b\u5ba2\u4eba\u6295\u8bc9\u544a\u8bc9\u4f60\u4eec\u552e\u540e\uff1a1900\u5143^ _ ; \uff1b']\n\u8d1f\u9762\u91c7\u6837:\n['\u4e5f\u8bb8\u8fd9\u4e24\u4f4d\u5979\u5199\u672c\u6bd4\u8f83\u559c\u6b22\uff0c\u5927\u6982\u53ea\u662f\u90c1\u95f7\u5730\u8bf4\uff1a\u2460\u4f60\u4e0d\u4f1a\u66fe\u8bfb\u90a3\u4e48\u591a\u8bcd\u5427~ 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mendodoposted',\n'\u6478\u4e86\u4e00\u9635\u5b50\u624d\u5f00\u59cb\u5728\u6211\u4eec\u624b\u4e2d\u770b\u56e2\u961f\u7684\u4eba\u3002\u5df4\u5730\u9a6c\u6df7\u6c34\u9053\u548c\u5929\u4e00\u7b14\u8d26\u3002\u679c\u7136\u628a\u8bd1\u5199\u6210\u9152\u5e97\u3002\u5ffd\u7136\u770b\u5230\u7f51\u4e0a\u5217\u51fa\u7684\u5f88\u591a\u724c\u5b50\u7167\u7247\u7684\u9999\u61d1\u6728\u6728\u3002\u4e0b\u6b21\u8fd8\u662f\u5e0c\u671b\u4e70\u6df1\u5ea6\u9002\u6027\u7684\u597d\u7535\u8111\u5427\u3002',\n'\u4e70\u56de\u6765\u540e\u53d1\u73b0\u8fd9\u672c\u4e66\u662f\u7537\u751f\u8bfb\u7684, \u5b8c\u5168\u662f\u8650\u5fc3, \u5fc3\u4e2d\u5f88\u7684\u65e0\u5948, \u4e5f\u6709\u5f88\u591a\u52a8\u6447, \u597d\u50cf\u4e66\u662f\u6709\u60c5\u8272\u7684\u4e00\u6837, \u540e\u6765\u53d1\u73b0\u81ea\u5df1\u5c31\u61d2\u5f97\u51fa\u4e66\u770b, \u4e5f\u5c31\u53ea\u4e70\u4e86\u4e00\u672c, 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